data-diff

generated 2026-09-21 17:14 UTC · etl diff report
❌ Found differences in all 22 compared datasets
20
changed
1
new
1
removed
0
identical
0
skipped
counts are datasets
Of the 22 datasets with differences, the changes are: 🔴 10 large · 🟡 4 moderate · 🟢 3 small · 📝 4 metadata-only · ➕ 1 new-data-only (tiered by worst-column anomaly score; coverage loss ⇒ 🔴)
Top changes — what to watch
Datasets
  1. 🔴 garden/energy/2026-06-30/carbon_intensity_of_energyremoved dataset
  2. 🔴 garden/demography/2026-05-28/population🔴 2 · 🟡 13 · 🟢 1 column(s) changed− lost 1,601 data point(s)28 column(s) in 6 table(s)
  3. 🔴 garden/emdat/2026-04-30/natural_disasters🔴 11 · 🟡 58 · 🟢 11 column(s) changed− lost 27 data point(s)87 column(s) in 6 table(s)
  4. 🔴 garden/democracy/2026-03-17/vdem🟡 46 · 🟢 32 column(s) changed− lost 48 data point(s)104 column(s) in 7 table(s)
  5. 🔴 garden/emissions/2026-03-05/gdp_and_co2_decoupling🟡 5 column(s) changed− lost 21 data point(s)7 column(s) in 1 table(s)
  6. 🔴 garden/democracy/2026-04-02/lexical_index🔴 13 · 🟡 28 column(s) changed41 column(s) in 2 table(s)
  7. 🔴 garden/war/latest/ucdp_preview🔴 15 · 🟡 1 column(s) changed19 column(s) in 3 table(s)
  8. 🔴 garden/emissions/2025-12-04/owid_co2🔴 2 · 🟡 54 · 🟢 14 column(s) changed70 column(s) in 1 table(s)
  9. 🔴 garden/gcp/2025-11-13/global_carbon_budget🔴 2 · 🟡 46 · 🟢 14 column(s) changed62 column(s) in 1 table(s)
  10. 🔴 garden/health/latest/measles_long_run🔴 1 · 🟡 2 column(s) changed3 column(s) in 1 table(s)
  11. 🟡 garden/emissions/2025-12-04/national_contributions🟡 44 · 🟢 9 column(s) changed53 column(s) in 1 table(s)
  12. 🟡 garden/democracy/2026-03-18/ert🟡 2 column(s) changed2 column(s) in 2 table(s)
  13. 🟡 garden/health/2025-02-20/measles_deaths_long_run🟡 1 column(s) changed1 column(s) in 1 table(s)
  14. 🟡 garden/emissions/2026-06-15/emissions_by_human_activity_including_gross_lulucf_splitting_electricity🟡 4 · 🟢 2 column(s) changed6 column(s) in 2 table(s)
  15. 🟢 garden/emissions/2026-06-15/emissions_by_human_activity_including_gross_lulucf🟢 4 column(s) changed4 column(s) in 2 table(s)
  16. 🟢 garden/democracy/2026-03-23/fh🟢 1 column(s) changed1 column(s) in 2 table(s)
  17. 📝 garden/democracy/2025-03-05/eiumetadata-only changes
  18. 📝 garden/democracy/2026-03-27/btimetadata-only changes
  19. garden/war/2025-06-13/ucdp🟢 3 column(s) w/ shifted coverage
  20. 📝 garden/war/2025-06-16/ucdp_priometadata-only changes
  21. 📝 garden/wpf/2025-01-17/famines_by_regime_gdp_populationmetadata-only changes
Indicators
  1. 🔴 garden/demography/2026-05-28/population · population_original− lost 362 data point(s): Czechoslovakia, East Germany, Guam, Ireland (whole island)…
  2. 🔴 garden/demography/2026-05-28/population · historical− lost 362 data point(s): Czechoslovakia, East Germany, Guam, Ireland (whole island)…
  3. 🔴 garden/demography/2026-05-28/population · population− lost 362 data point(s): Czechoslovakia, East Germany, Guam, Ireland (whole island)…
  4. 🔴 garden/demography/2026-05-28/population · population_growth_rate− lost 349 data point(s): East Germany, French Polynesia, Guernsey, Ireland (whole island)…
  5. 🔴 garden/demography/2026-05-28/population · population_density− lost 166 data point(s): Czechoslovakia, French Polynesia, Guam, Macao…
  6. 🔴 garden/democracy/2026-03-17/vdem · vdem_multi_with_regions− lost 36 data point(s): Africa (population-weighted), Oceania (population-weighted)
  7. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly− lost 25 data point(s): Lower-middle-income countries, Upper-middle-income countries
  8. 🔴 garden/emissions/2026-03-05/gdp_and_co2_decoupling · gdp_and_co2_decoupling− lost 21 data point(s): Norway
  9. 🔴 garden/democracy/2026-03-17/vdem · vdem_uni_with_regions− lost 12 data point(s): Africa (population-weighted), Oceania (population-weighted)
  10. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths− lost 1 data point(s): Lower-middle-income countries
  11. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact− lost 1 data point(s): Lower-middle-income countries
  12. 🔴 garden/demography/2026-05-28/population · population_original.sourcenot scored (non-numeric) · 48% of rows
  13. 🔴 garden/demography/2026-05-28/population · population.sourcenot scored (non-numeric) · 48% of rows
  14. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.reconstruction_costsmedian anomaly score 100% · 0% of rows
  15. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.group_age_electdem_liednot scored (non-numeric) · 0% of rows
  16. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.group_age_polyarchy_liednot scored (non-numeric) · 0% of rows
  17. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.reconstruction_costs_adjustedmedian anomaly score 100% · 0% of rows
  18. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.suffrage_in_practice_trich_liedmedian anomaly score 100% · 0% of rows
  19. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.suffrage_liedmedian anomaly score 100% · 0% of rows
  20. 🔴 garden/war/latest/ucdp_preview · ucdp_preview_locations.is_location_of_conflictmedian anomaly score 100% · 0% of rows
  21. 🔴 garden/war/latest/ucdp_preview · ucdp_preview_country.participated_in_conflictmedian anomaly score 100% · 0% of rows
  22. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.competition_liedmedian anomaly score 100% · 0% of rows
  23. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.democracy_liedmedian anomaly score 100% · 0% of rows
  24. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.female_suffrage_liedmedian anomaly score 100% · 0% of rows
  25. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.male_suffrage_liedmedian anomaly score 100% · 0% of rows
  26. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.suffrage_in_practice_liedmedian anomaly score 100% · 0% of rows
  27. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.is_full_democracymedian anomaly score 100% · 0% of rows
  28. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.is_electoral_democracymedian anomaly score 100% · 0% of rows
  29. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths.n_events_with_over_2000_deathsmedian anomaly score 67% · 0% of rows
  30. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_unknownmedian anomaly score 64% · 0% of rows
  31. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_ongoing_conflictsmedian anomaly score 43% · 0% of rows
  32. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths.n_events_with_over_1000_deathsmedian anomaly score 42% · 1% of rows
  33. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.regime_liedmedian anomaly score 40% · 0% of rows
  34. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_lowmedian anomaly score 36% · 0% of rows
  35. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_low_per_capitamedian anomaly score 36% · 0% of rows
  36. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_highmedian anomaly score 36% · 0% of rows
  37. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_high_per_capitamedian anomaly score 36% · 0% of rows
  38. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_combatantsmedian anomaly score 36% · 0% of rows
  39. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflictsmedian anomaly score 35% · 0% of rows
  40. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_per_capitamedian anomaly score 35% · 0% of rows
  41. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_deaths_ongoing_conflicts_civiliansmedian anomaly score 35% · 0% of rows
  42. 🔴 garden/democracy/2026-04-02/lexical_index · lexical_index.regime_redux_liedmedian anomaly score 33% · 0% of rows
  43. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths.n_events_with_over_500_deathsmedian anomaly score 33% · 1% of rows
  44. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths.n_events_with_over_5000_deathsmedian anomaly score 33% · 0% of rows
  45. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.insured_damagesmedian anomaly score 29% · 0% of rows
  46. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.insured_damages_adjustedmedian anomaly score 28% · 0% of rows
  47. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.n_unknown_eventsmedian anomaly score 27% · 1% of rows
  48. 🔴 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.cumulative_emissions_from_flaring_as_share_of_globalmedian anomaly score 25% · 0% of rows
  49. 🔴 garden/emissions/2025-12-04/owid_co2 · owid_co2.share_global_cumulative_flaring_co2median anomaly score 25% · 0% of rows
  50. 🔴 garden/emissions/2025-12-04/owid_co2 · owid_co2.cumulative_flaring_co2median anomaly score 25% · 0% of rows
  51. 🔴 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.cumulative_emissions_from_flaringmedian anomaly score 25% · 0% of rows
  52. 🔴 garden/health/latest/measles_long_run · measles_long_run.casesmedian anomaly score 23% · 1% of rows
  53. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths.n_events_with_over_200_deathsmedian anomaly score 20% · 2% of rows
  54. 🔴 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.homelessmedian anomaly score 17% · 1% of rows
  55. 🔴 garden/war/latest/ucdp_preview · ucdp_preview_locations.number_locationsmedian anomaly score 16% · 0% of rows
  56. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_ongoing_conflicts_per_countrymedian anomaly score 15% · 0% of rows
  57. 🔴 garden/war/latest/ucdp_preview · ucdp_preview.number_ongoing_conflicts_per_country_pairmedian anomaly score 15% · 0% of rows
  58. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.n_large_eventsmedian anomaly score 15% · 2% of rows
  59. 🟡 garden/demography/2026-05-28/population · historical.growth_rate_historicalmedian anomaly score 13% · 5% of rows
  60. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_impact.n_large_eventsmedian anomaly score 13% · 2% of rows
  61. 🟡 garden/war/latest/ucdp_preview · ucdp_preview_country.number_participantsmedian anomaly score 13% · 0% of rows
  62. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.n_small_eventsmedian anomaly score 13% · 1% of rows
  63. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.n_eventsmedian anomaly score 12% · 3% of rows
  64. 🟡 garden/demography/2026-05-28/population · population_growth_rate.growth_ratemedian anomaly score 11% · 4% of rows
  65. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.share_unknown_eventsmedian anomaly score 11% · 2% of rows
  66. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.n_eventsmedian anomaly score 11% · 3% of rows
  67. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.n_medium_eventsmedian anomaly score 11% · 2% of rows
  68. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_deaths.n_events_with_over_200_deathsmedian anomaly score 11% · 2% of rows
  69. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_impact.n_small_eventsmedian anomaly score 10% · 1% of rows
  70. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_deaths.n_events_with_over_5000_deathsmedian anomaly score 10% · 1% of rows
  71. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_deaths.n_events_with_over_500_deathsmedian anomaly score 9.3% · 2% of rows
  72. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal.homelessmedian anomaly score 9.1% · 0% of rows
  73. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_deaths.n_events_with_unknown_deathsmedian anomaly score 9.1% · 3% of rows
  74. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_impact.n_medium_eventsmedian anomaly score 9.0% · 1% of rows
  75. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal.n_eventsmedian anomaly score 8.9% · 1% of rows
  76. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_impact.n_eventsmedian anomaly score 8.9% · 2% of rows
  77. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.total_affectedmedian anomaly score 8.7% · 2% of rows
  78. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.affectedmedian anomaly score 8.7% · 2% of rows
  79. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_deaths.n_events_with_over_2000_deathsmedian anomaly score 8.4% · 1% of rows
  80. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly.total_deadmedian anomaly score 8.3% · 2% of rows
  81. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.cumulative_emissions_from_gasmedian anomaly score 8.2% · 0% of rows
  82. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.cumulative_gas_co2median anomaly score 8.2% · 0% of rows
  83. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.cumulative_emissions_from_gas_as_share_of_globalmedian anomaly score 8.2% · 0% of rows
  84. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.share_global_cumulative_gas_co2median anomaly score 8.2% · 0% of rows
  85. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.pct_growth_emissions_total_including_land_use_changemedian anomaly score 8.2% · 1% of rows
  86. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.co2_including_luc_growth_prctmedian anomaly score 8.2% · 1% of rows
  87. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_yearly_impact.share_small_eventsmedian anomaly score 7.9% · 2% of rows
  88. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.growth_emissions_total_including_land_use_changemedian anomaly score 7.8% · 1% of rows
  89. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.co2_including_luc_growth_absmedian anomaly score 7.8% · 1% of rows
  90. 🟡 garden/emdat/2026-04-30/natural_disasters · natural_disasters_decadal_deaths.n_events_with_over_1000_deathsmedian anomaly score 7.7% · 1% of rows
  91. 🟡 garden/democracy/2026-04-02/lexical_index · lexical_index.experience_polyarchy_liedmedian anomaly score 7.7% · 0% of rows
  92. 🟡 garden/democracy/2026-04-02/lexical_index · region_aggregates.num_group_age_electdem_liedmedian anomaly score 7.7% · 0% of rows
  93. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.emissions_from_flaring_per_capitamedian anomaly score 7.3% · 0% of rows
  94. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.flaring_co2_per_capitamedian anomaly score 7.3% · 0% of rows
  95. 🟡 garden/democracy/2026-04-02/lexical_index · lexical_index.age_polyarchy_liedmedian anomaly score 7.1% · 0% of rows
  96. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.gas_co2median anomaly score 7.0% · 0% of rows
  97. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.emissions_from_gasmedian anomaly score 7.0% · 0% of rows
  98. 🟡 garden/gcp/2025-11-13/global_carbon_budget · global_carbon_budget.emissions_from_gas_as_share_of_globalmedian anomaly score 7.0% · 0% of rows
  99. 🟡 garden/emissions/2025-12-04/owid_co2 · owid_co2.share_global_gas_co2median anomaly score 7.0% · 0% of rows
  100. 🟡 garden/democracy/2026-04-02/lexical_index · region_aggregates.num_group_age_polyarchy_liedmedian anomaly score 6.8% · 0% of rows
- garden/energy/2026-06-30/carbon_intensity_of_energyremoved dataset
~ garden/democracy/2026-04-02/lexical_index🔴 13 · 🟡 28 column(s) changed↕ 🟢 2 column(s) w/ shifted coverage41 columns in 2 tables
= Table lexical_index🔴 median anomaly score 100%
~ lexical_index.group_age_electdem_lied 🔴 not scored (non-numeric)changed data
~ Changed values: 12 / 35,624 (0.03%)
countryyeargroup_age_electdem_lied -group_age_electdem_lied +
India1947multi-party autocracy1-18 years
India1948multi-party autocracy1-18 years
India1949multi-party autocracy1-18 years
India19651-18 years19-30 years
India19661-18 years19-30 years
India19671-18 years19-30 years
India197719-30 years31-60 years
India197819-30 years31-60 years
India197919-30 years31-60 years
India200731-60 years61-90 years
India200831-60 years61-90 years
India200931-60 years61-90 years
~ lexical_index.group_age_polyarchy_lied 🔴 not scored (non-numeric)changed data
~ Changed values: 5 / 35,624 (0.01%)
countryyeargroup_age_polyarchy_lied -group_age_polyarchy_lied +
India1947multi-party autocracyelectoral democracy
India1948multi-party autocracy1-18 years
India1949multi-party autocracy1-18 years
India19661-18 years19-30 years
India19671-18 years19-30 years
~ lexical_index.suffrage_in_practice_trich_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearsuffrage_in_practice_trich_lied -suffrage_in_practice_trich_lied +anomaly score
India194702100%
India194802100%
India194902100%
~ lexical_index.suffrage_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearsuffrage_lied -suffrage_lied +anomaly score
India194702100%
India194802100%
India194902100%
~ lexical_index.competition_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearcompetition_lied -competition_lied +anomaly score
India194701100%
India194801100%
India194901100%
~ lexical_index.democracy_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyeardemocracy_lied -democracy_lied +anomaly score
India194701100%
India194801100%
India194901100%
~ lexical_index.female_suffrage_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearfemale_suffrage_lied -female_suffrage_lied +anomaly score
India194701100%
India194801100%
India194901100%
~ lexical_index.is_electoral_democracy 🔴 median anomaly score 100%changed data
~ Changed values: 1 / 35,624 (0.00%)
countryyearis_electoral_democracy -is_electoral_democracy +anomaly score
India194701100%
~ lexical_index.is_full_democracy 🔴 median anomaly score 100%changed data
~ Changed values: 2 / 35,624 (0.01%)
countryyearis_full_democracy -is_full_democracy +anomaly score
India194801100%
India194901100%
~ lexical_index.male_suffrage_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearmale_suffrage_lied -male_suffrage_lied +anomaly score
India194701100%
India194801100%
India194901100%
~ lexical_index.suffrage_in_practice_lied 🔴 median anomaly score 100%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearsuffrage_in_practice_lied -suffrage_in_practice_lied +anomaly score
India194701100%
India194801100%
India194901100%
~ lexical_index.regime_lied 🔴 median anomaly score 40%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearregime_lied -regime_lied +anomaly score
India19483740%
India19493740%
India19473633%
~ lexical_index.regime_redux_lied 🔴 median anomaly score 33%changed data
~ Changed values: 3 / 35,624 (0.01%)
countryyearregime_redux_lied -regime_redux_lied +anomaly score
India19473633%
India19483633%
India19493633%
~ lexical_index.experience_polyarchy_lied 🟡 median anomaly score 7.7%changed data
~ Changed values: 27 / 35,624 (0.08%)
countryyearexperience_polyarchy_lied -experience_polyarchy_lied +anomaly score
India194902100%
India194801100%
India19501350%
India19512433%
India19523525%
India19534620%
India19545717%
India19556814%
India19567912%
India195781011%
India195891110.0%
India195910129.1%
India196011138.3%
India196112147.7%
India196213157.1%
India196314166.7%
India196415176.2%
India196516185.9%
India196617195.6%
India196718205.3%
India196819215.0%
India196920224.8%
India197021234.5%
India197122244.3%
India197223254.2%
India197324264.0%
India197425273.8%
~ lexical_index.age_polyarchy_lied 🟡 median anomaly score 7.1%changed data
~ Changed values: 28 / 35,624 (0.08%) (25 revised, 2 appeared, 1 not scored)
countryyearage_polyarchy_lied -age_polyarchy_lied +anomaly score
India19501350%
India19512433%
India19523525%
India19534620%
India19545717%
India19556814%
India19567912%
India195781011%
India195891110.0%
India195910129.1%
India196011138.3%
India196112147.7%
India196213157.1%
India196314166.7%
India196415176.2%
India196516185.9%
India196617195.6%
India196718205.3%
India196819215.0%
India196920224.8%
India197021234.5%
India197122244.3%
India197223254.2%
India197324264.0%
India197425273.8%
India1947multi-party autocracyelectoral democracynot scored
India1948multi-party autocracy1appeared
India1949multi-party autocracy2appeared
~ lexical_index.experience_electdem_lied 🟡 median anomaly score 3.9%changed data
~ Changed values: 79 / 35,624 (0.22%)
countryyearexperience_electdem_lied -experience_electdem_lied +anomaly score
India194903100%
India194802100%
India194701100%
India19501460%
India19512543%
India19523633%
India19534727%
India19545823%
India19556920%
India195671018%
India195781116%
India195891214%
India1959101313%
India1960111412%
India1961121511%
India1962131610%
India196314179.7%
India196415189.1%
India196516198.6%
India196617208.1%
India196718217.7%
India196819227.3%
India196920237.0%
India197021246.7%
India197122256.4%
India197223266.1%
India197324275.9%
India197425285.7%
India197526295.5%
India197627305.3%
India197728315.1%
India197829324.9%
India197930334.8%
India198031344.6%
India198132354.5%
India198233364.3%
India198334374.2%
India198435384.1%
India198536394.0%
India198637403.9%
India198738413.8%
India198839423.7%
India198940433.6%
India199041443.5%
India199142453.4%
India199243463.4%
India199344473.3%
India199445483.2%
India199546493.2%
India199647503.1%
India199748513.0%
India199849523.0%
India199950532.9%
India200051542.9%
India200152552.8%
India200253562.8%
India200354572.7%
India200455582.7%
India200556592.6%
India200657602.6%
India200758612.5%
India200859622.5%
India200960632.4%
India201061642.4%
India201162652.4%
India201263662.3%
India201364672.3%
India201465682.3%
India201566692.2%
India201667702.2%
India201768712.2%
India201869722.1%
India201970732.1%
India202071742.1%
India202172752.0%
India202273762.0%
India202374772.0%
India202475782.0%
India202576791.9%
~ lexical_index.age_electdem_lied 🟡 median anomaly score 3.8%changed data
~ Changed values: 79 / 35,624 (0.22%) (76 revised, 3 appeared)
countryyearage_electdem_lied -age_electdem_lied +anomaly score
India19501460%
India19512543%
India19523633%
India19534727%
India19545823%
India19556920%
India195671018%
India195781116%
India195891214%
India1959101313%
India1960111412%
India1961121511%
India1962131610%
India196314179.7%
India196415189.1%
India196516198.6%
India196617208.1%
India196718217.7%
India196819227.3%
India196920237.0%
India197021246.7%
India197122256.4%
India197223266.1%
India197324275.9%
India197425285.7%
India197526295.5%
India197627305.3%
India197728315.1%
India197829324.9%
India197930334.8%
India198031344.6%
India198132354.5%
India198233364.3%
India198334374.2%
India198435384.1%
India198536394.0%
India198637403.9%
India198738413.8%
India198839423.7%
India198940433.6%
India199041443.5%
India199142453.4%
India199243463.4%
India199344473.3%
India199445483.2%
India199546493.2%
India199647503.1%
India199748513.0%
India199849523.0%
India199950532.9%
India200051542.9%
India200152552.8%
India200253562.8%
India200354572.7%
India200455582.7%
India200556592.6%
India200657602.6%
India200758612.5%
India200859622.5%
India200960632.4%
India201061642.4%
India201162652.4%
India201263662.3%
India201364672.3%
India201465682.3%
India201566692.2%
India201667702.2%
India201768712.2%
India201869722.1%
India201970732.1%
India202071742.1%
India202172752.0%
India202273762.0%
India202374772.0%
India202475782.0%
India202576791.9%
India1947multi-party autocracy1appeared
India1948multi-party autocracy2appeared
India1949multi-party autocracy3appeared
~ Table region_aggregates🟡 24 column(s) changed
table metadata diff
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ region_aggregates.num_group_age_electdem_lied 🟡 median anomaly score 7.7%changed data
~ Changed values: 48 / 51,352 (0.09%)
countryyearcategorynum_group_age_electdem_lied -num_group_age_electdem_lied +anomaly score
Asia19471-18 years01100%
Asia196519-30 years01100%
Asia197731-60 years01100%
Asia200761-90 years01100%
Asia200861-90 years01100%
Asia196619-30 years1233%
Asia197831-60 years1233%
Asia197919-30 years2133%
Asia200931-60 years2133%
Asia200961-90 years1233%
Asia19481-18 years2320%
Asia196719-30 years2320%
Asia197819-30 years3220%
Asia197931-60 years2320%
Asia200731-60 years3220%
Asia200831-60 years3220%
Asia19491-18 years3414%
Asia19671-18 years4314%
Asia197719-30 years4314%
Asia1947multi-party autocracy5411%
Asia1949multi-party autocracy5411%
Asia19661-18 years5411%
Asia19651-18 years659.1%
Asia1948multi-party autocracy767.7%
World197919-30 years767.7%
World196519-30 years9105.3%
World197819-30 years1095.3%
World1949multi-party autocracy11104.8%
World196619-30 years10114.8%
World197719-30 years11104.8%
World19471-18 years13143.7%
World19481-18 years13143.7%
World200861-90 years13143.7%
World196719-30 years14153.4%
World197731-60 years14153.4%
World197831-60 years14153.4%
World200761-90 years14153.4%
World200961-90 years14153.4%
World1948multi-party autocracy16153.2%
World1947multi-party autocracy17163.0%
World197931-60 years16173.0%
World19491-18 years17182.9%
World19661-18 years25242.0%
World19671-18 years25242.0%
World19651-18 years26252.0%
World200731-60 years27261.9%
World200831-60 years29281.8%
World200931-60 years29281.8%
~ region_aggregates.num_group_age_polyarchy_lied 🟡 median anomaly score 6.8%changed data
~ Changed values: 20 / 51,352 (0.04%)
countryyearcategorynum_group_age_polyarchy_lied -num_group_age_polyarchy_lied +anomaly score
Asia1947electoral democracy01100%
Asia19481-18 years1233%
Asia19491-18 years1233%
Asia19661-18 years2133%
Asia196619-30 years1233%
Asia19671-18 years2133%
Asia196719-30 years1233%
Asia1947multi-party autocracy5411%
Asia1949multi-party autocracy5411%
Asia1948multi-party autocracy767.7%
World1947electoral democracy895.9%
World1949multi-party autocracy11104.8%
World196619-30 years13143.7%
World19481-18 years14153.4%
World1948multi-party autocracy16153.2%
World19661-18 years16153.2%
World19671-18 years16153.2%
World196719-30 years15163.2%
World1947multi-party autocracy17163.0%
World19491-18 years16173.0%
~ region_aggregates.num_regime_lied 🟡 median anomaly score 6.8%changed data
~ Changed values: 12 / 51,352 (0.02%)
countryyearcategorynum_regime_lied -num_regime_lied +anomaly score
Asia1947electoral democracy01100%
Asia1948polyarchy1233%
Asia1949polyarchy1233%
Asia1947multi-party autocracy5411%
Asia1949multi-party autocracy5411%
Asia1948multi-party autocracy767.7%
World1947electoral democracy895.9%
World1949multi-party autocracy11104.8%
World1948polyarchy14153.4%
World1948multi-party autocracy16153.2%
World1947multi-party autocracy17163.0%
World1949polyarchy16173.0%
~ region_aggregates.num_is_electoral_democracy 🟡 median anomaly score 3.6%changed data
~ Changed values: 4 / 51,352 (0.01%)
countryyearcategorynum_is_electoral_democracy -num_is_electoral_democracy +anomaly score
Asia1947yes01100%
World1947yes895.9%
Asia1947no39381.3%
World1947no1621610.31%
~ region_aggregates.num_is_full_democracy 🟡 median anomaly score 2.1%changed data
~ Changed values: 8 / 51,352 (0.02%)
countryyearcategorynum_is_full_democracy -num_is_full_democracy +anomaly score
Asia1948yes1233%
Asia1949yes1233%
World1948yes14153.4%
World1949yes16173.0%
Asia1948no41401.2%
Asia1949no41401.2%
World1949no1571560.32%
World1948no1591580.32%
~ region_aggregates.pop_exe_leg_elec_lied 🟡 median anomaly score 2.1%changed data
~ Changed values: 3,020 / 51,352 (5.88%) — showing the 100 most anomalous rows
countryyearcategorypop_exe_leg_elec_lied -pop_exe_leg_elec_lied +anomaly score
Europe1948no949687342825974654%
Europe1947no939756302808741554%
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Oceania1811no26534458042437%
Oceania1812no27223658273336%
Europe1946no1194325405591384436%
Oceania1813no27930758561835%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no1141503179195122%
Oceania1928no1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1930no1159063181240922%
Oceania1927no1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1926no1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925no1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1924no1097070169249821%
Oceania1840-11198750184836221%
South America1811yes19986412987221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1923no1090538167445021%
Oceania1932no1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1922no1084557165660221%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1921no1084672163895620%
Oceania1851-11126570170205020%
Oceania1933no1243321187743720%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825no33199449830520%
~ region_aggregates.pop_breakdown_type 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,227 / 51,352 (4.34%) — showing the 100 most anomalous rows
countryyearcategorypop_breakdown_type -pop_breakdown_type +anomaly score
Oceania1800020000054571746%
Oceania1801020519554903246%
Oceania1802021052455270145%
Oceania1803021599255553644%
Oceania1804022160255852143%
Oceania1805022735756126742%
Oceania1806023326356411941%
Oceania1807023932156766641%
Oceania1808024553757181040%
Oceania1809025191457579539%
Oceania1810025862757856638%
Oceania1811026534458042437%
Oceania1812027223658273336%
Oceania1813027930758561835%
Oceania1814028656158730934%
Oceania1815029400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816030164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817030947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818031751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819032394350715022%
Oceania1833-11202565188111522%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1851-11126570170205020%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825033199449830520%
Oceania1944-1422096332220%
Oceania1853-11132276169592420%
Oceania1854-11135126169384020%
Oceania1824033239549591420%
Oceania1820032872848974320%
Oceania1855-11138005169178820%
Oceania1856-11140908169014419%
Oceania1857-11143833168851919%
Oceania1821033182748958819%
Oceania1823033279549054919%
Oceania1858-11146786168691219%
Oceania1822033319748936619%
Oceania1859-11149764168532619%
Oceania1860-11152772168376319%
Africa1800-1595692308687073919%
Africa1801-1596194298683289219%
Oceania1861-11155803168166619%
~ region_aggregates.pop_is_full_democracy 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,375 / 51,352 (4.62%) — showing the 100 most anomalous rows
countryyearcategorypop_is_full_democracy -pop_is_full_democracy +anomaly score
Asia1948yes759333334875697896%
Asia1949yes776215135142342496%
World1948yes15122901549322519353%
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
World1949yes21052465450529675741%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Oceania1811no26534458042437%
Oceania1812no27223658273336%
Oceania1813no27930758561835%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no1141503179195122%
Oceania1928no1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1930no1159063181240922%
Oceania1927no1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1926no1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925no1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1924no1097070169249821%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1923no1090538167445021%
Oceania1932no1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1922no1084557165660221%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1921no1084672163895620%
Oceania1851-11126570170205020%
Oceania1933no1243321187743720%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825no33199449830520%
~ region_aggregates.pop_democracy_lied 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,437 / 51,352 (4.75%) — showing the 100 most anomalous rows
countryyearcategorypop_democracy_lied -pop_democracy_lied +anomaly score
Asia1947democracy0338720995100%
Asia1948democracy2476634436583752187%
Asia1949democracy2644297637007214587%
Oceania1800autocracy20000054571746%
Oceania1801autocracy20519554903246%
Oceania1802autocracy21052455270145%
Oceania1803autocracy21599255553644%
Oceania1804autocracy22160255852143%
Oceania1805autocracy22735756126742%
World1947democracy23799600257853325442%
Oceania1806autocracy23326356411941%
World1948democracy24740404958938654341%
Oceania1807autocracy23932156766641%
Oceania1808autocracy24553757181040%
Oceania1809autocracy25191457579539%
Oceania1810autocracy25862757856638%
Oceania1811autocracy26534458042437%
Oceania1812autocracy27223658273336%
Oceania1813autocracy27930758561835%
Oceania1814autocracy28656158730934%
Oceania1815autocracy29400458986333%
Oceania1938-1410068223833%
World1949democracy30990650060467537032%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816autocracy30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817autocracy30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818autocracy31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929autocracy1141503179195122%
Oceania1928autocracy1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819autocracy32394350715022%
Oceania1833-11202565188111522%
Oceania1930autocracy1159063181240922%
Oceania1927autocracy1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1926autocracy1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931autocracy1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925autocracy1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1924autocracy1097070169249821%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1923autocracy1090538167445021%
Oceania1932autocracy1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1922autocracy1084557165660221%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1921autocracy1084672163895620%
Oceania1851-11126570170205020%
Oceania1933autocracy1243321187743720%
Oceania1800-11284502193347220%
~ region_aggregates.pop_recent_turnover_event_lied 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,745 / 51,352 (5.35%) — showing the 100 most anomalous rows
countryyearcategorypop_recent_turnover_event_lied -pop_recent_turnover_event_lied +anomaly score
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Oceania1811no26534458042437%
Oceania1812no27223658273336%
Oceania1813no27930758561835%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no1141503179195122%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1930no1159063181240922%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1932no1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1851-11126570170205020%
Oceania1933no1243321187743720%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Europe1980yes18674134112423840020%
Oceania1825no33199449830520%
Oceania1944-1422096332220%
Oceania1853-11132276169592420%
Oceania1854-11135126169384020%
Oceania1824no33239549591420%
Oceania1820no32872848974320%
Oceania1855-11138005169178820%
Oceania1856-11140908169014419%
Oceania1934no1279510189538219%
Oceania1857-11143833168851919%
Oceania1821no33182748958819%
Oceania1823no33279549054919%
~ region_aggregates.pop_transition_type 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,279 / 51,352 (4.44%) — showing the 100 most anomalous rows
countryyearcategorypop_transition_type -pop_transition_type +anomaly score
Europe19494494250000100%
World19494494250000100%
Oceania1800020000054571746%
Oceania1801020519554903246%
Oceania1802021052455270145%
Oceania1803021599255553644%
Oceania1804022160255852143%
Oceania1805022735756126742%
Oceania1806023326356411941%
Oceania1807023932156766641%
Oceania1808024553757181040%
Oceania1809025191457579539%
Oceania1810025862757856638%
Oceania1811026534458042437%
Oceania1812027223658273336%
Oceania1813027930758561835%
Oceania1814028656158730934%
Oceania1815029400458986333%
Oceania1938-1410068223833%
Europe190332410763472294932%
World190332410763472294932%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816030164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817030947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818031751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819032394350715022%
Oceania1833-11202565188111522%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1851-11126570170205020%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825033199449830520%
Oceania1944-1422096332220%
Oceania1853-11132276169592420%
Oceania1854-11135126169384020%
Oceania1824033239549591420%
Oceania1820032872848974320%
Oceania1855-11138005169178820%
Oceania1856-11140908169014419%
Oceania1857-11143833168851919%
Oceania1821033182748958819%
Oceania1823033279549054919%
Oceania1858-11146786168691219%
Oceania1822033319748936619%
Oceania1859-11149764168532619%
~ region_aggregates.pop_suffrage_lied 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,945 / 51,352 (5.73%) — showing the 100 most anomalous rows
countryyearcategorypop_suffrage_lied -pop_suffrage_lied +anomaly score
Asia1949no suffrage53478993417259571951%
Asia1948no suffrage53302585617305203651%
Asia1947no suffrage54874153518871709449%
Oceania1800no suffrage20000054571746%
Oceania1801no suffrage20519554903246%
Oceania1802no suffrage21052455270145%
Oceania1803no suffrage21599255553644%
Oceania1804no suffrage22160255852143%
Oceania1805no suffrage22735756126742%
Oceania1806no suffrage23326356411941%
Oceania1807no suffrage23932156766641%
Europe1948no suffrage852137603649716740%
Oceania1808no suffrage24553757181040%
Europe1947no suffrage843402393625084640%
Europe1946no suffrage837465653629054940%
Europe1945no suffrage828802653604807439%
Oceania1809no suffrage25191457579539%
Oceania1810no suffrage25862757856638%
Oceania1811no suffrage26534458042437%
Oceania1812no suffrage27223658273336%
Oceania1813no suffrage27930758561835%
Oceania1814no suffrage28656158730934%
Oceania1815no suffrage29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no suffrage30164056578730%
Asia1974no suffrage11515321624332130%
Oceania1940-1414037593329%
Asia1975no suffrage12010012659501229%
Oceania1936-1406127323329%
Asia1976no suffrage12574697698969729%
Asia1977no suffrage13215809743480928%
Oceania1935-1404167125828%
Asia1978no suffrage13913476791347627%
Oceania1817no suffrage30947454408727%
Oceania1941-1416027278027%
Asia1979no suffrage14658158842315827%
Asia1980no suffrage15443412896041227%
Asia1981no suffrage16255146951114626%
Asia1982no suffrage171007691008076926%
Asia1983no suffrage179906671068166725%
Asia1984no suffrage189114011130340125%
Oceania1942-1418046962725%
Asia1985no suffrage198654661194846625%
Oceania1818no suffrage31751252458725%
Asia1986no suffrage208737121264271225%
World1948no suffrage102806020062662335324%
Asia1987no suffrage219269291337692924%
World1947no suffrage103620874063533564824%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Asia1947universal suffrage60832544695836711122%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no suffrage1141503179195122%
Oceania1928no suffrage1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no suffrage32394350715022%
Oceania1833-11202565188111522%
Oceania1930no suffrage1159063181240922%
Oceania1927no suffrage1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
World1949no suffrage99272671863735334422%
Oceania1926no suffrage1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no suffrage1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925no suffrage1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
~ region_aggregates.pop_turnover_event 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,372 / 51,352 (4.62%) — showing the 100 most anomalous rows
countryyearcategorypop_turnover_event -pop_turnover_event +anomaly score
Europe1969yes598930430100%
World1969yes598930430100%
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Oceania1811no26534458042437%
Oceania1812no27223658273336%
Oceania1813no27930758561835%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1851-11126570170205020%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825no33199449830520%
Oceania1944-1422096332220%
Oceania1853-11132276169592420%
Europe1903yes4694955701094920%
World1903yes4694955701094920%
Oceania1854-11135126169384020%
Oceania1824no33239549591420%
Oceania1820no32872848974320%
Oceania1855-11138005169178820%
Oceania1856-11140908169014419%
Oceania1857-11143833168851919%
Oceania1821no33182748958819%
Oceania1823no33279549054919%
Oceania1858-11146786168691219%
Oceania1822no33319748936619%
Oceania1859-11149764168532619%
~ region_aggregates.pop_is_electoral_democracy 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,290 / 51,352 (4.46%) — showing the 100 most anomalous rows
countryyearcategorypop_is_electoral_democracy -pop_is_electoral_democracy +anomaly score
Asia1947yes0338720995100%
World1947yes9538844243487301264%
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Oceania1811no26534458042437%
Oceania1812no27223658273336%
Oceania1813no27930758561835%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1851-11126570170205020%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825no33199449830520%
Oceania1944-1422096332220%
Oceania1853-11132276169592420%
Oceania1854-11135126169384020%
Oceania1824no33239549591420%
Oceania1820no32872848974320%
Oceania1855-11138005169178820%
Oceania1856-11140908169014419%
Oceania1857-11143833168851919%
Oceania1821no33182748958819%
Oceania1823no33279549054919%
Oceania1858-11146786168691219%
Oceania1822no33319748936619%
Oceania1859-11149764168532619%
Oceania1860-11152772168376319%
Africa1800-1595692308687073919%
~ region_aggregates.pop_suffrage_in_practice_lied 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,442 / 51,352 (4.76%) — showing the 100 most anomalous rows
countryyearcategorypop_suffrage_in_practice_lied -pop_suffrage_in_practice_lied +anomaly score
Asia1949yes13029022547489437857%
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Asia1948no65578731929867801137%
Oceania1811no26534458042437%
Europe1948no1239784075733798237%
Europe1947no1228003895700525337%
Oceania1812no27223658273336%
Oceania1813no27930758561835%
Asia1947no69588432933890182034%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Europe1946no1480738488467128527%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Asia1947yes57570527592479712123%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no1141503179195122%
Oceania1928no1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1930no1159063181240922%
Oceania1927no1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1926no1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925no1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1924no1097070169249821%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Asia1948yes653062618100278488421%
Oceania1923no1090538167445021%
Oceania1932no1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1922no1084557165660221%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1921no1084672163895620%
Oceania1851-11126570170205020%
~ region_aggregates.pop_turnover_period 🟡 median anomaly score 2.0%changed data
~ Changed values: 2,798 / 51,352 (5.45%) — showing the 100 most anomalous rows
countryyearcategorypop_turnover_period -pop_turnover_period +anomaly score
Oceania1800no20000054571746%
Oceania1801no20519554903246%
Oceania1802no21052455270145%
Oceania1803no21599255553644%
Oceania1804no22160255852143%
Oceania1805no22735756126742%
Oceania1806no23326356411941%
Oceania1807no23932156766641%
Oceania1808no24553757181040%
Oceania1809no25191457579539%
Oceania1810no25862757856638%
Oceania1811no26534458042437%
Oceania1812no27223658273336%
Oceania1813no27930758561835%
Oceania1814no28656158730934%
Oceania1815no29400458986333%
Oceania1938-1410068223833%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no31751252458725%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no1141503179195122%
Oceania1928no1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no32394350715022%
Oceania1833-11202565188111522%
Oceania1930no1159063181240922%
Oceania1927no1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1926no1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925no1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1924no1097070169249821%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Oceania1923no1090538167445021%
Oceania1932no1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
Oceania1848-11120523171154821%
Oceania1922no1084557165660221%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1921no1084672163895620%
Oceania1851-11126570170205020%
Oceania1933no1243321187743720%
Oceania1800-11284502193347220%
Oceania1852-11129447169896120%
Oceania1825no33199449830520%
Oceania1944-1422096332220%
Oceania1853-11132276169592420%
Oceania1854-11135126169384020%
Oceania1920no1091051162804220%
~ region_aggregates.pop_group_age_electdem_lied 🟡 median anomaly score 1.9%changed data
~ Changed values: 5,341 / 51,352 (10.40%) — showing the 100 most anomalous rows
countryyearcategorypop_group_age_electdem_lied -pop_group_age_electdem_lied +anomaly score
Asia19471-18 years0338720995100%
Asia196519-30 years0490140142100%
Asia197731-60 years0640801106100%
Asia200761-90 years01190676028100%
Asia200861-90 years01207930960100%
Asia200961-90 years7206096123273086099%
Asia197831-60 years1431012767003835396%
Asia196619-30 years1118392551192417596%
Asia197931-60 years1822049368937623995%
Asia196719-30 years1399598752560236495%
Asia19481-18 years2476634436583752187%
Asia19491-18 years2644297637007214587%
Asia200931-60 years135371723512819247183%
Asia200831-60 years134316957313523861382%
Asia200731-60 years132572616713505013982%
Europe197719-30 years72072880979405776%
Europe197819-30 years72166391981286276%
Europe19661-18 years67800375947254975%
Europe197619-30 years723174511011333475%
Europe19651-18 years67223265941717975%
Asia1949multi-party autocracy4172077436139605874%
Asia197919-30 years78867730711752156174%
Asia197819-30 years77586557012013734473%
Asia197719-30 years77390436813310326271%
World200861-90 years272927871148085883169%
World200761-90 years271207773146188380169%
World200961-90 years282695649150822041368%
World197919-30 years82967771515852196968%
World197819-30 years89004501117196325668%
World197719-30 years88696767418388774566%
World196519-30 years13164540462178554665%
Asia19671-18 years65082906313922268665%
Asia19661-18 years64038785313964760364%
World196619-30 years14398985564473010563%
Asia19651-18 years63873862614859848462%
World1949multi-party autocracy46670206811119950062%
Europe19641-18 years754718201818747361%
World197731-60 years23657092187737202758%
World197831-60 years25156853090729675657%
Europe1948non-electoral autocracy949348782822576954%
Europe1947non-electoral autocracy939412732805318854%
Europe1946non-electoral autocracy929497212788060854%
World19471-18 years15222558149255331353%
World19481-18 years16094989550272288551%
World200931-60 years181497792258945315851%
World196719-30 years21794933667070614851%
World200831-60 years180015652459222556450%
World200731-60 years180476634861409032049%
World197931-60 years31790335792663086849%
Oceania1800non-electoral autocracy20000054571746%
Oceania1801non-electoral autocracy20519554903246%
Oceania1802non-electoral autocracy21052455270145%
Oceania1803non-electoral autocracy21599255553644%
Oceania1804non-electoral autocracy22160255852143%
Oceania1805non-electoral autocracy22735756126742%
Oceania1806non-electoral autocracy23326356411941%
World19661-18 years95887085639980278041%
Oceania1807non-electoral autocracy23932156766641%
Oceania1808non-electoral autocracy24553757181040%
World19491-18 years22272135051732799640%
World19671-18 years90160962939000325240%
North America1800multi-party autocracy without elected executive273501196239%
Oceania1809non-electoral autocracy25191457579539%
North America1801multi-party autocracy without elected executive273501204239%
World19651-18 years98291267343496644539%
North America1802multi-party autocracy without elected executive273501212239%
North America1803multi-party autocracy without elected executive273501220338%
Oceania1810non-electoral autocracy25862757856638%
North America1804multi-party autocracy without elected executive273501228438%
North America1805multi-party autocracy without elected executive273501236538%
North America1806multi-party autocracy without elected executive273501244837%
Oceania1811non-electoral autocracy26534458042437%
North America1807multi-party autocracy without elected executive273501253037%
North America1808multi-party autocracy without elected executive273501261437%
North America1809multi-party autocracy without elected executive273501269837%
Oceania1812non-electoral autocracy27223658273336%
North America1810multi-party autocracy without elected executive273501278236%
North America1811multi-party autocracy without elected executive273501290636%
North America1812multi-party autocracy without elected executive273501303035%
Oceania1813non-electoral autocracy27930758561835%
North America1813multi-party autocracy without elected executive273501315435%
North America1814multi-party autocracy without elected executive273501327835%
Oceania1814non-electoral autocracy28656158730934%
North America1815multi-party autocracy without elected executive273501340234%
North America1816multi-party autocracy without elected executive273501352634%
Oceania1815non-electoral autocracy29400458986333%
Oceania1938-1410068223833%
North America1817multi-party autocracy without elected executive273501365033%
North America1818multi-party autocracy without elected executive273501377433%
North America1819multi-party autocracy without elected executive273541389833%
North America1820multi-party autocracy without elected executive273631402232%
North America1825multi-party autocracy without elected executive274571407432%
North America1826multi-party autocracy without elected executive274791413332%
North America1821multi-party autocracy without elected executive273761414632%
North America1827multi-party autocracy without elected executive275001428432%
North America1828multi-party autocracy without elected executive275221431632%
Oceania1939-1412047908531%
North America1822multi-party autocracy without elected executive273931427431%
North America1823multi-party autocracy without elected executive274141430531%
Oceania1928non-electoral autocracy771714146631131%
~ region_aggregates.pop_group_age_polyarchy_lied 🟡 median anomaly score 1.9%changed data
~ Changed values: 5,278 / 51,352 (10.28%) — showing the 100 most anomalous rows
countryyearcategorypop_group_age_polyarchy_lied -pop_group_age_polyarchy_lied +anomaly score
Asia1947electoral democracy0338720995100%
Asia19481-18 years759333334875697896%
Asia196619-30 years1118392551192417596%
Asia196719-30 years1145732952306370696%
Asia19491-18 years776215135142342496%
Asia1949multi-party autocracy4172077436139605874%
Asia19671-18 years61457190710296553071%
Asia19661-18 years60262808310188783371%
World1947electoral democracy9538844243487301264%
World1949multi-party autocracy46670206811119950062%
World196619-30 years18161109168235134158%
Europe1948non-electoral autocracy949348782822576954%
Europe1947non-electoral autocracy939412732805318854%
Europe1946non-electoral autocracy929497212788060854%
World19481-18 years15122901549322519353%
World196719-30 years25183740770459421947%
Oceania1800non-electoral autocracy20000054571746%
Oceania1801non-electoral autocracy20519554903246%
Oceania1802non-electoral autocracy21052455270145%
Oceania1803non-electoral autocracy21599255553644%
Oceania1804non-electoral autocracy22160255852143%
World19661-18 years93593650937686843343%
Oceania1805non-electoral autocracy22735756126742%
Oceania1806non-electoral autocracy23326356411941%
World19491-18 years21052465450529675741%
World19671-18 years88322163637161525941%
Oceania1807non-electoral autocracy23932156766641%
Oceania1808non-electoral autocracy24553757181040%
North America1800multi-party autocracy without elected executive273501196239%
Oceania1809non-electoral autocracy25191457579539%
North America1801multi-party autocracy without elected executive273501204239%
North America1802multi-party autocracy without elected executive273501212239%
North America1803multi-party autocracy without elected executive273501220338%
Oceania1810non-electoral autocracy25862757856638%
North America1804multi-party autocracy without elected executive273501228438%
North America1805multi-party autocracy without elected executive273501236538%
North America1806multi-party autocracy without elected executive273501244837%
Oceania1811non-electoral autocracy26534458042437%
North America1807multi-party autocracy without elected executive273501253037%
North America1808multi-party autocracy without elected executive273501261437%
North America1809multi-party autocracy without elected executive273501269837%
Oceania1812non-electoral autocracy27223658273336%
North America1810multi-party autocracy without elected executive273501278236%
North America1811multi-party autocracy without elected executive273501290636%
North America1812multi-party autocracy without elected executive273501303035%
Oceania1813non-electoral autocracy27930758561835%
North America1813multi-party autocracy without elected executive273501315435%
North America1814multi-party autocracy without elected executive273501327835%
Oceania1814non-electoral autocracy28656158730934%
North America1815multi-party autocracy without elected executive273501340234%
North America1816multi-party autocracy without elected executive273501352634%
Oceania1815non-electoral autocracy29400458986333%
Oceania1938-1410068223833%
North America1817multi-party autocracy without elected executive273501365033%
North America1818multi-party autocracy without elected executive273501377433%
North America1819multi-party autocracy without elected executive273541389833%
North America1820multi-party autocracy without elected executive273631402232%
North America1825multi-party autocracy without elected executive274571407432%
North America1826multi-party autocracy without elected executive274791413332%
North America1821multi-party autocracy without elected executive273761414632%
North America1827multi-party autocracy without elected executive275001428432%
North America1828multi-party autocracy without elected executive275221431632%
Oceania1939-1412047908531%
North America1822multi-party autocracy without elected executive273931427431%
North America1823multi-party autocracy without elected executive274141430531%
Oceania1928non-electoral autocracy771714146631131%
Oceania1929non-electoral autocracy781440148302931%
Oceania1927non-electoral autocracy765057145076431%
Oceania1926non-electoral autocracy758483143638531%
North America1829multi-party autocracy without elected executive275431457131%
Oceania1937-1408087711331%
Oceania1925non-electoral autocracy751989142087331%
Oceania1924non-electoral autocracy745576140680331%
Oceania1930non-electoral autocracy794662149836031%
Oceania1816non-electoral autocracy30164056578730%
Oceania1931non-electoral autocracy811808151415130%
North America1831multi-party autocracy without elected executive275871479930%
North America1830multi-party autocracy without elected executive275651498630%
Oceania1932non-electoral autocracy833313153146030%
Oceania1940-1414037593329%
North America1824multi-party autocracy without elected executive274361501129%
Oceania1922non-electoral autocracy775013141613729%
Oceania1923non-electoral autocracy783169143068929%
Oceania1921non-electoral autocracy773632140174029%
Oceania1936-1406127323329%
Europe197619-30 years1397313727752725529%
Oceania1933non-electoral autocracy859615154739029%
Europe197719-30 years1404305147815169128%
Europe197819-30 years1407578757840434628%
Europe19661-18 years1319480907362026428%
Europe19651-18 years1308659687305988228%
Europe19641-18 years1297598837247553628%
Oceania1920non-electoral autocracy779265138770428%
Oceania1935-1404167125828%
Oceania1817non-electoral autocracy30947454408727%
Oceania1934non-electoral autocracy888177155978827%
Oceania1941-1416027278027%
Oceania1919non-electoral autocracy792159138422027%
Oceania1904multi-party autocracy without elected executive1387337942227%
North America1821one-party autocracy72796442027527%
~ region_aggregates.pop_regime_lied 🟡 median anomaly score 1.9%changed data
~ Changed values: 5,262 / 51,352 (10.25%) — showing the 100 most anomalous rows
countryyearcategorypop_regime_lied -pop_regime_lied +anomaly score
Asia1947electoral democracy0338720995100%
Asia1948polyarchy759333334875697896%
Asia1949polyarchy776215135142342496%
Asia1949multi-party autocracy4172077436139605874%
World1947electoral democracy9538844243487301264%
World1949multi-party autocracy46670206811119950062%
Europe1948non-electoral autocracy949348782822576954%
Europe1947non-electoral autocracy939412732805318854%
Europe1946non-electoral autocracy929497212788060854%
World1948polyarchy15122901549322519353%
Oceania1800non-electoral autocracy20000054571746%
Oceania1801non-electoral autocracy20519554903246%
Oceania1802non-electoral autocracy21052455270145%
Oceania1803non-electoral autocracy21599255553644%
Oceania1804non-electoral autocracy22160255852143%
Oceania1805non-electoral autocracy22735756126742%
Oceania1806non-electoral autocracy23326356411941%
World1949polyarchy21052465450529675741%
Oceania1807non-electoral autocracy23932156766641%
Oceania1808non-electoral autocracy24553757181040%
North America1800multi-party autocracy without elected executive273501196239%
Oceania1809non-electoral autocracy25191457579539%
North America1801multi-party autocracy without elected executive273501204239%
North America1802multi-party autocracy without elected executive273501212239%
North America1803multi-party autocracy without elected executive273501220338%
Oceania1810non-electoral autocracy25862757856638%
North America1804multi-party autocracy without elected executive273501228438%
North America1805multi-party autocracy without elected executive273501236538%
North America1806multi-party autocracy without elected executive273501244837%
Oceania1811non-electoral autocracy26534458042437%
North America1807multi-party autocracy without elected executive273501253037%
North America1808multi-party autocracy without elected executive273501261437%
North America1809multi-party autocracy without elected executive273501269837%
Oceania1812non-electoral autocracy27223658273336%
North America1810multi-party autocracy without elected executive273501278236%
North America1811multi-party autocracy without elected executive273501290636%
North America1812multi-party autocracy without elected executive273501303035%
Oceania1813non-electoral autocracy27930758561835%
North America1813multi-party autocracy without elected executive273501315435%
North America1814multi-party autocracy without elected executive273501327835%
Oceania1814non-electoral autocracy28656158730934%
North America1815multi-party autocracy without elected executive273501340234%
North America1816multi-party autocracy without elected executive273501352634%
Oceania1815non-electoral autocracy29400458986333%
Oceania1938-1410068223833%
North America1817multi-party autocracy without elected executive273501365033%
North America1818multi-party autocracy without elected executive273501377433%
North America1819multi-party autocracy without elected executive273541389833%
North America1820multi-party autocracy without elected executive273631402232%
North America1825multi-party autocracy without elected executive274571407432%
North America1826multi-party autocracy without elected executive274791413332%
North America1821multi-party autocracy without elected executive273761414632%
North America1827multi-party autocracy without elected executive275001428432%
North America1828multi-party autocracy without elected executive275221431632%
Oceania1939-1412047908531%
North America1822multi-party autocracy without elected executive273931427431%
North America1823multi-party autocracy without elected executive274141430531%
Oceania1928non-electoral autocracy771714146631131%
Oceania1929non-electoral autocracy781440148302931%
Oceania1927non-electoral autocracy765057145076431%
Oceania1926non-electoral autocracy758483143638531%
North America1829multi-party autocracy without elected executive275431457131%
Oceania1937-1408087711331%
Oceania1925non-electoral autocracy751989142087331%
Oceania1924non-electoral autocracy745576140680331%
Oceania1930non-electoral autocracy794662149836031%
Oceania1816non-electoral autocracy30164056578730%
Oceania1931non-electoral autocracy811808151415130%
North America1831multi-party autocracy without elected executive275871479930%
North America1830multi-party autocracy without elected executive275651498630%
Oceania1932non-electoral autocracy833313153146030%
Oceania1940-1414037593329%
North America1824multi-party autocracy without elected executive274361501129%
Oceania1922non-electoral autocracy775013141613729%
Oceania1923non-electoral autocracy783169143068929%
Oceania1921non-electoral autocracy773632140174029%
Oceania1936-1406127323329%
Oceania1933non-electoral autocracy859615154739029%
Oceania1920non-electoral autocracy779265138770428%
Oceania1935-1404167125828%
Oceania1817non-electoral autocracy30947454408727%
Oceania1934non-electoral autocracy888177155978827%
Oceania1941-1416027278027%
Oceania1919non-electoral autocracy792159138422027%
Oceania1904multi-party autocracy without elected executive1387337942227%
North America1821one-party autocracy72796442027527%
North America1822one-party autocracy73571342500027%
Oceania1903multi-party autocracy without elected executive1372847942227%
Oceania1935non-electoral autocracy919036158409827%
Asia1961multi-party autocracy without elected executive3469876201642226%
North America1825one-party autocracy75511843949726%
North America1826one-party autocracy76170044443826%
Oceania1902multi-party autocracy without elected executive1358517942226%
North America1827one-party autocracy76833944943426%
North America1828one-party autocracy77503545448726%
Oceania1918non-electoral autocracy812580138257326%
North America1829one-party autocracy78179045959726%
North America1832multi-party autocracy without elected executive276081627126%
Oceania1901multi-party autocracy without elected executive1344327942226%
North America1833one-party autocracy80940548061925%
~ region_aggregates.pop_suffrage_in_practice_trich_lied 🟡 median anomaly score 1.9%changed data
~ Changed values: 2,868 / 51,352 (5.58%) — showing the 100 most anomalous rows
countryyearcategorypop_suffrage_in_practice_trich_lied -pop_suffrage_in_practice_trich_lied +anomaly score
Asia1949universal voting rights13029022547489437857%
Europe1948no broad voting rights1032404733653114448%
Europe1947no broad voting rights1021688813628507348%
Oceania1800no broad voting rights20000054571746%
Oceania1801no broad voting rights20519554903246%
Oceania1802no broad voting rights21052455270145%
Oceania1803no broad voting rights21599255553644%
Oceania1804no broad voting rights22160255852143%
Oceania1805no broad voting rights22735756126742%
Oceania1806no broad voting rights23326356411941%
Oceania1807no broad voting rights23932156766641%
Oceania1808no broad voting rights24553757181040%
Oceania1809no broad voting rights25191457579539%
Oceania1810no broad voting rights25862757856638%
Asia1948no broad voting rights65107359529377205738%
Oceania1811no broad voting rights26534458042437%
Oceania1812no broad voting rights27223658273336%
Oceania1813no broad voting rights27930758561835%
Asia1947no broad voting rights69124205433402360835%
Oceania1814no broad voting rights28656158730934%
Oceania1815no broad voting rights29400458986333%
Oceania1938-1410068223833%
Europe1946no broad voting rights1275480486403776233%
Oceania1939-1412047908531%
Oceania1937-1408087711331%
Oceania1816no broad voting rights30164056578730%
Oceania1940-1414037593329%
Oceania1936-1406127323329%
Oceania1935-1404167125828%
Oceania1817no broad voting rights30947454408727%
Oceania1941-1416027278027%
Oceania1942-1418046962725%
Oceania1818no broad voting rights31751252458725%
Asia1947universal voting rights57570527592479712123%
Oceania1820-11191961191246223%
Oceania1819-11193322191371023%
Oceania1821-11191664191096923%
Oceania1818-11195771191496023%
Oceania1822-11192407190949123%
Oceania1823-11194167190802723%
Oceania1817-11199331191622423%
Oceania1824-11195943190657623%
Oceania1816-11203026191750223%
Oceania1825-11197732190513823%
Oceania1815-11206859191879223%
Oceania1826-11199537190371123%
Oceania1814-11210835191969723%
Oceania1827-11201358190229923%
Oceania1943-1420066647523%
Oceania1813-11214960192061223%
Oceania1828-11203191190089922%
Oceania1829-11204340189951022%
Oceania1812-11219237192153622%
Oceania1830-11204827189711222%
Oceania1811-11223675192247122%
Oceania1831-11204680189170522%
Oceania1929no broad voting rights1141503179195122%
Oceania1928no broad voting rights1128572177020722%
Oceania1832-11203919188637322%
Oceania1810-11228278192341622%
Oceania1819no broad voting rights32394350715022%
Oceania1833-11202565188111522%
Oceania1930no broad voting rights1159063181240922%
Oceania1927no broad voting rights1119898174973022%
Oceania1841-11127853176214722%
Oceania1834-11201341187593322%
Oceania1809-11232876192437222%
Oceania1835-11200245187082122%
Oceania1926no broad voting rights1111755173051722%
Oceania1842-11129484175805622%
Oceania1836-11199272186578122%
Oceania1808-11237819192533722%
Oceania1837-11198418186081122%
Oceania1931no broad voting rights1181629183342722%
Oceania1843-11131027175403722%
Oceania1807-11242944192631522%
Oceania1838-11197682185591122%
Oceania1925no broad voting rights1104143171075522%
Oceania1839-11197798185107721%
Oceania1844-11132588175009021%
Oceania1806-11248258192730421%
Oceania1845-11115666172128621%
Oceania1924no broad voting rights1097070169249821%
Oceania1840-11198750184836221%
Oceania1805-11253768192830321%
Oceania1846-11117267171798821%
Asia1948universal voting rights653062618100278488421%
Oceania1923no broad voting rights1090538167445021%
Oceania1932no broad voting rights1209585185606821%
Oceania1847-11118886171474721%
Oceania1804-11259481192931321%
World1948no broad voting rights120458156078817078721%
Oceania1848-11120523171154821%
Oceania1922no broad voting rights1084557165660221%
Oceania1803-11265403193033621%
Oceania1849-11122109170839221%
Oceania1802-11271543193137021%
Oceania1850-11123639170519321%
Oceania1801-11277906193241520%
Oceania1921no broad voting rights1084672163895620%
~ region_aggregates.num_democracy_lied 🟡 median anomaly score 1.6%changed data
~ Changed values: 12 / 51,352 (0.02%)
countryyearcategorynum_democracy_lied -num_democracy_lied +anomaly score
Asia1947democracy01100%
Asia1948democracy2320%
Asia1949democracy3414%
World1947democracy21222.3%
World1948democracy21222.3%
World1949democracy25262.0%
Asia1947autocracy39381.3%
Asia1949autocracy39381.3%
Asia1948autocracy40391.3%
World1949autocracy1481470.34%
World1947autocracy1491480.34%
World1948autocracy1521510.33%
~ region_aggregates.num_suffrage_lied 🟡 median anomaly score 1.6%changed data
~ Changed values: 12 / 51,352 (0.02%)
countryyearcategorynum_suffrage_lied -num_suffrage_lied +anomaly score
Asia1947universal suffrage786.7%
Asia1948universal suffrage10114.8%
Asia1949universal suffrage11124.3%
Asia1949no suffrage24232.1%
Asia1947no suffrage25242.0%
Asia1948no suffrage25242.0%
World1947universal suffrage42431.2%
World1948universal suffrage45461.1%
World1949universal suffrage49501.0%
World1949no suffrage1031020.49%
World1947no suffrage1061050.47%
World1948no suffrage1061050.47%
~ region_aggregates.num_suffrage_in_practice_trich_lied 🟡 median anomaly score 1.5%changed data
~ Changed values: 12 / 51,352 (0.02%)
countryyearcategorynum_suffrage_in_practice_trich_lied -num_suffrage_in_practice_trich_lied +anomaly score
Asia1947universal voting rights4511%
Asia1948universal voting rights9105.3%
Asia1949universal voting rights10114.8%
Asia1948no broad voting rights31301.6%
Asia1949no broad voting rights31301.6%
Asia1947no broad voting rights33321.5%
World1947universal voting rights35361.4%
World1948universal voting rights39401.3%
World1949universal voting rights44451.1%
World1949no broad voting rights1211200.41%
World1947no broad voting rights1221210.41%
World1948no broad voting rights1221210.41%
~ region_aggregates.num_suffrage_in_practice_lied 🟡 median anomaly score 1.4%changed data
~ Changed values: 12 / 51,352 (0.02%)
countryyearcategorynum_suffrage_in_practice_lied -num_suffrage_in_practice_lied +anomaly score
Asia1947yes4511%
Asia1948yes9105.3%
Asia1949yes10114.8%
Asia1949no32311.6%
Asia1948no33321.5%
Asia1947no35341.4%
World1947yes35361.4%
World1948yes39401.3%
World1949yes44451.1%
World1949no1291280.39%
World1948no1341330.37%
World1947no1351340.37%
~ garden/demography/2026-05-28/population new version🔴 2 · 🟡 13 · 🟢 1 column(s) changed↕ 🟢 1 column(s) w/ shifted coverage− 1,601 row(s) removed: Czechoslovakia, East Germany, Guam, Ireland (whole island)…dataset metadata, 28 columns in 6 tables
dataset metadata diff
- version: '2024-07-15'
- update_period_days: 883
+ version: '2026-05-28'
+ update_period_days: 730
- owners:
-   - Lucas Rodés-Guirao
-   - Fiona Spooner
-   - Pablo Rosado
~ Table population_original🔴 1 · 🟡 2 column(s) changed
table metadata diff
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
-     url_download: |-
- https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/hyde33_c7_base_mrt2023/txt/all_indicators.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
+     url_download:
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/gbc2025_7apr_base/txt/
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
-     title_snapshot: History Database of the Global Environment – General files
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
+     title_snapshot: History Database of the Global Environment - General files
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
-     https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/general_files.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/general_files.zip
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
+   - !!python/object:owid.catalog.core.meta.Origin
+     producer: Federico and Tena-Junguito
+     title: World Population Historical Database (1991 borders)
+     description: |-
+       Annual population estimates for all polities from 1800 to 1938, harmonized to 1991 political
+       borders. The Federico–Tena World Population Historical Database is the result of re-estimating
+       historical population series using first-hand sources and country-specific literature; the
+       2026 update revises the Africa series using Patrick Manning's African Population Database
+       1850–1960 and other regional sources. Values are reported in thousands of people.
+     title_snapshot: null
+     description_snapshot: null
+     citation_full: |-
+       Federico, Giovanni and Antonio Tena-Junguito (2025). Federico–Tena World Population Historical
+       Database: World Population borders 1991 (2026), V2. doi:10.21950/GW7SOZ. Building on Federico,
+       G. and Tena-Junguito, A. (2023). "How many people on Earth? World Population 1800-1938".
+       Working Papers in Economic History 23-02, Instituto Figuerola, Universidad Carlos III de
+       Madrid.
+     attribution: Federico–Tena (2026)
+     attribution_short: Federico–Tena
+     version_producer: V2 (2026 update, 1991 borders)
+     url_main: https://www.uc3m.es/research/federico-tena-population
+     url_download: https://edatos.consorciomadrono.es/api/access/datafile/51077
+     date_accessed: '2026-05-20'
+     date_published: '2026-01-26'
-       url: https://doi.org/10.24416/UU01-AEZZIT
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Population
-     description: |-
-       Gapminder's population data is divided into two chunks: One long historical trend for the
-       global population that goes back to 10,000 BC. And the second chunk is country estimates that
-       only reaches back to 1800.
- 
-       For the first chunk, several sources were used. You can learn more at
-       https://docs.google.com/spreadsheets/d/1hkLbEilJbl630IG68q-aQJlUjuTFm9b_12nQMVd1sZM/edit#gid=0.
-       For the second chunk, Gapminder uses UN population data between 1950 to 2100 from the UN
-       Population Division World Population Prospects 2019, and the forecast to the year 2100 uses
-       their medium-fertility variant.
- 
-       For years before 1950, this version uses the data documented in greater detail by Mattias
-       Lindgren in version 3. The main source was Angus Maddison's data, which CLIO Infra Project
-       maintained and improved. Note that when combining version 3 with the new UN data, the trends
-       for a few countries didn't match up in the overlapping year 1950.
- 
-       Minor adjustments were made to the years before and after to smooth out discrepancies between
-       the two sources and avoid spurious jumps in Gapminder's visualizations.
- 
-       Visit https://www.gapminder.org/data/documentation/gd003/ to learn more about the methodology
-       used and the data from back to 10,000 BC.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder Population v7 (2022)
-     attribution: Gapminder, Population v7 (2022)
-     attribution_short: Gapminder
-     version_producer: v7
-     url_main: http://gapm.io/dpop
-     url_download: https://gapm.io/dl_popv7
-     date_accessed: '2023-03-31'
-     date_published: '2022-10-19'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url:
-       https://docs.google.com/document/d/1-RmthhS2EPMK_HIpnPctcXpB0n7ADSWnXa5Hb3PxNq4/edit?usp=sharing
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Systema Globalis
-     description: Data by Gapminder on population and other indicators. It provides data on former
-     countries and regions.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder – Systema Globalis (2023)
-     attribution: Gapminder – Systema Globalis (2022)
-     attribution_short: Gapminder
-     version_producer: null
-     url_main: https://github.com/open-numbers/ddf--gapminder--systema_globalis
-     url_download: null
-     date_accessed: '2023-03-31'
-     date_published: '2023-02-21'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://github.com/open-numbers/ddf--gapminder--systema_globalis
+       url: https://creativecommons.org/licenses/by/4.0/
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ population_original.source 🔴 not scored (non-numeric)changed metadatanew datachanged data
metadata diff
-     - HYDE v3.3 (2023): historical estimates from 10,000 BCE to 1799.
-     - Gapminder v7 (2022): for 1800-1949.
+     - HYDE v3.5 (2025): historical estimates from 10,000 BCE to 1799.
+     - Federico-Tena World Population Database v2 (2026): for 1800-1938. Values for 1939-1949 are
+     linearly interpolated between Federico-Tena (1938) and UN WPP (1950).
-     - Gapminder Systema Globalis (2023): additional source for former countries (Yugoslavia, USSR,
-     etc.)
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyearsource
American Samoa1817Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
American Samoa1833Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
American Samoa1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
American Samoa1847Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Anguilla1808Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Anguilla1822Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Anguilla1918Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bermuda1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bermuda1943Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
British Virgin Islands1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
British Virgin Islands1928Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
British Virgin Islands1929Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cayman Islands1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cayman Islands1930Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Channel Islands1853Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Channel Islands1871Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Channel Islands1893Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cook Islands1851Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cook Islands1946Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Czechoslovakia1903Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ethiopia (former)300HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Ethiopia (former)1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ethiopia (former)1848Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ethiopia (former)1928Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Falkland Islands1812Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Falkland Islands1832Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1803Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1826Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1892Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1906Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1911Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
French Guiana1805Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
French Guiana1853Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
French Polynesia1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Gibraltar1829Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Greenland1883Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guadeloupe1846Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guam1882Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guam1883Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1809Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1867Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1879Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1894Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1886Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1894Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1906Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1925Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Macao1944Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Martinique1857Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Martinique1891Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Martinique1916Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Martinique1935Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mayotte1839Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mayotte1924Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mayotte1947Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Montserrat1872Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Montserrat1878Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Montserrat1889Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Montserrat1902Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands Antilles1817Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands Antilles1818Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands Antilles1891Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Caledonia1828Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Caledonia1843Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Caledonia1902Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Niue1830Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Niue1846Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Niue1937Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Northern Mariana Islands1821Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Northern Mariana Islands1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Puerto Rico1827Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Puerto Rico1935Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Reunion1824Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Reunion1847Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Reunion1943Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Saint Helena1815Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Helena1938Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Helena1945Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Saint Pierre and Miquelon1846Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Pierre and Miquelon1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Pierre and Miquelon1893Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1811Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1816Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1891Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1935Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1937Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1826Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1829Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1873Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1886Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1915Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1933Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United States Virgin Islands1839Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United States Virgin Islands1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Wallis and Futuna1817Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Wallis and Futuna1864Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Western Sahara1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Western Sahara1827Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyearsource
Czechoslovakia1993Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
East Germany1800Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
East Germany1820Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
East Germany1973Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Guam1700Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Ireland (whole island)1801Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1802Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1803Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1807Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1818Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1826Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1830Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1833Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1835Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1836Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1837Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1840Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1841Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1844Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1845Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1846Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1847Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1849Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1855Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1857Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1859Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1870Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1871Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1873Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1881Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1882Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1883Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1887Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1894Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1895Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1897Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1901Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1903Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1905Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1907Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1913Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1914Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1915Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1917Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Jersey1800Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Jersey1820Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Macao1555Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Macao1640Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Netherlands Antilles1940HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)
South Sudan1600Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
South Sudan1803Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1804Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1807Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1812Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1815Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1824Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1826Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1831Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1835Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1836Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1841Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1843Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1845Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1851Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1855Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1860Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1862Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1863Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1864Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1869Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1870Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1876Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1880Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1883Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1885Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1894Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1897Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1900Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1905Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1906Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1909Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1915Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1919Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1923Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1927Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1931Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1934Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1941Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1944Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1945Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1947Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1948Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
West Germany1800Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
West Germany1990Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen Arab Republic1978Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1974Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1977Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1981Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1984Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1988Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
~ Changed values: 39,703 / 83,513 (47.54%) — showing a random sample of 100 rows
countryyearsource -source +
Africa1914Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Australia1947Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Azerbaijan1910Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bahamas1856Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bangladesh1838Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Barbados1806Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Benin1856Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bosnia and Herzegovina900HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Botswana1832Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Brunei1866Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bulgaria1300HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Burkina Faso1823Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Burundi1853Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
China1814Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
China1847Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Colombia1844Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Colombia1884Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cote d'Ivoire1849Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cyprus1750HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Czechia1823Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Czechia1833Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Denmark1933Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Djibouti1600HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Dominican Republic1740HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Dominican Republic1893Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
East Timor1918Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
East Timor1935Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ecuador1943Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Egypt1200HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Egypt1926Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Eswatini1919Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Europe1831Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1400HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Gambia-3000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Greenland1200HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Grenada1820Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guadeloupe1730HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Guinea-3000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Guinea500HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Guinea-Bissau1860Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
High-income countries1812Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Hong Kong1841Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Hong Kong1905Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Israel1902Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Jamaica1902Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Japan1895Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kazakhstan1803Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kazakhstan1842Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kuwait1815Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kyrgyzstan1852Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Liberia1943Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Libya1907Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Liechtenstein1890Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Luxembourg1934Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mauritius1942Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Micronesia (country)1868Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Moldova1815Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Myanmar1895Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Myanmar1918Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Nauru1810Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands1929Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Zealand1856Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Zealand1900Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Zealand1903Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Norway1831Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Norway1838Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Oceania1878Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Oman1859Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Panama1700HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Paraguay1900Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Portugal1940Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Puerto Rico800HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Rwanda1925Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Lucia1898Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Samoa1896Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sao Tome and Principe1862Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Senegal1822Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
South America1898Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
South America1909Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
South Korea-3000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Spain1866Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sudan1916Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sweden1842Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sweden1870Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Switzerland-8000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Switzerland1944Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Syria1907Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Taiwan1843Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Taiwan1882Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tanzania500HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Tanzania1910Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Togo1921Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tonga1914Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Uganda1921Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United Arab Emirates1826Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United States1857Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Uruguay1904Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Yemen-1000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Yemen1809Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Yemen1850Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
~ population_original.population 🟡 median anomaly score 3.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-     - HYDE v3.3 (2023): historical estimates from 10,000 BCE to 1799.
-     - Gapminder v7 (2022): for 1800-1949.
+     - HYDE v3.5 (2025): historical estimates from 10,000 BCE to 1799.
+     - Federico-Tena World Population Database v2 (2026): for 1800-1938. Values for 1939-1949 are
+     linearly interpolated between Federico-Tena (1938) and UN WPP (1950).
-     - Gapminder Systema Globalis (2023): additional source for former countries (Yugoslavia, USSR,
-     etc.)
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyearpopulation
American Samoa18178032
American Samoa18337420
American Samoa18445732
American Samoa18475297
Anguilla18082308
Anguilla18223116
Anguilla19184175
Bermuda185211170
Bermuda194333866
British Virgin Islands18446593
British Virgin Islands19285058
British Virgin Islands19295052
Cayman Islands18522240
Cayman Islands19306082
Channel Islands185355630
Channel Islands187163737
Channel Islands189377743
Cook Islands185111000
Cook Islands194613936
Czechoslovakia190312095758
Ethiopia (former)300346251
Ethiopia (former)180111505156
Ethiopia (former)184811352424
Ethiopia (former)192814418414
Falkland Islands1812101
Falkland Islands1832208
Faroe Islands18015274
Faroe Islands18035291
Faroe Islands18266467
Faroe Islands18447781
Faroe Islands189213535
Faroe Islands190616664
Faroe Islands191118317
French Guiana180512536
French Guiana185320159
French Polynesia180182574
Gibraltar182910305
Greenland188310147
Guadeloupe1846124094
Guam18827178
Guam18837396
Ireland18093153065
Ireland18672980389
Ireland18792916027
Ireland18942541463
Isle of Man188639640
Isle of Man189442419
Isle of Man190647333
Isle of Man192549187
Macao1944183334
Martinique1857146339
Martinique1891183623
Martinique1916188881
Martinique1935201386
Mayotte18397264
Mayotte19249547
Mayotte194718155
Montserrat18728832
Montserrat18789666
Montserrat188911427
Montserrat190212333
Netherlands Antilles181715691
Netherlands Antilles181815788
Netherlands Antilles189130941
New Caledonia182872417
New Caledonia184359674
New Caledonia190253263
Niue18302963
Niue18462234
Niue19372854
Northern Mariana Islands182111396
Northern Mariana Islands18449252
Puerto Rico1827292318
Puerto Rico19351697281
Reunion1824128159
Reunion1847150462
Reunion1943230688
Saint Helena18156300
Saint Helena19384468
Saint Helena19454924
Saint Pierre and Miquelon18461924
Saint Pierre and Miquelon18522218
Saint Pierre and Miquelon18936098
Tokelau18111158
Tokelau18161130
Tokelau1891558
Tokelau1935907
Tokelau1937958
Turks and Caicos Islands18261490
Turks and Caicos Islands18291536
Turks and Caicos Islands18733706
Turks and Caicos Islands18863715
Turks and Caicos Islands19154403
Turks and Caicos Islands19334255
United States Virgin Islands183941683
United States Virgin Islands185239333
Wallis and Futuna18175028
Wallis and Futuna18642497
Western Sahara18014315
Western Sahara18274364
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyearpopulation
Czechoslovakia199315650000
East Germany18005774000
East Germany18205774000
East Germany197316890000
Guam170012000
Ireland (whole island)18015329879
Ireland (whole island)18025410972
Ireland (whole island)18035493300
Ireland (whole island)18075835329
Ireland (whole island)18186891322
Ireland (whole island)18267528807
Ireland (whole island)18307812138
Ireland (whole island)18337980409
Ireland (whole island)18358084125
Ireland (whole island)18368136487
Ireland (whole island)18378189188
Ireland (whole island)18408221292
Ireland (whole island)18418148395
Ireland (whole island)18447729095
Ireland (whole island)18457580737
Ireland (whole island)18467435227
Ireland (whole island)18477292509
Ireland (whole island)18497018882
Ireland (whole island)18556321538
Ireland (whole island)18576111087
Ireland (whole island)18595918580
Ireland (whole island)18705402839
Ireland (whole island)18715372898
Ireland (whole island)18735323442
Ireland (whole island)18815108066
Ireland (whole island)18825062975
Ireland (whole island)18835012447
Ireland (whole island)18874815326
Ireland (whole island)18944567547
Ireland (whole island)18954541732
Ireland (whole island)18974490540
Ireland (whole island)19014408385
Ireland (whole island)19034386416
Ireland (whole island)19054367650
Ireland (whole island)19074348962
Ireland (whole island)19134310765
Ireland (whole island)19144307336
Ireland (whole island)19154303910
Ireland (whole island)19174297066
Jersey180024420
Jersey182024420
Macao1555400
Macao164040000
Netherlands Antilles194073986
South Sudan1600859300
South Sudan18031031459
South Sudan18041032822
South Sudan18071036925
South Sudan18121044304
South Sudan18151050356
South Sudan18241077461
South Sudan18261085356
South Sudan18311108161
South Sudan18351128044
South Sudan18361133071
South Sudan18411158540
South Sudan18431168887
South Sudan18451179326
South Sudan18511216960
South Sudan18551262214
South Sudan18601320519
South Sudan18621344393
South Sudan18631356450
South Sudan18641368588
South Sudan18691430506
South Sudan18701443138
South Sudan18761520319
South Sudan18801573763
South Sudan18831614781
South Sudan18851642580
South Sudan18941772290
South Sudan18971817252
South Sudan19001863101
South Sudan19051941532
South Sudan19061957526
South Sudan19092006134
South Sudan19152106030
South Sudan19192159376
South Sudan19232198120
South Sudan19272237559
South Sudan19312277706
South Sudan19342308288
South Sudan19412381253
South Sudan19442413226
South Sudan19452423978
South Sudan19472445627
South Sudan19482456524
West Germany180014750000
West Germany199063250000
Yemen Arab Republic19786000000
Yemen People's Republic19741643000
Yemen People's Republic19771757000
Yemen People's Republic19811955000
Yemen People's Republic19842150000
Yemen People's Republic19882438000
~ Changed values: 33,473 / 83,513 (40.08%) — showing the 100 most anomalous rows
countryyearpopulation -population +anomaly score
Mayotte180065672098%
Mayotte181081685598%
Mayotte1820102699497%
Mayotte19402001257097%
Mayotte1830128713596%
Mayotte19302001013496%
Mayotte1920200917496%
Mayotte1840160727996%
Mayotte1910200837295%
Gambia179018267573195%
Mayotte1900200820695%
Mayotte1890200804495%
Mayotte1880200788595%
Mayotte1870200772995%
Mayotte1860200757695%
Mayotte1850200742695%
Gambia178020226898394%
Singapore182030381100094%
Singapore181930126100094%
Singapore180030000100094%
Singapore180130000100094%
Singapore180230000100094%
Singapore180330000100094%
Singapore180430000100094%
Singapore180530000100094%
Singapore180630000100094%
Singapore180730000100094%
Singapore180830000100094%
Singapore180930000100094%
Singapore181030000100094%
Singapore181130000100094%
Singapore181230000100094%
Singapore181330000100094%
Singapore181430000100094%
Singapore181530000100094%
Singapore181630000100094%
Singapore181730000100094%
Singapore181830000100094%
Hong Kong184028070100093%
Gambia177022406223593%
Hong Kong183927605100093%
Hong Kong183827148100093%
Sierra Leone17601543541706193%
Sierra Leone17701715046157193%
Sierra Leone17501389137255093%
Hong Kong183726699100093%
Sierra Leone17801905650608193%
Hong Kong183626257100093%
Sierra Leone17401250232804093%
Sierra Leone17902117355059193%
Hong Kong183525822100093%
Hong Kong183425394100092%
Sierra Leone17301125228353092%
Hong Kong183324974100092%
Hong Kong183224561100092%
Hong Kong183124154100092%
Hong Kong183023754100092%
Sierra Leone17201012723902092%
Hong Kong182923377100092%
Falkland Islands180015106592%
Hong Kong182823021100092%
Hong Kong182722688100092%
Hong Kong182622375100091%
Gambia176024815548791%
Hong Kong182522083100091%
Hong Kong182421812100091%
Hong Kong182321562100091%
Sierra Leone1710911419451091%
Hong Kong182221331100091%
Hong Kong182121120100091%
Hong Kong182020928100091%
Hong Kong181920755100091%
Hong Kong181820600100091%
Hong Kong181720464100091%
Hong Kong181620346100091%
Hong Kong181520246100091%
Hong Kong181420163100091%
Hong Kong181320097100091%
Hong Kong181220048100090%
Hong Kong181120016100090%
Hong Kong180020000100090%
Hong Kong180120000100090%
Hong Kong180220000100090%
Hong Kong180320000100090%
Hong Kong180420000100090%
Hong Kong180520000100090%
Hong Kong180620000100090%
Hong Kong180720000100090%
Hong Kong180820000100090%
Hong Kong180920000100090%
Hong Kong181020000100090%
Sierra Leone-8000136250490%
Sierra Leone-9000102187890%
Sierra Leone-7000182333990%
Sierra Leone-4000432791590%
Sierra Leone-5000324593690%
Sierra Leone-6000243445290%
Sierra Leone-20007691407190%
Sierra Leone20016883088390%
Sierra Leone50023164236490%
~ population_original.world_pop_share 🟡 median anomaly score 2.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-     - HYDE v3.3 (2023): historical estimates from 10,000 BCE to 1799.
-     - Gapminder v7 (2022): for 1800-1949.
+     - HYDE v3.5 (2025): historical estimates from 10,000 BCE to 1799.
+     - Federico-Tena World Population Database v2 (2026): for 1800-1938. Values for 1939-1949 are
+     linearly interpolated between Federico-Tena (1938) and UN WPP (1950).
-     - Gapminder Systema Globalis (2023): additional source for former countries (Yugoslavia, USSR,
-     etc.)
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyearworld_pop_share
American Samoa18170.0007562372484244406
American Samoa18330.0006422658334486187
American Samoa18440.0004727190244011581
American Samoa18470.0004290037031751126
Anguilla18080.00022298346448224038
Anguilla18220.0002887019654735923
Anguilla19180.00022821107995696366
Bermuda18520.0008800922078080475
Bermuda19430.0014404195826500654
British Virgin Islands18440.000543725851457566
British Virgin Islands19280.00025383575120940804
British Virgin Islands19290.00025051285047084093
Cayman Islands18520.00017649118672125041
Cayman Islands19300.0002975871611852199
Channel Islands18530.004370759706944227
Channel Islands18710.004907240625470877
Channel Islands18930.005110912024974823
Cook Islands18510.0008716791635379195
Cook Islands19460.000578144215978682
Czechoslovakia19030.7365297079086304
Ethiopia (former)3000.15252543985843658
Ethiopia (former)18011.1430041790008545
Ethiopia (former)18480.91438889503479
Ethiopia (former)19280.723588228225708
Falkland Islands18129.62308968155412e-06
Falkland Islands18321.80769002326997e-05
Faroe Islands18010.0005239567253738642
Faroe Islands18030.0005213863332755864
Faroe Islands18260.0005811035516671836
Faroe Islands18440.0006417004042305052
Faroe Islands18920.0008956617675721645
Faroe Islands19060.0009889709763228893
Faroe Islands19110.001040005125105381
French Guiana18050.001225863816216588
French Guiana18530.0015838602557778358
French Polynesia18010.00820348970592022
Gibraltar18290.0009083597688004375
Greenland18830.0007234737277030945
Guadeloupe18460.010107445530593395
Guam18820.0005161542794667184
Guam18830.0005273294518701732
Ireland18090.3034415543079376
Ireland18670.23304316401481628
Ireland18790.21370258927345276
Ireland18940.16596756875514984
Isle of Man18860.002751691034063697
Isle of Man18940.002770128194242716
Isle of Man19060.0028091073036193848
Isle of Man19250.0025518201291561127
Macao19440.007732661906629801
Martinique18570.01141421403735876
Martinique18910.0122279217466712
Martinique19160.010334505699574947
Martinique19350.009257570840418339
Mayotte18390.000614507298450917
Mayotte19240.0005007997970096767
Mayotte19470.000747040961869061
Montserrat18720.0006754683563485742
Montserrat18780.0007116789347492158
Montserrat18890.0007732730591669679
Montserrat19020.0007575856288895011
Netherlands Antilles18170.001477355370298028
Netherlands Antilles18180.0014818939380347729
Netherlands Antilles18910.002060439670458436
New Caledonia18280.006423948332667351
New Caledonia18430.004954630974680185
New Caledonia19020.0032718142028898
Niue18300.00025965290842577815
Niue18460.00018195911252405494
Niue19370.00012798009265679866
Northern Mariana Islands18210.0010574522893875837
Northern Mariana Islands18440.0007630140753462911
Puerto Rico18270.02609069086611271
Puerto Rico19350.078022800385952
Reunion18240.01165870949625969
Reunion18470.012185907922685146
Reunion19430.009811832569539547
Saint Helena18150.0005967201432213187
Saint Helena19380.0001983835973078385
Saint Helena19450.0002059658436337486
Saint Pierre and Miquelon18460.00015670963330194354
Saint Pierre and Miquelon18520.0001747577916830778
Saint Pierre and Miquelon18930.00040088934474624693
Tokelau18110.00011056554649258032
Tokelau18160.00010672835924196988
Tokelau18913.715863567776978e-05
Tokelau19354.16941438743379e-05
Tokelau19374.295897815609351e-05
Turks and Caicos Islands18260.00013388654042501003
Turks and Caicos Islands18290.00013539452629629523
Turks and Caicos Islands18730.0002815060142893344
Turks and Caicos Islands18860.00025788426864892244
Turks and Caicos Islands19150.00024207719252444804
Turks and Caicos Islands19330.0002004561829380691
United States Virgin Islands18390.003526226384565234
United States Virgin Islands18520.0030990748200565577
Wallis and Futuna18170.0004734015092253685
Wallis and Futuna18640.0001937065680976957
Western Sahara18010.0004286828334443271
Western Sahara18270.0003895065456163138
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyearworld_pop_share
Czechoslovakia19930.2798868715763092
East Germany18000.5873229503631592
East Germany18200.5299644470214844
East Germany19730.4307788908481598
Guam17000.0020152591168880463
Ireland (whole island)18010.5403009057044983
Ireland (whole island)18020.5466375350952148
Ireland (whole island)18030.5530328750610352
Ireland (whole island)18070.5792070031166077
Ireland (whole island)18180.641290009021759
Ireland (whole island)18260.6645830273628235
Ireland (whole island)18300.6720134019851685
Ireland (whole island)18330.6761834621429443
Ireland (whole island)18350.6786324381828308
Ireland (whole island)18360.6798316836357117
Ireland (whole island)18370.6810116767883301
Ireland (whole island)18400.6740878820419312
Ireland (whole island)18410.6650210022926331
Ireland (whole island)18440.622180700302124
Ireland (whole island)18450.6074102520942688
Ireland (whole island)18460.5929645895957947
Ireland (whole island)18470.5788367390632629
Ireland (whole island)18490.5521736145019531
Ireland (whole island)18550.4914287030696869
Ireland (whole island)18570.4735858142375946
Ireland (whole island)18590.45699021220207214
Ireland (whole island)18700.40314626693725586
Ireland (whole island)18710.39911508560180664
Ireland (whole island)18730.39138263463974
Ireland (whole island)18810.3587329089641571
Ireland (whole island)18820.35310328006744385
Ireland (whole island)18830.3470330536365509
Ireland (whole island)18870.3236338198184967
Ireland (whole island)18940.2924281060695648
Ireland (whole island)18950.28886425495147705
Ireland (whole island)18970.2818458080291748
Ireland (whole island)19010.26882246136665344
Ireland (whole island)19030.2631221413612366
Ireland (whole island)19050.25761348009109497
Ireland (whole island)19070.2521783113479614
Ireland (whole island)19130.23884956538677216
Ireland (whole island)19140.23707261681556702
Ireland (whole island)19150.2353016883134842
Ireland (whole island)19170.23180058598518372
Jersey18000.00248396722599864
Jersey18200.002241380512714386
Macao1555NaN
Macao1640NaN
Netherlands Antilles19400.0032280392479151487
South Sudan16000.16648338735103607
South Sudan18030.10384117811918259
South Sudan18040.103615403175354
South Sudan18070.10292379558086395
South Sudan18120.10122985392808914
South Sudan18150.0998145192861557
South Sudan18240.09638284891843796
South Sudan18260.09580656886100769
South Sudan18310.09480486065149307
South Sudan18350.09469512104988098
South Sudan18360.09467200934886932
South Sudan18410.09455278515815735
South Sudan18430.09452766180038452
South Sudan18450.09449406713247299
South Sudan18510.09516658633947372
South Sudan18550.0981229841709137
South Sudan18600.1017327532172203
South Sudan18620.10302785038948059
South Sudan18630.10363871604204178
South Sudan18640.10424551367759705
South Sudan18690.10718177258968353
South Sudan18700.10768332332372665
South Sudan18760.10997207462787628
South Sudan18800.11125276982784271
South Sudan18830.11179816722869873
South Sudan18850.1120559498667717
South Sudan18940.11346733570098877
South Sudan18970.11405863612890244
South Sudan19000.11449217796325684
South Sudan19050.11451578140258789
South Sudan19060.11448275297880173
South Sudan19090.11439245939254761
South Sudan19150.11514005064964294
South Sudan19190.11482226103544235
South Sudan19230.113059401512146
South Sudan19270.1110534518957138
South Sudan19310.10886870324611664
South Sudan19340.10701914131641388
South Sudan19410.10299096256494522
South Sudan19440.10195643454790115
South Sudan19450.10164828598499298
South Sudan19470.10100504755973816
South Sudan19480.10059899091720581
West Germany18001.5003488063812256
West Germany19901.1871684789657593
Yemen Arab Republic19780.13979178667068481
Yemen People's Republic19740.04111183434724808
Yemen People's Republic19770.04165615886449814
Yemen People's Republic19810.043168384581804276
Yemen People's Republic19840.04495861753821373
Yemen People's Republic19880.047413527965545654
~ Changed values: 39,656 / 83,513 (47.48%) — showing the 100 most anomalous rows
countryyearworld_pop_share -world_pop_share +anomaly score
Mayotte18006.611706339754164e-060.000670235662255436298%
Mayotte18107.940007890283596e-060.000657009601127356398%
Mayotte18209.362031960336026e-060.000651733833365142397%
Mayotte19408.726081432541832e-060.000548484444152563897%
Mayotte18301.1010777598130517e-050.000625252607278525897%
Mayotte19309.653503184381407e-060.000495848129503428996%
Mayotte19201.0551713785389438e-050.0004991751047782696%
Mayotte18401.3118869901518337e-050.000613441399764269696%
Mayotte19101.1315942174405791e-050.0004798367444891482695%
Mayotte19001.2290495760680642e-050.000512375030666589795%
Gambia17900.00019378904835321010.00799697637557983495%
Mayotte18901.3150181075616274e-050.000540010223630815795%
Mayotte18801.4138439837552141e-050.00057548651238903495%
Mayotte18701.4923496564733796e-050.00059770880034193495%
Mayotte18601.5407995306304656e-050.000585529720410704695%
Mayotte18501.567886101838667e-050.000591727031860500695%
Gambia17800.000224430972593836490.00762259494513273294%
Singapore18090.00295624812133610259.623701043892652e-0594%
Singapore18080.00296702701598405849.661328658694401e-0594%
Singapore18070.00297776004299521459.700229566078633e-0594%
Singapore18060.00298844650387763989.738875814946368e-0594%
Singapore18100.00294074369594454779.58438467932865e-0594%
Singapore18050.00299908616580069079.778748062672094e-0594%
Singapore18040.0030096783302724369.814683289732784e-0594%
Singapore18030.00302022229880094539.85421211225912e-0594%
Singapore18110.00292523764073848729.547975059831515e-0594%
Singapore18020.00303071714006364359.892480738926679e-0594%
Singapore18010.00304116215556859979.934712579706684e-0594%
Singapore18000.00305155687965452679.973745181923732e-0594%
Singapore18120.0029080570675432689.527811198495328e-0594%
Singapore18130.00288921943865716469.512824908597395e-0594%
Singapore18140.0028701585251837979.496853454038501e-0594%
Singapore18150.00285087665542960179.471748489886522e-0594%
Singapore18160.0028313763905316599.444987517781556e-0594%
Singapore18200.0027885087765753279.31847098399885e-0594%
Singapore18170.00281165959313511859.415304521098733e-0594%
Singapore18190.0027839937247335919.352818597108126e-0593%
Singapore18180.00279172859154641639.386204328620806e-0593%
Gambia17700.00027054725796915590.0074871671386063193%
Hong Kong18400.0023015418555587538.42755107441917e-0593%
Sierra Leone17600.00195812270976603030.0527458824217319593%
Hong Kong18390.00227400986477732668.459627133561298e-0593%
Sierra Leone17700.0020713773556053640.05552919209003448593%
Sierra Leone17500.00184407038614153860.0493550859391689393%
Hong Kong18380.00224691629409790048.489633182762191e-0593%
Sierra Leone17800.0021151120308786630.05592175573110580493%
Sierra Leone17400.00178033404517918830.04667352139949798693%
Hong Kong18370.0022202848922461278.529554179403931e-0593%
Sierra Leone17900.0022470403928309680.05814082920551393%
Hong Kong18360.00219386350363492978.55410544318147e-0592%
Sierra Leone17300.00167715013958513740.042285732924938292%
Hong Kong18350.0021676614414900548.597020496381447e-0592%
Hong Kong18340.0021416991949081428.616212289780378e-0592%
Hong Kong18330.0021160577889531858.655873534735292e-0592%
Hong Kong18320.00209066621027886878.69081704877317e-0592%
Hong Kong18310.00206641131080687058.722022903384641e-0592%
Falkland Islands18000.000153595028677955276.4829341681615915e-0692%
Sierra Leone17200.00156236311886459590.0369578935205936492%
Hong Kong18300.0020433594472706328.763175719650462e-0592%
Hong Kong18290.0020228994544595488.814747707219794e-0592%
Hong Kong18280.002004801994189628.870773308444768e-0592%
Gambia17600.00031474587740376590.00701746437698602791%
Hong Kong18270.00198926054872572428.925447764340788e-0591%
Hong Kong18260.00197508651763200768.985674503492191e-0591%
Hong Kong18250.0019624030683189639.018566197482869e-0591%
Hong Kong18240.00195116363465785989.097066504182294e-0591%
Sierra Leone17100.00147481483872979880.03160648792982101491%
Hong Kong18230.00194148230366408829.200928616337478e-0591%
Hong Kong18220.00193322030827403079.265146945836022e-0591%
Hong Kong18210.00192606716882437479.279153164243326e-0591%
Hong Kong18200.00192086875904351479.31847098399885e-0591%
Hong Kong18190.00191800401080399759.352818597108126e-0591%
Hong Kong18090.00197083200328052049.623701043892652e-0591%
Hong Kong18080.00197801808826625359.661328658694401e-0591%
Hong Kong18070.0019851734396070249.700229566078633e-0591%
Hong Kong18060.0019922978244721899.738875814946368e-0591%
Hong Kong18100.0019604959525167949.58438467932865e-0591%
Hong Kong18050.00199939077720046049.778748062672094e-0591%
Hong Kong18040.00200645229779183869.814683289732784e-0591%
Hong Kong18110.00195171858649700889.547975059831515e-0591%
Hong Kong18030.0020134814549237499.85421211225912e-0591%
Hong Kong18020.00202047801576554789.892480738926679e-0591%
Hong Kong18180.00191698689013719569.386204328620806e-0591%
Hong Kong18010.00202744151465594779.934712579706684e-0591%
Hong Kong18000.0020343712531030189.973745181923732e-0591%
Hong Kong18120.00194335763808339839.527811198495328e-0591%
Hong Kong18170.00191792671103030449.415304521098733e-0591%
Hong Kong18130.00193548807874321949.512824908597395e-0591%
Hong Kong18160.00192023941781371839.444987517781556e-0591%
Hong Kong18150.00192396168131381279.471748489886522e-0591%
Hong Kong18140.00192903354763984689.496853454038501e-0591%
Sierra Leone-80000.0018592892447486520.0343599803745746690%
Sierra Leone-90000.00179352483246475460.03313573077321052690%
Sierra Leone17000.00137759756762534380.02537712082266807690%
Sierra Leone-70000.00188567757140845060.0347305834293365590%
Sierra Leone8000.00111169344745576380.02044936083257198390%
Sierra Leone-60000.001830052351579070.0336619317531585790%
Sierra Leone-50000.00169140275102108720.03110815957188606390%
Sierra Leone-40000.00149692432023584840.0275254286825656990%
Sierra Leone9000.00113484915345907210.02086385712027549790%
~ population_original.country dimnew dataremoved data
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
yearcountry
1817American Samoa
1833American Samoa
1844American Samoa
1847American Samoa
1808Anguilla
1822Anguilla
1918Anguilla
1852Bermuda
1943Bermuda
1844British Virgin Islands
1928British Virgin Islands
1929British Virgin Islands
1852Cayman Islands
1930Cayman Islands
1853Channel Islands
1871Channel Islands
1893Channel Islands
1851Cook Islands
1946Cook Islands
1903Czechoslovakia
300Ethiopia (former)
1801Ethiopia (former)
1848Ethiopia (former)
1928Ethiopia (former)
1812Falkland Islands
1832Falkland Islands
1801Faroe Islands
1803Faroe Islands
1826Faroe Islands
1844Faroe Islands
1892Faroe Islands
1906Faroe Islands
1911Faroe Islands
1805French Guiana
1853French Guiana
1801French Polynesia
1829Gibraltar
1883Greenland
1846Guadeloupe
1882Guam
1883Guam
1809Ireland
1867Ireland
1879Ireland
1894Ireland
1886Isle of Man
1894Isle of Man
1906Isle of Man
1925Isle of Man
1944Macao
1857Martinique
1891Martinique
1916Martinique
1935Martinique
1839Mayotte
1924Mayotte
1947Mayotte
1872Montserrat
1878Montserrat
1889Montserrat
1902Montserrat
1817Netherlands Antilles
1818Netherlands Antilles
1891Netherlands Antilles
1828New Caledonia
1843New Caledonia
1902New Caledonia
1830Niue
1846Niue
1937Niue
1821Northern Mariana Islands
1844Northern Mariana Islands
1827Puerto Rico
1935Puerto Rico
1824Reunion
1847Reunion
1943Reunion
1815Saint Helena
1938Saint Helena
1945Saint Helena
1846Saint Pierre and Miquelon
1852Saint Pierre and Miquelon
1893Saint Pierre and Miquelon
1811Tokelau
1816Tokelau
1891Tokelau
1935Tokelau
1937Tokelau
1826Turks and Caicos Islands
1829Turks and Caicos Islands
1873Turks and Caicos Islands
1886Turks and Caicos Islands
1915Turks and Caicos Islands
1933Turks and Caicos Islands
1839United States Virgin Islands
1852United States Virgin Islands
1817Wallis and Futuna
1864Wallis and Futuna
1801Western Sahara
1827Western Sahara
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
yearcountry
1993Czechoslovakia
1800East Germany
1820East Germany
1973East Germany
1700Guam
1801Ireland (whole island)
1802Ireland (whole island)
1803Ireland (whole island)
1807Ireland (whole island)
1818Ireland (whole island)
1826Ireland (whole island)
1830Ireland (whole island)
1833Ireland (whole island)
1835Ireland (whole island)
1836Ireland (whole island)
1837Ireland (whole island)
1840Ireland (whole island)
1841Ireland (whole island)
1844Ireland (whole island)
1845Ireland (whole island)
1846Ireland (whole island)
1847Ireland (whole island)
1849Ireland (whole island)
1855Ireland (whole island)
1857Ireland (whole island)
1859Ireland (whole island)
1870Ireland (whole island)
1871Ireland (whole island)
1873Ireland (whole island)
1881Ireland (whole island)
1882Ireland (whole island)
1883Ireland (whole island)
1887Ireland (whole island)
1894Ireland (whole island)
1895Ireland (whole island)
1897Ireland (whole island)
1901Ireland (whole island)
1903Ireland (whole island)
1905Ireland (whole island)
1907Ireland (whole island)
1913Ireland (whole island)
1914Ireland (whole island)
1915Ireland (whole island)
1917Ireland (whole island)
1800Jersey
1820Jersey
1555Macao
1640Macao
1940Netherlands Antilles
1600South Sudan
1803South Sudan
1804South Sudan
1807South Sudan
1812South Sudan
1815South Sudan
1824South Sudan
1826South Sudan
1831South Sudan
1835South Sudan
1836South Sudan
1841South Sudan
1843South Sudan
1845South Sudan
1851South Sudan
1855South Sudan
1860South Sudan
1862South Sudan
1863South Sudan
1864South Sudan
1869South Sudan
1870South Sudan
1876South Sudan
1880South Sudan
1883South Sudan
1885South Sudan
1894South Sudan
1897South Sudan
1900South Sudan
1905South Sudan
1906South Sudan
1909South Sudan
1915South Sudan
1919South Sudan
1923South Sudan
1927South Sudan
1931South Sudan
1934South Sudan
1941South Sudan
1944South Sudan
1945South Sudan
1947South Sudan
1948South Sudan
1800West Germany
1990West Germany
1978Yemen Arab Republic
1974Yemen People's Republic
1977Yemen People's Republic
1981Yemen People's Republic
1984Yemen People's Republic
1988Yemen People's Republic
~ population_original.year dimnew dataremoved data
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyear
American Samoa1817
American Samoa1833
American Samoa1844
American Samoa1847
Anguilla1808
Anguilla1822
Anguilla1918
Bermuda1852
Bermuda1943
British Virgin Islands1844
British Virgin Islands1928
British Virgin Islands1929
Cayman Islands1852
Cayman Islands1930
Channel Islands1853
Channel Islands1871
Channel Islands1893
Cook Islands1851
Cook Islands1946
Czechoslovakia1903
Ethiopia (former)300
Ethiopia (former)1801
Ethiopia (former)1848
Ethiopia (former)1928
Falkland Islands1812
Falkland Islands1832
Faroe Islands1801
Faroe Islands1803
Faroe Islands1826
Faroe Islands1844
Faroe Islands1892
Faroe Islands1906
Faroe Islands1911
French Guiana1805
French Guiana1853
French Polynesia1801
Gibraltar1829
Greenland1883
Guadeloupe1846
Guam1882
Guam1883
Ireland1809
Ireland1867
Ireland1879
Ireland1894
Isle of Man1886
Isle of Man1894
Isle of Man1906
Isle of Man1925
Macao1944
Martinique1857
Martinique1891
Martinique1916
Martinique1935
Mayotte1839
Mayotte1924
Mayotte1947
Montserrat1872
Montserrat1878
Montserrat1889
Montserrat1902
Netherlands Antilles1817
Netherlands Antilles1818
Netherlands Antilles1891
New Caledonia1828
New Caledonia1843
New Caledonia1902
Niue1830
Niue1846
Niue1937
Northern Mariana Islands1821
Northern Mariana Islands1844
Puerto Rico1827
Puerto Rico1935
Reunion1824
Reunion1847
Reunion1943
Saint Helena1815
Saint Helena1938
Saint Helena1945
Saint Pierre and Miquelon1846
Saint Pierre and Miquelon1852
Saint Pierre and Miquelon1893
Tokelau1811
Tokelau1816
Tokelau1891
Tokelau1935
Tokelau1937
Turks and Caicos Islands1826
Turks and Caicos Islands1829
Turks and Caicos Islands1873
Turks and Caicos Islands1886
Turks and Caicos Islands1915
Turks and Caicos Islands1933
United States Virgin Islands1839
United States Virgin Islands1852
Wallis and Futuna1817
Wallis and Futuna1864
Western Sahara1801
Western Sahara1827
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyear
Czechoslovakia1993
East Germany1800
East Germany1820
East Germany1973
Guam1700
Ireland (whole island)1801
Ireland (whole island)1802
Ireland (whole island)1803
Ireland (whole island)1807
Ireland (whole island)1818
Ireland (whole island)1826
Ireland (whole island)1830
Ireland (whole island)1833
Ireland (whole island)1835
Ireland (whole island)1836
Ireland (whole island)1837
Ireland (whole island)1840
Ireland (whole island)1841
Ireland (whole island)1844
Ireland (whole island)1845
Ireland (whole island)1846
Ireland (whole island)1847
Ireland (whole island)1849
Ireland (whole island)1855
Ireland (whole island)1857
Ireland (whole island)1859
Ireland (whole island)1870
Ireland (whole island)1871
Ireland (whole island)1873
Ireland (whole island)1881
Ireland (whole island)1882
Ireland (whole island)1883
Ireland (whole island)1887
Ireland (whole island)1894
Ireland (whole island)1895
Ireland (whole island)1897
Ireland (whole island)1901
Ireland (whole island)1903
Ireland (whole island)1905
Ireland (whole island)1907
Ireland (whole island)1913
Ireland (whole island)1914
Ireland (whole island)1915
Ireland (whole island)1917
Jersey1800
Jersey1820
Macao1555
Macao1640
Netherlands Antilles1940
South Sudan1600
South Sudan1803
South Sudan1804
South Sudan1807
South Sudan1812
South Sudan1815
South Sudan1824
South Sudan1826
South Sudan1831
South Sudan1835
South Sudan1836
South Sudan1841
South Sudan1843
South Sudan1845
South Sudan1851
South Sudan1855
South Sudan1860
South Sudan1862
South Sudan1863
South Sudan1864
South Sudan1869
South Sudan1870
South Sudan1876
South Sudan1880
South Sudan1883
South Sudan1885
South Sudan1894
South Sudan1897
South Sudan1900
South Sudan1905
South Sudan1906
South Sudan1909
South Sudan1915
South Sudan1919
South Sudan1923
South Sudan1927
South Sudan1931
South Sudan1934
South Sudan1941
South Sudan1944
South Sudan1945
South Sudan1947
South Sudan1948
West Germany1800
West Germany1990
Yemen Arab Republic1978
Yemen People's Republic1974
Yemen People's Republic1977
Yemen People's Republic1981
Yemen People's Republic1984
Yemen People's Republic1988
~ Table population🔴 1 · 🟡 2 column(s) changed
table metadata diff
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ population.source 🔴 not scored (non-numeric)new datachanged data
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyearsource
American Samoa1817Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
American Samoa1833Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
American Samoa1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
American Samoa1847Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Anguilla1808Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Anguilla1822Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Anguilla1918Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bermuda1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bermuda1943Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
British Virgin Islands1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
British Virgin Islands1928Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
British Virgin Islands1929Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cayman Islands1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cayman Islands1930Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Channel Islands1853Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Channel Islands1871Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Channel Islands1893Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cook Islands1851Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cook Islands1946Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Czechoslovakia1903Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ethiopia (former)300HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Ethiopia (former)1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ethiopia (former)1848Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ethiopia (former)1928Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Falkland Islands1812Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Falkland Islands1832Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1803Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1826Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1892Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1906Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1911Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
French Guiana1805Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
French Guiana1853Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
French Polynesia1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Gibraltar1829Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Greenland1883Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guadeloupe1846Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guam1882Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guam1883Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1809Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1867Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1879Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ireland1894Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1886Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1894Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1906Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Isle of Man1925Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Macao1944Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Martinique1857Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Martinique1891Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Martinique1916Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Martinique1935Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mayotte1839Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mayotte1924Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mayotte1947Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Montserrat1872Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Montserrat1878Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Montserrat1889Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Montserrat1902Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands Antilles1817Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands Antilles1818Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands Antilles1891Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Caledonia1828Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Caledonia1843Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Caledonia1902Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Niue1830Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Niue1846Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Niue1937Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Northern Mariana Islands1821Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Northern Mariana Islands1844Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Puerto Rico1827Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Puerto Rico1935Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Reunion1824Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Reunion1847Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Reunion1943Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Saint Helena1815Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Helena1938Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Helena1945Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Saint Pierre and Miquelon1846Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Pierre and Miquelon1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Pierre and Miquelon1893Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1811Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1816Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1891Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1935Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tokelau1937Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1826Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1829Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1873Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1886Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1915Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Turks and Caicos Islands1933Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United States Virgin Islands1839Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United States Virgin Islands1852Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Wallis and Futuna1817Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Wallis and Futuna1864Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Western Sahara1801Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Western Sahara1827Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyearsource
Czechoslovakia1993Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
East Germany1800Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
East Germany1820Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
East Germany1973Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Guam1700Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Ireland (whole island)1801Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1802Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1803Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1807Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1818Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1826Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1830Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1833Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1835Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1836Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1837Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1840Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1841Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1844Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1845Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1846Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1847Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1849Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1855Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1857Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1859Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1870Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1871Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1873Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1881Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1882Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1883Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1887Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1894Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1895Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1897Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1901Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1903Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1905Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1907Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1913Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1914Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1915Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Ireland (whole island)1917Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
Jersey1800Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Jersey1820Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Macao1555Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Macao1640Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Netherlands Antilles1940HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)
South Sudan1600Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
South Sudan1803Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1804Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1807Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1812Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1815Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1824Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1826Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1831Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1835Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1836Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1841Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1843Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1845Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1851Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1855Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1860Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1862Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1863Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1864Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1869Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1870Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1876Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1880Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1883Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1885Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1894Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1897Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1900Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1905Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1906Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1909Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1915Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1919Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1923Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1927Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1931Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1934Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1941Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1944Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1945Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1947Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
South Sudan1948Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)
West Germany1800Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
West Germany1990Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen Arab Republic1978Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1974Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1977Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1981Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1984Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
Yemen People's Republic1988Gapminder - Systema Globalis (2023) (https://github.com/open-numbers/ddf--gapminder--systema_globalis)
~ Changed values: 39,703 / 83,513 (47.54%) — showing a random sample of 100 rows
countryyearsource -source +
Africa1914Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Australia1947Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Azerbaijan1910Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bahamas1856Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bangladesh1838Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Barbados1806Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Benin1856Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bosnia and Herzegovina900HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Botswana1832Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Brunei1866Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Bulgaria1300HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Burkina Faso1823Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Burundi1853Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
China1814Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
China1847Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Colombia1844Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Colombia1884Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cote d'Ivoire1849Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Cyprus1750HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Czechia1823Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Czechia1833Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Denmark1933Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Djibouti1600HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Dominican Republic1740HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Dominican Republic1893Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
East Timor1918Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
East Timor1935Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Ecuador1943Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Egypt1200HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Egypt1926Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Eswatini1919Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Europe1831Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Faroe Islands1400HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Gambia-3000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Greenland1200HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Grenada1820Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Guadeloupe1730HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Guinea-3000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Guinea500HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Guinea-Bissau1860Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
High-income countries1812Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Hong Kong1841Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Hong Kong1905Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Israel1902Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Jamaica1902Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Japan1895Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kazakhstan1803Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kazakhstan1842Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kuwait1815Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Kyrgyzstan1852Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Liberia1943Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Libya1907Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Liechtenstein1890Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Luxembourg1934Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Mauritius1942Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Micronesia (country)1868Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Moldova1815Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Myanmar1895Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Myanmar1918Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Nauru1810Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Netherlands1929Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Zealand1856Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Zealand1900Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
New Zealand1903Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Norway1831Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Norway1838Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Oceania1878Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Oman1859Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Panama1700HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Paraguay1900Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Portugal1940Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Puerto Rico800HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Rwanda1925Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Saint Lucia1898Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Samoa1896Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sao Tome and Principe1862Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Senegal1822Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
South America1898Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
South America1909Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
South Korea-3000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Spain1866Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sudan1916Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sweden1842Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Sweden1870Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Switzerland-8000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Switzerland1944Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Linear interpolation between Federico-Tena (1938) and UN WPP (1950)
Syria1907Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Taiwan1843Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Taiwan1882Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tanzania500HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Tanzania1910Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Togo1921Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Tonga1914Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Uganda1921Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United Arab Emirates1826Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
United States1857Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Uruguay1904Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Yemen-1000HYDE v3.3 (2023) (https://public.yoda.uu.nl/geo/UU01/AEZZIT.html)HYDE v3.5 (2025) (https://doi.org/10.24416/UU01-F45D44)
Yemen1809Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
Yemen1850Gapminder v7 (2022) (https://www.gapminder.org/data/documentation/gd003/)Federico-Tena World Population Database — V2, 1991 borders (2026) (https://edatos.consorciomadrono.es/dataset.xhtml?persistentId=doi:10.21950/GW7SOZ)
~ population.population 🟡 median anomaly score 3.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyearpopulation
American Samoa18178032
American Samoa18337420
American Samoa18445732
American Samoa18475297
Anguilla18082308
Anguilla18223116
Anguilla19184175
Bermuda185211170
Bermuda194333866
British Virgin Islands18446593
British Virgin Islands19285058
British Virgin Islands19295052
Cayman Islands18522240
Cayman Islands19306082
Channel Islands185355630
Channel Islands187163737
Channel Islands189377743
Cook Islands185111000
Cook Islands194613936
Czechoslovakia190312095758
Ethiopia (former)300346251
Ethiopia (former)180111505156
Ethiopia (former)184811352424
Ethiopia (former)192814418414
Falkland Islands1812101
Falkland Islands1832208
Faroe Islands18015274
Faroe Islands18035291
Faroe Islands18266467
Faroe Islands18447781
Faroe Islands189213535
Faroe Islands190616664
Faroe Islands191118317
French Guiana180512536
French Guiana185320159
French Polynesia180182574
Gibraltar182910305
Greenland188310147
Guadeloupe1846124094
Guam18827178
Guam18837396
Ireland18093153065
Ireland18672980389
Ireland18792916027
Ireland18942541463
Isle of Man188639640
Isle of Man189442419
Isle of Man190647333
Isle of Man192549187
Macao1944183334
Martinique1857146339
Martinique1891183623
Martinique1916188881
Martinique1935201386
Mayotte18397264
Mayotte19249547
Mayotte194718155
Montserrat18728832
Montserrat18789666
Montserrat188911427
Montserrat190212333
Netherlands Antilles181715691
Netherlands Antilles181815788
Netherlands Antilles189130941
New Caledonia182872417
New Caledonia184359674
New Caledonia190253263
Niue18302963
Niue18462234
Niue19372854
Northern Mariana Islands182111396
Northern Mariana Islands18449252
Puerto Rico1827292318
Puerto Rico19351697281
Reunion1824128159
Reunion1847150462
Reunion1943230688
Saint Helena18156300
Saint Helena19384468
Saint Helena19454924
Saint Pierre and Miquelon18461924
Saint Pierre and Miquelon18522218
Saint Pierre and Miquelon18936098
Tokelau18111158
Tokelau18161130
Tokelau1891558
Tokelau1935907
Tokelau1937958
Turks and Caicos Islands18261490
Turks and Caicos Islands18291536
Turks and Caicos Islands18733706
Turks and Caicos Islands18863715
Turks and Caicos Islands19154403
Turks and Caicos Islands19334255
United States Virgin Islands183941683
United States Virgin Islands185239333
Wallis and Futuna18175028
Wallis and Futuna18642497
Western Sahara18014315
Western Sahara18274364
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyearpopulation
Czechoslovakia199315650000
East Germany18005774000
East Germany18205774000
East Germany197316890000
Guam170012000
Ireland (whole island)18015329879
Ireland (whole island)18025410972
Ireland (whole island)18035493300
Ireland (whole island)18075835329
Ireland (whole island)18186891322
Ireland (whole island)18267528807
Ireland (whole island)18307812138
Ireland (whole island)18337980409
Ireland (whole island)18358084125
Ireland (whole island)18368136487
Ireland (whole island)18378189188
Ireland (whole island)18408221292
Ireland (whole island)18418148395
Ireland (whole island)18447729095
Ireland (whole island)18457580737
Ireland (whole island)18467435227
Ireland (whole island)18477292509
Ireland (whole island)18497018882
Ireland (whole island)18556321538
Ireland (whole island)18576111087
Ireland (whole island)18595918580
Ireland (whole island)18705402839
Ireland (whole island)18715372898
Ireland (whole island)18735323442
Ireland (whole island)18815108066
Ireland (whole island)18825062975
Ireland (whole island)18835012447
Ireland (whole island)18874815326
Ireland (whole island)18944567547
Ireland (whole island)18954541732
Ireland (whole island)18974490540
Ireland (whole island)19014408385
Ireland (whole island)19034386416
Ireland (whole island)19054367650
Ireland (whole island)19074348962
Ireland (whole island)19134310765
Ireland (whole island)19144307336
Ireland (whole island)19154303910
Ireland (whole island)19174297066
Jersey180024420
Jersey182024420
Macao1555400
Macao164040000
Netherlands Antilles194073986
South Sudan1600859300
South Sudan18031031459
South Sudan18041032822
South Sudan18071036925
South Sudan18121044304
South Sudan18151050356
South Sudan18241077461
South Sudan18261085356
South Sudan18311108161
South Sudan18351128044
South Sudan18361133071
South Sudan18411158540
South Sudan18431168887
South Sudan18451179326
South Sudan18511216960
South Sudan18551262214
South Sudan18601320519
South Sudan18621344393
South Sudan18631356450
South Sudan18641368588
South Sudan18691430506
South Sudan18701443138
South Sudan18761520319
South Sudan18801573763
South Sudan18831614781
South Sudan18851642580
South Sudan18941772290
South Sudan18971817252
South Sudan19001863101
South Sudan19051941532
South Sudan19061957526
South Sudan19092006134
South Sudan19152106030
South Sudan19192159376
South Sudan19232198120
South Sudan19272237559
South Sudan19312277706
South Sudan19342308288
South Sudan19412381253
South Sudan19442413226
South Sudan19452423978
South Sudan19472445627
South Sudan19482456524
West Germany180014750000
West Germany199063250000
Yemen Arab Republic19786000000
Yemen People's Republic19741643000
Yemen People's Republic19771757000
Yemen People's Republic19811955000
Yemen People's Republic19842150000
Yemen People's Republic19882438000
~ Changed values: 33,473 / 83,513 (40.08%) — showing the 100 most anomalous rows
countryyearpopulation -population +anomaly score
Mayotte180065672098%
Mayotte181081685598%
Mayotte1820102699497%
Mayotte19402001257097%
Mayotte1830128713596%
Mayotte19302001013496%
Mayotte1920200917496%
Mayotte1840160727996%
Mayotte1910200837295%
Gambia179018267573195%
Mayotte1900200820695%
Mayotte1890200804495%
Mayotte1880200788595%
Mayotte1870200772995%
Mayotte1860200757695%
Mayotte1850200742695%
Gambia178020226898394%
Singapore182030381100094%
Singapore181930126100094%
Singapore180030000100094%
Singapore180130000100094%
Singapore180230000100094%
Singapore180330000100094%
Singapore180430000100094%
Singapore180530000100094%
Singapore180630000100094%
Singapore180730000100094%
Singapore180830000100094%
Singapore180930000100094%
Singapore181030000100094%
Singapore181130000100094%
Singapore181230000100094%
Singapore181330000100094%
Singapore181430000100094%
Singapore181530000100094%
Singapore181630000100094%
Singapore181730000100094%
Singapore181830000100094%
Hong Kong184028070100093%
Gambia177022406223593%
Hong Kong183927605100093%
Hong Kong183827148100093%
Sierra Leone17601543541706193%
Sierra Leone17701715046157193%
Sierra Leone17501389137255093%
Hong Kong183726699100093%
Sierra Leone17801905650608193%
Hong Kong183626257100093%
Sierra Leone17401250232804093%
Sierra Leone17902117355059193%
Hong Kong183525822100093%
Hong Kong183425394100092%
Sierra Leone17301125228353092%
Hong Kong183324974100092%
Hong Kong183224561100092%
Hong Kong183124154100092%
Hong Kong183023754100092%
Sierra Leone17201012723902092%
Hong Kong182923377100092%
Falkland Islands180015106592%
Hong Kong182823021100092%
Hong Kong182722688100092%
Hong Kong182622375100091%
Gambia176024815548791%
Hong Kong182522083100091%
Hong Kong182421812100091%
Hong Kong182321562100091%
Sierra Leone1710911419451091%
Hong Kong182221331100091%
Hong Kong182121120100091%
Hong Kong182020928100091%
Hong Kong181920755100091%
Hong Kong181820600100091%
Hong Kong181720464100091%
Hong Kong181620346100091%
Hong Kong181520246100091%
Hong Kong181420163100091%
Hong Kong181320097100091%
Hong Kong181220048100090%
Hong Kong181120016100090%
Hong Kong180020000100090%
Hong Kong180120000100090%
Hong Kong180220000100090%
Hong Kong180320000100090%
Hong Kong180420000100090%
Hong Kong180520000100090%
Hong Kong180620000100090%
Hong Kong180720000100090%
Hong Kong180820000100090%
Hong Kong180920000100090%
Hong Kong181020000100090%
Sierra Leone-8000136250490%
Sierra Leone-9000102187890%
Sierra Leone-7000182333990%
Sierra Leone-4000432791590%
Sierra Leone-5000324593690%
Sierra Leone-6000243445290%
Sierra Leone-20007691407190%
Sierra Leone20016883088390%
Sierra Leone50023164236490%
~ population.world_pop_share 🟡 median anomaly score 2.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyearworld_pop_share
American Samoa18170.0007562372484244406
American Samoa18330.0006422658334486187
American Samoa18440.0004727190244011581
American Samoa18470.0004290037031751126
Anguilla18080.00022298346448224038
Anguilla18220.0002887019654735923
Anguilla19180.00022821107995696366
Bermuda18520.0008800922078080475
Bermuda19430.0014404195826500654
British Virgin Islands18440.000543725851457566
British Virgin Islands19280.00025383575120940804
British Virgin Islands19290.00025051285047084093
Cayman Islands18520.00017649118672125041
Cayman Islands19300.0002975871611852199
Channel Islands18530.004370759706944227
Channel Islands18710.004907240625470877
Channel Islands18930.005110912024974823
Cook Islands18510.0008716791635379195
Cook Islands19460.000578144215978682
Czechoslovakia19030.7365297079086304
Ethiopia (former)3000.15252543985843658
Ethiopia (former)18011.1430041790008545
Ethiopia (former)18480.91438889503479
Ethiopia (former)19280.723588228225708
Falkland Islands18129.62308968155412e-06
Falkland Islands18321.80769002326997e-05
Faroe Islands18010.0005239567253738642
Faroe Islands18030.0005213863332755864
Faroe Islands18260.0005811035516671836
Faroe Islands18440.0006417004042305052
Faroe Islands18920.0008956617675721645
Faroe Islands19060.0009889709763228893
Faroe Islands19110.001040005125105381
French Guiana18050.001225863816216588
French Guiana18530.0015838602557778358
French Polynesia18010.00820348970592022
Gibraltar18290.0009083597688004375
Greenland18830.0007234737277030945
Guadeloupe18460.010107445530593395
Guam18820.0005161542794667184
Guam18830.0005273294518701732
Ireland18090.3034415543079376
Ireland18670.23304316401481628
Ireland18790.21370258927345276
Ireland18940.16596756875514984
Isle of Man18860.002751691034063697
Isle of Man18940.002770128194242716
Isle of Man19060.0028091073036193848
Isle of Man19250.0025518201291561127
Macao19440.007732661906629801
Martinique18570.01141421403735876
Martinique18910.0122279217466712
Martinique19160.010334505699574947
Martinique19350.009257570840418339
Mayotte18390.000614507298450917
Mayotte19240.0005007997970096767
Mayotte19470.000747040961869061
Montserrat18720.0006754683563485742
Montserrat18780.0007116789347492158
Montserrat18890.0007732730591669679
Montserrat19020.0007575856288895011
Netherlands Antilles18170.001477355370298028
Netherlands Antilles18180.0014818939380347729
Netherlands Antilles18910.002060439670458436
New Caledonia18280.006423948332667351
New Caledonia18430.004954630974680185
New Caledonia19020.0032718142028898
Niue18300.00025965290842577815
Niue18460.00018195911252405494
Niue19370.00012798009265679866
Northern Mariana Islands18210.0010574522893875837
Northern Mariana Islands18440.0007630140753462911
Puerto Rico18270.02609069086611271
Puerto Rico19350.078022800385952
Reunion18240.01165870949625969
Reunion18470.012185907922685146
Reunion19430.009811832569539547
Saint Helena18150.0005967201432213187
Saint Helena19380.0001983835973078385
Saint Helena19450.0002059658436337486
Saint Pierre and Miquelon18460.00015670963330194354
Saint Pierre and Miquelon18520.0001747577916830778
Saint Pierre and Miquelon18930.00040088934474624693
Tokelau18110.00011056554649258032
Tokelau18160.00010672835924196988
Tokelau18913.715863567776978e-05
Tokelau19354.16941438743379e-05
Tokelau19374.295897815609351e-05
Turks and Caicos Islands18260.00013388654042501003
Turks and Caicos Islands18290.00013539452629629523
Turks and Caicos Islands18730.0002815060142893344
Turks and Caicos Islands18860.00025788426864892244
Turks and Caicos Islands19150.00024207719252444804
Turks and Caicos Islands19330.0002004561829380691
United States Virgin Islands18390.003526226384565234
United States Virgin Islands18520.0030990748200565577
Wallis and Futuna18170.0004734015092253685
Wallis and Futuna18640.0001937065680976957
Western Sahara18010.0004286828334443271
Western Sahara18270.0003895065456163138
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyearworld_pop_share
Czechoslovakia19930.2798868715763092
East Germany18000.5873229503631592
East Germany18200.5299644470214844
East Germany19730.4307788908481598
Guam17000.0020152591168880463
Ireland (whole island)18010.5403009057044983
Ireland (whole island)18020.5466375350952148
Ireland (whole island)18030.5530328750610352
Ireland (whole island)18070.5792070031166077
Ireland (whole island)18180.641290009021759
Ireland (whole island)18260.6645830273628235
Ireland (whole island)18300.6720134019851685
Ireland (whole island)18330.6761834621429443
Ireland (whole island)18350.6786324381828308
Ireland (whole island)18360.6798316836357117
Ireland (whole island)18370.6810116767883301
Ireland (whole island)18400.6740878820419312
Ireland (whole island)18410.6650210022926331
Ireland (whole island)18440.622180700302124
Ireland (whole island)18450.6074102520942688
Ireland (whole island)18460.5929645895957947
Ireland (whole island)18470.5788367390632629
Ireland (whole island)18490.5521736145019531
Ireland (whole island)18550.4914287030696869
Ireland (whole island)18570.4735858142375946
Ireland (whole island)18590.45699021220207214
Ireland (whole island)18700.40314626693725586
Ireland (whole island)18710.39911508560180664
Ireland (whole island)18730.39138263463974
Ireland (whole island)18810.3587329089641571
Ireland (whole island)18820.35310328006744385
Ireland (whole island)18830.3470330536365509
Ireland (whole island)18870.3236338198184967
Ireland (whole island)18940.2924281060695648
Ireland (whole island)18950.28886425495147705
Ireland (whole island)18970.2818458080291748
Ireland (whole island)19010.26882246136665344
Ireland (whole island)19030.2631221413612366
Ireland (whole island)19050.25761348009109497
Ireland (whole island)19070.2521783113479614
Ireland (whole island)19130.23884956538677216
Ireland (whole island)19140.23707261681556702
Ireland (whole island)19150.2353016883134842
Ireland (whole island)19170.23180058598518372
Jersey18000.00248396722599864
Jersey18200.002241380512714386
Macao1555NaN
Macao1640NaN
Netherlands Antilles19400.0032280392479151487
South Sudan16000.16648338735103607
South Sudan18030.10384117811918259
South Sudan18040.103615403175354
South Sudan18070.10292379558086395
South Sudan18120.10122985392808914
South Sudan18150.0998145192861557
South Sudan18240.09638284891843796
South Sudan18260.09580656886100769
South Sudan18310.09480486065149307
South Sudan18350.09469512104988098
South Sudan18360.09467200934886932
South Sudan18410.09455278515815735
South Sudan18430.09452766180038452
South Sudan18450.09449406713247299
South Sudan18510.09516658633947372
South Sudan18550.0981229841709137
South Sudan18600.1017327532172203
South Sudan18620.10302785038948059
South Sudan18630.10363871604204178
South Sudan18640.10424551367759705
South Sudan18690.10718177258968353
South Sudan18700.10768332332372665
South Sudan18760.10997207462787628
South Sudan18800.11125276982784271
South Sudan18830.11179816722869873
South Sudan18850.1120559498667717
South Sudan18940.11346733570098877
South Sudan18970.11405863612890244
South Sudan19000.11449217796325684
South Sudan19050.11451578140258789
South Sudan19060.11448275297880173
South Sudan19090.11439245939254761
South Sudan19150.11514005064964294
South Sudan19190.11482226103544235
South Sudan19230.113059401512146
South Sudan19270.1110534518957138
South Sudan19310.10886870324611664
South Sudan19340.10701914131641388
South Sudan19410.10299096256494522
South Sudan19440.10195643454790115
South Sudan19450.10164828598499298
South Sudan19470.10100504755973816
South Sudan19480.10059899091720581
West Germany18001.5003488063812256
West Germany19901.1871684789657593
Yemen Arab Republic19780.13979178667068481
Yemen People's Republic19740.04111183434724808
Yemen People's Republic19770.04165615886449814
Yemen People's Republic19810.043168384581804276
Yemen People's Republic19840.04495861753821373
Yemen People's Republic19880.047413527965545654
~ Changed values: 39,656 / 83,513 (47.48%) — showing the 100 most anomalous rows
countryyearworld_pop_share -world_pop_share +anomaly score
Mayotte18006.611706339754164e-060.000670235662255436298%
Mayotte18107.940007890283596e-060.000657009601127356398%
Mayotte18209.362031960336026e-060.000651733833365142397%
Mayotte19408.726081432541832e-060.000548484444152563897%
Mayotte18301.1010777598130517e-050.000625252607278525897%
Mayotte19309.653503184381407e-060.000495848129503428996%
Mayotte19201.0551713785389438e-050.0004991751047782696%
Mayotte18401.3118869901518337e-050.000613441399764269696%
Mayotte19101.1315942174405791e-050.0004798367444891482695%
Mayotte19001.2290495760680642e-050.000512375030666589795%
Gambia17900.00019378904835321010.00799697637557983495%
Mayotte18901.3150181075616274e-050.000540010223630815795%
Mayotte18801.4138439837552141e-050.00057548651238903495%
Mayotte18701.4923496564733796e-050.00059770880034193495%
Mayotte18601.5407995306304656e-050.000585529720410704695%
Mayotte18501.567886101838667e-050.000591727031860500695%
Gambia17800.000224430972593836490.00762259494513273294%
Singapore18090.00295624812133610259.623701043892652e-0594%
Singapore18080.00296702701598405849.661328658694401e-0594%
Singapore18070.00297776004299521459.700229566078633e-0594%
Singapore18060.00298844650387763989.738875814946368e-0594%
Singapore18100.00294074369594454779.58438467932865e-0594%
Singapore18050.00299908616580069079.778748062672094e-0594%
Singapore18040.0030096783302724369.814683289732784e-0594%
Singapore18030.00302022229880094539.85421211225912e-0594%
Singapore18110.00292523764073848729.547975059831515e-0594%
Singapore18020.00303071714006364359.892480738926679e-0594%
Singapore18010.00304116215556859979.934712579706684e-0594%
Singapore18000.00305155687965452679.973745181923732e-0594%
Singapore18120.0029080570675432689.527811198495328e-0594%
Singapore18130.00288921943865716469.512824908597395e-0594%
Singapore18140.0028701585251837979.496853454038501e-0594%
Singapore18150.00285087665542960179.471748489886522e-0594%
Singapore18160.0028313763905316599.444987517781556e-0594%
Singapore18200.0027885087765753279.31847098399885e-0594%
Singapore18170.00281165959313511859.415304521098733e-0594%
Singapore18190.0027839937247335919.352818597108126e-0593%
Singapore18180.00279172859154641639.386204328620806e-0593%
Gambia17700.00027054725796915590.0074871671386063193%
Hong Kong18400.0023015418555587538.42755107441917e-0593%
Sierra Leone17600.00195812270976603030.0527458824217319593%
Hong Kong18390.00227400986477732668.459627133561298e-0593%
Sierra Leone17700.0020713773556053640.05552919209003448593%
Sierra Leone17500.00184407038614153860.0493550859391689393%
Hong Kong18380.00224691629409790048.489633182762191e-0593%
Sierra Leone17800.0021151120308786630.05592175573110580493%
Sierra Leone17400.00178033404517918830.04667352139949798693%
Hong Kong18370.0022202848922461278.529554179403931e-0593%
Sierra Leone17900.0022470403928309680.05814082920551393%
Hong Kong18360.00219386350363492978.55410544318147e-0592%
Sierra Leone17300.00167715013958513740.042285732924938292%
Hong Kong18350.0021676614414900548.597020496381447e-0592%
Hong Kong18340.0021416991949081428.616212289780378e-0592%
Hong Kong18330.0021160577889531858.655873534735292e-0592%
Hong Kong18320.00209066621027886878.69081704877317e-0592%
Hong Kong18310.00206641131080687058.722022903384641e-0592%
Falkland Islands18000.000153595028677955276.4829341681615915e-0692%
Sierra Leone17200.00156236311886459590.0369578935205936492%
Hong Kong18300.0020433594472706328.763175719650462e-0592%
Hong Kong18290.0020228994544595488.814747707219794e-0592%
Hong Kong18280.002004801994189628.870773308444768e-0592%
Gambia17600.00031474587740376590.00701746437698602791%
Hong Kong18270.00198926054872572428.925447764340788e-0591%
Hong Kong18260.00197508651763200768.985674503492191e-0591%
Hong Kong18250.0019624030683189639.018566197482869e-0591%
Hong Kong18240.00195116363465785989.097066504182294e-0591%
Sierra Leone17100.00147481483872979880.03160648792982101491%
Hong Kong18230.00194148230366408829.200928616337478e-0591%
Hong Kong18220.00193322030827403079.265146945836022e-0591%
Hong Kong18210.00192606716882437479.279153164243326e-0591%
Hong Kong18200.00192086875904351479.31847098399885e-0591%
Hong Kong18190.00191800401080399759.352818597108126e-0591%
Hong Kong18090.00197083200328052049.623701043892652e-0591%
Hong Kong18080.00197801808826625359.661328658694401e-0591%
Hong Kong18070.0019851734396070249.700229566078633e-0591%
Hong Kong18060.0019922978244721899.738875814946368e-0591%
Hong Kong18100.0019604959525167949.58438467932865e-0591%
Hong Kong18050.00199939077720046049.778748062672094e-0591%
Hong Kong18040.00200645229779183869.814683289732784e-0591%
Hong Kong18110.00195171858649700889.547975059831515e-0591%
Hong Kong18030.0020134814549237499.85421211225912e-0591%
Hong Kong18020.00202047801576554789.892480738926679e-0591%
Hong Kong18180.00191698689013719569.386204328620806e-0591%
Hong Kong18010.00202744151465594779.934712579706684e-0591%
Hong Kong18000.0020343712531030189.973745181923732e-0591%
Hong Kong18120.00194335763808339839.527811198495328e-0591%
Hong Kong18170.00191792671103030449.415304521098733e-0591%
Hong Kong18130.00193548807874321949.512824908597395e-0591%
Hong Kong18160.00192023941781371839.444987517781556e-0591%
Hong Kong18150.00192396168131381279.471748489886522e-0591%
Hong Kong18140.00192903354763984689.496853454038501e-0591%
Sierra Leone-80000.0018592892447486520.0343599803745746690%
Sierra Leone-90000.00179352483246475460.03313573077321052690%
Sierra Leone17000.00137759756762534380.02537712082266807690%
Sierra Leone-70000.00188567757140845060.0347305834293365590%
Sierra Leone8000.00111169344745576380.02044936083257198390%
Sierra Leone-60000.001830052351579070.0336619317531585790%
Sierra Leone-50000.00169140275102108720.03110815957188606390%
Sierra Leone-40000.00149692432023584840.0275254286825656990%
Sierra Leone9000.00113484915345907210.02086385712027549790%
~ population.country dimnew dataremoved data
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
yearcountry
1817American Samoa
1833American Samoa
1844American Samoa
1847American Samoa
1808Anguilla
1822Anguilla
1918Anguilla
1852Bermuda
1943Bermuda
1844British Virgin Islands
1928British Virgin Islands
1929British Virgin Islands
1852Cayman Islands
1930Cayman Islands
1853Channel Islands
1871Channel Islands
1893Channel Islands
1851Cook Islands
1946Cook Islands
1903Czechoslovakia
300Ethiopia (former)
1801Ethiopia (former)
1848Ethiopia (former)
1928Ethiopia (former)
1812Falkland Islands
1832Falkland Islands
1801Faroe Islands
1803Faroe Islands
1826Faroe Islands
1844Faroe Islands
1892Faroe Islands
1906Faroe Islands
1911Faroe Islands
1805French Guiana
1853French Guiana
1801French Polynesia
1829Gibraltar
1883Greenland
1846Guadeloupe
1882Guam
1883Guam
1809Ireland
1867Ireland
1879Ireland
1894Ireland
1886Isle of Man
1894Isle of Man
1906Isle of Man
1925Isle of Man
1944Macao
1857Martinique
1891Martinique
1916Martinique
1935Martinique
1839Mayotte
1924Mayotte
1947Mayotte
1872Montserrat
1878Montserrat
1889Montserrat
1902Montserrat
1817Netherlands Antilles
1818Netherlands Antilles
1891Netherlands Antilles
1828New Caledonia
1843New Caledonia
1902New Caledonia
1830Niue
1846Niue
1937Niue
1821Northern Mariana Islands
1844Northern Mariana Islands
1827Puerto Rico
1935Puerto Rico
1824Reunion
1847Reunion
1943Reunion
1815Saint Helena
1938Saint Helena
1945Saint Helena
1846Saint Pierre and Miquelon
1852Saint Pierre and Miquelon
1893Saint Pierre and Miquelon
1811Tokelau
1816Tokelau
1891Tokelau
1935Tokelau
1937Tokelau
1826Turks and Caicos Islands
1829Turks and Caicos Islands
1873Turks and Caicos Islands
1886Turks and Caicos Islands
1915Turks and Caicos Islands
1933Turks and Caicos Islands
1839United States Virgin Islands
1852United States Virgin Islands
1817Wallis and Futuna
1864Wallis and Futuna
1801Western Sahara
1827Western Sahara
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
yearcountry
1993Czechoslovakia
1800East Germany
1820East Germany
1973East Germany
1700Guam
1801Ireland (whole island)
1802Ireland (whole island)
1803Ireland (whole island)
1807Ireland (whole island)
1818Ireland (whole island)
1826Ireland (whole island)
1830Ireland (whole island)
1833Ireland (whole island)
1835Ireland (whole island)
1836Ireland (whole island)
1837Ireland (whole island)
1840Ireland (whole island)
1841Ireland (whole island)
1844Ireland (whole island)
1845Ireland (whole island)
1846Ireland (whole island)
1847Ireland (whole island)
1849Ireland (whole island)
1855Ireland (whole island)
1857Ireland (whole island)
1859Ireland (whole island)
1870Ireland (whole island)
1871Ireland (whole island)
1873Ireland (whole island)
1881Ireland (whole island)
1882Ireland (whole island)
1883Ireland (whole island)
1887Ireland (whole island)
1894Ireland (whole island)
1895Ireland (whole island)
1897Ireland (whole island)
1901Ireland (whole island)
1903Ireland (whole island)
1905Ireland (whole island)
1907Ireland (whole island)
1913Ireland (whole island)
1914Ireland (whole island)
1915Ireland (whole island)
1917Ireland (whole island)
1800Jersey
1820Jersey
1555Macao
1640Macao
1940Netherlands Antilles
1600South Sudan
1803South Sudan
1804South Sudan
1807South Sudan
1812South Sudan
1815South Sudan
1824South Sudan
1826South Sudan
1831South Sudan
1835South Sudan
1836South Sudan
1841South Sudan
1843South Sudan
1845South Sudan
1851South Sudan
1855South Sudan
1860South Sudan
1862South Sudan
1863South Sudan
1864South Sudan
1869South Sudan
1870South Sudan
1876South Sudan
1880South Sudan
1883South Sudan
1885South Sudan
1894South Sudan
1897South Sudan
1900South Sudan
1905South Sudan
1906South Sudan
1909South Sudan
1915South Sudan
1919South Sudan
1923South Sudan
1927South Sudan
1931South Sudan
1934South Sudan
1941South Sudan
1944South Sudan
1945South Sudan
1947South Sudan
1948South Sudan
1800West Germany
1990West Germany
1978Yemen Arab Republic
1974Yemen People's Republic
1977Yemen People's Republic
1981Yemen People's Republic
1984Yemen People's Republic
1988Yemen People's Republic
~ population.year dimnew dataremoved data
+ New values: 5,339 / 83,513 (6.39%) — showing a random sample of 100 rows
countryyear
American Samoa1817
American Samoa1833
American Samoa1844
American Samoa1847
Anguilla1808
Anguilla1822
Anguilla1918
Bermuda1852
Bermuda1943
British Virgin Islands1844
British Virgin Islands1928
British Virgin Islands1929
Cayman Islands1852
Cayman Islands1930
Channel Islands1853
Channel Islands1871
Channel Islands1893
Cook Islands1851
Cook Islands1946
Czechoslovakia1903
Ethiopia (former)300
Ethiopia (former)1801
Ethiopia (former)1848
Ethiopia (former)1928
Falkland Islands1812
Falkland Islands1832
Faroe Islands1801
Faroe Islands1803
Faroe Islands1826
Faroe Islands1844
Faroe Islands1892
Faroe Islands1906
Faroe Islands1911
French Guiana1805
French Guiana1853
French Polynesia1801
Gibraltar1829
Greenland1883
Guadeloupe1846
Guam1882
Guam1883
Ireland1809
Ireland1867
Ireland1879
Ireland1894
Isle of Man1886
Isle of Man1894
Isle of Man1906
Isle of Man1925
Macao1944
Martinique1857
Martinique1891
Martinique1916
Martinique1935
Mayotte1839
Mayotte1924
Mayotte1947
Montserrat1872
Montserrat1878
Montserrat1889
Montserrat1902
Netherlands Antilles1817
Netherlands Antilles1818
Netherlands Antilles1891
New Caledonia1828
New Caledonia1843
New Caledonia1902
Niue1830
Niue1846
Niue1937
Northern Mariana Islands1821
Northern Mariana Islands1844
Puerto Rico1827
Puerto Rico1935
Reunion1824
Reunion1847
Reunion1943
Saint Helena1815
Saint Helena1938
Saint Helena1945
Saint Pierre and Miquelon1846
Saint Pierre and Miquelon1852
Saint Pierre and Miquelon1893
Tokelau1811
Tokelau1816
Tokelau1891
Tokelau1935
Tokelau1937
Turks and Caicos Islands1826
Turks and Caicos Islands1829
Turks and Caicos Islands1873
Turks and Caicos Islands1886
Turks and Caicos Islands1915
Turks and Caicos Islands1933
United States Virgin Islands1839
United States Virgin Islands1852
Wallis and Futuna1817
Wallis and Futuna1864
Western Sahara1801
Western Sahara1827
- Removed values: 362 / 83,513 (0.43%) — showing a random sample of 100 rows
countryyear
Czechoslovakia1993
East Germany1800
East Germany1820
East Germany1973
Guam1700
Ireland (whole island)1801
Ireland (whole island)1802
Ireland (whole island)1803
Ireland (whole island)1807
Ireland (whole island)1818
Ireland (whole island)1826
Ireland (whole island)1830
Ireland (whole island)1833
Ireland (whole island)1835
Ireland (whole island)1836
Ireland (whole island)1837
Ireland (whole island)1840
Ireland (whole island)1841
Ireland (whole island)1844
Ireland (whole island)1845
Ireland (whole island)1846
Ireland (whole island)1847
Ireland (whole island)1849
Ireland (whole island)1855
Ireland (whole island)1857
Ireland (whole island)1859
Ireland (whole island)1870
Ireland (whole island)1871
Ireland (whole island)1873
Ireland (whole island)1881
Ireland (whole island)1882
Ireland (whole island)1883
Ireland (whole island)1887
Ireland (whole island)1894
Ireland (whole island)1895
Ireland (whole island)1897
Ireland (whole island)1901
Ireland (whole island)1903
Ireland (whole island)1905
Ireland (whole island)1907
Ireland (whole island)1913
Ireland (whole island)1914
Ireland (whole island)1915
Ireland (whole island)1917
Jersey1800
Jersey1820
Macao1555
Macao1640
Netherlands Antilles1940
South Sudan1600
South Sudan1803
South Sudan1804
South Sudan1807
South Sudan1812
South Sudan1815
South Sudan1824
South Sudan1826
South Sudan1831
South Sudan1835
South Sudan1836
South Sudan1841
South Sudan1843
South Sudan1845
South Sudan1851
South Sudan1855
South Sudan1860
South Sudan1862
South Sudan1863
South Sudan1864
South Sudan1869
South Sudan1870
South Sudan1876
South Sudan1880
South Sudan1883
South Sudan1885
South Sudan1894
South Sudan1897
South Sudan1900
South Sudan1905
South Sudan1906
South Sudan1909
South Sudan1915
South Sudan1919
South Sudan1923
South Sudan1927
South Sudan1931
South Sudan1934
South Sudan1941
South Sudan1944
South Sudan1945
South Sudan1947
South Sudan1948
West Germany1800
West Germany1990
Yemen Arab Republic1978
Yemen People's Republic1974
Yemen People's Republic1977
Yemen People's Republic1981
Yemen People's Republic1984
Yemen People's Republic1988
~ Table historical🟡 4 column(s) changed↕ 🟢 1 column(s) w/ shifted coverage
table metadata diff
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
-     url_download: |-
- https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/hyde33_c7_base_mrt2023/txt/all_indicators.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
+     url_download:
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/gbc2025_7apr_base/txt/
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
-     title_snapshot: History Database of the Global Environment – General files
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
+     title_snapshot: History Database of the Global Environment - General files
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
-     https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/general_files.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/general_files.zip
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-     citation_full: 'Food and Agriculture Organization of the United Nations – Land, Inputs and
+     citation_full: 'Food and Agriculture Organization of the United Nations - Land, Inputs and
-     producer: Gapminder
-     title: Population
-     description: |-
-       Gapminder's population data is divided into two chunks: One long historical trend for the
-       global population that goes back to 10,000 BC. And the second chunk is country estimates that
-       only reaches back to 1800.
- 
-       For the first chunk, several sources were used. You can learn more at
-       https://docs.google.com/spreadsheets/d/1hkLbEilJbl630IG68q-aQJlUjuTFm9b_12nQMVd1sZM/edit#gid=0.
-       For the second chunk, Gapminder uses UN population data between 1950 to 2100 from the UN
-       Population Division World Population Prospects 2019, and the forecast to the year 2100 uses
-       their medium-fertility variant.
- 
-       For years before 1950, this version uses the data documented in greater detail by Mattias
-       Lindgren in version 3. The main source was Angus Maddison's data, which CLIO Infra Project
-       maintained and improved. Note that when combining version 3 with the new UN data, the trends
-       for a few countries didn't match up in the overlapping year 1950.
- 
-       Minor adjustments were made to the years before and after to smooth out discrepancies between
-       the two sources and avoid spurious jumps in Gapminder's visualizations.
- 
-       Visit https://www.gapminder.org/data/documentation/gd003/ to learn more about the methodology
-       used and the data from back to 10,000 BC.
+     producer: Federico and Tena-Junguito
+     title: World Population Historical Database (1991 borders)
+     description: |-
+       Annual population estimates for all polities from 1800 to 1938, harmonized to 1991 political
+       borders. The Federico–Tena World Population Historical Database is the result of re-estimating
+       historical population series using first-hand sources and country-specific literature; the
+       2026 update revises the Africa series using Patrick Manning's African Population Database
+       1850–1960 and other regional sources. Values are reported in thousands of people.
-     citation_full: Gapminder Population v7 (2022)
-     attribution: Gapminder, Population v7 (2022)
-     attribution_short: Gapminder
-     version_producer: v7
-     url_main: http://gapm.io/dpop
-     url_download: https://gapm.io/dl_popv7
-     date_accessed: '2023-03-31'
-     date_published: '2022-10-19'
+     citation_full: |-
+       Federico, Giovanni and Antonio Tena-Junguito (2025). Federico–Tena World Population Historical
+       Database: World Population borders 1991 (2026), V2. doi:10.21950/GW7SOZ. Building on Federico,
+       G. and Tena-Junguito, A. (2023). "How many people on Earth? World Population 1800-1938".
+       Working Papers in Economic History 23-02, Instituto Figuerola, Universidad Carlos III de
+       Madrid.
+     attribution: Federico–Tena (2026)
+     attribution_short: Federico–Tena
+     version_producer: V2 (2026 update, 1991 borders)
+     url_main: https://www.uc3m.es/research/federico-tena-population
+     url_download: https://edatos.consorciomadrono.es/api/access/datafile/51077
+     date_accessed: '2026-05-20'
+     date_published: '2026-01-26'
-       url:
-       https://docs.google.com/document/d/1-RmthhS2EPMK_HIpnPctcXpB0n7ADSWnXa5Hb3PxNq4/edit?usp=sharing
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Systema Globalis
-     description: Data by Gapminder on population and other indicators. It provides data on former
-     countries and regions.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder – Systema Globalis (2023)
-     attribution: Gapminder – Systema Globalis (2022)
-     attribution_short: Gapminder
-     version_producer: null
-     url_main: https://github.com/open-numbers/ddf--gapminder--systema_globalis
-     url_download: null
-     date_accessed: '2023-03-31'
-     date_published: '2023-02-21'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://github.com/open-numbers/ddf--gapminder--systema_globalis
+       url: https://creativecommons.org/licenses/by/4.0/
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ historical.growth_rate_historical 🟡 median anomaly score 13%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
+ display:
+   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
+   <%- endif -%>
+   numDecimalPlaces: 1
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3). Growth rate estimated over 50-year
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5). Growth rate estimated over 50-year
-   - 1800–1949: historical estimates by Gapminder (v7). Growth rate estimated over 1-year periods.
+   - 1800–1949: historical estimates by the Federico-Tena World Population Database (v2; 1939–1949
+   interpolated to UN WPP 1950). Growth rate estimated over 1-year periods.
+ New values: 5,337 / 63,799 (8.37%) — showing a random sample of 100 rows
countryyeargrowth_rate_historical
American Samoa1817NaN
American Samoa1833NaN
American Samoa1844NaN
American Samoa1847NaN
Anguilla1804NaN
Anguilla1808NaN
Anguilla1888NaN
Anguilla19250.023682652041316032
Aruba1843NaN
Bermuda19050.8218159675598145
Bermuda19451.3964002132415771
British Virgin Islands1844NaN
British Virgin Islands1846NaN
British Virgin Islands1928NaN
British Virgin Islands1934NaN
Cayman Islands1825NaN
Cayman Islands1898NaN
Channel Islands1857NaN
Channel Islands1889NaN
Cook Islands1816NaN
Cook Islands1838NaN
Cook Islands1842NaN
Cook Islands1908NaN
Czechoslovakia-4000NaN
Czechoslovakia1826NaN
Czechoslovakia1845NaN
Ethiopia (former)1846NaN
Ethiopia (former)1932NaN
Falkland Islands1833NaN
Faroe Islands1826NaN
Faroe Islands1854NaN
Faroe Islands1886NaN
French Guiana1801NaN
French Guiana1838NaN
French Guiana1854NaN
French Polynesia1858NaN
French Polynesia1942NaN
Gibraltar1819NaN
Greenland1843NaN
Greenland1934NaN
Guadeloupe1804NaN
Guam1908NaN
Guam1922NaN
Ireland1839NaN
Ireland1841NaN
Ireland1879NaN
Ireland1885NaN
Ireland1894NaN
Ireland1913NaN
Isle of Man1848NaN
Isle of Man1886NaN
Martinique1808NaN
Martinique1853NaN
Mayotte1837NaN
Mayotte1867NaN
Montserrat1895NaN
Montserrat1906NaN
Netherlands Antilles1909NaN
New Caledonia1819NaN
New Caledonia1839NaN
New Caledonia1886NaN
New Caledonia1905-0.22092780470848083
New Caledonia1928NaN
Niue1803NaN
Niue1831NaN
Niue1844NaN
Northern Mariana Islands1803NaN
Northern Mariana Islands1815NaN
Northern Mariana Islands1897NaN
Puerto Rico1827NaN
Puerto Rico1832NaN
Reunion1804NaN
Saint Helena1824NaN
Saint Helena1833NaN
Saint Helena1887NaN
Saint Helena1897NaN
Saint Helena1943NaN
Saint Pierre and Miquelon1848NaN
Saint Pierre and Miquelon1871NaN
Saint Pierre and Miquelon1946NaN
Tokelau1829NaN
Tokelau1842NaN
Tokelau1859NaN
Tokelau1861NaN
Tokelau1937NaN
Turks and Caicos Islands1826NaN
Turks and Caicos Islands1829NaN
Turks and Caicos Islands1848NaN
United States Virgin Islands1822NaN
United States Virgin Islands1905-1.1955327987670898
Wallis and Futuna1814NaN
Wallis and Futuna1822NaN
Wallis and Futuna1923NaN
Wallis and Futuna1939NaN
Western Sahara1827NaN
Western Sahara1846NaN
Western Sahara1901NaN
Yugoslavia1827NaN
Yugoslavia1849NaN
Yugoslavia1864NaN
- Removed values: 362 / 63,799 (0.57%) — showing a random sample of 100 rows
countryyeargrowth_rate_historical
Czechoslovakia19930.19187726080417633
East Germany1800NaN
East Germany1820NaN
East Germany1973-0.36993610858917236
Guam1700NaN
Ireland (whole island)1801NaN
Ireland (whole island)1802NaN
Ireland (whole island)1803NaN
Ireland (whole island)1807NaN
Ireland (whole island)1818NaN
Ireland (whole island)1826NaN
Ireland (whole island)1830NaN
Ireland (whole island)1833NaN
Ireland (whole island)1835NaN
Ireland (whole island)1836NaN
Ireland (whole island)1837NaN
Ireland (whole island)1840NaN
Ireland (whole island)1841NaN
Ireland (whole island)1844NaN
Ireland (whole island)1845NaN
Ireland (whole island)1846NaN
Ireland (whole island)1847NaN
Ireland (whole island)1849NaN
Ireland (whole island)1855NaN
Ireland (whole island)1857NaN
Ireland (whole island)1859NaN
Ireland (whole island)1870NaN
Ireland (whole island)1871NaN
Ireland (whole island)1873NaN
Ireland (whole island)1881NaN
Ireland (whole island)1882NaN
Ireland (whole island)1883NaN
Ireland (whole island)1887NaN
Ireland (whole island)1894NaN
Ireland (whole island)1895NaN
Ireland (whole island)1897NaN
Ireland (whole island)1901NaN
Ireland (whole island)1903NaN
Ireland (whole island)1905-0.21437059342861176
Ireland (whole island)1907NaN
Ireland (whole island)1913NaN
Ireland (whole island)1914NaN
Ireland (whole island)1915-0.07957036793231964
Ireland (whole island)1917NaN
Jersey1800NaN
Jersey1820NaN
Macao1555NaN
Macao1640NaN
Netherlands Antilles19403.555980920791626
South Sudan1600NaN
South Sudan1803NaN
South Sudan1804NaN
South Sudan1807NaN
South Sudan1812NaN
South Sudan1815NaN
South Sudan1824NaN
South Sudan1826NaN
South Sudan1831NaN
South Sudan1835NaN
South Sudan1836NaN
South Sudan1841NaN
South Sudan1843NaN
South Sudan1845NaN
South Sudan1851NaN
South Sudan1855NaN
South Sudan1860NaN
South Sudan1862NaN
South Sudan1863NaN
South Sudan1864NaN
South Sudan1869NaN
South Sudan1870NaN
South Sudan1876NaN
South Sudan1880NaN
South Sudan1883NaN
South Sudan1885NaN
South Sudan1894NaN
South Sudan1897NaN
South Sudan19000.8290939331054688
South Sudan19050.821845293045044
South Sudan1906NaN
South Sudan1909NaN
South Sudan19150.8080881237983704
South Sudan1919NaN
South Sudan1923NaN
South Sudan1927NaN
South Sudan1931NaN
South Sudan1934NaN
South Sudan1941NaN
South Sudan1944NaN
South Sudan19450.4445550739765167
South Sudan1947NaN
South Sudan1948NaN
West Germany1800NaN
West Germany19900.11931397020816803
Yemen Arab Republic19783.7182791233062744
Yemen People's Republic19742.091097116470337
Yemen People's Republic19772.3611807823181152
Yemen People's Republic19812.958949327468872
Yemen People's Republic19843.2138872146606445
Yemen People's Republic19883.166931390762329
~ Changed values: 2,874 / 63,799 (4.50%) (2,872 revised, 2 disappeared) — showing the 100 most anomalous rows
countryyeargrowth_rate_historical -growth_rate_historical +anomaly score
Marshall Islands1935-9.50484371185302739.169918060302734100%
Nauru19350.039.16744613647461100%
Hong Kong19303.621622085571289-29.70498275756836100%
Jordan19350.07.642026901245117100%
Poland19200.016170844435691833-7.355380058288574100%
Cape Verde19301.7262651920318604-5.334598064422607100%
Mayotte19400.06.558919429779053100%
Poland1910-0.0166397709399461756.467105865478516100%
Micronesia (country)19450.48392993211746216-5.695793628692627100%
Hong Kong1945-1.11661183834075935.051544666290283100%
Afghanistan1925-5.3899612426757810.7669394612312317100%
Palau19450.4762580692768097-5.675933361053467100%
Nauru19451.3592442274093628-4.533788681030273100%
Solomon Islands1925-4.7397427558898930.9956799745559692100%
Saint Pierre and Miquelon19100.3383145332336426-4.9193549156188965100%
Aruba18000.7876856327056885-4.406429767608643100%
Netherlands Antilles18000.7877649068832397-4.4040069580078125100%
Jordan1915-4.1106634140014651.0529460906982422100%
Bhutan1945-4.21587085723876950.8684585690498352100%
Marshall Islands1930-2.25688219070434572.7791600227355957100%
Micronesia (country)19400.4823321998119354-4.432747840881348100%
Palau19400.4878758490085602-4.414322376251221100%
Cape Verde1915-0.98009508848190313.9220712184906006100%
Afghanistan1930-3.33886790275573731.520643949508667100%
Saudi Arabia19450.915725588798523-3.7635226249694824100%
Papua New Guinea1915-4.65732622146606450.0100%
Latvia1915-3.26349973678588871.3174216747283936100%
Nauru19400.5130847692489624-3.6932213306427100%
Russia19200.9192315340042114-3.2815184593200684100%
Moldova19200.9134966731071472-3.281522274017334100%
Kyrgyzstan19200.9134393930435181-3.281569719314575100%
Kazakhstan19200.9134750962257385-3.281524419784546100%
Belarus19200.9134839177131653-3.281515121459961100%
Uzbekistan19200.9134833812713623-3.281513214111328100%
Ukraine19200.9134756922721863-3.281517505645752100%
Azerbaijan19200.9134630560874939-3.2815215587615967100%
Tajikistan19200.9135175943374634-3.2814600467681885100%
Georgia19200.9134637713432312-3.2814993858337402100%
Turkmenistan19200.9134182333946228-3.281498670578003100%
Armenia19200.9134091734886169-3.2815046310424805100%
Nauru19254.033150672912598-0.15637220442295074100%
USSR19200.8404589295387268-3.2815182209014893100%
Saudi Arabia19400.9157260060310364-3.167423963546753100%
Estonia19200.7646238207817078-3.2815821170806885100%
Lithuania1915-2.6785392761230471.317413091659546100%
Marshall Islands19052.445408344268799-1.5024253129959106100%
French Guiana19401.0540412664413452-2.8925487995147705100%
Solomon Islands1930-2.8832373619079590.9954662322998047100%
Serbia19151.9255518913269043-1.9478267431259155100%
Jordan1920-1.3852010965347292.271167755126953100%
Guam1900-2.51301050186157231.12272310256958100%
Iran1915-1.97611212730407711.4585533142089844100%
Yugoslavia1920-1.28608787059783942.0825936794281006100%
Paraguay1900-1.38403022289276121.9616914987564087100%
Laos1925-1.92392361164093021.1881660223007202100%
Laos1915-2.0630960464477540.9350597858428955100%
Argentina1800-1.3701957464218141.6194871664047241100%
Libya19301.209425926208496-1.6965992450714111100%
Marshall Islands19102.4442970752716064-0.4465443193912506100%
Cape Verde1945-2.1764171123504640.7012253999710083100%
North Macedonia19150.9064415693283081-1.9478669166564941100%
Aruba1920-0.91072887182235721.9288692474365234100%
Croatia19150.8903390169143677-1.9478085041046143100%
Serbia19452.0869829654693604-0.741936981678009100%
Cape Verde19051.3391211032867432-1.4815086126327515100%
Vanuatu1935-1.8221762180328370.9947301149368286100%
Libya19251.1085997819900513-1.696496844291687100%
Slovenia19150.8555184602737427-1.9478081464767456100%
Serbia19402.0870003700256348-0.715397834777832100%
Turks and Caicos Islands19302.2253546714782715-0.5723841190338135100%
Tokelau1900-2.0996441841125490.6814336180686951100%
Laos1920-1.92385315895080570.8422310948371887100%
Montenegro1920-0.66422057151794432.0826823711395264100%
Paraguay1800-1.6769372224807741.0468688011169434100%
Bosnia and Herzegovina19150.7561269402503967-1.9477794170379639100%
Andorra1925-1.82696485519409180.8630889058113098100%
El Salvador1800-1.34254145622253421.3392658233642578100%
Papua New Guinea1920-2.67449808120727540.0100%
Marshall Islands19152.443056106567383-0.14864690601825714100%
Bhutan1940-1.64416408538818360.9078699946403503100%
Dominican Republic1800-1.10074174404144291.4075720310211182100%
Bhutan19200.02.4856514930725098100%
Germany19100.7821289896965027-1.6785755157470703100%
Marshall Islands19252.299177646636963-0.15094342827796936100%
Marshall Islands19202.2990241050720215-0.14978636801242828100%
Laos1910-1.36930370330810551.0785014629364014100%
Marshall Islands19002.44653487205505370.0100%
Jordan1910-0.96479612588882451.3555058240890503100%
Germany1945-0.2113443762063982.033095359802246100%
French Guiana19301.0532282590866089-1.1890151500701904100%
Turks and Caicos Islands19202.2390372753143310.0100%
San Marino1945-1.6008417606353760.6137189269065857100%
Belarus19450.9134805798530579-1.2837101221084595100%
Philippines1800-1.08361220359802251.1116644144058228100%
Laos1930-0.88992404937744141.2764846086502075100%
Montenegro1925-0.66432571411132811.4714776277542114100%
Montenegro1930-0.66434031724929811.4567526578903198100%
Belarus19400.9134706258773804-1.2062716484069824100%
Afghanistan19202.1075701713562010.0100%
Saint Pierre and Miquelon1940-1.06975722312927251.0337281227111816100%
~ historical.population_density_historical 🟡 median anomaly score 3.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,337 / 63,799 (8.37%) — showing a random sample of 100 rows
countryyearpopulation_density_historical
American Samoa181740.15999984741211
American Samoa183337.099998474121094
American Samoa184428.65999984741211
American Samoa184726.485000610351562
Anguilla180425.844444274902344
Anguilla180825.64444351196289
Anguilla188839.5
Anguilla192546.92222213745117
Aruba184334.52777862548828
Bermuda1905334.870361328125
Bermuda1945645.0184936523438
British Virgin Islands184443.95333480834961
British Virgin Islands184643.526668548583984
British Virgin Islands192833.720001220703125
British Virgin Islands193435.35333251953125
Cayman Islands18256.541666507720947
Cayman Islands189820.191667556762695
Channel Islands1857287.5404052734375
Channel Islands1889379.257568359375
Cook Islands181662.5
Cook Islands183854.108333587646484
Cook Islands184251.07500076293945
Cook Islands190835.16666793823242
Czechoslovakia-40000.6432594060897827
Czechoslovakia182656.411590576171875
Czechoslovakia184565.46520233154297
Ethiopia (former)184610.32090950012207
Ethiopia (former)193213.573566436767578
Falkland Islands18330.01774856261909008
Faroe Islands18264.720438003540039
Faroe Islands18546.314598560333252
Faroe Islands18869.05036449432373
French Guiana18010.13081753253936768
French Guiana18380.25286799669265747
French Guiana18540.24366621673107147
French Polynesia185810.0072021484375
French Polynesia194215.152693748474121
Gibraltar1819951.5999755859375
Greenland18430.020048726350069046
Greenland19340.035987332463264465
Guadeloupe180460.845680236816406
Guam190820.88703727722168
Guam192226.28148078918457
Ireland183964.04877471923828
Ireland184164.74176025390625
Ireland187942.32874298095703
Ireland188539.71136474609375
Ireland189436.89160919189453
Ireland191335.00532913208008
Isle of Man184853.27894592285156
Isle of Man188669.54386138916016
Martinique180892.99339294433594
Martinique1853131.83773803710938
Mayotte183719.344919204711914
Mayotte186720.54010772705078
Montserrat1895119.66000366210938
Montserrat1906123.25
Netherlands Antilles190945.86375045776367
New Caledonia18193.9615426063537598
New Caledonia18393.4647703170776367
New Caledonia18863.0550875663757324
New Caledonia19052.8938729763031006
New Caledonia19282.9082603454589844
Niue180313.834615707397461
Niue183111.211538314819336
Niue18448.926922798156738
Northern Mariana Islands180324.77391242980957
Northern Mariana Islands181524.77391242980957
Northern Mariana Islands189715.850000381469727
Puerto Rico182732.955806732177734
Puerto Rico183237.209808349609375
Reunion180444.4107551574707
Saint Helena182416.153846740722656
Saint Helena183316.153846740722656
Saint Helena188711.10769271850586
Saint Helena18979.038461685180664
Saint Helena194312.289743423461914
Saint Pierre and Miquelon18488.76956558227539
Saint Pierre and Miquelon187118.31739044189453
Saint Pierre and Miquelon194618.860870361328125
Tokelau1829101.0999984741211
Tokelau184281.19999694824219
Tokelau185958.0
Tokelau186156.900001525878906
Tokelau193795.80000305175781
Turks and Caicos Islands18261.5684210062026978
Turks and Caicos Islands18291.6168421506881714
Turks and Caicos Islands18482.546315908432007
United States Virgin Islands1822117.73428344726562
United States Virgin Islands190583.14571380615234
Wallis and Futuna181436.43571472167969
Wallis and Futuna182234.61428451538086
Wallis and Futuna192321.821428298950195
Wallis and Futuna193933.72142791748047
Western Sahara18270.016406014561653137
Western Sahara18460.01676315814256668
Western Sahara19010.02818796969950199
Yugoslavia182724.722261428833008
Yugoslavia184928.151235580444336
Yugoslavia186431.74289894104004
- Removed values: 362 / 63,799 (0.57%) — showing a random sample of 100 rows
countryyearpopulation_density_historical
Czechoslovakia1993124.84046173095703
East Germany1800NaN
East Germany1820NaN
East Germany1973NaN
Guam170022.22222137451172
Ireland (whole island)1801NaN
Ireland (whole island)1802NaN
Ireland (whole island)1803NaN
Ireland (whole island)1807NaN
Ireland (whole island)1818NaN
Ireland (whole island)1826NaN
Ireland (whole island)1830NaN
Ireland (whole island)1833NaN
Ireland (whole island)1835NaN
Ireland (whole island)1836NaN
Ireland (whole island)1837NaN
Ireland (whole island)1840NaN
Ireland (whole island)1841NaN
Ireland (whole island)1844NaN
Ireland (whole island)1845NaN
Ireland (whole island)1846NaN
Ireland (whole island)1847NaN
Ireland (whole island)1849NaN
Ireland (whole island)1855NaN
Ireland (whole island)1857NaN
Ireland (whole island)1859NaN
Ireland (whole island)1870NaN
Ireland (whole island)1871NaN
Ireland (whole island)1873NaN
Ireland (whole island)1881NaN
Ireland (whole island)1882NaN
Ireland (whole island)1883NaN
Ireland (whole island)1887NaN
Ireland (whole island)1894NaN
Ireland (whole island)1895NaN
Ireland (whole island)1897NaN
Ireland (whole island)1901NaN
Ireland (whole island)1903NaN
Ireland (whole island)1905NaN
Ireland (whole island)1907NaN
Ireland (whole island)1913NaN
Ireland (whole island)1914NaN
Ireland (whole island)1915NaN
Ireland (whole island)1917NaN
Jersey1800NaN
Jersey1820NaN
Macao155512.121212005615234
Macao16401212.1212158203125
Netherlands Antilles194092.48249816894531
South Sudan16001.359802484512329
South Sudan18031.632236123085022
South Sudan18041.6343930959701538
South Sudan18071.640885829925537
South Sudan18121.6525627374649048
South Sudan18151.6621397733688354
South Sudan18241.705032229423523
South Sudan18261.7175257205963135
South Sudan18311.7536135911941528
South Sudan18351.785077452659607
South Sudan18361.7930324077606201
South Sudan18411.8333359956741333
South Sudan18431.8497096300125122
South Sudan18451.8662288188934326
South Sudan18511.9257829189300537
South Sudan18551.9973952770233154
South Sudan18602.089660167694092
South Sudan18622.1274397373199463
South Sudan18632.146519422531128
South Sudan18642.165727138519287
South Sudan18692.263709545135498
South Sudan18702.2836990356445312
South Sudan18762.405834436416626
South Sudan18802.4904072284698486
South Sudan18832.555316209793091
South Sudan18852.59930682182312
South Sudan18942.8045668601989746
South Sudan18972.8757171630859375
South Sudan19002.9482712745666504
South Sudan19053.0723845958709717
South Sudan19063.0976943969726562
South Sudan19093.174614191055298
South Sudan19153.3326950073242188
South Sudan19193.4171125888824463
South Sudan19233.4784233570098877
South Sudan19273.5408337116241455
South Sudan19313.6043643951416016
South Sudan19343.652759075164795
South Sudan19413.7682228088378906
South Sudan19443.8188185691833496
South Sudan19453.8358330726623535
South Sudan19473.870091676712036
South Sudan19483.8873355388641357
West Germany1800NaN
West Germany1990NaN
Yemen Arab Republic1978NaN
Yemen People's Republic1974NaN
Yemen People's Republic1977NaN
Yemen People's Republic1981NaN
Yemen People's Republic1984NaN
Yemen People's Republic1988NaN
~ Changed values: 33,165 / 63,799 (51.98%) — showing the 100 most anomalous rows
countryyearpopulation_density_historical -population_density_historical +anomaly score
Mayotte18000.1737967878580093417.96791458129882898%
Mayotte18100.2165775448083877618.32887649536132898%
Mayotte18200.2727272808551788318.7005348205566497%
Mayotte19400.534759342670440733.6096267700195397%
Mayotte18300.3422459959983825719.07753944396972796%
Mayotte19300.534759342670440727.09625625610351696%
Mayotte19200.534759342670440724.5294113159179796%
Mayotte18400.42780748009681719.46256637573242296%
Mayotte19100.534759342670440722.38502693176269595%
Gambia17900.180434778332710277.4833002090454195%
Mayotte19000.534759342670440721.94117736816406295%
Mayotte18900.534759342670440721.5080223083496195%
Mayotte18800.534759342670440721.08288764953613395%
Mayotte18700.534759342670440720.66577529907226695%
Mayotte18600.534759342670440720.25668525695800895%
Mayotte18500.534759342670440719.85561561584472795%
Gambia17800.199802368879318246.81650209426879994%
Singapore182042.313369750976561.392757654190063594%
Singapore181941.958217620849611.392757654190063594%
Singapore180041.782730102539061.392757654190063594%
Singapore180141.782730102539061.392757654190063594%
Singapore180241.782730102539061.392757654190063594%
Singapore180341.782730102539061.392757654190063594%
Singapore180441.782730102539061.392757654190063594%
Singapore180541.782730102539061.392757654190063594%
Singapore180641.782730102539061.392757654190063594%
Singapore180741.782730102539061.392757654190063594%
Singapore180841.782730102539061.392757654190063594%
Singapore180941.782730102539061.392757654190063594%
Singapore181041.782730102539061.392757654190063594%
Singapore181141.782730102539061.392757654190063594%
Singapore181241.782730102539061.392757654190063594%
Singapore181341.782730102539061.392757654190063594%
Singapore181441.782730102539061.392757654190063594%
Singapore181541.782730102539061.392757654190063594%
Singapore181641.782730102539061.392757654190063594%
Singapore181741.782730102539061.392757654190063594%
Singapore181841.782730102539061.392757654190063594%
Hong Kong184026.7333335876464840.952380955219268893%
Gambia17700.221343874931335456.14970350265502993%
Hong Kong183926.2904758453369140.952380955219268893%
Hong Kong183825.855237960815430.952380955219268893%
Sierra Leone17600.213840395212173465.77806854248046993%
Sierra Leone17700.23760044574737556.39472150802612393%
Sierra Leone17500.19244943559169775.16140222549438593%
Hong Kong183725.427619934082030.952380955219268893%
Sierra Leone17800.2640066444873817.01137447357177793%
Hong Kong183625.006666183471680.952380955219268893%
Sierra Leone17400.173205867409706124.544749259948730593%
Sierra Leone17900.293336093425750737.62802696228027393%
Hong Kong183524.592380523681640.952380955219268893%
Hong Kong183424.184761047363280.952380955219268892%
Sierra Leone17300.155888050794601443.928096532821655392%
Hong Kong183323.7847614288330080.952380955219268892%
Hong Kong183223.3914279937744140.952380955219268892%
Hong Kong183123.0038089752197270.952380955219268892%
Hong Kong183022.622858047485350.952380955219268892%
Sierra Leone17200.140302017331123353.31144356727600192%
Hong Kong182922.2638092041015620.952380955219268892%
Falkland Islands18000.124075599014759060.00534100225195288792%
Hong Kong182821.9247627258300780.952380955219268892%
Hong Kong182721.607618331909180.952380955219268892%
Hong Kong182621.3095245361328120.952380955219268891%
Gambia17600.24515810608863835.4829049110412691%
Hong Kong182521.0314292907714840.952380955219268891%
Hong Kong182420.7733325958251950.952380955219268891%
Hong Kong182320.535238265991210.952380955219268891%
Sierra Leone17100.1262676715850832.69479084014892691%
Hong Kong182220.315238952636720.952380955219268891%
Hong Kong182120.1142864227294920.952380955219268891%
Hong Kong182019.9314289093017580.952380955219268891%
Hong Kong181919.7666664123535160.952380955219268891%
Hong Kong181819.6190471649169920.952380955219268891%
Hong Kong181719.489522933959960.952380955219268891%
Hong Kong181619.377141952514650.952380955219268891%
Hong Kong181519.2819042205810550.952380955219268891%
Hong Kong181419.2028579711914060.952380955219268891%
Hong Kong181319.1399993896484380.952380955219268891%
Hong Kong181219.0933341979980470.952380955219268890%
Hong Kong181119.0628566741943360.952380955219268890%
Hong Kong180019.0476188659667970.952380955219268890%
Hong Kong180119.0476188659667970.952380955219268890%
Hong Kong180219.0476188659667970.952380955219268890%
Hong Kong180319.0476188659667970.952380955219268890%
Hong Kong180419.0476188659667970.952380955219268890%
Hong Kong180519.0476188659667970.952380955219268890%
Hong Kong180619.0476188659667970.952380955219268890%
Hong Kong180719.0476188659667970.952380955219268890%
Hong Kong180819.0476188659667970.952380955219268890%
Hong Kong180919.0476188659667970.952380955219268890%
Hong Kong181019.0476188659667970.952380955219268890%
Sierra Leone-80000.00188417849130928520.0346910506486892790%
Sierra Leone-90000.0014131338102743030.02601828798651695390%
Sierra Leone-70000.00252147414721548560.0462593510746955990%
Sierra Leone-40000.0059850374236702920.1096564158797264190%
Sierra Leone-50000.0044887778349220750.0822388455271720990%
Sierra Leone-60000.00336658349260687830.06167913600802421690%
Sierra Leone-20000.0106539204716682430.1949432045221328790%
Sierra Leone2000.023385979235172270.4278609156608581590%
Sierra Leone5000.032086450606584550.586921572685241790%
~ historical.population_historical 🟡 median anomaly score 3.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-     - HYDE v3.3 (2023): historical estimates from 10,000 BCE to 1799.
-     - Gapminder v7 (2022): for 1800-1949.
+     - HYDE v3.5 (2025): historical estimates from 10,000 BCE to 1799.
+     - Federico-Tena World Population Database v2 (2026): for 1800-1938. Values for 1939-1949 are
+     linearly interpolated between Federico-Tena (1938) and UN WPP (1950).
-     - Gapminder Systema Globalis (2023): additional source for former countries (Yugoslavia, USSR,
-     etc.)
-   attribution_short: HYDE, Gapminder, UN
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution_short: HYDE, Federico–Tena, UN
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,337 / 63,799 (8.37%) — showing a random sample of 100 rows
countryyearpopulation_historical
American Samoa18178032
American Samoa18337420
American Samoa18445732
American Samoa18475297
Anguilla18042326
Anguilla18082308
Anguilla18883555
Anguilla19254223
Aruba18436215
Bermuda190518083
Bermuda194534831
British Virgin Islands18446593
British Virgin Islands18466529
British Virgin Islands19285058
British Virgin Islands19345303
Cayman Islands18251570
Cayman Islands18984846
Channel Islands185756933
Channel Islands188975093
Cook Islands181615000
Cook Islands183812986
Cook Islands184212258
Cook Islands19088440
Czechoslovakia-400080639
Czechoslovakia18267071757
Czechoslovakia18458206718
Ethiopia (former)184611363321
Ethiopia (former)193214944497
Falkland Islands1833216
Faroe Islands18266467
Faroe Islands18548651
Faroe Islands188612399
French Guiana180110833
French Guiana183820940
French Guiana185420178
French Polynesia185834735
French Polynesia194252595
Gibraltar18199516
Greenland18438229
Greenland193414771
Guadeloupe180498570
Guam190811279
Guam192214192
Ireland18394412320
Ireland18414460060
Ireland18792916027
Ireland18852735716
Ireland18942541463
Ireland19132411517
Isle of Man184830369
Isle of Man188639640
Martinique180898573
Martinique1853139748
Mayotte18377235
Mayotte18677682
Montserrat189511966
Montserrat190612325
Netherlands Antilles190936691
New Caledonia181972417
New Caledonia183963336
New Caledonia188655847
New Caledonia190552900
New Caledonia192853163
Niue18033597
Niue18312915
Niue18442321
Northern Mariana Islands180311396
Northern Mariana Islands181511396
Northern Mariana Islands18977291
Puerto Rico1827292318
Puerto Rico1832330051
Reunion1804111471
Saint Helena18246300
Saint Helena18336300
Saint Helena18874332
Saint Helena18973525
Saint Helena19434793
Saint Pierre and Miquelon18482017
Saint Pierre and Miquelon18714213
Saint Pierre and Miquelon19464338
Tokelau18291011
Tokelau1842812
Tokelau1859580
Tokelau1861569
Tokelau1937958
Turks and Caicos Islands18261490
Turks and Caicos Islands18291536
Turks and Caicos Islands18482419
United States Virgin Islands182241207
United States Virgin Islands190529101
Wallis and Futuna18145101
Wallis and Futuna18224846
Wallis and Futuna19233055
Wallis and Futuna19394721
Western Sahara18274364
Western Sahara18464459
Western Sahara19017498
Yugoslavia18276296513
Yugoslavia18497169838
Yugoslavia18648084599
- Removed values: 362 / 63,799 (0.57%) — showing a random sample of 100 rows
countryyearpopulation_historical
Czechoslovakia199315650000
East Germany18005774000
East Germany18205774000
East Germany197316890000
Guam170012000
Ireland (whole island)18015329879
Ireland (whole island)18025410972
Ireland (whole island)18035493300
Ireland (whole island)18075835329
Ireland (whole island)18186891322
Ireland (whole island)18267528807
Ireland (whole island)18307812138
Ireland (whole island)18337980409
Ireland (whole island)18358084125
Ireland (whole island)18368136487
Ireland (whole island)18378189188
Ireland (whole island)18408221292
Ireland (whole island)18418148395
Ireland (whole island)18447729095
Ireland (whole island)18457580737
Ireland (whole island)18467435227
Ireland (whole island)18477292509
Ireland (whole island)18497018882
Ireland (whole island)18556321538
Ireland (whole island)18576111087
Ireland (whole island)18595918580
Ireland (whole island)18705402839
Ireland (whole island)18715372898
Ireland (whole island)18735323442
Ireland (whole island)18815108066
Ireland (whole island)18825062975
Ireland (whole island)18835012447
Ireland (whole island)18874815326
Ireland (whole island)18944567547
Ireland (whole island)18954541732
Ireland (whole island)18974490540
Ireland (whole island)19014408385
Ireland (whole island)19034386416
Ireland (whole island)19054367650
Ireland (whole island)19074348962
Ireland (whole island)19134310765
Ireland (whole island)19144307336
Ireland (whole island)19154303910
Ireland (whole island)19174297066
Jersey180024420
Jersey182024420
Macao1555400
Macao164040000
Netherlands Antilles194073986
South Sudan1600859300
South Sudan18031031459
South Sudan18041032822
South Sudan18071036925
South Sudan18121044304
South Sudan18151050356
South Sudan18241077461
South Sudan18261085356
South Sudan18311108161
South Sudan18351128044
South Sudan18361133071
South Sudan18411158540
South Sudan18431168887
South Sudan18451179326
South Sudan18511216960
South Sudan18551262214
South Sudan18601320519
South Sudan18621344393
South Sudan18631356450
South Sudan18641368588
South Sudan18691430506
South Sudan18701443138
South Sudan18761520319
South Sudan18801573763
South Sudan18831614781
South Sudan18851642580
South Sudan18941772290
South Sudan18971817252
South Sudan19001863101
South Sudan19051941532
South Sudan19061957526
South Sudan19092006134
South Sudan19152106030
South Sudan19192159376
South Sudan19232198120
South Sudan19272237559
South Sudan19312277706
South Sudan19342308288
South Sudan19412381253
South Sudan19442413226
South Sudan19452423978
South Sudan19472445627
South Sudan19482456524
West Germany180014750000
West Germany199063250000
Yemen Arab Republic19786000000
Yemen People's Republic19741643000
Yemen People's Republic19771757000
Yemen People's Republic19811955000
Yemen People's Republic19842150000
Yemen People's Republic19882438000
~ Changed values: 33,165 / 63,799 (51.98%) — showing the 100 most anomalous rows
countryyearpopulation_historical -population_historical +anomaly score
Mayotte180065672098%
Mayotte181081685598%
Mayotte1820102699497%
Mayotte19402001257097%
Mayotte1830128713596%
Mayotte19302001013496%
Mayotte1920200917496%
Mayotte1840160727996%
Mayotte1910200837295%
Gambia179018267573195%
Mayotte1900200820695%
Mayotte1890200804495%
Mayotte1880200788595%
Mayotte1870200772995%
Mayotte1860200757695%
Mayotte1850200742695%
Gambia178020226898394%
Singapore182030381100094%
Singapore181930126100094%
Singapore180030000100094%
Singapore180130000100094%
Singapore180230000100094%
Singapore180330000100094%
Singapore180430000100094%
Singapore180530000100094%
Singapore180630000100094%
Singapore180730000100094%
Singapore180830000100094%
Singapore180930000100094%
Singapore181030000100094%
Singapore181130000100094%
Singapore181230000100094%
Singapore181330000100094%
Singapore181430000100094%
Singapore181530000100094%
Singapore181630000100094%
Singapore181730000100094%
Singapore181830000100094%
Hong Kong184028070100093%
Gambia177022406223593%
Hong Kong183927605100093%
Hong Kong183827148100093%
Sierra Leone17601543541706193%
Sierra Leone17701715046157193%
Sierra Leone17501389137255093%
Hong Kong183726699100093%
Sierra Leone17801905650608193%
Hong Kong183626257100093%
Sierra Leone17401250232804093%
Sierra Leone17902117355059193%
Hong Kong183525822100093%
Hong Kong183425394100092%
Sierra Leone17301125228353092%
Hong Kong183324974100092%
Hong Kong183224561100092%
Hong Kong183124154100092%
Hong Kong183023754100092%
Sierra Leone17201012723902092%
Hong Kong182923377100092%
Falkland Islands180015106592%
Hong Kong182823021100092%
Hong Kong182722688100092%
Hong Kong182622375100091%
Gambia176024815548791%
Hong Kong182522083100091%
Hong Kong182421812100091%
Hong Kong182321562100091%
Sierra Leone1710911419451091%
Hong Kong182221331100091%
Hong Kong182121120100091%
Hong Kong182020928100091%
Hong Kong181920755100091%
Hong Kong181820600100091%
Hong Kong181720464100091%
Hong Kong181620346100091%
Hong Kong181520246100091%
Hong Kong181420163100091%
Hong Kong181320097100091%
Hong Kong181220048100090%
Hong Kong181120016100090%
Hong Kong180020000100090%
Hong Kong180120000100090%
Hong Kong180220000100090%
Hong Kong180320000100090%
Hong Kong180420000100090%
Hong Kong180520000100090%
Hong Kong180620000100090%
Hong Kong180720000100090%
Hong Kong180820000100090%
Hong Kong180920000100090%
Hong Kong181020000100090%
Sierra Leone-8000136250490%
Sierra Leone-9000102187890%
Sierra Leone-7000182333990%
Sierra Leone-4000432791590%
Sierra Leone-5000324593690%
Sierra Leone-6000243445290%
Sierra Leone-20007691407190%
Sierra Leone20016883088390%
Sierra Leone50023164236490%
~ historical.world_pop_share_historical 🟡 median anomaly score 2.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,337 / 63,799 (8.37%) — showing a random sample of 100 rows
countryyearworld_pop_share_historical
American Samoa18170.0007562372484244406
American Samoa18330.0006422658334486187
American Samoa18440.0004727190244011581
American Samoa18470.0004290037031751126
Anguilla18040.000228289543883875
Anguilla18080.00022298346448224038
Anguilla18880.00024259106430690736
Anguilla19250.0002190891100326553
Aruba18430.0005160208675079048
Bermuda19050.0010823317570611835
Bermuda19450.0014569448539987206
British Virgin Islands18440.000543725851457566
British Virgin Islands18460.0005317864706739783
British Virgin Islands19280.00025383575120940804
British Virgin Islands19340.00024701960501261055
Cayman Islands18250.0001415914885001257
Cayman Islands18980.00030767370481044054
Channel Islands18570.004440685268491507
Channel Islands18890.00508159538730979
Cook Islands18160.0014167481567710638
Cook Islands18380.0011024638079106808
Cook Islands18420.0010244805598631501
Cook Islands19080.0004922184743918478
Czechoslovakia-40000.28043249249458313
Czechoslovakia18260.6354450583457947
Czechoslovakia18450.6726172566413879
Ethiopia (former)18460.9255415201187134
Ethiopia (former)19320.7119283676147461
Falkland Islands18331.8696688130148686e-05
Faroe Islands18260.0005811035516671836
Faroe Islands18540.0006783275748603046
Faroe Islands18860.0008607017807662487
French Guiana18010.0010762274032458663
French Guiana18380.0017777292523533106
French Guiana18540.0015821631532162428
French Polynesia18580.002700843382626772
French Polynesia19420.0022560018114745617
Gibraltar18190.0008900142274796963
Greenland18430.0006832398939877748
Greenland19340.0006880495348013937
Guadeloupe18040.009674333967268467
Guam19080.0006577881867997348
Guam19220.000759998569265008
Ireland18390.3732658326625824
Ireland18410.3748796880245209
Ireland18790.21370258927345276
Ireland18850.19158123433589935
Ireland18940.16596756875514984
Ireland19130.13433796167373657
Isle of Man18480.0024460921995341778
Isle of Man18860.002751691034063697
Martinique18080.009523461572825909
Martinique18530.010979775339365005
Mayotte18370.0006171132554300129
Mayotte18670.0006006724433973432
Montserrat18950.0007763134781271219
Montserrat19060.0007314610411413014
Netherlands Antilles19090.002121368423104286
New Caledonia18190.006773030385375023
New Caledonia18390.005357989575713873
New Caledonia18860.0038767328951507807
New Caledonia19050.0031662527471780777
New Caledonia19280.0026679853908717632
Niue18030.0003544560167938471
Niue18310.00025424695922993124
Niue18440.00019141327356919646
Northern Mariana Islands18030.0011229859665036201
Northern Mariana Islands18150.0010794004192575812
Northern Mariana Islands18970.00046642168308608234
Puerto Rico18270.02609069086611271
Puerto Rico18320.028684129938483238
Reunion18040.01094052568078041
Saint Helena18240.0005731151904910803
Saint Helena18330.0005453200428746641
Saint Helena18870.00029814615845680237
Saint Helena18970.00022550219728145748
Saint Helena19430.00020386025425978005
Saint Pierre and Miquelon18480.00016246066661551595
Saint Pierre and Miquelon18710.0003243674000259489
Saint Pierre and Miquelon19460.00017996480164583772
Tokelau18298.911710028769448e-05
Tokelau18426.786410813219845e-05
Tokelau18594.4914489990333095e-05
Tokelau18614.396607982926071e-05
Tokelau19374.295897815609351e-05
Turks and Caicos Islands18260.00013388654042501003
Turks and Caicos Islands18290.00013539452629629523
Turks and Caicos Islands18480.00019484004587866366
United States Virgin Islands18220.003817889140918851
United States Virgin Islands19050.0017417981289327145
Wallis and Futuna18140.00048443450941704214
Wallis and Futuna18220.00044898901251144707
Wallis and Futuna19230.00016205183055717498
Wallis and Futuna19390.00020779177430085838
Western Sahara18270.0003895065456163138
Western Sahara18460.0003631851577665657
Western Sahara19010.00046462376485578716
Yugoslavia18270.5619919896125793
Yugoslavia18490.5744917988777161
Yugoslavia18640.627168595790863
- Removed values: 362 / 63,799 (0.57%) — showing a random sample of 100 rows
countryyearworld_pop_share_historical
Czechoslovakia19930.2798868715763092
East Germany18000.5873229503631592
East Germany18200.5299644470214844
East Germany19730.4307788908481598
Guam17000.0020152591168880463
Ireland (whole island)18010.5403009057044983
Ireland (whole island)18020.5466375350952148
Ireland (whole island)18030.5530328750610352
Ireland (whole island)18070.5792070031166077
Ireland (whole island)18180.641290009021759
Ireland (whole island)18260.6645830273628235
Ireland (whole island)18300.6720134019851685
Ireland (whole island)18330.6761834621429443
Ireland (whole island)18350.6786324381828308
Ireland (whole island)18360.6798316836357117
Ireland (whole island)18370.6810116767883301
Ireland (whole island)18400.6740878820419312
Ireland (whole island)18410.6650210022926331
Ireland (whole island)18440.622180700302124
Ireland (whole island)18450.6074102520942688
Ireland (whole island)18460.5929645895957947
Ireland (whole island)18470.5788367390632629
Ireland (whole island)18490.5521736145019531
Ireland (whole island)18550.4914287030696869
Ireland (whole island)18570.4735858142375946
Ireland (whole island)18590.45699021220207214
Ireland (whole island)18700.40314626693725586
Ireland (whole island)18710.39911508560180664
Ireland (whole island)18730.39138263463974
Ireland (whole island)18810.3587329089641571
Ireland (whole island)18820.35310328006744385
Ireland (whole island)18830.3470330536365509
Ireland (whole island)18870.3236338198184967
Ireland (whole island)18940.2924281060695648
Ireland (whole island)18950.28886425495147705
Ireland (whole island)18970.2818458080291748
Ireland (whole island)19010.26882246136665344
Ireland (whole island)19030.2631221413612366
Ireland (whole island)19050.25761348009109497
Ireland (whole island)19070.2521783113479614
Ireland (whole island)19130.23884956538677216
Ireland (whole island)19140.23707261681556702
Ireland (whole island)19150.2353016883134842
Ireland (whole island)19170.23180058598518372
Jersey18000.00248396722599864
Jersey18200.002241380512714386
Macao1555NaN
Macao1640NaN
Netherlands Antilles19400.0032280392479151487
South Sudan16000.16648338735103607
South Sudan18030.10384117811918259
South Sudan18040.103615403175354
South Sudan18070.10292379558086395
South Sudan18120.10122985392808914
South Sudan18150.0998145192861557
South Sudan18240.09638284891843796
South Sudan18260.09580656886100769
South Sudan18310.09480486065149307
South Sudan18350.09469512104988098
South Sudan18360.09467200934886932
South Sudan18410.09455278515815735
South Sudan18430.09452766180038452
South Sudan18450.09449406713247299
South Sudan18510.09516658633947372
South Sudan18550.0981229841709137
South Sudan18600.1017327532172203
South Sudan18620.10302785038948059
South Sudan18630.10363871604204178
South Sudan18640.10424551367759705
South Sudan18690.10718177258968353
South Sudan18700.10768332332372665
South Sudan18760.10997207462787628
South Sudan18800.11125276982784271
South Sudan18830.11179816722869873
South Sudan18850.1120559498667717
South Sudan18940.11346733570098877
South Sudan18970.11405863612890244
South Sudan19000.11449217796325684
South Sudan19050.11451578140258789
South Sudan19060.11448275297880173
South Sudan19090.11439245939254761
South Sudan19150.11514005064964294
South Sudan19190.11482226103544235
South Sudan19230.113059401512146
South Sudan19270.1110534518957138
South Sudan19310.10886870324611664
South Sudan19340.10701914131641388
South Sudan19410.10299096256494522
South Sudan19440.10195643454790115
South Sudan19450.10164828598499298
South Sudan19470.10100504755973816
South Sudan19480.10059899091720581
West Germany18001.5003488063812256
West Germany19901.1871684789657593
Yemen Arab Republic19780.13979178667068481
Yemen People's Republic19740.04111183434724808
Yemen People's Republic19770.04165615886449814
Yemen People's Republic19810.043168384581804276
Yemen People's Republic19840.04495861753821373
Yemen People's Republic19880.047413527965545654
~ Changed values: 39,348 / 63,799 (61.67%) — showing the 100 most anomalous rows
countryyearworld_pop_share_historical -world_pop_share_historical +anomaly score
Mayotte18006.611706339754164e-060.000670235662255436298%
Mayotte18107.940007890283596e-060.000657009601127356398%
Mayotte18209.362031960336026e-060.000651733833365142397%
Mayotte19408.726081432541832e-060.000548484444152563897%
Mayotte18301.1010777598130517e-050.000625252607278525897%
Mayotte19309.653503184381407e-060.000495848129503428996%
Mayotte19201.0551713785389438e-050.0004991751047782696%
Mayotte18401.3118869901518337e-050.000613441399764269696%
Mayotte19101.1315942174405791e-050.0004798367444891482695%
Mayotte19001.2290495760680642e-050.000512375030666589795%
Gambia17900.00019378904835321010.00799697637557983495%
Mayotte18901.3150181075616274e-050.000540010223630815795%
Mayotte18801.4138439837552141e-050.00057548651238903495%
Mayotte18701.4923496564733796e-050.00059770880034193495%
Mayotte18601.5407995306304656e-050.000585529720410704695%
Mayotte18501.567886101838667e-050.000591727031860500695%
Gambia17800.000224430972593836490.00762259494513273294%
Singapore18090.00295624812133610259.623701043892652e-0594%
Singapore18080.00296702701598405849.661328658694401e-0594%
Singapore18070.00297776004299521459.700229566078633e-0594%
Singapore18060.00298844650387763989.738875814946368e-0594%
Singapore18100.00294074369594454779.58438467932865e-0594%
Singapore18050.00299908616580069079.778748062672094e-0594%
Singapore18040.0030096783302724369.814683289732784e-0594%
Singapore18030.00302022229880094539.85421211225912e-0594%
Singapore18110.00292523764073848729.547975059831515e-0594%
Singapore18020.00303071714006364359.892480738926679e-0594%
Singapore18010.00304116215556859979.934712579706684e-0594%
Singapore18000.00305155687965452679.973745181923732e-0594%
Singapore18120.0029080570675432689.527811198495328e-0594%
Singapore18130.00288921943865716469.512824908597395e-0594%
Singapore18140.0028701585251837979.496853454038501e-0594%
Singapore18150.00285087665542960179.471748489886522e-0594%
Singapore18160.0028313763905316599.444987517781556e-0594%
Singapore18200.0027885087765753279.31847098399885e-0594%
Singapore18170.00281165959313511859.415304521098733e-0594%
Singapore18190.0027839937247335919.352818597108126e-0593%
Singapore18180.00279172859154641639.386204328620806e-0593%
Gambia17700.00027054725796915590.0074871671386063193%
Hong Kong18400.0023015418555587538.42755107441917e-0593%
Sierra Leone17600.00195812270976603030.0527458824217319593%
Hong Kong18390.00227400986477732668.459627133561298e-0593%
Sierra Leone17700.0020713773556053640.05552919209003448593%
Sierra Leone17500.00184407038614153860.0493550859391689393%
Hong Kong18380.00224691629409790048.489633182762191e-0593%
Sierra Leone17800.0021151120308786630.05592175573110580493%
Sierra Leone17400.00178033404517918830.04667352139949798693%
Hong Kong18370.0022202848922461278.529554179403931e-0593%
Sierra Leone17900.0022470403928309680.05814082920551393%
Hong Kong18360.00219386350363492978.55410544318147e-0592%
Sierra Leone17300.00167715013958513740.042285732924938292%
Hong Kong18350.0021676614414900548.597020496381447e-0592%
Hong Kong18340.0021416991949081428.616212289780378e-0592%
Hong Kong18330.0021160577889531858.655873534735292e-0592%
Hong Kong18320.00209066621027886878.69081704877317e-0592%
Hong Kong18310.00206641131080687058.722022903384641e-0592%
Falkland Islands18000.000153595028677955276.4829341681615915e-0692%
Sierra Leone17200.00156236311886459590.0369578935205936492%
Hong Kong18300.0020433594472706328.763175719650462e-0592%
Hong Kong18290.0020228994544595488.814747707219794e-0592%
Hong Kong18280.002004801994189628.870773308444768e-0592%
Gambia17600.00031474587740376590.00701746437698602791%
Hong Kong18270.00198926054872572428.925447764340788e-0591%
Hong Kong18260.00197508651763200768.985674503492191e-0591%
Hong Kong18250.0019624030683189639.018566197482869e-0591%
Hong Kong18240.00195116363465785989.097066504182294e-0591%
Sierra Leone17100.00147481483872979880.03160648792982101491%
Hong Kong18230.00194148230366408829.200928616337478e-0591%
Hong Kong18220.00193322030827403079.265146945836022e-0591%
Hong Kong18210.00192606716882437479.279153164243326e-0591%
Hong Kong18200.00192086875904351479.31847098399885e-0591%
Hong Kong18190.00191800401080399759.352818597108126e-0591%
Hong Kong18090.00197083200328052049.623701043892652e-0591%
Hong Kong18080.00197801808826625359.661328658694401e-0591%
Hong Kong18070.0019851734396070249.700229566078633e-0591%
Hong Kong18060.0019922978244721899.738875814946368e-0591%
Hong Kong18100.0019604959525167949.58438467932865e-0591%
Hong Kong18050.00199939077720046049.778748062672094e-0591%
Hong Kong18040.00200645229779183869.814683289732784e-0591%
Hong Kong18110.00195171858649700889.547975059831515e-0591%
Hong Kong18030.0020134814549237499.85421211225912e-0591%
Hong Kong18020.00202047801576554789.892480738926679e-0591%
Hong Kong18180.00191698689013719569.386204328620806e-0591%
Hong Kong18010.00202744151465594779.934712579706684e-0591%
Hong Kong18000.0020343712531030189.973745181923732e-0591%
Hong Kong18120.00194335763808339839.527811198495328e-0591%
Hong Kong18170.00191792671103030449.415304521098733e-0591%
Hong Kong18130.00193548807874321949.512824908597395e-0591%
Hong Kong18160.00192023941781371839.444987517781556e-0591%
Hong Kong18150.00192396168131381279.471748489886522e-0591%
Hong Kong18140.00192903354763984689.496853454038501e-0591%
Sierra Leone-80000.0018592892447486520.0343599803745746690%
Sierra Leone-90000.00179352483246475460.03313573077321052690%
Sierra Leone17000.00137759756762534380.02537712082266807690%
Sierra Leone-70000.00188567757140845060.0347305834293365590%
Sierra Leone8000.00111169344745576380.02044936083257198390%
Sierra Leone-60000.001830052351579070.0336619317531585790%
Sierra Leone-50000.00169140275102108720.03110815957188606390%
Sierra Leone-40000.00149692432023584840.0275254286825656990%
Sierra Leone9000.00113484915345907210.02086385712027549790%
~ historical.country dimnew dataremoved data
+ New values: 5,337 / 63,799 (8.37%) — showing a random sample of 100 rows
yearcountry
1817American Samoa
1833American Samoa
1844American Samoa
1847American Samoa
1804Anguilla
1808Anguilla
1888Anguilla
1925Anguilla
1843Aruba
1905Bermuda
1945Bermuda
1844British Virgin Islands
1846British Virgin Islands
1928British Virgin Islands
1934British Virgin Islands
1825Cayman Islands
1898Cayman Islands
1857Channel Islands
1889Channel Islands
1816Cook Islands
1838Cook Islands
1842Cook Islands
1908Cook Islands
-4000Czechoslovakia
1826Czechoslovakia
1845Czechoslovakia
1846Ethiopia (former)
1932Ethiopia (former)
1833Falkland Islands
1826Faroe Islands
1854Faroe Islands
1886Faroe Islands
1801French Guiana
1838French Guiana
1854French Guiana
1858French Polynesia
1942French Polynesia
1819Gibraltar
1843Greenland
1934Greenland
1804Guadeloupe
1908Guam
1922Guam
1839Ireland
1841Ireland
1879Ireland
1885Ireland
1894Ireland
1913Ireland
1848Isle of Man
1886Isle of Man
1808Martinique
1853Martinique
1837Mayotte
1867Mayotte
1895Montserrat
1906Montserrat
1909Netherlands Antilles
1819New Caledonia
1839New Caledonia
1886New Caledonia
1905New Caledonia
1928New Caledonia
1803Niue
1831Niue
1844Niue
1803Northern Mariana Islands
1815Northern Mariana Islands
1897Northern Mariana Islands
1827Puerto Rico
1832Puerto Rico
1804Reunion
1824Saint Helena
1833Saint Helena
1887Saint Helena
1897Saint Helena
1943Saint Helena
1848Saint Pierre and Miquelon
1871Saint Pierre and Miquelon
1946Saint Pierre and Miquelon
1829Tokelau
1842Tokelau
1859Tokelau
1861Tokelau
1937Tokelau
1826Turks and Caicos Islands
1829Turks and Caicos Islands
1848Turks and Caicos Islands
1822United States Virgin Islands
1905United States Virgin Islands
1814Wallis and Futuna
1822Wallis and Futuna
1923Wallis and Futuna
1939Wallis and Futuna
1827Western Sahara
1846Western Sahara
1901Western Sahara
1827Yugoslavia
1849Yugoslavia
1864Yugoslavia
- Removed values: 362 / 63,799 (0.57%) — showing a random sample of 100 rows
yearcountry
1993Czechoslovakia
1800East Germany
1820East Germany
1973East Germany
1700Guam
1801Ireland (whole island)
1802Ireland (whole island)
1803Ireland (whole island)
1807Ireland (whole island)
1818Ireland (whole island)
1826Ireland (whole island)
1830Ireland (whole island)
1833Ireland (whole island)
1835Ireland (whole island)
1836Ireland (whole island)
1837Ireland (whole island)
1840Ireland (whole island)
1841Ireland (whole island)
1844Ireland (whole island)
1845Ireland (whole island)
1846Ireland (whole island)
1847Ireland (whole island)
1849Ireland (whole island)
1855Ireland (whole island)
1857Ireland (whole island)
1859Ireland (whole island)
1870Ireland (whole island)
1871Ireland (whole island)
1873Ireland (whole island)
1881Ireland (whole island)
1882Ireland (whole island)
1883Ireland (whole island)
1887Ireland (whole island)
1894Ireland (whole island)
1895Ireland (whole island)
1897Ireland (whole island)
1901Ireland (whole island)
1903Ireland (whole island)
1905Ireland (whole island)
1907Ireland (whole island)
1913Ireland (whole island)
1914Ireland (whole island)
1915Ireland (whole island)
1917Ireland (whole island)
1800Jersey
1820Jersey
1555Macao
1640Macao
1940Netherlands Antilles
1600South Sudan
1803South Sudan
1804South Sudan
1807South Sudan
1812South Sudan
1815South Sudan
1824South Sudan
1826South Sudan
1831South Sudan
1835South Sudan
1836South Sudan
1841South Sudan
1843South Sudan
1845South Sudan
1851South Sudan
1855South Sudan
1860South Sudan
1862South Sudan
1863South Sudan
1864South Sudan
1869South Sudan
1870South Sudan
1876South Sudan
1880South Sudan
1883South Sudan
1885South Sudan
1894South Sudan
1897South Sudan
1900South Sudan
1905South Sudan
1906South Sudan
1909South Sudan
1915South Sudan
1919South Sudan
1923South Sudan
1927South Sudan
1931South Sudan
1934South Sudan
1941South Sudan
1944South Sudan
1945South Sudan
1947South Sudan
1948South Sudan
1800West Germany
1990West Germany
1978Yemen Arab Republic
1974Yemen People's Republic
1977Yemen People's Republic
1981Yemen People's Republic
1984Yemen People's Republic
1988Yemen People's Republic
~ historical.year dimnew dataremoved data
+ New values: 5,337 / 63,799 (8.37%) — showing a random sample of 100 rows
countryyear
American Samoa1817
American Samoa1833
American Samoa1844
American Samoa1847
Anguilla1804
Anguilla1808
Anguilla1888
Anguilla1925
Aruba1843
Bermuda1905
Bermuda1945
British Virgin Islands1844
British Virgin Islands1846
British Virgin Islands1928
British Virgin Islands1934
Cayman Islands1825
Cayman Islands1898
Channel Islands1857
Channel Islands1889
Cook Islands1816
Cook Islands1838
Cook Islands1842
Cook Islands1908
Czechoslovakia-4000
Czechoslovakia1826
Czechoslovakia1845
Ethiopia (former)1846
Ethiopia (former)1932
Falkland Islands1833
Faroe Islands1826
Faroe Islands1854
Faroe Islands1886
French Guiana1801
French Guiana1838
French Guiana1854
French Polynesia1858
French Polynesia1942
Gibraltar1819
Greenland1843
Greenland1934
Guadeloupe1804
Guam1908
Guam1922
Ireland1839
Ireland1841
Ireland1879
Ireland1885
Ireland1894
Ireland1913
Isle of Man1848
Isle of Man1886
Martinique1808
Martinique1853
Mayotte1837
Mayotte1867
Montserrat1895
Montserrat1906
Netherlands Antilles1909
New Caledonia1819
New Caledonia1839
New Caledonia1886
New Caledonia1905
New Caledonia1928
Niue1803
Niue1831
Niue1844
Northern Mariana Islands1803
Northern Mariana Islands1815
Northern Mariana Islands1897
Puerto Rico1827
Puerto Rico1832
Reunion1804
Saint Helena1824
Saint Helena1833
Saint Helena1887
Saint Helena1897
Saint Helena1943
Saint Pierre and Miquelon1848
Saint Pierre and Miquelon1871
Saint Pierre and Miquelon1946
Tokelau1829
Tokelau1842
Tokelau1859
Tokelau1861
Tokelau1937
Turks and Caicos Islands1826
Turks and Caicos Islands1829
Turks and Caicos Islands1848
United States Virgin Islands1822
United States Virgin Islands1905
Wallis and Futuna1814
Wallis and Futuna1822
Wallis and Futuna1923
Wallis and Futuna1939
Western Sahara1827
Western Sahara1846
Western Sahara1901
Yugoslavia1827
Yugoslavia1849
Yugoslavia1864
- Removed values: 362 / 63,799 (0.57%) — showing a random sample of 100 rows
countryyear
Czechoslovakia1993
East Germany1800
East Germany1820
East Germany1973
Guam1700
Ireland (whole island)1801
Ireland (whole island)1802
Ireland (whole island)1803
Ireland (whole island)1807
Ireland (whole island)1818
Ireland (whole island)1826
Ireland (whole island)1830
Ireland (whole island)1833
Ireland (whole island)1835
Ireland (whole island)1836
Ireland (whole island)1837
Ireland (whole island)1840
Ireland (whole island)1841
Ireland (whole island)1844
Ireland (whole island)1845
Ireland (whole island)1846
Ireland (whole island)1847
Ireland (whole island)1849
Ireland (whole island)1855
Ireland (whole island)1857
Ireland (whole island)1859
Ireland (whole island)1870
Ireland (whole island)1871
Ireland (whole island)1873
Ireland (whole island)1881
Ireland (whole island)1882
Ireland (whole island)1883
Ireland (whole island)1887
Ireland (whole island)1894
Ireland (whole island)1895
Ireland (whole island)1897
Ireland (whole island)1901
Ireland (whole island)1903
Ireland (whole island)1905
Ireland (whole island)1907
Ireland (whole island)1913
Ireland (whole island)1914
Ireland (whole island)1915
Ireland (whole island)1917
Jersey1800
Jersey1820
Macao1555
Macao1640
Netherlands Antilles1940
South Sudan1600
South Sudan1803
South Sudan1804
South Sudan1807
South Sudan1812
South Sudan1815
South Sudan1824
South Sudan1826
South Sudan1831
South Sudan1835
South Sudan1836
South Sudan1841
South Sudan1843
South Sudan1845
South Sudan1851
South Sudan1855
South Sudan1860
South Sudan1862
South Sudan1863
South Sudan1864
South Sudan1869
South Sudan1870
South Sudan1876
South Sudan1880
South Sudan1883
South Sudan1885
South Sudan1894
South Sudan1897
South Sudan1900
South Sudan1905
South Sudan1906
South Sudan1909
South Sudan1915
South Sudan1919
South Sudan1923
South Sudan1927
South Sudan1931
South Sudan1934
South Sudan1941
South Sudan1944
South Sudan1945
South Sudan1947
South Sudan1948
West Germany1800
West Germany1990
Yemen Arab Republic1978
Yemen People's Republic1974
Yemen People's Republic1977
Yemen People's Republic1981
Yemen People's Republic1984
Yemen People's Republic1988
~ Table population_growth_rate🟡 1 column(s) changed
table metadata diff
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
-     url_download: |-
- https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/hyde33_c7_base_mrt2023/txt/all_indicators.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
+     url_download:
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/gbc2025_7apr_base/txt/
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
-     title_snapshot: History Database of the Global Environment – General files
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
+     title_snapshot: History Database of the Global Environment - General files
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
-     https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/general_files.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/general_files.zip
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
+   - !!python/object:owid.catalog.core.meta.Origin
+     producer: Federico and Tena-Junguito
+     title: World Population Historical Database (1991 borders)
+     description: |-
+       Annual population estimates for all polities from 1800 to 1938, harmonized to 1991 political
+       borders. The Federico–Tena World Population Historical Database is the result of re-estimating
+       historical population series using first-hand sources and country-specific literature; the
+       2026 update revises the Africa series using Patrick Manning's African Population Database
+       1850–1960 and other regional sources. Values are reported in thousands of people.
+     title_snapshot: null
+     description_snapshot: null
+     citation_full: |-
+       Federico, Giovanni and Antonio Tena-Junguito (2025). Federico–Tena World Population Historical
+       Database: World Population borders 1991 (2026), V2. doi:10.21950/GW7SOZ. Building on Federico,
+       G. and Tena-Junguito, A. (2023). "How many people on Earth? World Population 1800-1938".
+       Working Papers in Economic History 23-02, Instituto Figuerola, Universidad Carlos III de
+       Madrid.
+     attribution: Federico–Tena (2026)
+     attribution_short: Federico–Tena
+     version_producer: V2 (2026 update, 1991 borders)
+     url_main: https://www.uc3m.es/research/federico-tena-population
+     url_download: https://edatos.consorciomadrono.es/api/access/datafile/51077
+     date_accessed: '2026-05-20'
+     date_published: '2026-01-26'
-       url: https://doi.org/10.24416/UU01-AEZZIT
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Population
-     description: |-
-       Gapminder's population data is divided into two chunks: One long historical trend for the
-       global population that goes back to 10,000 BC. And the second chunk is country estimates that
-       only reaches back to 1800.
- 
-       For the first chunk, several sources were used. You can learn more at
-       https://docs.google.com/spreadsheets/d/1hkLbEilJbl630IG68q-aQJlUjuTFm9b_12nQMVd1sZM/edit#gid=0.
-       For the second chunk, Gapminder uses UN population data between 1950 to 2100 from the UN
-       Population Division World Population Prospects 2019, and the forecast to the year 2100 uses
-       their medium-fertility variant.
- 
-       For years before 1950, this version uses the data documented in greater detail by Mattias
-       Lindgren in version 3. The main source was Angus Maddison's data, which CLIO Infra Project
-       maintained and improved. Note that when combining version 3 with the new UN data, the trends
-       for a few countries didn't match up in the overlapping year 1950.
- 
-       Minor adjustments were made to the years before and after to smooth out discrepancies between
-       the two sources and avoid spurious jumps in Gapminder's visualizations.
- 
-       Visit https://www.gapminder.org/data/documentation/gd003/ to learn more about the methodology
-       used and the data from back to 10,000 BC.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder Population v7 (2022)
-     attribution: Gapminder, Population v7 (2022)
-     attribution_short: Gapminder
-     version_producer: v7
-     url_main: http://gapm.io/dpop
-     url_download: https://gapm.io/dl_popv7
-     date_accessed: '2023-03-31'
-     date_published: '2022-10-19'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url:
-       https://docs.google.com/document/d/1-RmthhS2EPMK_HIpnPctcXpB0n7ADSWnXa5Hb3PxNq4/edit?usp=sharing
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Systema Globalis
-     description: Data by Gapminder on population and other indicators. It provides data on former
-     countries and regions.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder – Systema Globalis (2023)
-     attribution: Gapminder – Systema Globalis (2022)
-     attribution_short: Gapminder
-     version_producer: null
-     url_main: https://github.com/open-numbers/ddf--gapminder--systema_globalis
-     url_download: null
-     date_accessed: '2023-03-31'
-     date_published: '2023-02-21'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://github.com/open-numbers/ddf--gapminder--systema_globalis
+       url: https://creativecommons.org/licenses/by/4.0/
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ population_growth_rate.growth_rate 🟡 median anomaly score 11%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
+ display:
+   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
+   <%- endif -%>
+   numDecimalPlaces: 1
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3). Growth rate estimated over 50-year
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5). Growth rate estimated over 50-year
-   - 1800–1949: historical estimates by Gapminder (v7). Growth rate estimated over 1-year periods.
+   - 1800–1949: historical estimates by the Federico-Tena World Population Database (v2; 1939–1949
+   interpolated to UN WPP 1950). Growth rate estimated over 1-year periods.
+ New values: 5,258 / 78,078 (6.73%) — showing a random sample of 100 rows
countryyeargrowth_rate
American Samoa1817NaN
American Samoa1833NaN
American Samoa1847NaN
Anguilla1804NaN
Anguilla1822NaN
Aruba1846NaN
Bermuda1894NaN
Bermuda1943NaN
Bermuda19451.3964002132415771
Bermuda1949NaN
British Virgin Islands1928NaN
Cayman Islands1852NaN
Cayman Islands1936NaN
Channel Islands1890NaN
Channel Islands19250.320253849029541
Cook Islands1883NaN
Czechoslovakia1810NaN
Czechoslovakia1833NaN
Czechoslovakia1853NaN
Czechoslovakia1869NaN
Czechoslovakia1898NaN
Ethiopia (former)1730NaN
Ethiopia (former)1838NaN
Ethiopia (former)1869NaN
Ethiopia (former)1903NaN
Ethiopia (former)1914NaN
Ethiopia (former)1938NaN
Falkland Islands1888NaN
Falkland Islands1892NaN
Faroe Islands1813NaN
Faroe Islands1862NaN
French Guiana1921NaN
French Polynesia1820NaN
French Polynesia1833NaN
Gibraltar1825NaN
Gibraltar1834NaN
Gibraltar1865NaN
Greenland1805NaN
Greenland1808NaN
Greenland1864NaN
Guam1815NaN
Guam1894NaN
Guam1936NaN
Ireland1881NaN
Ireland1894NaN
Ireland1917NaN
Ireland1934NaN
Isle of Man1812NaN
Isle of Man1816NaN
Isle of Man19250.31970053911209106
Isle of Man1934NaN
Isle of Man1938NaN
Macao1876NaN
Macao1948NaN
Macao1949NaN
Martinique1843NaN
Mayotte1805NaN
Mayotte1815NaN
Mayotte1834NaN
Mayotte1884NaN
Mayotte1885NaN
Mayotte1895NaN
Montserrat1825NaN
Montserrat1911NaN
Netherlands Antilles1879NaN
New Caledonia1808NaN
New Caledonia1885NaN
New Caledonia1917NaN
New Caledonia1927NaN
Niue1804NaN
Niue1827NaN
Northern Mariana Islands1806NaN
Puerto Rico1941NaN
Reunion1851NaN
Reunion1919NaN
Reunion1926NaN
Reunion1931NaN
Saint Helena1833NaN
Saint Helena1889NaN
Saint Helena1908NaN
Saint Helena1944NaN
Saint Pierre and Miquelon1801NaN
Saint Pierre and Miquelon1839NaN
Tokelau1818NaN
Tokelau1870NaN
Tokelau1882NaN
Tokelau1948NaN
Turks and Caicos Islands1861NaN
Turks and Caicos Islands1931NaN
United States Virgin Islands1822NaN
United States Virgin Islands1884NaN
Wallis and Futuna1829NaN
Wallis and Futuna1851NaN
Wallis and Futuna19050.7393748760223389
Wallis and Futuna19203.571176767349243
Western Sahara1832NaN
Western Sahara1884NaN
Yugoslavia1852NaN
Yugoslavia1863NaN
Yugoslavia1915-1.9478157758712769
- Removed values: 349 / 78,078 (0.45%) — showing a random sample of 100 rows
countryyeargrowth_rate
East Germany1870NaN
East Germany1913NaN
French Polynesia1800NaN
Guernsey1820NaN
Ireland (whole island)1802NaN
Ireland (whole island)1805NaN
Ireland (whole island)1806NaN
Ireland (whole island)1807NaN
Ireland (whole island)1811NaN
Ireland (whole island)1822NaN
Ireland (whole island)1830NaN
Ireland (whole island)1834NaN
Ireland (whole island)1837NaN
Ireland (whole island)1839NaN
Ireland (whole island)1840NaN
Ireland (whole island)1841NaN
Ireland (whole island)1844NaN
Ireland (whole island)1845NaN
Ireland (whole island)1848NaN
Ireland (whole island)1849NaN
Ireland (whole island)1850NaN
Ireland (whole island)1851NaN
Ireland (whole island)1853NaN
Ireland (whole island)1859NaN
Ireland (whole island)1861NaN
Ireland (whole island)1863NaN
Ireland (whole island)1874NaN
Ireland (whole island)1875NaN
Ireland (whole island)1877NaN
Ireland (whole island)1885NaN
Ireland (whole island)1886NaN
Ireland (whole island)1887NaN
Ireland (whole island)1888NaN
Ireland (whole island)1891NaN
Ireland (whole island)1898NaN
Ireland (whole island)1899NaN
Ireland (whole island)1901NaN
Ireland (whole island)1905-0.21437059342861176
Ireland (whole island)1907NaN
Ireland (whole island)1911NaN
Ireland (whole island)1917NaN
Ireland (whole island)1918NaN
Ireland (whole island)1919NaN
Ireland (whole island)1920-1.5897834300994873
Jersey1820NaN
Saint Barthelemy1800NaN
South Sudan17000.0464988574385643
South Sudan1805NaN
South Sudan1808NaN
South Sudan1813NaN
South Sudan1822NaN
South Sudan1825NaN
South Sudan1826NaN
South Sudan1830NaN
South Sudan1834NaN
South Sudan1844NaN
South Sudan1846NaN
South Sudan1851NaN
South Sudan1853NaN
South Sudan1859NaN
South Sudan1860NaN
South Sudan1861NaN
South Sudan1867NaN
South Sudan1872NaN
South Sudan1873NaN
South Sudan1874NaN
South Sudan1876NaN
South Sudan1878NaN
South Sudan1880NaN
South Sudan1881NaN
South Sudan1891NaN
South Sudan1893NaN
South Sudan1894NaN
South Sudan19000.8290939331054688
South Sudan1903NaN
South Sudan19050.821845293045044
South Sudan1907NaN
South Sudan1909NaN
South Sudan1913NaN
South Sudan1916NaN
South Sudan1919NaN
South Sudan19250.44458919763565063
South Sudan1931NaN
South Sudan1934NaN
South Sudan19350.4445785880088806
South Sudan1937NaN
South Sudan1938NaN
South Sudan1941NaN
South Sudan1944NaN
South Sudan1946NaN
Tokelau1800NaN
West Germany1870NaN
Yemen Arab Republic1820NaN
Yemen Arab Republic19742.2442679405212402
Yemen Arab Republic19793.8419110774993896
Yemen Arab Republic19813.9469854831695557
Yemen Arab Republic19844.00938606262207
Yemen People's Republic19742.091097116470337
Yemen People's Republic19873.0956900119781494
Yugoslavia18000.26686590909957886
~ Changed values: 3,180 / 78,078 (4.07%) — showing the 100 most anomalous rows
countryyeargrowth_rate -growth_rate +anomaly score
Marshall Islands1935-9.50484371185302739.169918060302734100%
Nauru19350.039.16744613647461100%
Hong Kong19303.621622085571289-29.70498275756836100%
Jordan19350.07.642026901245117100%
Poland19200.016170844435691833-7.355380058288574100%
Cape Verde19301.7262651920318604-5.334598064422607100%
Mayotte19400.06.558919429779053100%
Poland1910-0.0166397709399461756.467105865478516100%
Micronesia (country)19450.48392993211746216-5.695793628692627100%
Hong Kong1945-1.11661183834075935.051544666290283100%
Afghanistan1925-5.3899612426757810.7669394612312317100%
Palau19450.4762580692768097-5.675933361053467100%
Nauru19451.3592442274093628-4.533788681030273100%
Solomon Islands1925-4.7397427558898930.9956799745559692100%
Saint Pierre and Miquelon19100.3383145332336426-4.9193549156188965100%
Aruba18000.7876856327056885-4.406429767608643100%
Netherlands Antilles18000.7877649068832397-4.4040069580078125100%
Jordan1915-4.1106634140014651.0529460906982422100%
Bhutan1945-4.21587085723876950.8684585690498352100%
Marshall Islands1930-2.25688219070434572.7791600227355957100%
Micronesia (country)19400.4823321998119354-4.432747840881348100%
Palau19400.4878758490085602-4.414322376251221100%
Cape Verde1915-0.98009508848190313.9220712184906006100%
Afghanistan1930-3.33886790275573731.520643949508667100%
Saudi Arabia19450.915725588798523-3.7635226249694824100%
Papua New Guinea1915-4.65732622146606450.0100%
Latvia1915-3.26349973678588871.3174216747283936100%
Nauru19400.5130847692489624-3.6932213306427100%
Russia19200.9192315340042114-3.2815184593200684100%
Moldova19200.9134966731071472-3.281522274017334100%
Kyrgyzstan19200.9134393930435181-3.281569719314575100%
Kazakhstan19200.9134750962257385-3.281524419784546100%
Belarus19200.9134839177131653-3.281515121459961100%
Uzbekistan19200.9134833812713623-3.281513214111328100%
Ukraine19200.9134756922721863-3.281517505645752100%
Azerbaijan19200.9134630560874939-3.2815215587615967100%
Tajikistan19200.9135175943374634-3.2814600467681885100%
Georgia19200.9134637713432312-3.2814993858337402100%
Turkmenistan19200.9134182333946228-3.281498670578003100%
Armenia19200.9134091734886169-3.2815046310424805100%
Nauru19254.033150672912598-0.15637220442295074100%
USSR19200.8404589295387268-3.2815182209014893100%
Saudi Arabia19400.9157260060310364-3.167423963546753100%
Estonia19200.7646238207817078-3.2815821170806885100%
Lithuania1915-2.6785392761230471.317413091659546100%
Marshall Islands19052.445408344268799-1.5024253129959106100%
French Guiana19401.0540412664413452-2.8925487995147705100%
Solomon Islands1930-2.8832373619079590.9954662322998047100%
Serbia19151.9255518913269043-1.9478267431259155100%
Jordan1920-1.3852010965347292.271167755126953100%
Guam1900-2.51301050186157231.12272310256958100%
Iran1915-1.97611212730407711.4585533142089844100%
Yugoslavia1920-1.28608787059783942.0825936794281006100%
Paraguay1900-1.38403022289276121.9616914987564087100%
Laos1925-1.92392361164093021.1881660223007202100%
Laos1915-2.0630960464477540.9350597858428955100%
Argentina1800-1.3701957464218141.6194871664047241100%
Libya19301.209425926208496-1.6965992450714111100%
Marshall Islands19102.4442970752716064-0.4465443193912506100%
Cape Verde1945-2.1764171123504640.7012253999710083100%
North Macedonia19150.9064415693283081-1.9478669166564941100%
Aruba1920-0.91072887182235721.9288692474365234100%
Croatia19150.8903390169143677-1.9478085041046143100%
Serbia19452.0869829654693604-0.741936981678009100%
Cape Verde19051.3391211032867432-1.4815086126327515100%
Vanuatu1935-1.8221762180328370.9947301149368286100%
Libya19251.1085997819900513-1.696496844291687100%
Slovenia19150.8555184602737427-1.9478081464767456100%
Serbia19402.0870003700256348-0.715397834777832100%
Turks and Caicos Islands19302.2253546714782715-0.5723841190338135100%
Tokelau1900-2.0996441841125490.6814336180686951100%
Laos1920-1.92385315895080570.8422310948371887100%
Montenegro1920-0.66422057151794432.0826823711395264100%
Paraguay1800-1.6769372224807741.0468688011169434100%
Bosnia and Herzegovina19150.7561269402503967-1.9477794170379639100%
Andorra1925-1.82696485519409180.8630889058113098100%
El Salvador1800-1.34254145622253421.3392658233642578100%
Papua New Guinea1920-2.67449808120727540.0100%
Marshall Islands19152.443056106567383-0.14864690601825714100%
Bhutan1940-1.64416408538818360.9078699946403503100%
Dominican Republic1800-1.10074174404144291.4075720310211182100%
Bhutan19200.02.4856514930725098100%
Germany19100.7821289896965027-1.6785755157470703100%
Marshall Islands19252.299177646636963-0.15094342827796936100%
Marshall Islands19202.2990241050720215-0.14978636801242828100%
Laos1910-1.36930370330810551.0785014629364014100%
Marshall Islands19002.44653487205505370.0100%
Jordan1910-0.96479612588882451.3555058240890503100%
Germany1945-0.2113443762063982.033095359802246100%
French Guiana19301.0532282590866089-1.1890151500701904100%
Turks and Caicos Islands19202.2390372753143310.0100%
San Marino1945-1.6008417606353760.6137189269065857100%
Belarus19450.9134805798530579-1.2837101221084595100%
Philippines1800-1.08361220359802251.1116644144058228100%
Laos1930-0.88992404937744141.2764846086502075100%
Montenegro1925-0.66432571411132811.4714776277542114100%
Montenegro1930-0.66434031724929811.4567526578903198100%
Belarus19400.9134706258773804-1.2062716484069824100%
Afghanistan19202.1075701713562010.0100%
Saint Pierre and Miquelon1940-1.06975722312927251.0337281227111816100%
~ population_growth_rate.country dimnew dataremoved data
+ New values: 5,258 / 78,078 (6.73%) — showing a random sample of 100 rows
yearcountry
1817American Samoa
1833American Samoa
1847American Samoa
1804Anguilla
1822Anguilla
1846Aruba
1894Bermuda
1943Bermuda
1945Bermuda
1949Bermuda
1928British Virgin Islands
1852Cayman Islands
1936Cayman Islands
1890Channel Islands
1925Channel Islands
1883Cook Islands
1810Czechoslovakia
1833Czechoslovakia
1853Czechoslovakia
1869Czechoslovakia
1898Czechoslovakia
1730Ethiopia (former)
1838Ethiopia (former)
1869Ethiopia (former)
1903Ethiopia (former)
1914Ethiopia (former)
1938Ethiopia (former)
1888Falkland Islands
1892Falkland Islands
1813Faroe Islands
1862Faroe Islands
1921French Guiana
1820French Polynesia
1833French Polynesia
1825Gibraltar
1834Gibraltar
1865Gibraltar
1805Greenland
1808Greenland
1864Greenland
1815Guam
1894Guam
1936Guam
1881Ireland
1894Ireland
1917Ireland
1934Ireland
1812Isle of Man
1816Isle of Man
1925Isle of Man
1934Isle of Man
1938Isle of Man
1876Macao
1948Macao
1949Macao
1843Martinique
1805Mayotte
1815Mayotte
1834Mayotte
1884Mayotte
1885Mayotte
1895Mayotte
1825Montserrat
1911Montserrat
1879Netherlands Antilles
1808New Caledonia
1885New Caledonia
1917New Caledonia
1927New Caledonia
1804Niue
1827Niue
1806Northern Mariana Islands
1941Puerto Rico
1851Reunion
1919Reunion
1926Reunion
1931Reunion
1833Saint Helena
1889Saint Helena
1908Saint Helena
1944Saint Helena
1801Saint Pierre and Miquelon
1839Saint Pierre and Miquelon
1818Tokelau
1870Tokelau
1882Tokelau
1948Tokelau
1861Turks and Caicos Islands
1931Turks and Caicos Islands
1822United States Virgin Islands
1884United States Virgin Islands
1829Wallis and Futuna
1851Wallis and Futuna
1905Wallis and Futuna
1920Wallis and Futuna
1832Western Sahara
1884Western Sahara
1852Yugoslavia
1863Yugoslavia
1915Yugoslavia
- Removed values: 349 / 78,078 (0.45%) — showing a random sample of 100 rows
yearcountry
1870East Germany
1913East Germany
1800French Polynesia
1820Guernsey
1802Ireland (whole island)
1805Ireland (whole island)
1806Ireland (whole island)
1807Ireland (whole island)
1811Ireland (whole island)
1822Ireland (whole island)
1830Ireland (whole island)
1834Ireland (whole island)
1837Ireland (whole island)
1839Ireland (whole island)
1840Ireland (whole island)
1841Ireland (whole island)
1844Ireland (whole island)
1845Ireland (whole island)
1848Ireland (whole island)
1849Ireland (whole island)
1850Ireland (whole island)
1851Ireland (whole island)
1853Ireland (whole island)
1859Ireland (whole island)
1861Ireland (whole island)
1863Ireland (whole island)
1874Ireland (whole island)
1875Ireland (whole island)
1877Ireland (whole island)
1885Ireland (whole island)
1886Ireland (whole island)
1887Ireland (whole island)
1888Ireland (whole island)
1891Ireland (whole island)
1898Ireland (whole island)
1899Ireland (whole island)
1901Ireland (whole island)
1905Ireland (whole island)
1907Ireland (whole island)
1911Ireland (whole island)
1917Ireland (whole island)
1918Ireland (whole island)
1919Ireland (whole island)
1920Ireland (whole island)
1820Jersey
1800Saint Barthelemy
1700South Sudan
1805South Sudan
1808South Sudan
1813South Sudan
1822South Sudan
1825South Sudan
1826South Sudan
1830South Sudan
1834South Sudan
1844South Sudan
1846South Sudan
1851South Sudan
1853South Sudan
1859South Sudan
1860South Sudan
1861South Sudan
1867South Sudan
1872South Sudan
1873South Sudan
1874South Sudan
1876South Sudan
1878South Sudan
1880South Sudan
1881South Sudan
1891South Sudan
1893South Sudan
1894South Sudan
1900South Sudan
1903South Sudan
1905South Sudan
1907South Sudan
1909South Sudan
1913South Sudan
1916South Sudan
1919South Sudan
1925South Sudan
1931South Sudan
1934South Sudan
1935South Sudan
1937South Sudan
1938South Sudan
1941South Sudan
1944South Sudan
1946South Sudan
1800Tokelau
1870West Germany
1820Yemen Arab Republic
1974Yemen Arab Republic
1979Yemen Arab Republic
1981Yemen Arab Republic
1984Yemen Arab Republic
1974Yemen People's Republic
1987Yemen People's Republic
1800Yugoslavia
~ population_growth_rate.year dimnew dataremoved data
+ New values: 5,258 / 78,078 (6.73%) — showing a random sample of 100 rows
countryyear
American Samoa1817
American Samoa1833
American Samoa1847
Anguilla1804
Anguilla1822
Aruba1846
Bermuda1894
Bermuda1943
Bermuda1945
Bermuda1949
British Virgin Islands1928
Cayman Islands1852
Cayman Islands1936
Channel Islands1890
Channel Islands1925
Cook Islands1883
Czechoslovakia1810
Czechoslovakia1833
Czechoslovakia1853
Czechoslovakia1869
Czechoslovakia1898
Ethiopia (former)1730
Ethiopia (former)1838
Ethiopia (former)1869
Ethiopia (former)1903
Ethiopia (former)1914
Ethiopia (former)1938
Falkland Islands1888
Falkland Islands1892
Faroe Islands1813
Faroe Islands1862
French Guiana1921
French Polynesia1820
French Polynesia1833
Gibraltar1825
Gibraltar1834
Gibraltar1865
Greenland1805
Greenland1808
Greenland1864
Guam1815
Guam1894
Guam1936
Ireland1881
Ireland1894
Ireland1917
Ireland1934
Isle of Man1812
Isle of Man1816
Isle of Man1925
Isle of Man1934
Isle of Man1938
Macao1876
Macao1948
Macao1949
Martinique1843
Mayotte1805
Mayotte1815
Mayotte1834
Mayotte1884
Mayotte1885
Mayotte1895
Montserrat1825
Montserrat1911
Netherlands Antilles1879
New Caledonia1808
New Caledonia1885
New Caledonia1917
New Caledonia1927
Niue1804
Niue1827
Northern Mariana Islands1806
Puerto Rico1941
Reunion1851
Reunion1919
Reunion1926
Reunion1931
Saint Helena1833
Saint Helena1889
Saint Helena1908
Saint Helena1944
Saint Pierre and Miquelon1801
Saint Pierre and Miquelon1839
Tokelau1818
Tokelau1870
Tokelau1882
Tokelau1948
Turks and Caicos Islands1861
Turks and Caicos Islands1931
United States Virgin Islands1822
United States Virgin Islands1884
Wallis and Futuna1829
Wallis and Futuna1851
Wallis and Futuna1905
Wallis and Futuna1920
Western Sahara1832
Western Sahara1884
Yugoslavia1852
Yugoslavia1863
Yugoslavia1915
- Removed values: 349 / 78,078 (0.45%) — showing a random sample of 100 rows
countryyear
East Germany1870
East Germany1913
French Polynesia1800
Guernsey1820
Ireland (whole island)1802
Ireland (whole island)1805
Ireland (whole island)1806
Ireland (whole island)1807
Ireland (whole island)1811
Ireland (whole island)1822
Ireland (whole island)1830
Ireland (whole island)1834
Ireland (whole island)1837
Ireland (whole island)1839
Ireland (whole island)1840
Ireland (whole island)1841
Ireland (whole island)1844
Ireland (whole island)1845
Ireland (whole island)1848
Ireland (whole island)1849
Ireland (whole island)1850
Ireland (whole island)1851
Ireland (whole island)1853
Ireland (whole island)1859
Ireland (whole island)1861
Ireland (whole island)1863
Ireland (whole island)1874
Ireland (whole island)1875
Ireland (whole island)1877
Ireland (whole island)1885
Ireland (whole island)1886
Ireland (whole island)1887
Ireland (whole island)1888
Ireland (whole island)1891
Ireland (whole island)1898
Ireland (whole island)1899
Ireland (whole island)1901
Ireland (whole island)1905
Ireland (whole island)1907
Ireland (whole island)1911
Ireland (whole island)1917
Ireland (whole island)1918
Ireland (whole island)1919
Ireland (whole island)1920
Jersey1820
Saint Barthelemy1800
South Sudan1700
South Sudan1805
South Sudan1808
South Sudan1813
South Sudan1822
South Sudan1825
South Sudan1826
South Sudan1830
South Sudan1834
South Sudan1844
South Sudan1846
South Sudan1851
South Sudan1853
South Sudan1859
South Sudan1860
South Sudan1861
South Sudan1867
South Sudan1872
South Sudan1873
South Sudan1874
South Sudan1876
South Sudan1878
South Sudan1880
South Sudan1881
South Sudan1891
South Sudan1893
South Sudan1894
South Sudan1900
South Sudan1903
South Sudan1905
South Sudan1907
South Sudan1909
South Sudan1913
South Sudan1916
South Sudan1919
South Sudan1925
South Sudan1931
South Sudan1934
South Sudan1935
South Sudan1937
South Sudan1938
South Sudan1941
South Sudan1944
South Sudan1946
Tokelau1800
West Germany1870
Yemen Arab Republic1820
Yemen Arab Republic1974
Yemen Arab Republic1979
Yemen Arab Republic1981
Yemen Arab Republic1984
Yemen People's Republic1974
Yemen People's Republic1987
Yugoslavia1800
~ Table population_density🟡 1 column(s) changed
table metadata diff
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
-     url_download: |-
- https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/hyde33_c7_base_mrt2023/txt/all_indicators.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
+     url_download:
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/gbc2025_7apr_base/txt/
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
-     title_snapshot: History Database of the Global Environment – General files
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
+     title_snapshot: History Database of the Global Environment - General files
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
-     https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/general_files.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/general_files.zip
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-     citation_full: 'Food and Agriculture Organization of the United Nations – Land, Inputs and
+     citation_full: 'Food and Agriculture Organization of the United Nations - Land, Inputs and
-     producer: Gapminder
-     title: Population
-     description: |-
-       Gapminder's population data is divided into two chunks: One long historical trend for the
-       global population that goes back to 10,000 BC. And the second chunk is country estimates that
-       only reaches back to 1800.
- 
-       For the first chunk, several sources were used. You can learn more at
-       https://docs.google.com/spreadsheets/d/1hkLbEilJbl630IG68q-aQJlUjuTFm9b_12nQMVd1sZM/edit#gid=0.
-       For the second chunk, Gapminder uses UN population data between 1950 to 2100 from the UN
-       Population Division World Population Prospects 2019, and the forecast to the year 2100 uses
-       their medium-fertility variant.
- 
-       For years before 1950, this version uses the data documented in greater detail by Mattias
-       Lindgren in version 3. The main source was Angus Maddison's data, which CLIO Infra Project
-       maintained and improved. Note that when combining version 3 with the new UN data, the trends
-       for a few countries didn't match up in the overlapping year 1950.
- 
-       Minor adjustments were made to the years before and after to smooth out discrepancies between
-       the two sources and avoid spurious jumps in Gapminder's visualizations.
- 
-       Visit https://www.gapminder.org/data/documentation/gd003/ to learn more about the methodology
-       used and the data from back to 10,000 BC.
+     producer: Federico and Tena-Junguito
+     title: World Population Historical Database (1991 borders)
+     description: |-
+       Annual population estimates for all polities from 1800 to 1938, harmonized to 1991 political
+       borders. The Federico–Tena World Population Historical Database is the result of re-estimating
+       historical population series using first-hand sources and country-specific literature; the
+       2026 update revises the Africa series using Patrick Manning's African Population Database
+       1850–1960 and other regional sources. Values are reported in thousands of people.
-     citation_full: Gapminder Population v7 (2022)
-     attribution: Gapminder, Population v7 (2022)
-     attribution_short: Gapminder
-     version_producer: v7
-     url_main: http://gapm.io/dpop
-     url_download: https://gapm.io/dl_popv7
-     date_accessed: '2023-03-31'
-     date_published: '2022-10-19'
+     citation_full: |-
+       Federico, Giovanni and Antonio Tena-Junguito (2025). Federico–Tena World Population Historical
+       Database: World Population borders 1991 (2026), V2. doi:10.21950/GW7SOZ. Building on Federico,
+       G. and Tena-Junguito, A. (2023). "How many people on Earth? World Population 1800-1938".
+       Working Papers in Economic History 23-02, Instituto Figuerola, Universidad Carlos III de
+       Madrid.
+     attribution: Federico–Tena (2026)
+     attribution_short: Federico–Tena
+     version_producer: V2 (2026 update, 1991 borders)
+     url_main: https://www.uc3m.es/research/federico-tena-population
+     url_download: https://edatos.consorciomadrono.es/api/access/datafile/51077
+     date_accessed: '2026-05-20'
+     date_published: '2026-01-26'
-       url:
-       https://docs.google.com/document/d/1-RmthhS2EPMK_HIpnPctcXpB0n7ADSWnXa5Hb3PxNq4/edit?usp=sharing
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Systema Globalis
-     description: Data by Gapminder on population and other indicators. It provides data on former
-     countries and regions.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder – Systema Globalis (2023)
-     attribution: Gapminder – Systema Globalis (2022)
-     attribution_short: Gapminder
-     version_producer: null
-     url_main: https://github.com/open-numbers/ddf--gapminder--systema_globalis
-     url_download: null
-     date_accessed: '2023-03-31'
-     date_published: '2023-02-21'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://github.com/open-numbers/ddf--gapminder--systema_globalis
+       url: https://creativecommons.org/licenses/by/4.0/
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ population_density.population_density 🟡 median anomaly score 3.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-   attribution: HYDE (2023); Gapminder (2022); UN WPP (2024); UN FAO (2024)
+   attribution: HYDE (2025); Federico–Tena (2026); UN WPP (2024); UN FAO (2024)
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 5,337 / 81,747 (6.53%) — showing a random sample of 100 rows
countryyearpopulation_density
American Samoa181740.15999984741211
American Samoa183337.099998474121094
American Samoa184428.65999984741211
American Samoa184726.485000610351562
Anguilla180425.844444274902344
Anguilla180825.64444351196289
Anguilla188839.5
Anguilla192546.92222213745117
Aruba184334.52777862548828
Bermuda1905334.870361328125
Bermuda1945645.0184936523438
British Virgin Islands184443.95333480834961
British Virgin Islands184643.526668548583984
British Virgin Islands192833.720001220703125
British Virgin Islands193435.35333251953125
Cayman Islands18256.541666507720947
Cayman Islands189820.191667556762695
Channel Islands1857287.5404052734375
Channel Islands1889379.257568359375
Cook Islands181662.5
Cook Islands183854.108333587646484
Cook Islands184251.07500076293945
Cook Islands190835.16666793823242
Czechoslovakia-40000.6432594060897827
Czechoslovakia182656.411590576171875
Czechoslovakia184565.46520233154297
Ethiopia (former)184610.32090950012207
Ethiopia (former)193213.573566436767578
Falkland Islands18330.01774856261909008
Faroe Islands18264.720438003540039
Faroe Islands18546.314598560333252
Faroe Islands18869.05036449432373
French Guiana18010.13081753253936768
French Guiana18380.25286799669265747
French Guiana18540.24366621673107147
French Polynesia185810.0072021484375
French Polynesia194215.152693748474121
Gibraltar1819951.5999755859375
Greenland18430.020048726350069046
Greenland19340.035987332463264465
Guadeloupe180460.845680236816406
Guam190820.88703727722168
Guam192226.28148078918457
Ireland183964.04877471923828
Ireland184164.74176025390625
Ireland187942.32874298095703
Ireland188539.71136474609375
Ireland189436.89160919189453
Ireland191335.00532913208008
Isle of Man184853.27894592285156
Isle of Man188669.54386138916016
Martinique180892.99339294433594
Martinique1853131.83773803710938
Mayotte183719.344919204711914
Mayotte186720.54010772705078
Montserrat1895119.66000366210938
Montserrat1906123.25
Netherlands Antilles190945.86375045776367
New Caledonia18193.9615426063537598
New Caledonia18393.4647703170776367
New Caledonia18863.0550875663757324
New Caledonia19052.8938729763031006
New Caledonia19282.9082603454589844
Niue180313.834615707397461
Niue183111.211538314819336
Niue18448.926922798156738
Northern Mariana Islands180324.77391242980957
Northern Mariana Islands181524.77391242980957
Northern Mariana Islands189715.850000381469727
Puerto Rico182732.955806732177734
Puerto Rico183237.209808349609375
Reunion180444.4107551574707
Saint Helena182416.153846740722656
Saint Helena183316.153846740722656
Saint Helena188711.10769271850586
Saint Helena18979.038461685180664
Saint Helena194312.289743423461914
Saint Pierre and Miquelon18488.76956558227539
Saint Pierre and Miquelon187118.31739044189453
Saint Pierre and Miquelon194618.860870361328125
Tokelau1829101.0999984741211
Tokelau184281.19999694824219
Tokelau185958.0
Tokelau186156.900001525878906
Tokelau193795.80000305175781
Turks and Caicos Islands18261.5684210062026978
Turks and Caicos Islands18291.6168421506881714
Turks and Caicos Islands18482.546315908432007
United States Virgin Islands1822117.73428344726562
United States Virgin Islands190583.14571380615234
Wallis and Futuna181436.43571472167969
Wallis and Futuna182234.61428451538086
Wallis and Futuna192321.821428298950195
Wallis and Futuna193933.72142791748047
Western Sahara18270.016406014561653137
Western Sahara18460.01676315814256668
Western Sahara19010.02818796969950199
Yugoslavia182724.722261428833008
Yugoslavia184928.151235580444336
Yugoslavia186431.74289894104004
- Removed values: 166 / 81,747 (0.20%) — showing a random sample of 100 rows
countryyearpopulation_density
Czechoslovakia1993124.84046173095703
French Polynesia170016.37568473815918
Guam17887.407407283782959
Macao16401212.1212158203125
Netherlands Antilles194092.48249816894531
Saint Martin (French part)1820107.5999984741211
South Sudan18001.6257781982421875
South Sudan18021.6300808191299438
South Sudan18031.632236123085022
South Sudan18051.6365547180175781
South Sudan18061.6387178897857666
South Sudan18071.640885829925537
South Sudan18091.6452264785766602
South Sudan18101.6474546194076538
South Sudan18111.6498820781707764
South Sudan18131.6554982662200928
South Sudan18141.658690094947815
South Sudan18171.6698194742202759
South Sudan18201.6833066940307617
South Sudan18241.705032229423523
South Sudan18271.7241846323013306
South Sudan18301.745835781097412
South Sudan18311.7536135911941528
South Sudan18321.761427640914917
South Sudan18351.785077452659607
South Sudan18361.7930324077606201
South Sudan18371.8010207414627075
South Sudan18381.8090453147888184
South Sudan18391.8171063661575317
South Sudan18411.8333359956741333
South Sudan18421.8415045738220215
South Sudan18431.8497096300125122
South Sudan18461.874544620513916
South Sudan18471.8828967809677124
South Sudan18481.8912869691848755
South Sudan18491.8997136354446411
South Sudan18501.9081780910491943
South Sudan18511.9257829189300537
South Sudan18531.961348533630371
South Sudan18562.0156030654907227
South Sudan18582.0523838996887207
South Sudan18602.089660167694092
South Sudan18612.1084866523742676
South Sudan18632.146519422531128
South Sudan18652.185063123703003
South Sudan18672.2241244316101074
South Sudan18702.2836990356445312
South Sudan18722.323469400405884
South Sudan18732.3438560962677
South Sudan18762.405834436416626
South Sudan18772.426767110824585
South Sudan18792.4690535068511963
South Sudan18802.4904072284698486
South Sudan18812.511899948120117
South Sudan18822.533536911010742
South Sudan18832.555316209793091
South Sudan18842.577239513397217
South Sudan18852.59930682182312
South Sudan18872.6438798904418945
South Sudan18882.6663870811462402
South Sudan18912.7347981929779053
South Sudan18932.7811594009399414
South Sudan18942.8045668601989746
South Sudan18952.828129768371582
South Sudan18962.8518459796905518
South Sudan18972.8757171630859375
South Sudan18982.8997435569763184
South Sudan18992.9239282608032227
South Sudan19002.9482712745666504
South Sudan19033.0222556591033936
South Sudan19053.0723845958709717
South Sudan19063.0976943969726562
South Sudan19083.1488075256347656
South Sudan19093.174614191055298
South Sudan19103.2005887031555176
South Sudan19123.252741575241089
South Sudan19133.2792224884033203
South Sudan19163.359691619873047
South Sudan19183.401954412460327
South Sudan19203.432337522506714
South Sudan19213.4476301670074463
South Sudan19223.4629926681518555
South Sudan19243.4939217567443848
South Sudan19253.5094900131225586
South Sudan19263.5251262187957764
South Sudan19283.556610584259033
South Sudan19323.620424747467041
South Sudan19343.652759075164795
South Sudan19353.669034481048584
South Sudan19363.685382843017578
South Sudan19373.7018039226531982
South Sudan19383.7182979583740234
South Sudan19393.7348647117614746
South Sudan19403.75150728225708
South Sudan19443.8188185691833496
South Sudan19463.852923631668091
South Sudan19473.870091676712036
Tokelau170091.69999694824219
Yugoslavia160010.797439575195312
Yugoslavia170010.797439575195312
~ Changed values: 33,473 / 81,747 (40.95%) — showing the 100 most anomalous rows
countryyearpopulation_density -population_density +anomaly score
Mayotte18000.1737967878580093417.96791458129882898%
Mayotte18100.2165775448083877618.32887649536132898%
Mayotte18200.2727272808551788318.7005348205566497%
Mayotte19400.534759342670440733.6096267700195397%
Mayotte18300.3422459959983825719.07753944396972796%
Mayotte19300.534759342670440727.09625625610351696%
Mayotte19200.534759342670440724.5294113159179796%
Mayotte18400.42780748009681719.46256637573242296%
Mayotte19100.534759342670440722.38502693176269595%
Gambia17900.180434778332710277.4833002090454195%
Mayotte19000.534759342670440721.94117736816406295%
Mayotte18900.534759342670440721.5080223083496195%
Mayotte18800.534759342670440721.08288764953613395%
Mayotte18700.534759342670440720.66577529907226695%
Mayotte18600.534759342670440720.25668525695800895%
Mayotte18500.534759342670440719.85561561584472795%
Gambia17800.199802368879318246.81650209426879994%
Singapore182042.313369750976561.392757654190063594%
Singapore181941.958217620849611.392757654190063594%
Singapore180041.782730102539061.392757654190063594%
Singapore180141.782730102539061.392757654190063594%
Singapore180241.782730102539061.392757654190063594%
Singapore180341.782730102539061.392757654190063594%
Singapore180441.782730102539061.392757654190063594%
Singapore180541.782730102539061.392757654190063594%
Singapore180641.782730102539061.392757654190063594%
Singapore180741.782730102539061.392757654190063594%
Singapore180841.782730102539061.392757654190063594%
Singapore180941.782730102539061.392757654190063594%
Singapore181041.782730102539061.392757654190063594%
Singapore181141.782730102539061.392757654190063594%
Singapore181241.782730102539061.392757654190063594%
Singapore181341.782730102539061.392757654190063594%
Singapore181441.782730102539061.392757654190063594%
Singapore181541.782730102539061.392757654190063594%
Singapore181641.782730102539061.392757654190063594%
Singapore181741.782730102539061.392757654190063594%
Singapore181841.782730102539061.392757654190063594%
Hong Kong184026.7333335876464840.952380955219268893%
Gambia17700.221343874931335456.14970350265502993%
Hong Kong183926.2904758453369140.952380955219268893%
Hong Kong183825.855237960815430.952380955219268893%
Sierra Leone17600.213840395212173465.77806854248046993%
Sierra Leone17700.23760044574737556.39472150802612393%
Sierra Leone17500.19244943559169775.16140222549438593%
Hong Kong183725.427619934082030.952380955219268893%
Sierra Leone17800.2640066444873817.01137447357177793%
Hong Kong183625.006666183471680.952380955219268893%
Sierra Leone17400.173205867409706124.544749259948730593%
Sierra Leone17900.293336093425750737.62802696228027393%
Hong Kong183524.592380523681640.952380955219268893%
Hong Kong183424.184761047363280.952380955219268892%
Sierra Leone17300.155888050794601443.928096532821655392%
Hong Kong183323.7847614288330080.952380955219268892%
Hong Kong183223.3914279937744140.952380955219268892%
Hong Kong183123.0038089752197270.952380955219268892%
Hong Kong183022.622858047485350.952380955219268892%
Sierra Leone17200.140302017331123353.31144356727600192%
Hong Kong182922.2638092041015620.952380955219268892%
Falkland Islands18000.124075599014759060.00534100225195288792%
Hong Kong182821.9247627258300780.952380955219268892%
Hong Kong182721.607618331909180.952380955219268892%
Hong Kong182621.3095245361328120.952380955219268891%
Gambia17600.24515810608863835.4829049110412691%
Hong Kong182521.0314292907714840.952380955219268891%
Hong Kong182420.7733325958251950.952380955219268891%
Hong Kong182320.535238265991210.952380955219268891%
Sierra Leone17100.1262676715850832.69479084014892691%
Hong Kong182220.315238952636720.952380955219268891%
Hong Kong182120.1142864227294920.952380955219268891%
Hong Kong182019.9314289093017580.952380955219268891%
Hong Kong181919.7666664123535160.952380955219268891%
Hong Kong181819.6190471649169920.952380955219268891%
Hong Kong181719.489522933959960.952380955219268891%
Hong Kong181619.377141952514650.952380955219268891%
Hong Kong181519.2819042205810550.952380955219268891%
Hong Kong181419.2028579711914060.952380955219268891%
Hong Kong181319.1399993896484380.952380955219268891%
Hong Kong181219.0933341979980470.952380955219268890%
Hong Kong181119.0628566741943360.952380955219268890%
Hong Kong180019.0476188659667970.952380955219268890%
Hong Kong180119.0476188659667970.952380955219268890%
Hong Kong180219.0476188659667970.952380955219268890%
Hong Kong180319.0476188659667970.952380955219268890%
Hong Kong180419.0476188659667970.952380955219268890%
Hong Kong180519.0476188659667970.952380955219268890%
Hong Kong180619.0476188659667970.952380955219268890%
Hong Kong180719.0476188659667970.952380955219268890%
Hong Kong180819.0476188659667970.952380955219268890%
Hong Kong180919.0476188659667970.952380955219268890%
Hong Kong181019.0476188659667970.952380955219268890%
Sierra Leone-80000.00188417849130928520.0346910506486892790%
Sierra Leone-90000.0014131338102743030.02601828798651695390%
Sierra Leone-70000.00252147414721548560.0462593510746955990%
Sierra Leone-40000.0059850374236702920.1096564158797264190%
Sierra Leone-50000.0044887778349220750.0822388455271720990%
Sierra Leone-60000.00336658349260687830.06167913600802421690%
Sierra Leone-20000.0106539204716682430.1949432045221328790%
Sierra Leone2000.023385979235172270.4278609156608581590%
Sierra Leone5000.032086450606584550.586921572685241790%
~ population_density.country dimnew dataremoved data
+ New values: 5,337 / 81,747 (6.53%) — showing a random sample of 100 rows
yearcountry
1817American Samoa
1833American Samoa
1844American Samoa
1847American Samoa
1804Anguilla
1808Anguilla
1888Anguilla
1925Anguilla
1843Aruba
1905Bermuda
1945Bermuda
1844British Virgin Islands
1846British Virgin Islands
1928British Virgin Islands
1934British Virgin Islands
1825Cayman Islands
1898Cayman Islands
1857Channel Islands
1889Channel Islands
1816Cook Islands
1838Cook Islands
1842Cook Islands
1908Cook Islands
-4000Czechoslovakia
1826Czechoslovakia
1845Czechoslovakia
1846Ethiopia (former)
1932Ethiopia (former)
1833Falkland Islands
1826Faroe Islands
1854Faroe Islands
1886Faroe Islands
1801French Guiana
1838French Guiana
1854French Guiana
1858French Polynesia
1942French Polynesia
1819Gibraltar
1843Greenland
1934Greenland
1804Guadeloupe
1908Guam
1922Guam
1839Ireland
1841Ireland
1879Ireland
1885Ireland
1894Ireland
1913Ireland
1848Isle of Man
1886Isle of Man
1808Martinique
1853Martinique
1837Mayotte
1867Mayotte
1895Montserrat
1906Montserrat
1909Netherlands Antilles
1819New Caledonia
1839New Caledonia
1886New Caledonia
1905New Caledonia
1928New Caledonia
1803Niue
1831Niue
1844Niue
1803Northern Mariana Islands
1815Northern Mariana Islands
1897Northern Mariana Islands
1827Puerto Rico
1832Puerto Rico
1804Reunion
1824Saint Helena
1833Saint Helena
1887Saint Helena
1897Saint Helena
1943Saint Helena
1848Saint Pierre and Miquelon
1871Saint Pierre and Miquelon
1946Saint Pierre and Miquelon
1829Tokelau
1842Tokelau
1859Tokelau
1861Tokelau
1937Tokelau
1826Turks and Caicos Islands
1829Turks and Caicos Islands
1848Turks and Caicos Islands
1822United States Virgin Islands
1905United States Virgin Islands
1814Wallis and Futuna
1822Wallis and Futuna
1923Wallis and Futuna
1939Wallis and Futuna
1827Western Sahara
1846Western Sahara
1901Western Sahara
1827Yugoslavia
1849Yugoslavia
1864Yugoslavia
- Removed values: 166 / 81,747 (0.20%) — showing a random sample of 100 rows
yearcountry
1993Czechoslovakia
1700French Polynesia
1788Guam
1640Macao
1940Netherlands Antilles
1820Saint Martin (French part)
1800South Sudan
1802South Sudan
1803South Sudan
1805South Sudan
1806South Sudan
1807South Sudan
1809South Sudan
1810South Sudan
1811South Sudan
1813South Sudan
1814South Sudan
1817South Sudan
1820South Sudan
1824South Sudan
1827South Sudan
1830South Sudan
1831South Sudan
1832South Sudan
1835South Sudan
1836South Sudan
1837South Sudan
1838South Sudan
1839South Sudan
1841South Sudan
1842South Sudan
1843South Sudan
1846South Sudan
1847South Sudan
1848South Sudan
1849South Sudan
1850South Sudan
1851South Sudan
1853South Sudan
1856South Sudan
1858South Sudan
1860South Sudan
1861South Sudan
1863South Sudan
1865South Sudan
1867South Sudan
1870South Sudan
1872South Sudan
1873South Sudan
1876South Sudan
1877South Sudan
1879South Sudan
1880South Sudan
1881South Sudan
1882South Sudan
1883South Sudan
1884South Sudan
1885South Sudan
1887South Sudan
1888South Sudan
1891South Sudan
1893South Sudan
1894South Sudan
1895South Sudan
1896South Sudan
1897South Sudan
1898South Sudan
1899South Sudan
1900South Sudan
1903South Sudan
1905South Sudan
1906South Sudan
1908South Sudan
1909South Sudan
1910South Sudan
1912South Sudan
1913South Sudan
1916South Sudan
1918South Sudan
1920South Sudan
1921South Sudan
1922South Sudan
1924South Sudan
1925South Sudan
1926South Sudan
1928South Sudan
1932South Sudan
1934South Sudan
1935South Sudan
1936South Sudan
1937South Sudan
1938South Sudan
1939South Sudan
1940South Sudan
1944South Sudan
1946South Sudan
1947South Sudan
1700Tokelau
1600Yugoslavia
1700Yugoslavia
~ population_density.year dimnew dataremoved data
+ New values: 5,337 / 81,747 (6.53%) — showing a random sample of 100 rows
countryyear
American Samoa1817
American Samoa1833
American Samoa1844
American Samoa1847
Anguilla1804
Anguilla1808
Anguilla1888
Anguilla1925
Aruba1843
Bermuda1905
Bermuda1945
British Virgin Islands1844
British Virgin Islands1846
British Virgin Islands1928
British Virgin Islands1934
Cayman Islands1825
Cayman Islands1898
Channel Islands1857
Channel Islands1889
Cook Islands1816
Cook Islands1838
Cook Islands1842
Cook Islands1908
Czechoslovakia-4000
Czechoslovakia1826
Czechoslovakia1845
Ethiopia (former)1846
Ethiopia (former)1932
Falkland Islands1833
Faroe Islands1826
Faroe Islands1854
Faroe Islands1886
French Guiana1801
French Guiana1838
French Guiana1854
French Polynesia1858
French Polynesia1942
Gibraltar1819
Greenland1843
Greenland1934
Guadeloupe1804
Guam1908
Guam1922
Ireland1839
Ireland1841
Ireland1879
Ireland1885
Ireland1894
Ireland1913
Isle of Man1848
Isle of Man1886
Martinique1808
Martinique1853
Mayotte1837
Mayotte1867
Montserrat1895
Montserrat1906
Netherlands Antilles1909
New Caledonia1819
New Caledonia1839
New Caledonia1886
New Caledonia1905
New Caledonia1928
Niue1803
Niue1831
Niue1844
Northern Mariana Islands1803
Northern Mariana Islands1815
Northern Mariana Islands1897
Puerto Rico1827
Puerto Rico1832
Reunion1804
Saint Helena1824
Saint Helena1833
Saint Helena1887
Saint Helena1897
Saint Helena1943
Saint Pierre and Miquelon1848
Saint Pierre and Miquelon1871
Saint Pierre and Miquelon1946
Tokelau1829
Tokelau1842
Tokelau1859
Tokelau1861
Tokelau1937
Turks and Caicos Islands1826
Turks and Caicos Islands1829
Turks and Caicos Islands1848
United States Virgin Islands1822
United States Virgin Islands1905
Wallis and Futuna1814
Wallis and Futuna1822
Wallis and Futuna1923
Wallis and Futuna1939
Western Sahara1827
Western Sahara1846
Western Sahara1901
Yugoslavia1827
Yugoslavia1849
Yugoslavia1864
- Removed values: 166 / 81,747 (0.20%) — showing a random sample of 100 rows
countryyear
Czechoslovakia1993
French Polynesia1700
Guam1788
Macao1640
Netherlands Antilles1940
Saint Martin (French part)1820
South Sudan1800
South Sudan1802
South Sudan1803
South Sudan1805
South Sudan1806
South Sudan1807
South Sudan1809
South Sudan1810
South Sudan1811
South Sudan1813
South Sudan1814
South Sudan1817
South Sudan1820
South Sudan1824
South Sudan1827
South Sudan1830
South Sudan1831
South Sudan1832
South Sudan1835
South Sudan1836
South Sudan1837
South Sudan1838
South Sudan1839
South Sudan1841
South Sudan1842
South Sudan1843
South Sudan1846
South Sudan1847
South Sudan1848
South Sudan1849
South Sudan1850
South Sudan1851
South Sudan1853
South Sudan1856
South Sudan1858
South Sudan1860
South Sudan1861
South Sudan1863
South Sudan1865
South Sudan1867
South Sudan1870
South Sudan1872
South Sudan1873
South Sudan1876
South Sudan1877
South Sudan1879
South Sudan1880
South Sudan1881
South Sudan1882
South Sudan1883
South Sudan1884
South Sudan1885
South Sudan1887
South Sudan1888
South Sudan1891
South Sudan1893
South Sudan1894
South Sudan1895
South Sudan1896
South Sudan1897
South Sudan1898
South Sudan1899
South Sudan1900
South Sudan1903
South Sudan1905
South Sudan1906
South Sudan1908
South Sudan1909
South Sudan1910
South Sudan1912
South Sudan1913
South Sudan1916
South Sudan1918
South Sudan1920
South Sudan1921
South Sudan1922
South Sudan1924
South Sudan1925
South Sudan1926
South Sudan1928
South Sudan1932
South Sudan1934
South Sudan1935
South Sudan1936
South Sudan1937
South Sudan1938
South Sudan1939
South Sudan1940
South Sudan1944
South Sudan1946
South Sudan1947
Tokelau1700
Yugoslavia1600
Yugoslavia1700
~ Table projections🟡 3 · 🟢 1 column(s) changed
table metadata diff
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
-     url_download: |-
- https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/hyde33_c7_base_mrt2023/txt/all_indicators.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
+     url_download:
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/gbc2025_7apr_base/txt/
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-       Environment (HYDE, v 3.3) and replaces former HYDE 3.2 version from 2017. HYDE is and
-       internally consistent combination of updated historical population estimates and land use.
-       Categories include cropland, with a new distinction into irrigated and rain fed crops (other
-       than rice) and irrigated and rain fed rice. Also grazing lands are provided, divided into more
-       intensively used pasture, converted rangeland and non-converted natural (less intensively
-       used) rangeland. Population is represented by maps of total, urban, rural population and
-       population density as well as built-up area. The period covered is 10 000 BCE to 2023 CE.
-       Spatial resolution is 5 arc minutes (approx. 85 km2 at the equator), the files are in ESRI
-       ASCII grid format.
-     title_snapshot: History Database of the Global Environment – General files
+       Environment (HYDE, v 3.5) and replaces the former HYDE 3.4 version. HYDE is an internally
+       consistent combination of updated historical population estimates and land use. Categories
+       include cropland, with a distinction into irrigated and rain fed crops (other than rice) and
+       irrigated and rain fed rice. Also grazing lands are provided, divided into more intensively
+       used pasture, converted rangeland and non-converted natural (less intensively used) rangeland.
+       Population is represented by maps of total, urban, rural population and population density as
+       well as built-up area. The period covered is 10,000 BCE to 2025 CE. Spatial resolution is 5
+       arc minutes (approx. 85 km2 at the equator), the files are in ArcMap ASCII grid format (netCDF
+       added as an additional output format).
+ 
+       Major updates in HYDE 3.5 include: new radiocarbon data from the IMSET project providing
+       estimates for Eurasia of the onset of agriculture; new archaeological expertise from the
+       ArchaeoGlobe Project for the onset of agriculture outside Eurasia; use of European Space
+       Agency (ESA) satellite land-cover information for the spatial land-use allocation on a yearly
+       basis from 1992–2018; use of MODIS imagery and MapBiomas statistics for Brazil (1985–2023),
+       Indonesia (2000–2023) and China (1900–2019); updated FAO data for 1961–2022 (2023–2025
+       extrapolated); extension of the database to year 2025; and more sub-national input for
+       cropland and grazing land.
+     title_snapshot: History Database of the Global Environment - General files
-       Utrecht University/PBL Netherlands Environmental Assessment Agency – History Database of the
-       Global Environment (HYDE v 3.3, 2023).
+       Utrecht University/PBL Netherlands Environmental Assessment Agency - History Database of the
+       Global Environment (HYDE v 3.5, 2025).
-     attribution: HYDE (2023)
+     attribution: HYDE (2025)
-     version_producer: '3.3'
-     url_main: https://doi.org/10.24416/UU01-AEZZIT
+     version_producer: '3.5'
+     url_main: https://doi.org/10.24416/UU01-F45D44
-     https://geo.public.data.uu.nl/vault-hyde/HYDE%203.3%5B1701183392%5D/original/general_files.zip
-     date_accessed: '2024-01-02'
-     date_published: '2023-11-30'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://doi.org/10.24416/UU01-AEZZIT
+     https://geo.public.data.uu.nl/vault-hyde/hyde35_c9_apr2025%5B1749214444%5D/original/general_files.zip
+     date_accessed: '2026-06-08'
+     date_published: '2025-06-11'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY-NC 4.0
+       url: https://creativecommons.org/licenses/by-nc/4.0/
-     citation_full: 'Food and Agriculture Organization of the United Nations – Land, Inputs and
+     citation_full: 'Food and Agriculture Organization of the United Nations - Land, Inputs and
-     producer: Gapminder
-     title: Population
-     description: |-
-       Gapminder's population data is divided into two chunks: One long historical trend for the
-       global population that goes back to 10,000 BC. And the second chunk is country estimates that
-       only reaches back to 1800.
- 
-       For the first chunk, several sources were used. You can learn more at
-       https://docs.google.com/spreadsheets/d/1hkLbEilJbl630IG68q-aQJlUjuTFm9b_12nQMVd1sZM/edit#gid=0.
-       For the second chunk, Gapminder uses UN population data between 1950 to 2100 from the UN
-       Population Division World Population Prospects 2019, and the forecast to the year 2100 uses
-       their medium-fertility variant.
- 
-       For years before 1950, this version uses the data documented in greater detail by Mattias
-       Lindgren in version 3. The main source was Angus Maddison's data, which CLIO Infra Project
-       maintained and improved. Note that when combining version 3 with the new UN data, the trends
-       for a few countries didn't match up in the overlapping year 1950.
- 
-       Minor adjustments were made to the years before and after to smooth out discrepancies between
-       the two sources and avoid spurious jumps in Gapminder's visualizations.
- 
-       Visit https://www.gapminder.org/data/documentation/gd003/ to learn more about the methodology
-       used and the data from back to 10,000 BC.
+     producer: Federico and Tena-Junguito
+     title: World Population Historical Database (1991 borders)
+     description: |-
+       Annual population estimates for all polities from 1800 to 1938, harmonized to 1991 political
+       borders. The Federico–Tena World Population Historical Database is the result of re-estimating
+       historical population series using first-hand sources and country-specific literature; the
+       2026 update revises the Africa series using Patrick Manning's African Population Database
+       1850–1960 and other regional sources. Values are reported in thousands of people.
-     citation_full: Gapminder Population v7 (2022)
-     attribution: Gapminder, Population v7 (2022)
-     attribution_short: Gapminder
-     version_producer: v7
-     url_main: http://gapm.io/dpop
-     url_download: https://gapm.io/dl_popv7
-     date_accessed: '2023-03-31'
-     date_published: '2022-10-19'
+     citation_full: |-
+       Federico, Giovanni and Antonio Tena-Junguito (2025). Federico–Tena World Population Historical
+       Database: World Population borders 1991 (2026), V2. doi:10.21950/GW7SOZ. Building on Federico,
+       G. and Tena-Junguito, A. (2023). "How many people on Earth? World Population 1800-1938".
+       Working Papers in Economic History 23-02, Instituto Figuerola, Universidad Carlos III de
+       Madrid.
+     attribution: Federico–Tena (2026)
+     attribution_short: Federico–Tena
+     version_producer: V2 (2026 update, 1991 borders)
+     url_main: https://www.uc3m.es/research/federico-tena-population
+     url_download: https://edatos.consorciomadrono.es/api/access/datafile/51077
+     date_accessed: '2026-05-20'
+     date_published: '2026-01-26'
-       url:
-       https://docs.google.com/document/d/1-RmthhS2EPMK_HIpnPctcXpB0n7ADSWnXa5Hb3PxNq4/edit?usp=sharing
-   - !!python/object:owid.catalog.core.meta.Origin
-     producer: Gapminder
-     title: Systema Globalis
-     description: Data by Gapminder on population and other indicators. It provides data on former
-     countries and regions.
-     title_snapshot: null
-     description_snapshot: null
-     citation_full: Gapminder – Systema Globalis (2023)
-     attribution: Gapminder – Systema Globalis (2022)
-     attribution_short: Gapminder
-     version_producer: null
-     url_main: https://github.com/open-numbers/ddf--gapminder--systema_globalis
-     url_download: null
-     date_accessed: '2023-03-31'
-     date_published: '2023-02-21'
-     license: !!python/object:owid.catalog.core.meta.License
-       name: CC BY 4.0
-       url: https://github.com/open-numbers/ddf--gapminder--systema_globalis
+       url: https://creativecommons.org/licenses/by/4.0/
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ projections.population_density_projection 🟡 median anomaly score 1.5%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 2 / 19,714 (0.01%)
countryyearpopulation_density_projection
Svalbard and Jan Mayen2024NaN
Svalbard and Jan Mayen2025NaN
~ Changed values: 308 / 19,714 (1.56%) — showing the 100 most anomalous rows
countryyearpopulation_density_projection -population_density_projection +anomaly score
Upper-middle-income countries210051.5852470397949246.49937820434575.2%
Upper-middle-income countries209951.9922294616699246.878555297851565.2%
Upper-middle-income countries209852.4003715515136747.25904464721685.2%
Upper-middle-income countries209752.8100051879882847.641311645507815.1%
Upper-middle-income countries209653.2209205627441448.024806976318365.1%
Upper-middle-income countries209553.63232803344726648.409030914306645.1%
Upper-middle-income countries209454.0446968078613348.794330596923835.1%
Upper-middle-income countries209354.4584426879882849.1809387207031255.1%
Upper-middle-income countries209254.8734855651855549.568920135498055.1%
Upper-middle-income countries209155.2899627685546949.958644866943365.1%
Upper-middle-income countries209055.7090034484863350.35108566284185.1%
Upper-middle-income countries208956.1305198669433650.7460632324218755.0%
Upper-middle-income countries208856.553722381591851.142917633056645.0%
Upper-middle-income countries208756.9789237976074251.541713714599615.0%
Upper-middle-income countries208657.4051246643066451.9415664672851565.0%
Upper-middle-income countries208557.8321800231933652.342571258544925.0%
Upper-middle-income countries208458.2604103088378952.745151519775395.0%
Upper-middle-income countries208358.6881904602050853.147510528564455.0%
Upper-middle-income countries208259.1140403747558653.548507690429694.9%
Upper-middle-income countries208159.5376396179199253.94810867309574.9%
Upper-middle-income countries208059.95877838134765654.3458213806152344.9%
Upper-middle-income countries207960.3762664794921954.740505218505864.9%
Upper-middle-income countries207860.7890090942382855.131275177001954.9%
Upper-middle-income countries207761.1977272033691455.518684387207034.9%
Upper-middle-income countries207661.602062225341855.90259933471684.9%
Upper-middle-income countries207562.0016937255859456.2829971313476564.8%
Upper-middle-income countries207462.39690780639648456.659683227539064.8%
Upper-middle-income countries207362.7876472473144557.0326576232910164.8%
Upper-middle-income countries207263.1743316650390657.402717590332034.8%
Upper-middle-income countries207163.557006835937557.76988601684574.8%
Upper-middle-income countries207063.93672943115234458.135150909423834.8%
Upper-middle-income countries206964.3146896362304758.499416351318364.7%
Upper-middle-income countries206864.6906890869140658.862766265869144.7%
Upper-middle-income countries206765.0652313232421959.225326538085944.7%
Upper-middle-income countries206665.4371948242187559.585952758789064.7%
Upper-middle-income countries206565.8063507080078159.944622039794924.7%
Upper-middle-income countries206466.1731338500976660.3014144897460944.6%
Upper-middle-income countries206366.5358581542968860.6549301147460944.6%
Upper-middle-income countries206266.8942108154296961.005084991455084.6%
Upper-middle-income countries206167.2473068237304761.350906372070314.6%
Upper-middle-income countries206067.593162536621161.690315246582034.6%
Upper-middle-income countries205967.9304656982421962.022033691406254.5%
Upper-middle-income countries205868.2570724487304762.3439903259277344.5%
Upper-middle-income countries205768.5707855224609462.654228210449224.5%
Upper-middle-income countries205668.870582580566462.951492309570314.5%
Upper-middle-income countries205569.1545257568359463.233947753906254.5%
Upper-middle-income countries205469.4205932617187563.499927520751954.5%
Upper-middle-income countries205369.667625427246163.7482261657714844.4%
Upper-middle-income countries205269.8954620361328163.978969573974614.4%
Upper-middle-income countries205170.1024322509765664.19069671630864.4%
Upper-middle-income countries205070.2868041992187564.381881713867194.4%
Upper-middle-income countries204970.4497680664062564.553726196289064.4%
Upper-middle-income countries204870.5914230346679764.706245422363284.3%
Upper-middle-income countries204770.7117462158203164.83937835693364.3%
Upper-middle-income countries204670.8126373291015664.95517730712894.3%
Upper-middle-income countries204570.8949050903320365.054748535156254.3%
Upper-middle-income countries204470.958641052246165.137763977050784.3%
Upper-middle-income countries204371.0058746337890665.205848693847664.3%
Upper-middle-income countries204271.0384063720703165.260826110839844.2%
Upper-middle-income countries204171.0569458007812565.303504943847664.2%
Upper-middle-income countries204071.0613632202148465.333702087402344.2%
Upper-middle-income countries203971.0522613525390665.35156254.2%
Upper-middle-income countries203871.0303802490234465.357818603515624.2%
Upper-middle-income countries203770.9965209960937565.353378295898444.1%
Upper-middle-income countries203670.9514312744140665.33852386474614.1%
Upper-middle-income countries203570.895042419433665.312973022460944.1%
Upper-middle-income countries203470.8274383544921965.27687835693364.1%
Upper-middle-income countries203370.7485733032226665.230216979980474.1%
Upper-middle-income countries203270.6575164794921965.172164916992194.0%
Lower-middle-income countries2024154.0870361328125167.00532531738284.0%
Upper-middle-income countries203170.5541687011718865.102577209472664.0%
Lower-middle-income countries2025156.09347534179688169.102691650390624.0%
Upper-middle-income countries203070.438499450683665.021568298339844.0%
Upper-middle-income countries202970.3100509643554764.928581237792974.0%
Lower-middle-income countries2026158.1000213623047171.20271301269534.0%
Lower-middle-income countries2027160.11004638671875173.312118530273444.0%
Upper-middle-income countries202870.1679840087890664.822990417480474.0%
Lower-middle-income countries2028162.1230010986328175.421813964843753.9%
Upper-middle-income countries202770.0108108520507864.70334625244143.9%
Lower-middle-income countries2029164.13214111328125177.525115966796883.9%
Upper-middle-income countries202669.8388214111328164.570007324218753.9%
Upper-middle-income countries202569.642311096191464.409675598144533.9%
Lower-middle-income countries2030166.1333770751953179.617828369140623.9%
Upper-middle-income countries202469.4265213012695364.22898101806643.9%
Lower-middle-income countries2031168.12454223632812181.69824218753.9%
Lower-middle-income countries2032170.1016082763672183.762207031253.9%
Lower-middle-income countries2033172.0623016357422185.807800292968753.8%
Lower-middle-income countries2034174.00546264648438187.83381652832033.8%
Lower-middle-income countries2035175.9283447265625189.837661743164063.8%
Lower-middle-income countries2036177.83021545410156191.818710327148443.8%
Lower-middle-income countries2037179.7069091796875193.772933959960943.8%
Lower-middle-income countries2038181.55703735351562195.698348999023443.7%
Lower-middle-income countries2039183.3808135986328197.594055175781253.7%
Lower-middle-income countries2040185.1749267578125199.457214355468753.7%
Lower-middle-income countries2041186.94064331054688201.288970947265623.7%
Lower-middle-income countries2042188.6771697998047203.08735656738283.7%
Lower-middle-income countries2043190.3815460205078204.849212646484383.7%
Lower-middle-income countries2044192.0542449951172206.57527160644533.6%
Lower-middle-income countries2045193.6953887939453208.265884399414063.6%
Lower-middle-income countries2046195.30372619628906209.91877746582033.6%
~ projections.population_projection 🟡 median anomaly score 1.4%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 2 / 19,714 (0.01%)
countryyearpopulation_projection
Svalbard and Jan Mayen20242400
Svalbard and Jan Mayen20252400
~ Changed values: 308 / 19,714 (1.56%) — showing the 100 most anomalous rows
countryyearpopulation_projection -population_projection +anomaly score
Upper-middle-income countries2100229111877820707718255.1%
Upper-middle-income countries2099230919457720876578675.0%
Upper-middle-income countries2098232732203621046023265.0%
Upper-middle-income countries2097234551560721216260255.0%
Upper-middle-income countries2096236376596021387043315.0%
Upper-middle-income countries2095238203829121558150155.0%
Upper-middle-income countries2094240035336021729737745.0%
Upper-middle-income countries2093241872956321901905705.0%
Upper-middle-income countries2092243716342222074687544.9%
Upper-middle-income countries2091245566097322248245664.9%
Upper-middle-income countries2090247427224422423012344.9%
Upper-middle-income countries2089249299361222598907734.9%
Upper-middle-income countries2088251178988922775640694.9%
Upper-middle-income countries2087253067477222953237364.9%
Upper-middle-income countries2086254960421723131305914.9%
Upper-middle-income countries2085256857154023309887064.8%
Upper-middle-income countries2084258759111223489168964.8%
Upper-middle-income countries2083260659062923668352414.8%
Upper-middle-income countries2082262550435723846929854.8%
Upper-middle-income countries2081264431819924024886074.8%
Upper-middle-income countries2080266302278824201999714.8%
Upper-middle-income countries2079268156520124377766934.8%
Upper-middle-income countries2078269989685224551789054.7%
Upper-middle-income countries2077271804967224724314554.7%
Upper-middle-income countries2076273600791324895285214.7%
Upper-middle-income countries2075275375719125064689114.7%
Upper-middle-income countries2074277131044225232440324.7%
Upper-middle-income countries2073278866471625398538464.7%
Upper-middle-income countries2072280583910225563337844.7%
Upper-middle-income countries2071282283528825726850864.6%
Upper-middle-income countries2070283970044725889515584.6%
Upper-middle-income countries2069285648709726051733524.6%
Upper-middle-income countries2068287318699426213545394.6%
Upper-middle-income countries2067288982182926375006454.6%
Upper-middle-income countries2066290634255026535605454.5%
Upper-middle-income countries2065292273808126695331634.5%
Upper-middle-income countries2064293902848926854223994.5%
Upper-middle-income countries2063295513873727011656884.5%
Upper-middle-income countries2062297105452427167592434.5%
Upper-middle-income countries2061298673701927321597554.5%
Upper-middle-income countries2060300209801827472747384.4%
Upper-middle-income countries2059301707925127620472224.4%
Upper-middle-income countries2058303158524027763851054.4%
Upper-middle-income countries2057304551856427902009574.4%
Upper-middle-income countries2056305883362128034392084.4%
Upper-middle-income countries2055307144476528160177874.3%
Upper-middle-income countries2054308326191928278627924.3%
Upper-middle-income countries2053309423355628389202964.3%
Upper-middle-income countries2052310435282828491961674.3%
Upper-middle-income countries2051311354518628586250054.3%
Upper-middle-income countries2050312173411528671391914.3%
Upper-middle-income countries2049312897186028747921254.2%
Upper-middle-income countries2048313526360828815841184.2%
Upper-middle-income countries2047314060753628875130124.2%
Upper-middle-income countries2046314508865128926698484.2%
Upper-middle-income countries2045314874248528971040554.2%
Upper-middle-income countries2044315157328529008011414.1%
Upper-middle-income countries2043315367107429038332194.1%
Upper-middle-income countries2042315511602729062815984.1%
Upper-middle-income countries2041315593914129081820274.1%
Upper-middle-income countries2040315613557329095270424.1%
Upper-middle-income countries2039315573109529103223694.0%
Upper-middle-income countries2038315475930029106009794.0%
Upper-middle-income countries2037315325571229104031504.0%
Upper-middle-income countries2036315125291129097415494.0%
Upper-middle-income countries2035314874851629086037414.0%
Upper-middle-income countries2034314574584129069963133.9%
Upper-middle-income countries2033314224309329049184823.9%
Upper-middle-income countries2032313819886629023330103.9%
Upper-middle-income countries2031313360895528992340763.9%
Upper-middle-income countries2030312847148928956264063.9%
Upper-middle-income countries2029312276653328914855293.8%
Upper-middle-income countries2028311645672928867832663.8%
Upper-middle-income countries2027310947607628814550963.8%
Upper-middle-income countries2026310183720128755169683.8%
Upper-middle-income countries2025309310952128683770723.8%
Upper-middle-income countries2024308352526028603298393.8%
Lower-middle-income countries2024290755014931223390163.6%
Lower-middle-income countries2025294541080131615516203.5%
Lower-middle-income countries2026298327355032008137793.5%
Lower-middle-income countries2027302120166832402512413.5%
Lower-middle-income countries2028305918504332796940313.5%
Lower-middle-income countries2029309709684133190175163.5%
Lower-middle-income countries2030313485913133581430563.4%
Lower-middle-income countries2031317243132533970386633.4%
Lower-middle-income countries2032320973784734356264323.4%
Lower-middle-income countries2033324673511134738709783.4%
Lower-middle-income countries2034328340165635117496443.4%
Lower-middle-income countries2035331968545135492133923.3%
Lower-middle-income countries2036335557308935862512203.3%
Lower-middle-income countries2037339098540736227876253.3%
Lower-middle-income countries2038342589641236587850573.3%
Lower-middle-income countries2039346031009236942274513.3%
Lower-middle-income countries2040349416432437290609673.3%
Lower-middle-income countries2041352748232737633076403.2%
Lower-middle-income countries2042356024990237969304643.2%
Lower-middle-income countries2043359241074438298700333.2%
Lower-middle-income countries2044362397375338621405473.2%
Lower-middle-income countries2045365494134738937482273.2%
Lower-middle-income countries2046368528985039246510423.1%
~ projections.world_pop_share_projection 🟡 median anomaly score 1.4%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 2 / 19,714 (0.01%)
countryyearworld_pop_share_projection
Svalbard and Jan Mayen20242.940465674328152e-05
Svalbard and Jan Mayen20252.9155889933463186e-05
~ Changed values: 308 / 19,714 (1.56%) — showing the 100 most anomalous rows
countryyearworld_pop_share_projection -world_pop_share_projection +anomaly score
Upper-middle-income countries210022.5057239532470720.3412494659423835.1%
Upper-middle-income countries209922.655401229858420.4819145202636725.0%
Upper-middle-income countries209822.80684280395507820.6242771148681645.0%
Upper-middle-income countries209722.96024894714355520.768594741821295.0%
Upper-middle-income countries209623.11559104919433620.9146842956542975.0%
Upper-middle-income countries209523.27253913879394521.0623359680175785.0%
Upper-middle-income countries209423.43137359619140621.2117767333984385.0%
Upper-middle-income countries209323.5923328399658221.36315917968755.0%
Upper-middle-income countries209223.75539970397949221.5165309906005864.9%
Upper-middle-income countries209123.92065048217773421.6720676422119144.9%
Upper-middle-income countries209024.0885620117187521.8301811218261724.9%
Upper-middle-income countries208924.25912666320800821.9908218383789064.9%
Upper-middle-income countries208824.43207931518554722.153774261474614.9%
Upper-middle-income countries208724.60761642456054722.319126129150394.9%
Upper-middle-income countries208624.78542327880859422.4865970611572274.9%
Upper-middle-income countries208524.96556663513183622.6563491821289064.8%
Upper-middle-income countries208425.14833068847656222.8286991119384774.8%
Upper-middle-income countries208325.3331508636474623.002996444702154.8%
Upper-middle-income countries208225.5195579528808623.178901672363284.8%
Upper-middle-income countries208125.70753097534179723.356512069702154.8%
Upper-middle-income countries208025.89713668823242223.5357551574707034.8%
Upper-middle-income countries207926.0880870819091823.716348648071294.8%
Upper-middle-income countries207826.28006172180175823.8980426788330084.7%
Upper-middle-income countries207726.47353363037109424.081237792968754.7%
Upper-middle-income countries207626.6684303283691424.265943527221684.7%
Upper-middle-income countries207526.86462211608886724.4521713256835944.7%
Upper-middle-income countries207427.0622959136962924.6398887634277344.7%
Upper-middle-income countries207327.26146507263183624.8291378021240234.7%
Upper-middle-income countries207227.4623069763183625.0202598571777344.7%
Upper-middle-income countries207127.66487121582031225.2133026123046884.6%
Upper-middle-income countries207027.8695945739746125.4086761474609384.6%
Upper-middle-income countries206928.0769443511962925.6067333221435554.6%
Upper-middle-income countries206828.28691101074218825.8075866699218754.6%
Upper-middle-income countries206728.49976730346679726.01134681701664.6%
Upper-middle-income countries206628.71506309509277326.217542648315434.5%
Upper-middle-income countries206528.93270301818847726.426181793212894.5%
Upper-middle-income countries206429.15297126770019526.6373882293701174.5%
Upper-middle-income countries206329.37528228759765626.850687026977544.5%
Upper-middle-income countries206229.59964561462402327.0661849975585944.5%
Upper-middle-income countries206129.82586479187011727.2836284637451174.5%
Upper-middle-income countries206030.05334091186523427.5023612976074224.4%
Upper-middle-income countries205930.28181457519531227.7221088409423834.4%
Upper-middle-income countries205830.51061820983886727.9422225952148444.4%
Upper-middle-income countries205730.7391014099121128.162122726440434.4%
Upper-middle-income countries205630.96712493896484428.3815536499023444.4%
Upper-middle-income countries205531.19409561157226628.5999374389648444.3%
Upper-middle-income countries205431.41937065124511728.8167762756347664.3%
Upper-middle-income countries205331.6428623199462929.031927108764654.3%
Upper-middle-income countries205231.86479759216308629.24572753906254.3%
Upper-middle-income countries205132.08453750610351629.4576301574707034.3%
Upper-middle-income countries205032.3014450073242229.6670818328857424.3%
Upper-middle-income countries204932.51615142822265629.8747234344482424.2%
Upper-middle-income countries204832.72876358032226630.0806236267089844.2%
Upper-middle-income countries204732.93924713134765630.2847461700439454.2%
Upper-middle-income countries204633.1484527587890630.4880218505859384.2%
Upper-middle-income countries204533.35659790039062530.6908340454101564.2%
Upper-middle-income countries204433.56353378295898430.8928661346435554.1%
Upper-middle-income countries204333.7700538635253931.094747543334964.1%
Upper-middle-income countries204233.97672271728515631.2970829010009774.1%
Upper-middle-income countries204134.18373870849609431.5001449584960944.1%
Upper-middle-income countries204034.3910865783691431.703897476196294.1%
Upper-middle-income countries203934.59879302978515631.908182144165044.0%
Upper-middle-income countries203834.8070144653320332.113174438476564.0%
Upper-middle-income countries203735.0161285400390632.319309234619144.0%
Upper-middle-income countries203635.22650527954101632.5267562866210944.0%
Upper-middle-income countries203535.43808746337890632.73534011840824.0%
Upper-middle-income countries203435.65075302124023432.9450035095214843.9%
Upper-middle-income countries203335.8644218444824233.155685424804693.9%
Upper-middle-income countries203236.07859039306640633.3669395446777343.9%
Upper-middle-income countries203136.293323516845733.578804016113283.9%
Upper-middle-income countries203036.5086479187011733.791389465332033.9%
Upper-middle-income countries202936.7242355346679734.004333496093753.8%
Upper-middle-income countries202836.93964004516601634.217300415039063.8%
Upper-middle-income countries202737.1542701721191434.4297103881835943.8%
Upper-middle-income countries202637.3684768676757834.641952514648443.8%
Upper-middle-income countries202537.5759811401367234.845867156982423.8%
Upper-middle-income countries202437.7791671752929735.044589996337893.8%
Lower-middle-income countries202435.62313079833984438.254711151123053.6%
Lower-middle-income countries202535.7816963195800838.407436370849613.5%
Lower-middle-income countries202635.9401168823242238.560871124267583.5%
Lower-middle-income countries202736.0995063781738338.716869354248053.5%
Lower-middle-income countries202836.2607955932617238.8745079040527343.5%
Lower-middle-income countries202936.4223556518554739.032176971435553.5%
Lower-middle-income countries203036.58318710327148439.188869476318363.4%
Lower-middle-income countries203136.7429618835449239.3443565368652343.4%
Lower-middle-income countries203236.9010467529296939.497997283935553.4%
Lower-middle-income countries203337.0570564270019539.649501800537113.4%
Lower-middle-income countries203437.2108078002929739.7986755371093753.4%
Lower-middle-income countries203537.3619232177734439.945182800292973.3%
Lower-middle-income countries203637.5105133056640640.0891685485839843.3%
Lower-middle-income countries203737.6560554504394540.230163574218753.3%
Lower-middle-income countries203837.79851913452148440.368022918701173.3%
Lower-middle-income countries203937.93813323974609440.502758026123053.3%
Lower-middle-income countries204038.0744476318359440.634017944335943.3%
Lower-middle-income countries204138.20813369750976640.7624893188476563.2%
Lower-middle-income countries204238.33951568603515640.8882751464843753.2%
Lower-middle-income countries204338.4681549072265641.010910034179693.2%
Lower-middle-income countries204438.5944900512695341.130908966064453.2%
Lower-middle-income countries204538.71907806396484441.248908996582033.2%
Lower-middle-income countries204638.84204101562541.364849090576173.1%
~ projections.growth_rate_projection 🟢 median anomaly score 0.90%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
+ display:
+   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
+   <%- endif -%>
+   numDecimalPlaces: 1
-   - 10,000 BCE–1799: historical estimates by HYDE (v3.3).
+   - 10,000 BCE–1799: historical estimates by HYDE (v3.5).
-   - 1800–1949: historical estimates by Gapminder (v7).
+   - 1800–1938: historical estimates by the Federico-Tena World Population Database (v2, 1991
+   borders).
+ 
+   - 1939–1949: linear interpolation per country between Federico-Tena (1938) and UN WPP (1950).
+ New values: 2 / 19,714 (0.01%)
countryyeargrowth_rate_projection
Svalbard and Jan Mayen20240.0
Svalbard and Jan Mayen20250.0
~ Changed values: 308 / 19,714 (1.56%) — showing the 100 most anomalous rows
countryyeargrowth_rate_projection -growth_rate_projection +anomaly score
Upper-middle-income countries20390.030799349769949913-0.009572708047926426100%
Upper-middle-income countries20400.012816430069506168-0.027331532910466194100%
Lower-middle-income countries20920.022912777960300446-0.006355621386319399100%
Lower-middle-income countries20930.010847214609384537-0.018028542399406433100%
Lower-middle-income countries20944.8517333198105916e-05-0.028512025251984596100%
Lower-middle-income countries20910.0336413569748401640.00395387783646583679%
Upper-middle-income countries2041-0.006224007345736027-0.04623864963650703476%
Upper-middle-income countries20380.047672305256128310.00679707480594515875%
Lower-middle-income countries2095-0.009894372895359993-0.0379483252763748259%
Lower-middle-income countries20900.044762600213289260.01457210443913936651%
Upper-middle-income countries20370.063535518944263460.02273486368358135247%
Upper-middle-income countries2042-0.02608482912182808-0.0653690248727798543%
Lower-middle-income countries2096-0.020421389490365982-0.0480107851326465640%
Lower-middle-income countries20890.057373624294996260.02666475251317024237%
Upper-middle-income countries20360.07950458675622940.03911105170845985434%
Lower-middle-income countries2097-0.03033609315752983-0.05772735550999641431%
Upper-middle-income countries2043-0.04580763354897499-0.0842798873782157930%
Lower-middle-income countries20880.06941319257020950.03810115903615951529%
Upper-middle-income countries20350.095406398177146910.05527986958622932427%
Lower-middle-income countries2098-0.04000778868794441-0.0668893903493881225%
Lower-middle-income countries20870.081814855337142940.0498088337481021924%
Upper-middle-income countries2044-0.06654109060764313-0.1044709458947181722%
Upper-middle-income countries20340.111410766839981080.0715024620294570922%
Lower-middle-income countries2099-0.04912766069173813-0.075897708535194421%
Lower-middle-income countries20860.094966553151607510.062381565570831321%
Lower-middle-income countries2100-0.05767938122153282-0.0841848999261856119%
Upper-middle-income countries20330.128787994384765620.0890428870916366618%
Lower-middle-income countries20850.107932813465595250.075077116489410418%
Upper-middle-income countries2045-0.0898621678352356-0.1275317966938018817%
Lower-middle-income countries20840.121763743460178380.0883331671357154816%
Upper-middle-income countries20320.146366462111473080.1068309396505355816%
Lower-middle-income countries20830.136032283306121830.1022919714450836214%
Upper-middle-income countries2046-0.11610843241214752-0.153173789381980914%
Upper-middle-income countries20310.164081797003746030.1245127618312835714%
Lower-middle-income countries20820.150383919477462770.1165868565440177913%
Upper-middle-income countries20300.18252249062061310.143106877803802512%
Lower-middle-income countries20810.165628418326377870.131440430879592912%
Upper-middle-income countries2047-0.14258137345314026-0.1784316301345825211%
Upper-middle-income countries20290.202262550592422490.1627568453550338711%
Lower-middle-income countries20800.180281236767768860.1458336412906646711%
Upper-middle-income countries20280.224244505167007450.184741720557212839.7%
Lower-middle-income countries20790.195306882262229920.160941675305366529.6%
Upper-middle-income countries2048-0.17030079662799835-0.205539822578430189.4%
Lower-middle-income countries20780.212343156337738040.177775397896766668.9%
Upper-middle-income countries20270.245966628193855290.2062935233116158.8%
Lower-middle-income countries20770.22966800630092620.194846674799919138.2%
Upper-middle-income countries2049-0.20087847113609314-0.235981658101081858.0%
Lower-middle-income countries20760.247184246778488160.212319687008857737.6%
Lower-middle-income countries20750.264647632837295530.2293768823146827.1%
Upper-middle-income countries2050-0.23158179223537445-0.266563206911087047.0%
Lower-middle-income countries20740.28152823448181150.246010869741439826.7%
Upper-middle-income countries20240.29842722415924070.261112928390502936.7%
Lower-middle-income countries20730.2983921170234680.262994349002838136.3%
Upper-middle-income countries20260.281767904758453370.248608335852622996.3%
Upper-middle-income countries2051-0.2626645267009735-0.29739934206008916.2%
Lower-middle-income countries20720.316504269838333130.28114321827888495.9%
Lower-middle-income countries20710.334331601858139040.29889670014381415.6%
Upper-middle-income countries2052-0.2956743538379669-0.330383390188217165.5%
Lower-middle-income countries20700.352866411209106450.316978454589843755.4%
Lower-middle-income countries20690.372332990169525150.336138665676116945.1%
Upper-middle-income countries2053-0.32650285959243774-0.361310541629791265.1%
Upper-middle-income countries20250.31033951044082640.28094431757926945.0%
Lower-middle-income countries20680.39109054207801820.354378223419189454.9%
Lower-middle-income countries20670.41043555736541750.373133748769760134.8%
Upper-middle-income countries2054-0.3552134931087494-0.3902573287487034.7%
Lower-middle-income countries20660.428812801837921140.39116412401199344.6%
Lower-middle-income countries20650.44688758254051210.40857562422752384.5%
Upper-middle-income countries2055-0.38400426506996155-0.41974744200706484.4%
Lower-middle-income countries20640.465799868106842040.426949083805084234.4%
Upper-middle-income countries2056-0.4114384651184082-0.447680264711384.2%
Lower-middle-income countries20630.48452347517013550.44542604684829714.2%
Upper-middle-income countries2057-0.43624868988990784-0.473333120346069344.1%
Lower-middle-income countries20620.50271099805831910.46336418390274054.1%
Lower-middle-income countries20610.52090233564376830.481146603822708134.0%
Upper-middle-income countries2058-0.4585522711277008-0.49638611078262334.0%
Lower-middle-income countries20600.53921937942504880.49912059307098393.9%
Upper-middle-income countries2059-0.4796436131000519-0.51776075363159183.8%
Lower-middle-income countries20590.55844521522521970.51799833774566653.8%
Upper-middle-income countries2060-0.49778443574905396-0.53627359867095953.7%
Lower-middle-income countries20580.57818168401718140.53748708963394173.6%
Upper-middle-income countries2061-0.5129889845848083-0.55170005559921263.6%
Lower-middle-income countries20570.59648281335830690.55539423227310183.6%
Upper-middle-income countries2062-0.526454508304596-0.56527000665664673.6%
Lower-middle-income countries20560.61518162488937380.57370084524154663.5%
Upper-middle-income countries2063-0.5371348857879639-0.57562988996505743.5%
Lower-middle-income countries20550.63340389728546140.59205013513565063.4%
Upper-middle-income countries2064-0.5466518998146057-0.58453822135925293.3%
Upper-middle-income countries2065-0.5558204650878906-0.59344220161437993.3%
Lower-middle-income countries20540.65243214368820190.61119979619979863.3%
Upper-middle-income countries2066-0.5625441074371338-0.60012716054916383.2%
Upper-middle-income countries2067-0.5700585842132568-0.60705965757373.1%
Lower-middle-income countries20530.6731944084167480.63217008113861083.1%
Upper-middle-income countries2068-0.5772984623908997-0.61405593156814583.1%
Lower-middle-income countries20520.69352829456329350.65289860963821413.0%
Upper-middle-income countries2069-0.5829282402992249-0.61919647455215453.0%
Upper-middle-income countries2070-0.5894011855125427-0.62462288141250612.9%
Lower-middle-income countries20510.71468257904052730.67473709583282472.9%
Upper-middle-income countries2071-0.5956768989562988-0.63028556108474732.8%
Lower-middle-income countries20500.73505783081054690.69586139917373662.7%
Upper-middle-income countries2072-0.6039161682128906-0.63760179281234742.7%
~ projections.country dimnew data
+ New values: 2 / 19,714 (0.01%)
yearcountry
2024Svalbard and Jan Mayen
2025Svalbard and Jan Mayen
~ projections.year dimnew data
+ New values: 2 / 19,714 (0.01%)
countryyear
Svalbard and Jan Mayen2024
Svalbard and Jan Mayen2025
~ garden/emdat/2026-04-30/natural_disasters🔴 11 · 🟡 58 · 🟢 11 column(s) changed↕ 🟡 6 · 🟢 13 column(s) w/ shifted coverage− 27 row(s) removed: Lower-middle-income countries, Upper-middle-income countries87 columns in 6 tables
~ Table natural_disasters_yearly🔴 5 · 🟡 14 · 🟢 6 column(s) changed↕ 🟡 6 · 🟢 7 column(s) w/ shifted coverage
table metadata diff
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
-       EM-DAT – The International Disasters Database (2026). Maintained by the Centre for Research on
+       EM-DAT - The International Disasters Database (2026). Maintained by the Centre for Research on
-       and territories, with data spanning several decades. WDI serves as a vital resource for
+       and territories, with data spanning several decades.WDI serves as a vital resource for
-       environmental sustainability. The indicators are sourced from reputable national and
+       environmental sustainability.The indicators are sourced from reputable national and
-       facilitating detailed analysis and visualization. WDI is also used for tracking progress on
-       the Sustainable Development Goals (SDGs) and other global development initiatives. By
-       providing accessible and reliable statistics, it helps to inform policy discussions and
-       strategies globally. Whether for academic research, policy planning, or economic analysis, the
-       World Development Indicators database is an essential tool for understanding and addressing
-       global development challenges.
+       facilitating detailed analysis and visualization.WDI is also used for tracking progress on the
+       Sustainable Development Goals (SDGs) and other global development initiatives. By providing
+       accessible and reliable statistics, it helps to inform policy discussions and strategies
+       globally.Whether for academic research, policy planning, or economic analysis, the World
+       Development Indicators database is an essential tool for understanding and addressing global
+       development challenges.
-       (https://data.worldbank.org/indicator/NY.GDP.MKTP.CD). World Development Indicators – World
-       Bank (2026). Accessed on 2026-07-27.
+       (https://data.worldbank.org/indicator/NY.GDP.MKTP.CD). World Development Indicators - World
+       Bank (2026). Accessed on 2026-02-27.
-     version_producer: '129'
+     version_producer: '125'
-     date_accessed: '2026-07-27'
-     date_published: '2026-07-15'
+     date_accessed: '2026-02-27'
+     date_published: '2026-01-28'
-       and territories, with data spanning several decades. WDI serves as a vital resource for
+       and territories, with data spanning several decades.WDI serves as a vital resource for
-       environmental sustainability. The indicators are sourced from reputable national and
+       environmental sustainability.The indicators are sourced from reputable national and
-       facilitating detailed analysis and visualization. WDI is also used for tracking progress on
-       the Sustainable Development Goals (SDGs) and other global development initiatives. By
-       providing accessible and reliable statistics, it helps to inform policy discussions and
-       strategies globally. Whether for academic research, policy planning, or economic analysis, the
-       World Development Indicators database is an essential tool for understanding and addressing
-       global development challenges.
+       facilitating detailed analysis and visualization.WDI is also used for tracking progress on the
+       Sustainable Development Goals (SDGs) and other global development initiatives. By providing
+       accessible and reliable statistics, it helps to inform policy discussions and strategies
+       globally.Whether for academic research, policy planning, or economic analysis, the World
+       Development Indicators database is an essential tool for understanding and addressing global
+       development challenges.
-       Indicators – World Bank (2026). Accessed on 2026-07-27.
+       Indicators - World Bank (2026). Accessed on 2026-02-27.
-     version_producer: '129'
+     version_producer: '125'
-     date_accessed: '2026-07-27'
-     date_published: '2026-07-15'
+     date_accessed: '2026-02-27'
+     date_published: '2026-01-28'
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ natural_disasters_yearly.reconstruction_costs 🔴 median anomaly score 100%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypereconstruction_costs
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity0
Lower-middle-income countries1968volcanic_activity0
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake0
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity0
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake0
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypereconstruction_costs
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity0
Upper-middle-income countries1968volcanic_activity0
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 14 / 38,888 (0.04%)
countryyeartypereconstruction_costs -reconstruction_costs +anomaly score
Lower-middle-income countries2025all_disasters06500000000100%
Lower-middle-income countries2025all_disasters_excluding_earthquakes06500000000100%
Lower-middle-income countries2025all_disasters_excluding_extreme_temperature06500000000100%
Lower-middle-income countries2025extreme_weather06500000000100%
Upper-middle-income countries2025all_disasters65000000000100%
Upper-middle-income countries2025all_disasters_excluding_earthquakes65000000000100%
Upper-middle-income countries2025all_disasters_excluding_extreme_temperature65000000000100%
Upper-middle-income countries2025extreme_weather65000000000100%
Lower-middle-income countries2017earthquake05300000100%
Upper-middle-income countries2017all_disasters53000000100%
Upper-middle-income countries2017all_disasters_excluding_extreme_temperature53000000100%
Upper-middle-income countries2017earthquake53000000100%
Lower-middle-income countries2017all_disasters3931000003984000000.67%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature3931000003984000000.67%
~ natural_disasters_yearly.reconstruction_costs_adjusted 🔴 median anomaly score 100%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypereconstruction_costs_adjusted
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity0
Lower-middle-income countries1968volcanic_activity0
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake0
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity0
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake0
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypereconstruction_costs_adjusted
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity0
Upper-middle-income countries1968volcanic_activity0
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 6 / 38,888 (0.02%)
countryyeartypereconstruction_costs_adjusted -reconstruction_costs_adjusted +anomaly score
Lower-middle-income countries2017earthquake06783000100%
Upper-middle-income countries2017all_disasters67830000100%
Upper-middle-income countries2017all_disasters_excluding_extreme_temperature67830000100%
Upper-middle-income countries2017earthquake67830000100%
Lower-middle-income countries2017all_disasters5030650005098480000.67%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature5030650005098480000.67%
~ natural_disasters_yearly.insured_damages 🔴 median anomaly score 29%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeinsured_damages
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity0
Lower-middle-income countries1968volcanic_activity0
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake0
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity0
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake0
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeinsured_damages
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity0
Upper-middle-income countries1968volcanic_activity0
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 106 / 38,888 (0.27%) — showing the 100 most anomalous rows
countryyeartypeinsured_damages -insured_damages +anomaly score
Lower-middle-income countries1999flood4000000000100%
Lower-middle-income countries2013extreme_weather0700000000100%
Lower-middle-income countries2025all_disasters0500000000100%
Lower-middle-income countries2025all_disasters_excluding_earthquakes0500000000100%
Lower-middle-income countries2025all_disasters_excluding_extreme_temperature0500000000100%
Lower-middle-income countries2025extreme_weather0500000000100%
Upper-middle-income countries2025extreme_weather5000000000100%
Lower-middle-income countries1990all_disasters055400000100%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature055400000100%
Lower-middle-income countries1990earthquake055400000100%
Lower-middle-income countries2008all_disasters045000000100%
Lower-middle-income countries2008all_disasters_excluding_earthquakes045000000100%
Lower-middle-income countries2008all_disasters_excluding_extreme_temperature045000000100%
Lower-middle-income countries2008extreme_weather045000000100%
Upper-middle-income countries2008extreme_weather450000000100%
Lower-middle-income countries2003all_disasters038000000100%
Lower-middle-income countries2003all_disasters_excluding_earthquakes038000000100%
Lower-middle-income countries2003all_disasters_excluding_extreme_temperature038000000100%
Lower-middle-income countries2003flood038000000100%
Lower-middle-income countries2013earthquake020000000100%
Lower-middle-income countries1997extreme_weather05000000100%
Lower-middle-income countries1994all_disasters20000000100%
Lower-middle-income countries1994all_disasters_excluding_earthquakes20000000100%
Lower-middle-income countries1994all_disasters_excluding_extreme_temperature20000000100%
Lower-middle-income countries1994flood20000000100%
Upper-middle-income countries1994flood02000000100%
Lower-middle-income countries2000all_disasters01500000100%
Lower-middle-income countries2000all_disasters_excluding_earthquakes01500000100%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature01500000100%
Lower-middle-income countries2000extreme_weather01500000100%
Upper-middle-income countries2000extreme_weather15000000100%
Upper-middle-income countries1999all_disasters_excluding_earthquakes5500000045500000078%
Upper-middle-income countries1999flood5500000045500000078%
Lower-middle-income countries2012all_disasters1000000600000071%
Lower-middle-income countries2012all_disasters_excluding_earthquakes1000000600000071%
Lower-middle-income countries2012all_disasters_excluding_extreme_temperature1000000600000071%
Lower-middle-income countries2012flood1000000600000071%
Lower-middle-income countries1999all_disasters50000000010000000067%
Lower-middle-income countries1999all_disasters_excluding_earthquakes50000000010000000067%
Lower-middle-income countries1999all_disasters_excluding_extreme_temperature50000000010000000067%
Lower-middle-income countries2016flood4400000014800000054%
Lower-middle-income countries2013all_disasters500000000132000000045%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature500000000132000000045%
Lower-middle-income countries2013all_disasters_excluding_earthquakes500000000130000000044%
Upper-middle-income countries2003all_disasters_excluding_earthquakes630000002500000043%
Upper-middle-income countries2003flood630000002500000043%
Upper-middle-income countries2025all_disasters_excluding_extreme_temperature100000000050000000033%
Upper-middle-income countries2013earthquake430000002300000030%
Upper-middle-income countries1991all_disasters439000002400000029%
Upper-middle-income countries1991all_disasters_excluding_earthquakes439000002400000029%
Upper-middle-income countries1991all_disasters_excluding_extreme_temperature439000002400000029%
Upper-middle-income countries1991extreme_weather439000002400000029%
Lower-middle-income countries1997all_disasters62000001120000029%
Lower-middle-income countries1997all_disasters_excluding_earthquakes62000001120000029%
Lower-middle-income countries1997all_disasters_excluding_extreme_temperature62000001120000029%
Upper-middle-income countries2013extreme_weather161500000091500000028%
Upper-middle-income countries2003all_disasters890000005100000027%
Upper-middle-income countries2003all_disasters_excluding_extreme_temperature890000005100000027%
Upper-middle-income countries1990earthquake17040000011500000019%
Upper-middle-income countries2025all_disasters1600000000110000000019%
Upper-middle-income countries2025all_disasters_excluding_earthquakes1600000000110000000019%
Upper-middle-income countries2013all_disasters2627000000180700000018%
Upper-middle-income countries2013all_disasters_excluding_extreme_temperature2627000000180700000018%
Upper-middle-income countries2013all_disasters_excluding_earthquakes2584000000178400000018%
Lower-middle-income countries2017flood7800000011100000017%
Lower-middle-income countries2017all_disasters7816200011116200017%
Lower-middle-income countries2017all_disasters_excluding_earthquakes7816200011116200017%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature7816200011116200017%
Upper-middle-income countries1997all_disasters_excluding_extreme_temperature200000001500000014%
Upper-middle-income countries1997extreme_weather200000001500000014%
Upper-middle-income countries1997all_disasters230000001800000012%
Upper-middle-income countries1997all_disasters_excluding_earthquakes230000001800000012%
Lower-middle-income countries1991extreme_weather800000009990000011%
Upper-middle-income countries1990all_disasters28820000023280000011%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature28820000023280000011%
Lower-middle-income countries2016all_disasters44427359854827359810%
Lower-middle-income countries2016all_disasters_excluding_earthquakes44427359854827359810%
Lower-middle-income countries2016all_disasters_excluding_extreme_temperature44427359854827359810%
Lower-middle-income countries2013flood5000000006000000009.1%
Upper-middle-income countries1999all_disasters215500000025550000008.5%
Upper-middle-income countries1999all_disasters_excluding_extreme_temperature215500000025550000008.5%
Lower-middle-income countries1991all_disasters1280000001479000007.2%
Lower-middle-income countries1991all_disasters_excluding_earthquakes1280000001479000007.2%
Lower-middle-income countries1991all_disasters_excluding_extreme_temperature1280000001479000007.2%
Upper-middle-income countries2016flood8720000007680000006.3%
Upper-middle-income countries2013flood9690000008690000005.4%
Upper-middle-income countries1994all_disasters21000000230000004.5%
Upper-middle-income countries1994all_disasters_excluding_earthquakes21000000230000004.5%
Upper-middle-income countries1994all_disasters_excluding_extreme_temperature21000000230000004.5%
Upper-middle-income countries2016all_disasters_excluding_earthquakes212300000020190000002.5%
Upper-middle-income countries2008all_disasters_excluding_extreme_temperature9350000008900000002.5%
Upper-middle-income countries2017flood6940000006610000002.4%
Upper-middle-income countries2016all_disasters268300000025790000002.0%
Upper-middle-income countries2016all_disasters_excluding_extreme_temperature268300000025790000002.0%
Upper-middle-income countries2000all_disasters59500000580000001.3%
Upper-middle-income countries2000all_disasters_excluding_earthquakes59500000580000001.3%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature59500000580000001.3%
Upper-middle-income countries2008all_disasters_excluding_earthquakes223500000021900000001.0%
Upper-middle-income countries2008all_disasters253500000024900000000.90%
Upper-middle-income countries2017all_disasters_excluding_earthquakes194830000019153000000.85%
~ natural_disasters_yearly.insured_damages_adjusted 🔴 median anomaly score 28%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeinsured_damages_adjusted
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity0
Lower-middle-income countries1968volcanic_activity0
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake0
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity0
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake0
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeinsured_damages_adjusted
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity0
Upper-middle-income countries1968volcanic_activity0
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 98 / 38,888 (0.25%)
countryyeartypeinsured_damages_adjusted -insured_damages_adjusted +anomaly score
Lower-middle-income countries1999flood7532680000100%
Lower-middle-income countries2013extreme_weather0942587000100%
Lower-middle-income countries1990all_disasters0133006000100%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature0133006000100%
Lower-middle-income countries1990earthquake0133006000100%
Lower-middle-income countries2003all_disasters064798000100%
Lower-middle-income countries2003all_disasters_excluding_earthquakes064798000100%
Lower-middle-income countries2003all_disasters_excluding_extreme_temperature064798000100%
Lower-middle-income countries2003flood064798000100%
Lower-middle-income countries2008all_disasters065564000100%
Lower-middle-income countries2008all_disasters_excluding_earthquakes065564000100%
Lower-middle-income countries2008all_disasters_excluding_extreme_temperature065564000100%
Lower-middle-income countries2008extreme_weather065564000100%
Upper-middle-income countries2008extreme_weather655640000100%
Lower-middle-income countries2013earthquake026931000100%
Lower-middle-income countries1997extreme_weather09771000100%
Lower-middle-income countries1994all_disasters42330000100%
Lower-middle-income countries1994all_disasters_excluding_earthquakes42330000100%
Lower-middle-income countries1994all_disasters_excluding_extreme_temperature42330000100%
Lower-middle-income countries1994flood42330000100%
Upper-middle-income countries1994flood04233000100%
Lower-middle-income countries2000all_disasters02732000100%
Lower-middle-income countries2000all_disasters_excluding_earthquakes02732000100%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature02732000100%
Lower-middle-income countries2000extreme_weather02732000100%
Upper-middle-income countries2000extreme_weather27320000100%
Upper-middle-income countries1999all_disasters_excluding_earthquakes10357400085684200078%
Upper-middle-income countries1999flood10357400085684200078%
Lower-middle-income countries2012all_disasters1366000819800071%
Lower-middle-income countries2012all_disasters_excluding_earthquakes1366000819800071%
Lower-middle-income countries2012all_disasters_excluding_extreme_temperature1366000819800071%
Lower-middle-income countries2012flood1366000819800071%
Lower-middle-income countries1999all_disasters94158500018831700067%
Lower-middle-income countries1999all_disasters_excluding_earthquakes94158500018831700067%
Lower-middle-income countries1999all_disasters_excluding_extreme_temperature94158500018831700067%
Lower-middle-income countries2016flood5750800019343600054%
Lower-middle-income countries2013all_disasters673276000177744900045%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature673276000177744900045%
Lower-middle-income countries2013all_disasters_excluding_earthquakes673276000175051800044%
Upper-middle-income countries2003all_disasters_excluding_earthquakes1074280004263000043%
Upper-middle-income countries2003flood1074280004263000043%
Upper-middle-income countries2013earthquake579020003097100030%
Upper-middle-income countries1991all_disasters1011140005527900029%
Upper-middle-income countries1991all_disasters_excluding_earthquakes1011140005527900029%
Upper-middle-income countries1991all_disasters_excluding_extreme_temperature1011140005527900029%
Upper-middle-income countries1991extreme_weather1011140005527900029%
Lower-middle-income countries1997all_disasters121160002188700029%
Lower-middle-income countries1997all_disasters_excluding_earthquakes121160002188700029%
Lower-middle-income countries1997all_disasters_excluding_extreme_temperature121160002188700029%
Upper-middle-income countries2013extreme_weather2174682000123209500028%
Upper-middle-income countries2003all_disasters1517630008696500027%
Upper-middle-income countries2003all_disasters_excluding_extreme_temperature1517630008696500027%
Upper-middle-income countries1990earthquake40910200027609600019%
Upper-middle-income countries2013all_disasters3537393000243322000018%
Upper-middle-income countries2013all_disasters_excluding_extreme_temperature3537393000243322000018%
Upper-middle-income countries2013all_disasters_excluding_earthquakes3479491000240224900018%
Lower-middle-income countries2017flood9982000014205100017%
Lower-middle-income countries2017all_disasters10002700014225800017%
Lower-middle-income countries2017all_disasters_excluding_earthquakes10002700014225800017%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature10002700014225800017%
Upper-middle-income countries1997all_disasters_excluding_extreme_temperature390850002931400014%
Upper-middle-income countries1997extreme_weather390850002931400014%
Upper-middle-income countries1997all_disasters449480003517700012%
Upper-middle-income countries1997all_disasters_excluding_earthquakes449480003517700012%
Lower-middle-income countries1991extreme_weather18426300023009800011%
Upper-middle-income countries1990all_disasters69192000055891400011%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature69192000055891400011%
Lower-middle-income countries2016all_disasters58396760471989560410%
Lower-middle-income countries2016all_disasters_excluding_earthquakes58396760471989560410%
Lower-middle-income countries2016all_disasters_excluding_extreme_temperature58396760471989560410%
Lower-middle-income countries2013flood6732760008079310009.1%
Upper-middle-income countries1999all_disasters405822900048114970008.5%
Upper-middle-income countries1999all_disasters_excluding_extreme_temperature405822900048114970008.5%
Lower-middle-income countries1991all_disasters2948210003406560007.2%
Lower-middle-income countries1991all_disasters_excluding_earthquakes2948210003406560007.2%
Lower-middle-income countries1991all_disasters_excluding_extreme_temperature2948210003406560007.2%
Upper-middle-income countries2016flood113970300010037750006.3%
Upper-middle-income countries2013flood130480900011701540005.4%
Upper-middle-income countries1994all_disasters44442000486750004.5%
Upper-middle-income countries1994all_disasters_excluding_earthquakes44442000486750004.5%
Upper-middle-income countries1994all_disasters_excluding_extreme_temperature44442000486750004.5%
Upper-middle-income countries2016all_disasters_excluding_earthquakes277475800026388300002.5%
Upper-middle-income countries2008all_disasters_excluding_extreme_temperature136226500012967010002.5%
Upper-middle-income countries2017flood8881370008459060002.4%
Upper-middle-income countries2016all_disasters350667700033707490002.0%
Upper-middle-income countries2016all_disasters_excluding_extreme_temperature350667700033707490002.0%
Upper-middle-income countries2000all_disasters1083880001056560001.3%
Upper-middle-income countries2000all_disasters_excluding_earthquakes1083880001056560001.3%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature1083880001056560001.3%
Upper-middle-income countries2008all_disasters_excluding_earthquakes325632400031907600001.0%
Upper-middle-income countries2008all_disasters369341400036278500000.90%
Upper-middle-income countries2017all_disasters_excluding_earthquakes249331200024510810000.85%
Upper-middle-income countries2017all_disasters556468300055224520000.38%
Upper-middle-income countries2017all_disasters_excluding_extreme_temperature556468300055224520000.38%
Upper-middle-income countries2012flood102586721010190352100.33%
Upper-middle-income countries2012all_disasters_excluding_earthquakes162019721016133652100.21%
Upper-middle-income countries2012all_disasters190028321018934512100.18%
Upper-middle-income countries2012all_disasters_excluding_extreme_temperature190028321018934512100.18%
~ natural_disasters_yearly.homeless 🔴 median anomaly score 17%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypehomeless
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters2500
Lower-middle-income countries1932all_disasters_excluding_earthquakes2500
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature2500
Lower-middle-income countries1932extreme_weather2500
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity8000
Lower-middle-income countries1968volcanic_activity6000
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake0
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity57000
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake705
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypehomeless
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide1700
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity8000
Upper-middle-income countries1968volcanic_activity6000
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 580 / 38,888 (1.49%) — showing the 100 most anomalous rows
countryyeartypehomeless -homeless +anomaly score
Upper-middle-income countries1984extreme_weather13225260100%
Lower-middle-income countries1990extreme_weather01112020100%
Lower-middle-income countries1989extreme_weather0942364100%
Lower-middle-income countries1952all_disasters0500000100%
Lower-middle-income countries1952all_disasters_excluding_earthquakes0500000100%
Lower-middle-income countries1952all_disasters_excluding_extreme_temperature0500000100%
Lower-middle-income countries1952extreme_weather0500000100%
Upper-middle-income countries1952all_disasters_excluding_earthquakes5000000100%
Upper-middle-income countries1952extreme_weather5000000100%
Lower-middle-income countries1972all_disasters_excluding_earthquakes0397647100%
Upper-middle-income countries1972all_disasters_excluding_earthquakes3976470100%
Lower-middle-income countries1972flood0370647100%
Upper-middle-income countries1972flood3706470100%
Upper-middle-income countries2019extreme_weather3421650100%
Lower-middle-income countries1982extreme_weather0329083100%
Upper-middle-income countries1971all_disasters_excluding_earthquakes2465000100%
Upper-middle-income countries1971extreme_weather2465000100%
Lower-middle-income countries1964extreme_weather0100000100%
Upper-middle-income countries1964extreme_weather1000000100%
Lower-middle-income countries1979extreme_weather061535100%
Upper-middle-income countries1993volcanic_activity570000100%
Lower-middle-income countries1998extreme_weather043510100%
Upper-middle-income countries1992landslide380000100%
Lower-middle-income countries1972extreme_weather027000100%
Upper-middle-income countries1972extreme_weather270000100%
Lower-middle-income countries1960all_disasters020000100%
Lower-middle-income countries1960all_disasters_excluding_earthquakes020000100%
Lower-middle-income countries1960all_disasters_excluding_extreme_temperature020000100%
Lower-middle-income countries1960extreme_weather020000100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes200000100%
Upper-middle-income countries1960extreme_weather200000100%
Upper-middle-income countries1981extreme_weather114580100%
Lower-middle-income countries1974extreme_weather010441100%
Upper-middle-income countries1974extreme_weather104410100%
Upper-middle-income countries1978extreme_weather92540100%
Lower-middle-income countries2013extreme_weather04236100%
Lower-middle-income countries1994earthquake03985100%
Lower-middle-income countries2020extreme_weather02925100%
Lower-middle-income countries1995volcanic_activity02500100%
Upper-middle-income countries1932all_disasters_excluding_earthquakes25000100%
Upper-middle-income countries1932extreme_weather25000100%
Lower-middle-income countries1989earthquake20000100%
Upper-middle-income countries1963all_disasters_excluding_earthquakes20000100%
Upper-middle-income countries1963extreme_weather20000100%
Lower-middle-income countries2021extreme_weather01000100%
Lower-middle-income countries1986earthquake8000100%
Lower-middle-income countries1976extreme_weather0110100%
Lower-middle-income countries1999landslide035100%
Lower-middle-income countries2009earthquake010100%
Upper-middle-income countries1973extreme_weather1045200200100%
Lower-middle-income countries1984extreme_weather5001323026100%
Upper-middle-income countries1968all_disasters_excluding_earthquakes4537663100%
Lower-middle-income countries1984all_disasters_excluding_earthquakes25001715026100%
Upper-middle-income countries1968extreme_weather3937663100%
Lower-middle-income countries2008extreme_weather3017335100%
Lower-middle-income countries1989all_disasters_excluding_earthquakes3000114536499%
Lower-middle-income countries1989all_disasters5000114536499%
Lower-middle-income countries1989all_disasters_excluding_extreme_temperature5000114536499%
Lower-middle-income countries1984flood200039200099%
Lower-middle-income countries1984all_disasters12500172502699%
Lower-middle-income countries1984all_disasters_excluding_extreme_temperature12500172502699%
Upper-middle-income countries1952all_disasters504170417098%
Upper-middle-income countries1952all_disasters_excluding_extreme_temperature504170417098%
Upper-middle-income countries2019all_disasters_excluding_earthquakes346145321598%
Lower-middle-income countries1973all_disasters10000105500098%
Lower-middle-income countries1973all_disasters_excluding_earthquakes10000105500098%
Lower-middle-income countries1973all_disasters_excluding_extreme_temperature10000105500098%
Lower-middle-income countries1973extreme_weather10000105500098%
Lower-middle-income countries1989flood200020200098%
Lower-middle-income countries2007extreme_weather4854801098%
Lower-middle-income countries1966flood200017486198%
Upper-middle-income countries1980extreme_weather12229791840097%
Lower-middle-income countries2011flood18376107664997%
Upper-middle-income countries1994landslide2397750096%
Lower-middle-income countries1983extreme_weather1400064522096%
Lower-middle-income countries1990all_disasters28868114088895%
Lower-middle-income countries1990all_disasters_excluding_earthquakes28868114088895%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature28868114088895%
Lower-middle-income countries1992landslide11003910095%
Lower-middle-income countries2019extreme_weather1000035216594%
Lower-middle-income countries1970extreme_weather20006920094%
Upper-middle-income countries1984all_disasters_excluding_earthquakes17654965297094%
Upper-middle-income countries2019all_disasters3544631153394%
Upper-middle-income countries2019all_disasters_excluding_extreme_temperature3544631153394%
Lower-middle-income countries1991volcanic_activity200600094%
Lower-middle-income countries2009extreme_weather400011273593%
Lower-middle-income countries2004earthquake1805949805993%
Lower-middle-income countries1964all_disasters390010390093%
Lower-middle-income countries1964all_disasters_excluding_earthquakes390010390093%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature390010390093%
Upper-middle-income countries1984all_disasters17854967297092%
Upper-middle-income countries1984all_disasters_excluding_extreme_temperature17854967297092%
Upper-middle-income countries1989extreme_weather9873644500091%
Lower-middle-income countries2019all_disasters1764236057291%
Lower-middle-income countries2019all_disasters_excluding_earthquakes1764236057291%
Lower-middle-income countries2019all_disasters_excluding_extreme_temperature1764236057291%
Upper-middle-income countries1983extreme_weather6642203300091%
Lower-middle-income countries2023flood2446990%
Upper-middle-income countries1960all_disasters21250125089%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature21250125089%
~ natural_disasters_yearly.n_events 🟡 median anomaly score 12%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypen_events
Low-income countries1966extreme_weather1
Lower-middle-income countries1905all_disasters_excluding_earthquakes1
Lower-middle-income countries1905extreme_weather1
Lower-middle-income countries1911volcanic_activity1
Lower-middle-income countries1912extreme_weather1
Lower-middle-income countries1918all_disasters1
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature1
Lower-middle-income countries1918earthquake1
Lower-middle-income countries1925earthquake1
Lower-middle-income countries1927earthquake1
Lower-middle-income countries1932all_disasters1
Lower-middle-income countries1932all_disasters_excluding_earthquakes1
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature1
Lower-middle-income countries1932extreme_weather1
Lower-middle-income countries1937earthquake1
Lower-middle-income countries1938all_disasters1
Lower-middle-income countries1938all_disasters_excluding_earthquakes1
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature1
Lower-middle-income countries1938extreme_weather1
Lower-middle-income countries1946all_disasters1
Lower-middle-income countries1946all_disasters_excluding_earthquakes1
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature1
Lower-middle-income countries1946extreme_weather1
Lower-middle-income countries1948earthquake1
Lower-middle-income countries1950volcanic_activity1
Lower-middle-income countries1953extreme_weather1
Lower-middle-income countries1954earthquake1
Lower-middle-income countries1957extreme_weather2
Lower-middle-income countries1960landslide1
Lower-middle-income countries1965volcanic_activity1
Lower-middle-income countries1968volcanic_activity1
Lower-middle-income countries1969volcanic_activity1
Lower-middle-income countries1973earthquake1
Lower-middle-income countries1974landslide1
Lower-middle-income countries1976earthquake1
Lower-middle-income countries1976volcanic_activity1
Lower-middle-income countries1977landslide1
Lower-middle-income countries1978volcanic_activity2
Lower-middle-income countries1985landslide1
Lower-middle-income countries1993volcanic_activity1
Lower-middle-income countries1998wildfire1
Lower-middle-income countries2000volcanic_activity1
Lower-middle-income countries2007volcanic_activity1
Lower-middle-income countries2010volcanic_activity1
Lower-middle-income countries2011volcanic_activity2
Lower-middle-income countries2020earthquake1
Lower-middle-income countries2020volcanic_activity1
Lower-middle-income countries2022volcanic_activity1
Lower-middle-income countries2023volcanic_activity1
Lower-middle-income countries2024volcanic_activity2
Lower-middle-income countries2025volcanic_activity1
- Removed values: 25 / 38,888 (0.06%)
countryyeartypen_events
Lower-middle-income countries1933all_disasters1
Lower-middle-income countries1933all_disasters_excluding_earthquakes1
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature1
Lower-middle-income countries1933extreme_weather1
Lower-middle-income countries1962landslide1
Lower-middle-income countries1987landslide1
Upper-middle-income countries1905all_disasters_excluding_earthquakes1
Upper-middle-income countries1905extreme_weather1
Upper-middle-income countries1911volcanic_activity1
Upper-middle-income countries1936all_disasters_excluding_earthquakes1
Upper-middle-income countries1936extreme_weather1
Upper-middle-income countries1937extreme_weather1
Upper-middle-income countries1938all_disasters_excluding_earthquakes1
Upper-middle-income countries1938extreme_weather1
Upper-middle-income countries1940extreme_weather1
Upper-middle-income countries1946extreme_weather1
Upper-middle-income countries1950volcanic_activity1
Upper-middle-income countries1953extreme_weather1
Upper-middle-income countries1957extreme_weather2
Upper-middle-income countries1960landslide1
Upper-middle-income countries1965volcanic_activity1
Upper-middle-income countries1968volcanic_activity1
Upper-middle-income countries1978landslide1
Upper-middle-income countries1978volcanic_activity2
Upper-middle-income countries2009volcanic_activity1
~ Changed values: 1,079 / 38,888 (2.77%) — showing the 100 most anomalous rows
countryyeartypen_events -n_events +anomaly score
Upper-middle-income countries1971extreme_weather8178%
Lower-middle-income countries1999landslide1567%
Lower-middle-income countries2019earthquake2964%
Upper-middle-income countries1970extreme_weather12360%
Lower-middle-income countries1960extreme_weather2860%
Upper-middle-income countries1960extreme_weather8260%
Lower-middle-income countries1991volcanic_activity1460%
Lower-middle-income countries2017earthquake1460%
Upper-middle-income countries1960all_disasters_excluding_earthquakes10354%
Lower-middle-income countries1970extreme_weather41353%
Lower-middle-income countries2012extreme_weather61952%
Upper-middle-income countries1978extreme_weather15550%
Lower-middle-income countries1984extreme_weather3950%
Lower-middle-income countries1934all_disasters_excluding_earthquakes1350%
Lower-middle-income countries1934extreme_weather1350%
Lower-middle-income countries1959extreme_weather1350%
Lower-middle-income countries1962extreme_weather1350%
Lower-middle-income countries2001volcanic_activity1350%
Upper-middle-income countries1934extreme_weather3150%
Upper-middle-income countries1980drought3150%
Upper-middle-income countries2001volcanic_activity3150%
Lower-middle-income countries1991extreme_weather61748%
Lower-middle-income countries1982extreme_weather61645%
Lower-middle-income countries1989extreme_weather61645%
Lower-middle-income countries1980extreme_weather51344%
Lower-middle-income countries1952all_disasters_excluding_earthquakes2543%
Lower-middle-income countries1952extreme_weather2543%
Lower-middle-income countries1956extreme_weather2543%
Lower-middle-income countries2012earthquake2543%
Upper-middle-income countries1951extreme_weather5243%
Upper-middle-income countries1952extreme_weather5243%
Upper-middle-income countries1991volcanic_activity5243%
Lower-middle-income countries2013extreme_weather92242%
Lower-middle-income countries1971extreme_weather51241%
Lower-middle-income countries2000extreme_weather112641%
Lower-middle-income countries2011extreme_weather112641%
Lower-middle-income countries2006extreme_weather122840%
Upper-middle-income countries1960all_disasters14640%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature14640%
Lower-middle-income countries1973extreme_weather3740%
Upper-middle-income countries2006extreme_weather291338%
Lower-middle-income countries2008extreme_weather143138%
Upper-middle-income countries1977extreme_weather11537%
Lower-middle-income countries1974extreme_weather61337%
Upper-middle-income countries1981extreme_weather15736%
Lower-middle-income countries2009extreme_weather153236%
Upper-middle-income countries1982extreme_weather19936%
Lower-middle-income countries1994extreme_weather122433%
Lower-middle-income countries1978extreme_weather102033%
Lower-middle-income countries1987extreme_weather81633%
Lower-middle-income countries1977extreme_weather61233%
Lower-middle-income countries1964extreme_weather4833%
Lower-middle-income countries2026extreme_weather4833%
Lower-middle-income countries1951extreme_weather3633%
Lower-middle-income countries1952all_disasters3633%
Lower-middle-income countries1952all_disasters_excluding_extreme_temperature3633%
Lower-middle-income countries1987drought3633%
Upper-middle-income countries1956extreme_weather6333%
Upper-middle-income countries1976extreme_weather6333%
Lower-middle-income countries1937all_disasters2433%
Lower-middle-income countries1937all_disasters_excluding_extreme_temperature2433%
Lower-middle-income countries1994earthquake2433%
Upper-middle-income countries1934all_disasters_excluding_earthquakes4233%
Upper-middle-income countries1962extreme_weather4233%
Upper-middle-income countries1976flood4233%
Lower-middle-income countries1905all_disasters1233%
Lower-middle-income countries1905all_disasters_excluding_extreme_temperature1233%
Lower-middle-income countries1925all_disasters1233%
Lower-middle-income countries1925all_disasters_excluding_extreme_temperature1233%
Lower-middle-income countries1931all_disasters_excluding_earthquakes1233%
Lower-middle-income countries1931extreme_weather1233%
Lower-middle-income countries1937extreme_weather1233%
Lower-middle-income countries1940extreme_weather1233%
Lower-middle-income countries1948all_disasters1233%
Lower-middle-income countries1948all_disasters_excluding_extreme_temperature1233%
Lower-middle-income countries1949all_disasters1233%
Lower-middle-income countries1949all_disasters_excluding_earthquakes1233%
Lower-middle-income countries1949all_disasters_excluding_extreme_temperature1233%
Lower-middle-income countries1949extreme_weather1233%
Lower-middle-income countries1950earthquake2133%
Lower-middle-income countries1951volcanic_activity1233%
Lower-middle-income countries1953all_disasters_excluding_extreme_temperature1233%
Lower-middle-income countries1960earthquake1233%
Lower-middle-income countries1967earthquake2133%
Lower-middle-income countries1968earthquake1233%
Lower-middle-income countries1977earthquake1233%
Lower-middle-income countries1978landslide1233%
Lower-middle-income countries1980landslide1233%
Lower-middle-income countries1984volcanic_activity1233%
Lower-middle-income countries1989earthquake2133%
Lower-middle-income countries1995volcanic_activity1233%
Lower-middle-income countries2002wildfire1233%
Lower-middle-income countries2014volcanic_activity1233%
Lower-middle-income countries2021volcanic_activity1233%
Upper-middle-income countries1918all_disasters2133%
Upper-middle-income countries1918all_disasters_excluding_extreme_temperature2133%
Upper-middle-income countries1918earthquake2133%
Upper-middle-income countries1932all_disasters_excluding_earthquakes2133%
Upper-middle-income countries1932extreme_weather2133%
Upper-middle-income countries1949extreme_weather2133%
~ natural_disasters_yearly.total_affected 🟡 median anomaly score 8.7%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_affected
Low-income countries1966extreme_weather15
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity199
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters2500
Lower-middle-income countries1932all_disasters_excluding_earthquakes2500
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature2500
Lower-middle-income countries1932extreme_weather2500
Lower-middle-income countries1937earthquake200
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake101
Lower-middle-income countries1957extreme_weather250000
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity58785
Lower-middle-income countries1968volcanic_activity51000
Lower-middle-income countries1969volcanic_activity1700
Lower-middle-income countries1973earthquake64
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake181348
Lower-middle-income countries1976volcanic_activity11510
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity26000
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity165009
Lower-middle-income countries1998wildfire300
Lower-middle-income countries2000volcanic_activity68426
Lower-middle-income countries2007volcanic_activity14036
Lower-middle-income countries2010volcanic_activity14161
Lower-middle-income countries2011volcanic_activity33931
Lower-middle-income countries2020earthquake4980
Lower-middle-income countries2020volcanic_activity736802
Lower-middle-income countries2022volcanic_activity10415
Lower-middle-income countries2023volcanic_activity39024
Lower-middle-income countries2024volcanic_activity73190
Lower-middle-income countries2025volcanic_activity110000
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_affected
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide17000
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity199
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather250000
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity58785
Upper-middle-income countries1968volcanic_activity51000
Upper-middle-income countries1978landslide7
Upper-middle-income countries1978volcanic_activity26000
Upper-middle-income countries2009volcanic_activity47137
~ Changed values: 928 / 38,888 (2.39%) — showing the 100 most anomalous rows
countryyeartypetotal_affected -total_affected +anomaly score
Upper-middle-income countries1980drought10021000100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes4450000100%
Upper-middle-income countries1960extreme_weather4450000100%
Upper-middle-income countries1971extreme_weather2965110100%
Lower-middle-income countries1994earthquake0271084100%
Upper-middle-income countries1957all_disasters_excluding_earthquakes2500000100%
Upper-middle-income countries1977drought2500000100%
Lower-middle-income countries1984volcanic_activity070000100%
Lower-middle-income countries1951all_disasters050000100%
Lower-middle-income countries1951all_disasters_excluding_earthquakes050000100%
Lower-middle-income countries1951all_disasters_excluding_extreme_temperature050000100%
Lower-middle-income countries1951extreme_weather050000100%
Lower-middle-income countries1981landslide40000100%
Upper-middle-income countries1932all_disasters_excluding_earthquakes25000100%
Upper-middle-income countries1932extreme_weather25000100%
Upper-middle-income countries1963extreme_weather20000100%
Upper-middle-income countries1937all_disasters2000100%
Upper-middle-income countries1937all_disasters_excluding_extreme_temperature2000100%
Upper-middle-income countries1937earthquake2000100%
Lower-middle-income countries1911all_disasters0199100%
Lower-middle-income countries1911all_disasters_excluding_earthquakes0199100%
Lower-middle-income countries1911all_disasters_excluding_extreme_temperature0199100%
Upper-middle-income countries1911all_disasters_excluding_earthquakes1990100%
Lower-middle-income countries1999landslide045100%
Lower-middle-income countries2012landslide023100%
Low-income countries1966all_disasters_excluding_earthquakes015100%
Lower-middle-income countries1978landslide07100%
Lower-middle-income countries1990earthquake2921632364100%
Lower-middle-income countries1991volcanic_activity2001042065100%
Upper-middle-income countries1952all_disasters_excluding_earthquakes501252800100%
Upper-middle-income countries1952extreme_weather501252800100%
Upper-middle-income countries1978extreme_weather31618896270100%
Upper-middle-income countries1973extreme_weather46048849860100%
Upper-middle-income countries1960all_disasters446450145099%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature446450145099%
Upper-middle-income countries1964extreme_weather23175461200099%
Lower-middle-income countries2024landslide22243298985999%
Upper-middle-income countries1970extreme_weather18265471400098%
Upper-middle-income countries1980extreme_weather1768555616670798%
Upper-middle-income countries2008landslide50795198%
Upper-middle-income countries1952all_disasters505672522098%
Upper-middle-income countries1952all_disasters_excluding_extreme_temperature505672522098%
Lower-middle-income countries1973extreme_weather50000464502498%
Lower-middle-income countries2012earthquake401735717498%
Lower-middle-income countries1955earthquake28202897%
Lower-middle-income countries1972flood40000281064797%
Lower-middle-income countries1977earthquake10016103197%
Upper-middle-income countries1993volcanic_activity168479347096%
Lower-middle-income countries2014volcanic_activity13806192596%
Lower-middle-income countries2006extreme_weather2678951138699395%
Upper-middle-income countries2025volcanic_activity112872287295%
Lower-middle-income countries2000extreme_weather180109675727495%
Lower-middle-income countries2011extreme_weather285227978900794%
Lower-middle-income countries1992landslide12003920094%
Upper-middle-income countries1972flood287171710107093%
Lower-middle-income countries1987extreme_weather178011435285792%
Lower-middle-income countries1978extreme_weather142800329841992%
Upper-middle-income countries2020drought2630761166692%
Lower-middle-income countries2001extreme_weather171068382214491%
Upper-middle-income countries1968extreme_weather2377301108791%
Lower-middle-income countries1989earthquake210010091%
Lower-middle-income countries2022earthquake3299468327291%
Upper-middle-income countries1981extreme_weather11592455770091%
Lower-middle-income countries1957all_disasters1320026320090%
Lower-middle-income countries1957all_disasters_excluding_earthquakes1320026320090%
Lower-middle-income countries1957all_disasters_excluding_extreme_temperature1320026320090%
Upper-middle-income countries2020volcanic_activity7757733897190%
Lower-middle-income countries2001volcanic_activity45008772190%
Upper-middle-income countries1955earthquake211311390%
Lower-middle-income countries2003landslide811414980690%
Lower-middle-income countries2012extreme_weather479536844798889%
Upper-middle-income countries1957all_disasters2652191521989%
Upper-middle-income countries1957all_disasters_excluding_extreme_temperature2652191521989%
Upper-middle-income countries2025earthquake170332310221489%
Upper-middle-income countries2021extreme_weather1330109679839489%
Lower-middle-income countries1980extreme_weather11660731868492288%
Upper-middle-income countries1991volcanic_activity11127447087988%
Upper-middle-income countries2004landslide81959565787%
Lower-middle-income countries2006volcanic_activity32994714887%
Lower-middle-income countries2004landslide58678216987%
Lower-middle-income countries2013earthquake263653348587786%
Upper-middle-income countries2023volcanic_activity42258323486%
Lower-middle-income countries2014extreme_weather10985461421560486%
Lower-middle-income countries2017earthquake50006335785%
Upper-middle-income countries1984extreme_weather571270552570083%
Upper-middle-income countries1911all_disasters2212282%
Upper-middle-income countries1911all_disasters_excluding_extreme_temperature2212282%
Lower-middle-income countries2004extreme_weather422274416873582%
Upper-middle-income countries1980all_disasters_excluding_earthquakes21594077241914880%
Lower-middle-income countries2025extreme_weather47266404132121079%
Lower-middle-income countries2002extreme_weather130907111652479%
Upper-middle-income countries1994landslide848771051878%
Lower-middle-income countries2021volcanic_activity33832581677%
Lower-middle-income countries2008landslide767579577%
Upper-middle-income countries1987drought369597849387876%
Lower-middle-income countries2009volcanic_activity75535469076%
Upper-middle-income countries2019extreme_weather704107298376975%
Lower-middle-income countries2018volcanic_activity1432210037875%
Lower-middle-income countries2018extreme_weather16147951111971275%
Upper-middle-income countries2024landslide349113352351774%
~ natural_disasters_yearly.affected 🟡 median anomaly score 8.7%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeaffected
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather250000
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity50000
Lower-middle-income countries1968volcanic_activity45000
Lower-middle-income countries1969volcanic_activity1700
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake175000
Lower-middle-income countries1976volcanic_activity11510
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity26000
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity108000
Lower-middle-income countries1998wildfire300
Lower-middle-income countries2000volcanic_activity68426
Lower-middle-income countries2007volcanic_activity14036
Lower-middle-income countries2010volcanic_activity14161
Lower-middle-income countries2011volcanic_activity33931
Lower-middle-income countries2020earthquake4255
Lower-middle-income countries2020volcanic_activity736802
Lower-middle-income countries2022volcanic_activity10415
Lower-middle-income countries2023volcanic_activity38396
Lower-middle-income countries2024volcanic_activity73190
Lower-middle-income countries2025volcanic_activity110000
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeaffected
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide15000
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather250000
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity50000
Upper-middle-income countries1968volcanic_activity45000
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity26000
Upper-middle-income countries2009volcanic_activity47137
~ Changed values: 856 / 38,888 (2.20%) — showing the 100 most anomalous rows
countryyeartypeaffected -affected +anomaly score
Lower-middle-income countries1990earthquake01628540100%
Lower-middle-income countries1991volcanic_activity01035870100%
Upper-middle-income countries1980drought10021000100%
Upper-middle-income countries1960all_disasters4250000100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes4250000100%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature4250000100%
Upper-middle-income countries1960extreme_weather4250000100%
Lower-middle-income countries1994earthquake0266925100%
Upper-middle-income countries1957all_disasters_excluding_earthquakes2500000100%
Upper-middle-income countries1977drought2500000100%
Lower-middle-income countries1984volcanic_activity070000100%
Lower-middle-income countries1951all_disasters050000100%
Lower-middle-income countries1951all_disasters_excluding_earthquakes050000100%
Lower-middle-income countries1951all_disasters_excluding_extreme_temperature050000100%
Lower-middle-income countries1951extreme_weather050000100%
Upper-middle-income countries1971extreme_weather500000100%
Lower-middle-income countries2008landslide05000100%
Upper-middle-income countries2008landslide50000100%
Lower-middle-income countries1975extreme_weather04518100%
Lower-middle-income countries1981landslide40000100%
Lower-middle-income countries1989landslide01067100%
Lower-middle-income countries2012landslide07100%
Upper-middle-income countries1978extreme_weather31466316100100%
Upper-middle-income countries1973extreme_weather3559350935099%
Upper-middle-income countries1970extreme_weather1746435606599%
Lower-middle-income countries2011extreme_weather34500953188599%
Upper-middle-income countries1964extreme_weather22161251200099%
Lower-middle-income countries2024landslide19064298663399%
Lower-middle-income countries1973extreme_weather25000357500099%
Upper-middle-income countries1980extreme_weather1646183114800098%
Lower-middle-income countries2006extreme_weather1139001087776998%
Lower-middle-income countries2012earthquake378635682098%
Lower-middle-income countries2000extreme_weather105010654959197%
Lower-middle-income countries1972flood40000244000097%
Lower-middle-income countries1977earthquake10006100097%
Lower-middle-income countries1980extreme_weather3310001664483196%
Lower-middle-income countries2014volcanic_activity13806192596%
Lower-middle-income countries1978extreme_weather80100322063195%
Upper-middle-income countries2025volcanic_activity112869286995%
Upper-middle-income countries1993volcanic_activity111452345294%
Lower-middle-income countries1987extreme_weather128000362382793%
Lower-middle-income countries2001extreme_weather139252366665993%
Upper-middle-income countries1957all_disasters2600001000093%
Upper-middle-income countries1957all_disasters_excluding_extreme_temperature2600001000093%
Upper-middle-income countries1972flood250100010100092%
Lower-middle-income countries2022earthquake3001567985592%
Upper-middle-income countries2020drought2630661165692%
Lower-middle-income countries2012extreme_weather390875800795191%
Lower-middle-income countries1957all_disasters1320026320090%
Lower-middle-income countries1957all_disasters_excluding_earthquakes1320026320090%
Lower-middle-income countries1957all_disasters_excluding_extreme_temperature1320026320090%
Upper-middle-income countries2020volcanic_activity7757733897190%
Upper-middle-income countries1981extreme_weather11476185770090%
Lower-middle-income countries2003landslide762714928490%
Lower-middle-income countries2001volcanic_activity45008772190%
Upper-middle-income countries1968extreme_weather1983501102089%
Upper-middle-income countries2025earthquake16988709926789%
Upper-middle-income countries2021extreme_weather1329683979653989%
Upper-middle-income countries1991volcanic_activity11055496967988%
Upper-middle-income countries2004landslide81477520088%
Lower-middle-income countries2006volcanic_activity32994714887%
Lower-middle-income countries2004landslide57518202887%
Lower-middle-income countries2013earthquake262759348400786%
Lower-middle-income countries2014extreme_weather10915871420637686%
Upper-middle-income countries2023volcanic_activity41618322286%
Lower-middle-income countries2017earthquake50006270785%
Lower-middle-income countries2004extreme_weather359821409783984%
Upper-middle-income countries1980all_disasters_excluding_earthquakes20190192222028180%
Lower-middle-income countries2002extreme_weather123135110536380%
Lower-middle-income countries2025extreme_weather47261614131988079%
Upper-middle-income countries1984extreme_weather438693152570079%
Upper-middle-income countries1982extreme_weather228377229360077%
Lower-middle-income countries2021volcanic_activity33832581677%
Upper-middle-income countries1980all_disasters20703140273337977%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature20703140273337977%
Upper-middle-income countries1987drought369597849387876%
Upper-middle-income countries2011volcanic_activity39299536876%
Lower-middle-income countries2009volcanic_activity75535469076%
Lower-middle-income countries2018volcanic_activity1432210037875%
Lower-middle-income countries2018extreme_weather16141451111878075%
Upper-middle-income countries2019extreme_weather669776298333074%
Upper-middle-income countries1976extreme_weather317944347500074%
Upper-middle-income countries2024landslide349084152327274%
Lower-middle-income countries2019earthquake13030284140273%
Upper-middle-income countries1998extreme_weather11601153179738573%
Lower-middle-income countries2022extreme_weather1321573846540673%
Upper-middle-income countries1976all_disasters_excluding_earthquakes324683151500073%
Upper-middle-income countries1994landslide608621000072%
Upper-middle-income countries2006landslide17607300071%
Lower-middle-income countries1964extreme_weather480800268492570%
Upper-middle-income countries1988extreme_weather7037053126610770%
Lower-middle-income countries1976extreme_weather600000330444369%
Upper-middle-income countries2024extreme_weather35167629647085069%
Lower-middle-income countries2010extreme_weather615863324423568%
Lower-middle-income countries2022landslide647601232268%
Upper-middle-income countries1982drought63679813577265%
Lower-middle-income countries1969flood271269127126965%
Upper-middle-income countries2001volcanic_activity1059912277065%
Upper-middle-income countries1987extreme_weather445919696336964%
Upper-middle-income countries2025extreme_weather467736441017992564%
~ natural_disasters_yearly.total_dead 🟡 median anomaly score 8.3%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_dead
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes240
Lower-middle-income countries1905extreme_weather240
Lower-middle-income countries1911volcanic_activity1335
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters100
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature100
Lower-middle-income countries1918earthquake100
Lower-middle-income countries1925earthquake17
Lower-middle-income countries1927earthquake268
Lower-middle-income countries1932all_disasters147
Lower-middle-income countries1932all_disasters_excluding_earthquakes147
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature147
Lower-middle-income countries1932extreme_weather147
Lower-middle-income countries1937earthquake1
Lower-middle-income countries1938all_disasters305
Lower-middle-income countries1938all_disasters_excluding_earthquakes305
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature305
Lower-middle-income countries1938extreme_weather305
Lower-middle-income countries1946all_disasters260
Lower-middle-income countries1946all_disasters_excluding_earthquakes260
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature260
Lower-middle-income countries1946extreme_weather260
Lower-middle-income countries1948earthquake72
Lower-middle-income countries1950volcanic_activity84
Lower-middle-income countries1953extreme_weather1000
Lower-middle-income countries1954earthquake13
Lower-middle-income countries1957extreme_weather289
Lower-middle-income countries1960landslide40
Lower-middle-income countries1965volcanic_activity355
Lower-middle-income countries1968volcanic_activity3
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake14
Lower-middle-income countries1974landslide27
Lower-middle-income countries1976earthquake6000
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide27
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide300
Lower-middle-income countries1993volcanic_activity79
Lower-middle-income countries1998wildfire2
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake1
Lower-middle-income countries2020volcanic_activity1
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_dead
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide30
Lower-middle-income countries1987landslide96
Upper-middle-income countries1905all_disasters_excluding_earthquakes240
Upper-middle-income countries1905extreme_weather240
Upper-middle-income countries1911volcanic_activity1335
Upper-middle-income countries1936all_disasters_excluding_earthquakes517
Upper-middle-income countries1936extreme_weather517
Upper-middle-income countries1937extreme_weather231
Upper-middle-income countries1938all_disasters_excluding_earthquakes305
Upper-middle-income countries1938extreme_weather305
Upper-middle-income countries1940extreme_weather73
Upper-middle-income countries1946extreme_weather260
Upper-middle-income countries1950volcanic_activity84
Upper-middle-income countries1953extreme_weather1000
Upper-middle-income countries1957extreme_weather289
Upper-middle-income countries1960landslide40
Upper-middle-income countries1965volcanic_activity355
Upper-middle-income countries1968volcanic_activity3
Upper-middle-income countries1978landslide22
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 919 / 38,888 (2.36%) — showing the 100 most anomalous rows
countryyeartypetotal_dead -total_dead +anomaly score
Lower-middle-income countries1911all_disasters01335100%
Lower-middle-income countries1911all_disasters_excluding_earthquakes01335100%
Lower-middle-income countries1911all_disasters_excluding_extreme_temperature01335100%
Lower-middle-income countries1991volcanic_activity0640100%
Upper-middle-income countries1991volcanic_activity6400100%
Lower-middle-income countries1968earthquake0271100%
Lower-middle-income countries1937extreme_weather0231100%
Lower-middle-income countries1962extreme_weather0197100%
Lower-middle-income countries1940all_disasters073100%
Lower-middle-income countries1940all_disasters_excluding_earthquakes073100%
Lower-middle-income countries1940all_disasters_excluding_extreme_temperature073100%
Lower-middle-income countries1940extreme_weather073100%
Upper-middle-income countries1977landslide270100%
Upper-middle-income countries1963flood250100%
Lower-middle-income countries1959extreme_weather023100%
Lower-middle-income countries2017earthquake011100%
Upper-middle-income countries1998drought80100%
Upper-middle-income countries2020volcanic_activity10100%
Lower-middle-income countries1990earthquake22243998%
Lower-middle-income countries2013extreme_weather157765396%
Upper-middle-income countries1970extreme_weather394311195%
Upper-middle-income countries1971extreme_weather3921792%
Upper-middle-income countries1978extreme_weather14686691%
Upper-middle-income countries1965extreme_weather39290%
Upper-middle-income countries1972flood6903790%
Upper-middle-income countries1952extreme_weather10725890%
Upper-middle-income countries1991extreme_weather677138989%
Lower-middle-income countries1994earthquake58689%
Upper-middle-income countries2013extreme_weather798048489%
Upper-middle-income countries1960extreme_weather6734288%
Lower-middle-income countries2011extreme_weather133195387%
Lower-middle-income countries1999flood31256221287%
Lower-middle-income countries1953all_disasters_excluding_extreme_temperature80108086%
Lower-middle-income countries1955earthquake3243286%
Upper-middle-income countries2012extreme_weather225117486%
Upper-middle-income countries2011extreme_weather197915985%
Upper-middle-income countries1955earthquake4393984%
Upper-middle-income countries1949extreme_weather110010083%
Upper-middle-income countries1999flood30983214282%
Lower-middle-income countries1981landslide2020082%
Upper-middle-income countries1964extreme_weather878594381%
Upper-middle-income countries1964all_disasters_excluding_earthquakes9303106180%
Lower-middle-income countries2012extreme_weather276235379%
Upper-middle-income countries1964all_disasters9371112978%
Upper-middle-income countries1964all_disasters_excluding_extreme_temperature9371112978%
Upper-middle-income countries1999all_disasters_excluding_earthquakes41243295878%
Lower-middle-income countries1997extreme_weather566430777%
Lower-middle-income countries1976all_disasters1009741476%
Lower-middle-income countries1976all_disasters_excluding_extreme_temperature1009741476%
Upper-middle-income countries2022extreme_weather6449075%
Upper-middle-income countries1993volcanic_activity921375%
Lower-middle-income countries1964extreme_weather1350919274%
Lower-middle-income countries2006extreme_weather388259474%
Upper-middle-income countries1984extreme_weather335652273%
Lower-middle-income countries2006landslide223136672%
Lower-middle-income countries1972flood12878172%
Upper-middle-income countries2006landslide137022772%
Upper-middle-income countries2008extreme_weather130222071%
Lower-middle-income countries1984extreme_weather577341171%
Upper-middle-income countries2004extreme_weather232039371%
Lower-middle-income countries1964all_disasters_excluding_earthquakes1707994971%
Lower-middle-income countries1964all_disasters1711995371%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature1711995371%
Upper-middle-income countries1952all_disasters_excluding_earthquakes123722369%
Lower-middle-income countries2025extreme_weather350193969%
Upper-middle-income countries1997extreme_weather458884769%
Upper-middle-income countries1978all_disasters_excluding_earthquakes191635569%
Lower-middle-income countries1987extreme_weather280150269%
Lower-middle-income countries2000extreme_weather10153268%
Lower-middle-income countries2022extreme_weather13168568%
Upper-middle-income countries1970all_disasters_excluding_earthquakes503997068%
Upper-middle-income countries2013all_disasters_excluding_earthquakes9728187668%
Lower-middle-income countries1999landslide2412468%
Upper-middle-income countries2013all_disasters_excluding_extreme_temperature10305222365%
Upper-middle-income countries2013all_disasters10350226864%
Upper-middle-income countries1972extreme_weather55912464%
Upper-middle-income countries1977extreme_weather1343063%
Upper-middle-income countries1964flood51811863%
Lower-middle-income countries2009extreme_weather462201063%
Upper-middle-income countries1972all_disasters_excluding_earthquakes141933162%
Upper-middle-income countries2009extreme_weather203048262%
Upper-middle-income countries1987extreme_weather163341160%
Lower-middle-income countries2012earthquake4015459%
Upper-middle-income countries1981extreme_weather135435558%
Upper-middle-income countries1985extreme_weather134536158%
Upper-middle-income countries2018extreme_weather51714855%
Upper-middle-income countries1951extreme_weather142741155%
Upper-middle-income countries1968extreme_weather712154%
Lower-middle-income countries2019earthquake3912753%
Upper-middle-income countries1984all_disasters_excluding_earthquakes4248133052%
Upper-middle-income countries1984all_disasters4256133852%
Upper-middle-income countries1984all_disasters_excluding_extreme_temperature4256133852%
Upper-middle-income countries1982extreme_weather92729452%
Upper-middle-income countries1980extreme_weather76624651%
Lower-middle-income countries1999all_disasters_excluding_extreme_temperature425301370251%
Lower-middle-income countries1999all_disasters_excluding_earthquakes425631372951%
Lower-middle-income countries1999all_disasters426811385351%
Lower-middle-income countries2004earthquake171255252451%
Upper-middle-income countries1938all_disasters45414951%
Upper-middle-income countries1938all_disasters_excluding_extreme_temperature45414951%
~ natural_disasters_yearly.injured 🟡 median anomaly score 5.8%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeinjured
Low-income countries1966extreme_weather15
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity199
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake200
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake101
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity785
Lower-middle-income countries1968volcanic_activity0
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake64
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake6348
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity9
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake20
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity628
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeinjured
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide300
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity199
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity785
Upper-middle-income countries1968volcanic_activity0
Upper-middle-income countries1978landslide7
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 685 / 38,888 (1.76%) — showing the 100 most anomalous rows
countryyeartypeinjured -injured +anomaly score
Lower-middle-income countries1970extreme_weather04977100%
Lower-middle-income countries1984all_disasters_excluding_earthquakes03248100%
Lower-middle-income countries1984extreme_weather03248100%
Upper-middle-income countries1984extreme_weather32480100%
Lower-middle-income countries1964all_disasters01421100%
Lower-middle-income countries1964all_disasters_excluding_earthquakes01421100%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature01421100%
Lower-middle-income countries1964extreme_weather01421100%
Upper-middle-income countries1964all_disasters_excluding_earthquakes14210100%
Upper-middle-income countries1964extreme_weather14210100%
Lower-middle-income countries1972all_disasters_excluding_earthquakes0678100%
Lower-middle-income countries1972extreme_weather0678100%
Lower-middle-income countries2017earthquake0650100%
Lower-middle-income countries1952all_disasters0452100%
Lower-middle-income countries1952all_disasters_excluding_earthquakes0452100%
Lower-middle-income countries1952all_disasters_excluding_extreme_temperature0452100%
Lower-middle-income countries1952extreme_weather0452100%
Upper-middle-income countries2018extreme_weather2820100%
Lower-middle-income countries1968earthquake0261100%
Lower-middle-income countries1982flood0232100%
Lower-middle-income countries1937all_disasters0200100%
Lower-middle-income countries1937all_disasters_excluding_extreme_temperature0200100%
Upper-middle-income countries1937all_disasters2000100%
Upper-middle-income countries1937all_disasters_excluding_extreme_temperature2000100%
Upper-middle-income countries1937earthquake2000100%
Lower-middle-income countries1911all_disasters0199100%
Lower-middle-income countries1911all_disasters_excluding_earthquakes0199100%
Lower-middle-income countries1911all_disasters_excluding_extreme_temperature0199100%
Upper-middle-income countries1911all_disasters_excluding_earthquakes1990100%
Lower-middle-income countries1991volcanic_activity0195100%
Upper-middle-income countries1991volcanic_activity1950100%
Lower-middle-income countries1994earthquake0174100%
Upper-middle-income countries1981extreme_weather1690100%
Lower-middle-income countries1954all_disasters0101100%
Lower-middle-income countries1954all_disasters_excluding_extreme_temperature0101100%
Lower-middle-income countries1981flood095100%
Lower-middle-income countries1966flood092100%
Lower-middle-income countries2011landslide019100%
Lower-middle-income countries2012landslide016100%
Low-income countries1966all_disasters_excluding_earthquakes015100%
Upper-middle-income countries1971extreme_weather110100%
Lower-middle-income countries1999landslide010100%
Lower-middle-income countries1975all_disasters08100%
Lower-middle-income countries1975all_disasters_excluding_earthquakes08100%
Lower-middle-income countries1975all_disasters_excluding_extreme_temperature08100%
Lower-middle-income countries1975extreme_weather08100%
Lower-middle-income countries1978landslide07100%
Lower-middle-income countries1995flood07100%
Lower-middle-income countries1987extreme_weather11169199%
Upper-middle-income countries1970extreme_weather50325598%
Lower-middle-income countries1955all_disasters28202897%
Lower-middle-income countries1955all_disasters_excluding_extreme_temperature28202897%
Lower-middle-income countries1955earthquake28202897%
Upper-middle-income countries2013extreme_weather2999255096%
Lower-middle-income countries2013extreme_weather5572999996%
Upper-middle-income countries2023volcanic_activity6401296%
Upper-middle-income countries1970all_disasters_excluding_earthquakes508210596%
Upper-middle-income countries1972extreme_weather6941695%
Upper-middle-income countries1984all_disasters_excluding_earthquakes33338595%
Upper-middle-income countries1978extreme_weather600417094%
Lower-middle-income countries2011extreme_weather187658294%
Lower-middle-income countries1976all_disasters200656594%
Lower-middle-income countries1976all_disasters_excluding_extreme_temperature200656594%
Lower-middle-income countries1977earthquake13194%
Lower-middle-income countries1984all_disasters112336094%
Lower-middle-income countries1984all_disasters_excluding_extreme_temperature112336094%
Upper-middle-income countries2020extreme_weather7643591%
Upper-middle-income countries1955earthquake211311390%
Upper-middle-income countries2011extreme_weather676236790%
Upper-middle-income countries1955all_disasters211811889%
Upper-middle-income countries1955all_disasters_excluding_extreme_temperature211811889%
Upper-middle-income countries1964all_disasters152110088%
Upper-middle-income countries1964all_disasters_excluding_extreme_temperature152110088%
Upper-middle-income countries2012extreme_weather304621587%
Lower-middle-income countries1990earthquake292382486%
Upper-middle-income countries2013all_disasters_excluding_earthquakes32122254085%
Upper-middle-income countries1978all_disasters_excluding_earthquakes641157084%
Upper-middle-income countries1911all_disasters2212282%
Upper-middle-income countries1911all_disasters_excluding_extreme_temperature2212282%
Lower-middle-income countries2012extreme_weather331316281%
Lower-middle-income countries2022extreme_weather4137880%
Upper-middle-income countries1972all_disasters_excluding_earthquakes7648680%
Upper-middle-income countries1978all_disasters658374280%
Upper-middle-income countries1978all_disasters_excluding_extreme_temperature658374280%
Upper-middle-income countries1984all_disasters370345578%
Upper-middle-income countries1984all_disasters_excluding_extreme_temperature370345578%
Upper-middle-income countries2014extreme_weather262535676%
Lower-middle-income countries2014extreme_weather359262876%
Lower-middle-income countries1980extreme_weather7351275%
Upper-middle-income countries2008extreme_weather130820373%
Lower-middle-income countries2022earthquake8452272%
Lower-middle-income countries1970all_disasters_excluding_earthquakes1003598071%
Lower-middle-income countries1978extreme_weather1200703471%
Lower-middle-income countries2011all_disasters_excluding_earthquakes1391807071%
Lower-middle-income countries2013all_disasters_excluding_earthquakes61973577970%
Lower-middle-income countries1980all_disasters_excluding_earthquakes9653570%
Lower-middle-income countries2006landslide105469%
Lower-middle-income countries2013all_disasters70913764968%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature70913764968%
Lower-middle-income countries1970all_disasters1223640068%
~ natural_disasters_yearly.total_damages 🟡 median anomaly score 5.3%changed metadatanew datachanged data
metadata diff
-   Amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in US$.
-   For each disaster, the registered figure corresponds to the damage value at the moment of the
+   The amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in
+   US$. For each disaster, the registered figure corresponds to the damage value at the moment of the
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_damages
Low-income countries1966extreme_weather200000
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather10000000
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake3500000
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity10000000
Lower-middle-income countries1968volcanic_activity5000000
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake450000
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake134000000
Lower-middle-income countries1976volcanic_activity679000
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity488000
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity2214000
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake2500000
Lower-middle-income countries2020volcanic_activity66000000
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_damages
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide800000
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity10000000
Upper-middle-income countries1968volcanic_activity5000000
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 751 / 38,888 (1.93%) — showing the 100 most anomalous rows
countryyeartypetotal_damages -total_damages +anomaly score
Lower-middle-income countries1991volcanic_activity0211000000100%
Lower-middle-income countries1992extreme_temperature0400000000100%
Lower-middle-income countries2006extreme_weather01420921000100%
Lower-middle-income countries2022earthquake0152400000100%
Upper-middle-income countries1970extreme_weather2583990000100%
Lower-middle-income countries1952all_disasters_excluding_earthquakes060000000100%
Lower-middle-income countries1952extreme_weather060000000100%
Lower-middle-income countries1972extreme_weather048000000100%
Upper-middle-income countries2020volcanic_activity660000000100%
Lower-middle-income countries1960all_disasters_excluding_earthquakes034000000100%
Lower-middle-income countries1960extreme_weather034000000100%
Lower-middle-income countries2005drought042120000100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes340000000100%
Upper-middle-income countries1960extreme_weather340000000100%
Upper-middle-income countries1994landslide263000000100%
Lower-middle-income countries2017earthquake020338000100%
Lower-middle-income countries1912all_disasters010000000100%
Lower-middle-income countries1912all_disasters_excluding_earthquakes010000000100%
Lower-middle-income countries1912all_disasters_excluding_extreme_temperature010000000100%
Lower-middle-income countries1973extreme_weather07000000100%
Lower-middle-income countries1955all_disasters05000000100%
Lower-middle-income countries1955all_disasters_excluding_extreme_temperature05000000100%
Lower-middle-income countries1955earthquake05000000100%
Upper-middle-income countries1955earthquake50000000100%
Lower-middle-income countries1994earthquake03700000100%
Lower-middle-income countries1948all_disasters03500000100%
Lower-middle-income countries1948all_disasters_excluding_extreme_temperature03500000100%
Lower-middle-income countries2018volcanic_activity03564000100%
Lower-middle-income countries2001volcanic_activity02580000100%
Lower-middle-income countries2004landslide02450000100%
Lower-middle-income countries2006landslide02203000100%
Upper-middle-income countries2000volcanic_activity22140000100%
Lower-middle-income countries2002earthquake01714000100%
Upper-middle-income countries1976flood15530000100%
Lower-middle-income countries1959all_disasters01500000100%
Lower-middle-income countries1959all_disasters_excluding_earthquakes01500000100%
Lower-middle-income countries1959all_disasters_excluding_extreme_temperature01500000100%
Lower-middle-income countries1959extreme_weather01500000100%
Upper-middle-income countries1976volcanic_activity6790000100%
Upper-middle-income countries1993volcanic_activity4880000100%
Upper-middle-income countries1973earthquake4500000100%
Low-income countries1966all_disasters_excluding_earthquakes0200000100%
Lower-middle-income countries1977earthquake0100000100%
Lower-middle-income countries1998drought78282347564132100%
Upper-middle-income countries1972flood22005000050000100%
Lower-middle-income countries1997extreme_weather1010000488510000100%
Lower-middle-income countries1990earthquake100000037150000099%
Lower-middle-income countries1967earthquake14040000040000099%
Lower-middle-income countries1978extreme_weather100000029108400099%
Lower-middle-income countries1972flood95900022095900099%
Upper-middle-income countries1991volcanic_activity212000000100000099%
Lower-middle-income countries1951all_disasters2500003025000098%
Lower-middle-income countries1951all_disasters_excluding_earthquakes2500003025000098%
Lower-middle-income countries1951all_disasters_excluding_extreme_temperature2500003025000098%
Lower-middle-income countries1951extreme_weather2500003025000098%
Lower-middle-income countries2000extreme_weather100000011049900098%
Lower-middle-income countries1981extreme_weather10000009138400098%
Lower-middle-income countries1990drought56215331401497%
Upper-middle-income countries1978extreme_weather296084000600000096%
Upper-middle-income countries1964extreme_weather133500000320000095%
Lower-middle-income countries2017drought2238504192297092195%
Lower-middle-income countries1989flood11000004210000095%
Upper-middle-income countries1968extreme_weather988800028800094%
Upper-middle-income countries1952all_disasters62000000200000094%
Upper-middle-income countries1952all_disasters_excluding_earthquakes62000000200000094%
Upper-middle-income countries1952all_disasters_excluding_extreme_temperature62000000200000094%
Upper-middle-income countries1952extreme_weather62000000200000094%
Lower-middle-income countries1997drought20000006151415094%
Lower-middle-income countries2001extreme_weather625400018851500094%
Lower-middle-income countries2017extreme_weather189000000365277591990%
Lower-middle-income countries2013extreme_weather9154710001252626400086%
Lower-middle-income countries2012earthquake11700001331400084%
Lower-middle-income countries1989all_disasters2253600025562100084%
Lower-middle-income countries1989all_disasters_excluding_earthquakes2253600025562100084%
Lower-middle-income countries1989all_disasters_excluding_extreme_temperature2253600025562100084%
Lower-middle-income countries2002extreme_weather14160001555000083%
Lower-middle-income countries2025extreme_weather692900000706915100082%
Lower-middle-income countries1964extreme_weather1435000014465000082%
Lower-middle-income countries1989extreme_weather2143600021352100082%
Lower-middle-income countries1999flood323749700041099700077%
Upper-middle-income countries1912all_disasters11500000150000077%
Upper-middle-income countries1912all_disasters_excluding_earthquakes11500000150000077%
Upper-middle-income countries1912all_disasters_excluding_extreme_temperature11500000150000077%
Upper-middle-income countries1912extreme_weather11500000150000077%
Upper-middle-income countries1974extreme_weather64101000880100076%
Lower-middle-income countries1987extreme_weather3400000023370000075%
Lower-middle-income countries1964all_disasters2335000015365000074%
Lower-middle-income countries1964all_disasters_excluding_earthquakes2335000015365000074%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature2335000015365000074%
Lower-middle-income countries2012extreme_weather255000000157293700072%
Upper-middle-income countries1992extreme_temperature4780000007800000072%
Upper-middle-income countries1972all_disasters_excluding_earthquakes3255978795759787970%
Upper-middle-income countries1977extreme_weather5525000110000067%
Upper-middle-income countries2024landslide1451100003000000066%
Lower-middle-income countries1984extreme_weather8915200042564200065%
Lower-middle-income countries1972all_disasters_excluding_earthquakes7507580034307580064%
Upper-middle-income countries1972all_disasters3465978797859787963%
Upper-middle-income countries1972all_disasters_excluding_extreme_temperature3465978797859787963%
Lower-middle-income countries2004extreme_weather5168800022055500062%
Lower-middle-income countries2019earthquake170000007225800062%
~ natural_disasters_yearly.total_damages_adjusted 🟡 median anomaly score 5.3%changed metadatanew datachanged data
metadata diff
-   Amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in US$.
-   For each disaster, the registered figure corresponds to the damage value at the moment of the
+   The amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in
+   US$. For each disaster, the registered figure corresponds to the damage value at the moment of the
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_damages_adjusted
Low-income countries1966extreme_weather1933000
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather325036000
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake45753000
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity99557000
Lower-middle-income countries1968volcanic_activity45092000
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake3179000
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake738632000
Lower-middle-income countries1976volcanic_activity3743000
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity1060000
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity4033000
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake3030000
Lower-middle-income countries2020volcanic_activity79994000
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_damages_adjusted
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide2209000
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity99557000
Upper-middle-income countries1968volcanic_activity45092000
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 733 / 38,888 (1.88%) — showing the 100 most anomalous rows
countryyeartypetotal_damages_adjusted -total_damages_adjusted +anomaly score
Lower-middle-income countries1912all_disasters0325036000100%
Lower-middle-income countries1912all_disasters_excluding_earthquakes0325036000100%
Lower-middle-income countries1912all_disasters_excluding_extreme_temperature0325036000100%
Lower-middle-income countries1952all_disasters_excluding_earthquakes0707678000100%
Lower-middle-income countries1952extreme_weather0707678000100%
Lower-middle-income countries1960all_disasters_excluding_earthquakes0360623000100%
Lower-middle-income countries1960extreme_weather0360623000100%
Lower-middle-income countries1972extreme_weather0360073000100%
Lower-middle-income countries1991volcanic_activity0485994000100%
Lower-middle-income countries1992extreme_temperature0894231000100%
Lower-middle-income countries2006extreme_weather02211040000100%
Lower-middle-income countries2022earthquake0163354000100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes3606230000100%
Upper-middle-income countries1960extreme_weather3606230000100%
Upper-middle-income countries1970extreme_weather20877500000100%
Lower-middle-income countries1948all_disasters045753000100%
Lower-middle-income countries1948all_disasters_excluding_extreme_temperature045753000100%
Lower-middle-income countries1955all_disasters058579000100%
Lower-middle-income countries1955all_disasters_excluding_extreme_temperature058579000100%
Lower-middle-income countries1955earthquake058579000100%
Lower-middle-income countries1973extreme_weather049455000100%
Upper-middle-income countries1955earthquake585790000100%
Upper-middle-income countries1994landslide556580000100%
Lower-middle-income countries2005drought067656000100%
Upper-middle-income countries2020volcanic_activity799940000100%
Lower-middle-income countries2017earthquake026027000100%
Lower-middle-income countries1959all_disasters016142000100%
Lower-middle-income countries1959all_disasters_excluding_earthquakes016142000100%
Lower-middle-income countries1959all_disasters_excluding_extreme_temperature016142000100%
Lower-middle-income countries1959extreme_weather016142000100%
Upper-middle-income countries1976flood85600000100%
Lower-middle-income countries1994earthquake07830000100%
Lower-middle-income countries2001volcanic_activity04571000100%
Lower-middle-income countries2004landslide04177950100%
Lower-middle-income countries2018volcanic_activity04452000100%
Upper-middle-income countries2000volcanic_activity40330000100%
Upper-middle-income countries1976volcanic_activity37430000100%
Lower-middle-income countries2006landslide03428000100%
Upper-middle-income countries1973earthquake31790000100%
Lower-middle-income countries2002earthquake02989000100%
Low-income countries1966all_disasters_excluding_earthquakes01933000100%
Upper-middle-income countries1993volcanic_activity10600000100%
Lower-middle-income countries1977earthquake0518000100%
Lower-middle-income countries1998drought150616679223343100%
Upper-middle-income countries1972flood1650711000375000100%
Lower-middle-income countries1997extreme_weather1974000954668000100%
Lower-middle-income countries1990earthquake240100089191000099%
Lower-middle-income countries1967earthquake1320267000376100099%
Lower-middle-income countries1978extreme_weather4809000139974200099%
Lower-middle-income countries1972flood7194000165753000099%
Upper-middle-income countries1991volcanic_activity488297000230300099%
Lower-middle-income countries1951all_disasters301700036502200098%
Lower-middle-income countries1951all_disasters_excluding_earthquakes301700036502200098%
Lower-middle-income countries1951all_disasters_excluding_extreme_temperature301700036502200098%
Lower-middle-income countries1951extreme_weather301700036502200098%
Lower-middle-income countries2000extreme_weather182200020129100098%
Lower-middle-income countries1981extreme_weather345000031527200098%
Lower-middle-income countries1990drought134962795637997%
Upper-middle-income countries1978extreme_weather14237850002885200096%
Upper-middle-income countries1964extreme_weather13501610003236400095%
Lower-middle-income countries2017drought29681394122139016595%
Lower-middle-income countries1989flood278300010653100095%
Upper-middle-income countries1968extreme_weather89173000259700094%
Upper-middle-income countries1952all_disasters7312670002358900094%
Upper-middle-income countries1952all_disasters_excluding_earthquakes7312670002358900094%
Upper-middle-income countries1952all_disasters_excluding_extreme_temperature7312670002358900094%
Upper-middle-income countries1952extreme_weather7312670002358900094%
Lower-middle-income countries1997drought390800012021327394%
Lower-middle-income countries2001extreme_weather1108000033397200094%
Lower-middle-income countries2017extreme_weather241870000467459400090%
Lower-middle-income countries2013extreme_weather12327300001686727200086%
Lower-middle-income countries2012earthquake15990001819100084%
Lower-middle-income countries1989all_disasters5702500064682900084%
Lower-middle-income countries1989all_disasters_excluding_earthquakes5702500064682900084%
Lower-middle-income countries1989all_disasters_excluding_extreme_temperature5702500064682900084%
Lower-middle-income countries2002extreme_weather24690002711800083%
Lower-middle-income countries1964extreme_weather145130000146292700082%
Lower-middle-income countries1989extreme_weather5424200054029800082%
Lower-middle-income countries1999flood609675700077397900077%
Upper-middle-income countries1912all_disasters3737910004875500077%
Upper-middle-income countries1912all_disasters_excluding_earthquakes3737910004875500077%
Upper-middle-income countries1912all_disasters_excluding_extreme_temperature3737910004875500077%
Upper-middle-income countries1912extreme_weather3737910004875500077%
Upper-middle-income countries1974extreme_weather4077960005598900076%
Lower-middle-income countries1987extreme_weather9386500064518300075%
Lower-middle-income countries1964all_disasters236153000155395000074%
Lower-middle-income countries1964all_disasters_excluding_earthquakes236153000155395000074%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature236153000155395000074%
Lower-middle-income countries2012extreme_weather348400000214906700072%
Upper-middle-income countries1992extreme_temperature106860600017437500072%
Upper-middle-income countries1972all_disasters_excluding_earthquakes244248067043207167070%
Upper-middle-income countries1977extreme_weather28595000569300067%
Upper-middle-income countries2024landslide1451100003000000066%
Lower-middle-income countries1984extreme_weather269206000128528000065%
Lower-middle-income countries1972all_disasters_excluding_earthquakes579492968258990196863%
Upper-middle-income countries1972all_disasters260001367058960467063%
Upper-middle-income countries1972all_disasters_excluding_extreme_temperature260001367058960467063%
Lower-middle-income countries2004extreme_weather8584200036628900062%
Lower-middle-income countries2019earthquake208590008866000062%
Lower-middle-income countries1967extreme_weather7711000032630600062%
~ natural_disasters_yearly.n_events_per_100k_people 🟡 median anomaly score 1.5%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypen_events_per_100k_people
Low-income countries1966extreme_weather0.0006344572175294161
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0002354794560233131
Lower-middle-income countries1905extreme_weather0.0002354794560233131
Lower-middle-income countries1911volcanic_activity0.00022596832423005253
Lower-middle-income countries1912extreme_weather0.00022476229059975594
Lower-middle-income countries1918all_disasters0.00022102218645159155
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.00022102218645159155
Lower-middle-income countries1918earthquake0.00022102218645159155
Lower-middle-income countries1925earthquake0.00020894038607366383
Lower-middle-income countries1927earthquake0.00020425552793312818
Lower-middle-income countries1932all_disasters0.00019201336544938385
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.00019201336544938385
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.00019201336544938385
Lower-middle-income countries1932extreme_weather0.00019201336544938385
Lower-middle-income countries1937earthquake0.00017915702483151108
Lower-middle-income countries1938all_disasters0.00017667002975940704
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.00017667002975940704
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.00017667002975940704
Lower-middle-income countries1938extreme_weather0.00017667002975940704
Lower-middle-income countries1946all_disasters0.00016106467228382826
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.00016106467228382826
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.00016106467228382826
Lower-middle-income countries1946extreme_weather0.00016106467228382826
Lower-middle-income countries1948earthquake0.00015758478548377752
Lower-middle-income countries1950volcanic_activity0.0001542520767543465
Lower-middle-income countries1953extreme_weather0.00014431476301979274
Lower-middle-income countries1954earthquake0.00014100756379775703
Lower-middle-income countries1957extreme_weather0.0002624322660267353
Lower-middle-income countries1960landslide0.00012188690743641928
Lower-middle-income countries1965volcanic_activity0.00010772477253340185
Lower-middle-income countries1968volcanic_activity0.00010031813872046769
Lower-middle-income countries1969volcanic_activity9.798396058613434e-05
Lower-middle-income countries1973earthquake8.916916704038158e-05
Lower-middle-income countries1974landslide8.701576734893024e-05
Lower-middle-income countries1976earthquake8.284822251880541e-05
Lower-middle-income countries1976volcanic_activity8.284822251880541e-05
Lower-middle-income countries1977landslide8.083135617198423e-05
Lower-middle-income countries1978volcanic_activity0.0001577560033183545
Lower-middle-income countries1985landslide6.598255276912823e-05
Lower-middle-income countries1993volcanic_activity5.4527474276255816e-05
Lower-middle-income countries1998wildfire4.8969730414683e-05
Lower-middle-income countries2000volcanic_activity4.701642319560051e-05
Lower-middle-income countries2007volcanic_activity4.1291044908575714e-05
Lower-middle-income countries2010volcanic_activity3.920768722309731e-05
Lower-middle-income countries2011volcanic_activity7.709814235568047e-05
Lower-middle-income countries2020earthquake3.3678585168672726e-05
Lower-middle-income countries2020volcanic_activity3.3678585168672726e-05
Lower-middle-income countries2022volcanic_activity3.2848762202775106e-05
Lower-middle-income countries2023volcanic_activity3.243430910515599e-05
Lower-middle-income countries2024volcanic_activity6.405454041669145e-05
Lower-middle-income countries2025volcanic_activity3.163003930239938e-05
- Removed values: 25 / 38,888 (0.06%)
countryyeartypen_events_per_100k_people
Lower-middle-income countries1933all_disasters0.00018670606368687004
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.00018670606368687004
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.00018670606368687004
Lower-middle-income countries1933extreme_weather0.00018670606368687004
Lower-middle-income countries1962landslide0.00012539085582830012
Lower-middle-income countries1987landslide6.777085218345746e-05
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.00015861903375480324
Upper-middle-income countries1905extreme_weather0.00015861903375480324
Upper-middle-income countries1911volcanic_activity0.00014993840886745602
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.00011972169886576012
Upper-middle-income countries1936extreme_weather0.00011972169886576012
Upper-middle-income countries1937extreme_weather0.00011856478522531688
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.00011741482012439519
Upper-middle-income countries1938extreme_weather0.00011741482012439519
Upper-middle-income countries1940extreme_weather0.00011505384463816881
Upper-middle-income countries1946extreme_weather0.0001079364592442289
Upper-middle-income countries1950volcanic_activity0.0001026090030791238
Upper-middle-income countries1953extreme_weather9.61378900683485e-05
Upper-middle-income countries1957extreme_weather0.00017499530804343522
Upper-middle-income countries1960landslide8.264371717814356e-05
Upper-middle-income countries1965volcanic_activity7.374431879725307e-05
Upper-middle-income countries1968volcanic_activity6.837992987129837e-05
Upper-middle-income countries1978landslide5.5091295507736504e-05
Upper-middle-income countries1978volcanic_activity0.00011018259101547301
Upper-middle-income countries2009volcanic_activity3.6036759411217645e-05
~ Changed values: 6,245 / 38,888 (16.06%) (6,100 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypen_events_per_100k_people -n_events_per_100k_people +anomaly score
Upper-middle-income countries1971extreme_weather0.00050760194426402456.6999280534219e-0577%
Lower-middle-income countries1999landslide5.168784628040157e-050.000239885019254870765%
Lower-middle-income countries2019earthquake7.340020238189027e-050.0003072300169151276461%
Upper-middle-income countries1960extreme_weather0.00066114973742514850.0001743387838359922258%
Upper-middle-income countries1970extreme_weather0.00078007462434470650.0002059458638541400458%
Lower-middle-income countries2017earthquake3.7722624256275594e-050.0001404116192134097258%
Lower-middle-income countries1991volcanic_activity6.153964204713702e-050.0002282312343595549558%
Lower-middle-income countries1960extreme_weather0.00026340602198615670.000975095259491354257%
Upper-middle-income countries1960all_disasters_excluding_earthquakes0.00082643720088526610.0002615081903059035552%
Lower-middle-income countries1934all_disasters_excluding_earthquakes0.000184026299393735830.000560484419111162451%
Lower-middle-income countries1934extreme_weather0.000184026299393735830.000560484419111162451%
Lower-middle-income countries1970extreme_weather0.00041421229252591730.001243829028680920650%
Upper-middle-income countries1934extreme_weather0.00036616969737224280.0001226662716362625450%
Lower-middle-income countries2012extreme_weather0.000244395341724157330.000720411539077758849%
Upper-middle-income countries1978extreme_weather0.00082636944716796280.000291155709419399548%
Upper-middle-income countries1980drought0.000159478309797123075.622088792733848e-0548%
Upper-middle-income countries2001volcanic_activity0.000116220449854154144.129332592128776e-0548%
Lower-middle-income countries2001volcanic_activity4.962415914633311e-050.0001382586633553728547%
Lower-middle-income countries1959extreme_weather0.00013494364975485950.000374854862457141347%
Lower-middle-income countries1984extreme_weather0.000219233246752992270.000608969305176287947%
Lower-middle-income countries1962extreme_weather0.000125390855828300120.000347963621607050347%
Lower-middle-income countries1991extreme_weather0.00036923788138665260.000969982706010341645%
Lower-middle-income countries1989extreme_weather0.0003873179084621370.000957356300204992342%
Lower-middle-income countries1982extreme_weather0.00046141102211549880.001138969790190458342%
Lower-middle-income countries1980extreme_weather0.000405109254643321040.000974601309280842541%
Upper-middle-income countries1951extreme_weather0.0005027711740694940.000211284277611412141%
Upper-middle-income countries1952extreme_weather0.00049185601528733970.0002067366294795647341%
Upper-middle-income countries1991volcanic_activity0.000217500550206750639.227721602655947e-0540%
Lower-middle-income countries2012earthquake8.146512118401006e-050.0001895819877972826440%
Lower-middle-income countries1952all_disasters_excluding_earthquakes0.00031760722049511970.000738114176783710740%
Lower-middle-income countries1952extreme_weather0.00031760722049511970.000738114176783710740%
Lower-middle-income countries1956extreme_weather0.00028971687424927950.000672034220770001440%
Lower-middle-income countries2013extreme_weather0.000360656151315197350.000820635643322020839%
Lower-middle-income countries1971extreme_weather0.00050591619219630960.001121945329941809238%
Upper-middle-income countries1960all_disasters0.00115701206959784030.000523016380611807138%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature0.00115701206959784030.000523016380611807138%
Lower-middle-income countries2011extreme_weather0.000455586938187479970.00100227585062384637%
Lower-middle-income countries2000extreme_weather0.00055705924751237030.001222427003085613337%
Lower-middle-income countries2006extreme_weather0.00054217356955632570.001176922349259257337%
Lower-middle-income countries1967earthquake0.000222372618736699220.0001027307080221362437%
Lower-middle-income countries1989earthquake0.000129105959786102185.983476876281202e-0537%
Lower-middle-income countries1973extreme_weather0.00028938954346813260.000624184147454798237%
Lower-middle-income countries1950earthquake0.00033170485403388740.000154252076754346537%
Upper-middle-income countries2006extreme_weather0.00107380014378577470.000513966835569590335%
Upper-middle-income countries1977extreme_weather0.00061684311367571350.0002962403814308345335%
Lower-middle-income countries2008extreme_weather0.00061063782777637240.001257964759133756235%
Lower-middle-income countries1905all_disasters0.000229132245294749740.000470958912046626235%
Lower-middle-income countries1905all_disasters_excluding_extreme_temperature0.000229132245294749740.000470958912046626235%
Lower-middle-income countries1925all_disasters0.000205306481802836060.0004178807721473276634%
Lower-middle-income countries1925all_disasters_excluding_extreme_temperature0.000205306481802836060.0004178807721473276634%
Lower-middle-income countries1937all_disasters0.00035243248566985130.000716628099326044334%
Lower-middle-income countries1937all_disasters_excluding_extreme_temperature0.00035243248566985130.000716628099326044334%
Lower-middle-income countries1937extreme_weather0.000176216242834925650.0003583140496630221634%
Lower-middle-income countries1940extreme_weather0.000170048981090076270.0003449837968219071634%
Lower-middle-income countries1931all_disasters_excluding_earthquakes0.000192020306712947790.000389421940781176134%
Lower-middle-income countries1931extreme_weather0.000192020306712947790.000389421940781176134%
Upper-middle-income countries1981extreme_weather0.00078266730997711420.0003863868769258260734%
Lower-middle-income countries1974extreme_weather0.00056462187785655260.001131205004639923633%
Upper-middle-income countries1982extreme_weather0.0009725816780701280.0004874923906754702333%
Upper-middle-income countries1934all_disasters_excluding_earthquakes0.00048822624376043680.0002453325432725250733%
Lower-middle-income countries2009extreme_weather0.00064301647944375870.001276407507248222833%
Upper-middle-income countries1932all_disasters_excluding_earthquakes0.000248839322011917830.0001263502490473911233%
Upper-middle-income countries1932extreme_weather0.000248839322011917830.0001263502490473911233%
Upper-middle-income countries1918all_disasters0.00027951164520345630.000144792749779298932%
Upper-middle-income countries1918all_disasters_excluding_extreme_temperature0.00027951164520345630.000144792749779298932%
Upper-middle-income countries1918earthquake0.00027951164520345630.000144792749779298932%
Upper-middle-income countries1949extreme_weather0.000208127356017939750.0001085185213014483531%
Upper-middle-income countries1951volcanic_activity0.000201108457986265420.0001056421388057060531%
Lower-middle-income countries1948all_disasters0.00016566498379688710.0003151695709675550531%
Lower-middle-income countries1948all_disasters_excluding_extreme_temperature0.00016566498379688710.0003151695709675550531%
Upper-middle-income countries1954earthquake0.000187899218872189529.877351840259507e-0531%
Upper-middle-income countries1955earthquake0.00018348266894463459.648373816162348e-0531%
Upper-middle-income countries1956extreme_weather0.00053774571279063820.000282877241261303431%
Lower-middle-income countries1949all_disasters0.000164581026183441280.0003118012391496449731%
Lower-middle-income countries1949all_disasters_excluding_earthquakes0.000164581026183441280.0003118012391496449731%
Lower-middle-income countries1949all_disasters_excluding_extreme_temperature0.000164581026183441280.0003118012391496449731%
Lower-middle-income countries1949extreme_weather0.000164581026183441280.0003118012391496449731%
Upper-middle-income countries1962extreme_weather0.000319923856295645240.0001689315104158595231%
Upper-middle-income countries1963flood0.000155589776113629348.215953130275011e-0531%
Upper-middle-income countries1976extreme_weather0.00034263974521309140.0001809402165235951531%
Upper-middle-income countries1969volcanic_activity0.000133302513859234757.039278716547415e-0531%
Upper-middle-income countries1976flood0.000228426491958089170.000120626806165091731%
Upper-middle-income countries1965extreme_weather0.000147488637594506147.788694347254932e-0531%
Upper-middle-income countries1977drought0.00011215329141123225.924807919654995e-0531%
Upper-middle-income countries1977landslide0.00011215329141123225.924807919654995e-0531%
Upper-middle-income countries1981drought0.000104355640360154215.519812475540675e-0531%
Upper-middle-income countries1989drought9.001562284538522e-054.7708203055663034e-0531%
Upper-middle-income countries1992volcanic_activity8.577125845476985e-054.550820085569285e-0531%
Upper-middle-income countries1995volcanic_activity8.26367613626644e-054.3909691157750785e-0531%
Lower-middle-income countries2026extreme_weather0.00013408089580480010.000249936449108645330%
Lower-middle-income countries2014volcanic_activity3.944207128370181e-057.341965101659298e-0530%
Lower-middle-income countries2021volcanic_activity3.574902439140715e-056.651104195043445e-0530%
Lower-middle-income countries1951extreme_weather0.00048702652566134930.000905722263269126430%
Lower-middle-income countries1951volcanic_activity0.000162342184921726580.000301907421089708830%
Lower-middle-income countries1952all_disasters0.00047641081619076430.000885737070348113830%
Lower-middle-income countries1952all_disasters_excluding_extreme_temperature0.00047641081619076430.000885737070348113830%
Lower-middle-income countries1953all_disasters_excluding_extreme_temperature0.00015530458767898380.0002886295260395854730%
Lower-middle-income countries2002wildfire4.866156814387068e-059.041908197104931e-0530%
Lower-middle-income countries1995volcanic_activity5.625750418403186e-050.0001043700249283574530%
Lower-middle-income countries1994extreme_weather0.00069015339249745010.001280044787563383630%
~ natural_disasters_yearly.affected_per_100k_people 🟡 median anomaly score 1.3%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeaffected_per_100k_people
Low-income countries1966extreme_weather0.0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1905extreme_weather0.0
Lower-middle-income countries1911volcanic_activity0.0
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1918earthquake0.0
Lower-middle-income countries1925earthquake0.0
Lower-middle-income countries1927earthquake0.0
Lower-middle-income countries1932all_disasters0.0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1932extreme_weather0.0
Lower-middle-income countries1937earthquake0.0
Lower-middle-income countries1938all_disasters0.0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1938extreme_weather0.0
Lower-middle-income countries1946all_disasters0.0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1946extreme_weather0.0
Lower-middle-income countries1948earthquake0.0
Lower-middle-income countries1950volcanic_activity0.0
Lower-middle-income countries1953extreme_weather0.0
Lower-middle-income countries1954earthquake0.0
Lower-middle-income countries1957extreme_weather32.80403137207031
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity5.3862385749816895
Lower-middle-income countries1968volcanic_activity4.514316558837891
Lower-middle-income countries1969volcanic_activity0.16657273471355438
Lower-middle-income countries1973earthquake0.0
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake14.498438835144043
Lower-middle-income countries1976volcanic_activity0.9535830616950989
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity2.050827980041504
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity5.888967037200928
Lower-middle-income countries1998wildfire0.01469091884791851
Lower-middle-income countries2000volcanic_activity3.2171456813812256
Lower-middle-income countries2007volcanic_activity0.5795611143112183
Lower-middle-income countries2010volcanic_activity0.5552200675010681
Lower-middle-income countries2011volcanic_activity1.3080085515975952
Lower-middle-income countries2020earthquake0.14330238103866577
Lower-middle-income countries2020volcanic_activity24.814449310302734
Lower-middle-income countries2022volcanic_activity0.34211987257003784
Lower-middle-income countries2023volcanic_activity1.2453477382659912
Lower-middle-income countries2024volcanic_activity2.344075918197632
Lower-middle-income countries2025volcanic_activity3.479304313659668
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeaffected_per_100k_people
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide1.016562819480896
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1905extreme_weather0.0
Upper-middle-income countries1911volcanic_activity0.0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1936extreme_weather0.0
Upper-middle-income countries1937extreme_weather0.0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1938extreme_weather0.0
Upper-middle-income countries1940extreme_weather0.0
Upper-middle-income countries1946extreme_weather0.0
Upper-middle-income countries1950volcanic_activity0.0
Upper-middle-income countries1953extreme_weather0.0
Upper-middle-income countries1957extreme_weather21.874412536621094
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity3.68721604347229
Upper-middle-income countries1968volcanic_activity3.077096939086914
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity1.4323736429214478
Upper-middle-income countries2009volcanic_activity1.6986647844314575
~ Changed values: 3,046 / 38,888 (7.83%) (2,901 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypeaffected_per_100k_people -affected_per_100k_people +anomaly score
Lower-middle-income countries1990earthquake0.095.1325454711914100%
Lower-middle-income countries1991volcanic_activity0.059.10447311401367100%
Upper-middle-income countries1980drought53.271072387695310.0100%
Upper-middle-income countries1960all_disasters35.123580932617190.0100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes35.123580932617190.0100%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature35.123580932617190.0100%
Upper-middle-income countries1960extreme_weather35.123580932617190.0100%
Upper-middle-income countries1957all_disasters_excluding_earthquakes21.8744125366210940.0100%
Lower-middle-income countries1994earthquake0.014.23649787902832100%
Upper-middle-income countries1977drought14.0191612243652340.0100%
Lower-middle-income countries1951all_disasters0.07.547685623168945100%
Lower-middle-income countries1951all_disasters_excluding_earthquakes0.07.547685623168945100%
Lower-middle-income countries1951all_disasters_excluding_extreme_temperature0.07.547685623168945100%
Lower-middle-income countries1951extreme_weather0.07.547685623168945100%
Lower-middle-income countries1984volcanic_activity0.04.7364277839660645100%
Upper-middle-income countries1971extreme_weather3.17251229286193850.0100%
Lower-middle-income countries1975extreme_weather0.00.3835848867893219100%
Lower-middle-income countries1981landslide0.31567308306694030.0100%
Lower-middle-income countries2008landslide0.00.2028975486755371100%
Upper-middle-income countries2008landslide0.18187336623668670.0100%
Lower-middle-income countries1989landslide0.00.06384369730949402100%
Lower-middle-income countries2012landslide0.00.0002654147974681109100%
Upper-middle-income countries1978extreme_weather173.35197448730470.35520997643470764100%
Upper-middle-income countries1973extreme_weather215.824203491210940.598573923110961999%
Upper-middle-income countries1970extreme_weather113.529136657714840.4163538813591003499%
Lower-middle-income countries2011extreme_weather1.4288862943649292367.445312599%
Upper-middle-income countries1964extreme_weather167.679534912109380.958896875381469799%
Lower-middle-income countries2024landslide0.655672252178192195.653709411621199%
Lower-middle-income countries1973extreme_weather2.4115796089172363318.779754638671998%
Upper-middle-income countries1980extreme_weather875.10168457031258.32069110870361398%
Lower-middle-income countries2006extreme_weather5.1461310386657715457.224639892578198%
Lower-middle-income countries2012earthquake0.1542134732007980313.52932929992675898%
Lower-middle-income countries2000extreme_weather5.317890167236328307.938323974609497%
Lower-middle-income countries1977earthquake0.087391771376132974.93071269989013797%
Lower-middle-income countries1972flood3.954080581665039222.901489257812597%
Lower-middle-income countries1980extreme_weather26.81823158264161247.851928710937596%
Lower-middle-income countries2014volcanic_activity0.054430056363344192.273255825042724695%
Lower-middle-income countries1978extreme_weather6.8312506675720215254.0369262695312595%
Upper-middle-income countries2025volcanic_activity3.64904642105102540.1000217199325561595%
Upper-middle-income countries1993volcanic_activity4.7171187400817870.1551202833652496394%
Lower-middle-income countries1987extreme_weather8.67466926574707227.5459594726562593%
Upper-middle-income countries1957all_disasters22.74938964843750.920927047729492292%
Upper-middle-income countries1957all_disasters_excluding_extreme_temperature22.74938964843750.920927047729492292%
Lower-middle-income countries2001extreme_weather6.910263538360596168.982467651367292%
Upper-middle-income countries1972flood155.063735961914066.61184883117675892%
Lower-middle-income countries2022earthquake1.059594273567199722.33239555358886791%
Upper-middle-income countries2020drought8.6325998306274410.4115672409534454391%
Lower-middle-income countries2012extreme_weather15.92133903503418303.632659912109490%
Upper-middle-income countries1981extreme_weather59.880207061767583.18493175506591890%
Upper-middle-income countries2020volcanic_activity25.457254409790041.3760455846786590%
Lower-middle-income countries1957all_disasters1.867937207221984934.5360870361328190%
Lower-middle-income countries1957all_disasters_excluding_earthquakes1.867937207221984934.5360870361328190%
Lower-middle-income countries1957all_disasters_excluding_extreme_temperature1.867937207221984934.5360870361328190%
Lower-middle-income countries2003landslide0.36414223909378056.62434673309326290%
Lower-middle-income countries2001volcanic_activity0.22330871224403384.04272937774658290%
Upper-middle-income countries1968extreme_weather13.5631589889526370.795910418033599989%
Upper-middle-income countries2025earthquake54.9243392944335943.46073746681213488%
Upper-middle-income countries2021extreme_weather434.598419189453128.0284690856933688%
Upper-middle-income countries1991volcanic_activity48.091503143310553.214891910552978587%
Upper-middle-income countries2004landslide3.07197070121765140.2091884315013885587%
Lower-middle-income countries2006volcanic_activity0.149052560329437261.981769204139709586%
Lower-middle-income countries2004landslide0.26944085955619813.573250293731689586%
Lower-middle-income countries2013earthquake10.52951717376709129.959106445312585%
Lower-middle-income countries2014extreme_weather43.05445098876953521.513549804687585%
Upper-middle-income countries2023volcanic_activity1.35372281074523930.1129388660192489685%
Lower-middle-income countries2017earthquake0.18861313164234162.20119786262512284%
Lower-middle-income countries2004extreme_weather16.858020782470703178.5073852539062583%
Upper-middle-income countries1980all_disasters_excluding_earthquakes1073.2991943359375124.82617187579%
Lower-middle-income countries2002extreme_weather5.99194240570068449.9729537963867279%
Lower-middle-income countries2025extreme_weather160.458465576171881306.94946289062578%
Upper-middle-income countries1984extreme_weather216.4999847412109427.47050285339355577%
Upper-middle-income countries1982extreme_weather116.9028778076171915.90308570861816476%
Upper-middle-income countries1980all_disasters1100.5672607421875153.6729888916015675%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature1100.5672607421875153.6729888916015675%
Lower-middle-income countries2021volcanic_activity0.120938956737518310.858524560928344775%
Upper-middle-income countries1987drought172.527267456054724.42702102661132875%
Upper-middle-income countries2011volcanic_activity1.39036250114440920.203302517533302374%
Lower-middle-income countries2009volcanic_activity0.323780238628387452.1814601421356274%
Lower-middle-income countries2018volcanic_activity0.53280019760131843.47409963607788173%
Lower-middle-income countries2018extreme_weather60.048648834228516384.822845458984473%
Upper-middle-income countries1976extreme_weather181.5672454833984428.64886665344238373%
Upper-middle-income countries2019extreme_weather220.987869262695334.8872413635253973%
Upper-middle-income countries2024landslide113.2094192504882818.29411315917968872%
Upper-middle-income countries1998extreme_weather463.4856567382812576.4304122924804772%
Lower-middle-income countries2019earthquake4.782096385955810528.72266006469726671%
Upper-middle-income countries1976all_disasters_excluding_earthquakes185.4155426025390631.06140327453613371%
Lower-middle-income countries2022extreme_weather46.654380798339844278.07812571%
Upper-middle-income countries1994landslide2.54466700553894040.4441183209419250570%
Lower-middle-income countries2022landslide2.2861678600311280.404762446880340670%
Upper-middle-income countries2006landslide0.65194481611251830.1186077371239662269%
Upper-middle-income countries1988extreme_weather322.461761474609461.4850654602050868%
Lower-middle-income countries1964extreme_weather57.40323257446289296.352874755859468%
Lower-middle-income countries1976extreme_weather53.74197006225586273.767242431640667%
Upper-middle-income countries2024extreme_weather1140.500732421875226.2274017333984467%
Lower-middle-income countries2010extreme_weather25.946552276611328127.198951721191466%
Upper-middle-income countries1982drought32.596740722656257.354202270507812563%
Upper-middle-income countries1987extreme_weather208.1540679931640647.6478691101074263%
Upper-middle-income countries2001volcanic_activity4.1061072349548340.940249025821685863%
Lower-middle-income countries1969flood28.770503997802734124.5639648437562%
Upper-middle-income countries2025extreme_weather1512.1884765625354.9019165039062562%
~ natural_disasters_yearly.homeless_per_100k_people 🟡 median anomaly score 1.3%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypehomeless_per_100k_people
Low-income countries1966extreme_weather0.0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1905extreme_weather0.0
Lower-middle-income countries1911volcanic_activity0.0
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1918earthquake0.0
Lower-middle-income countries1925earthquake0.0
Lower-middle-income countries1927earthquake0.0
Lower-middle-income countries1932all_disasters0.48003339767456055
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.48003339767456055
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.48003339767456055
Lower-middle-income countries1932extreme_weather0.48003339767456055
Lower-middle-income countries1937earthquake0.0
Lower-middle-income countries1938all_disasters0.0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1938extreme_weather0.0
Lower-middle-income countries1946all_disasters0.0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1946extreme_weather0.0
Lower-middle-income countries1948earthquake0.0
Lower-middle-income countries1950volcanic_activity0.0
Lower-middle-income countries1953extreme_weather0.0
Lower-middle-income countries1954earthquake0.0
Lower-middle-income countries1957extreme_weather0.0
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.8617981672286987
Lower-middle-income countries1968volcanic_activity0.6019088625907898
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.0
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.0
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity3.1080660820007324
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity0.0
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake0.02374340407550335
Lower-middle-income countries2020volcanic_activity0.0
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activity0.0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypehomeless_per_100k_people
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.11521045118570328
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1905extreme_weather0.0
Upper-middle-income countries1911volcanic_activity0.0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1936extreme_weather0.0
Upper-middle-income countries1937extreme_weather0.0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1938extreme_weather0.0
Upper-middle-income countries1940extreme_weather0.0
Upper-middle-income countries1946extreme_weather0.0
Upper-middle-income countries1950volcanic_activity0.0
Upper-middle-income countries1953extreme_weather0.0
Upper-middle-income countries1957extreme_weather0.0
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.5899545550346375
Upper-middle-income countries1968volcanic_activity0.41027960181236267
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 2,294 / 38,888 (5.90%) (2,149 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypehomeless_per_100k_people -homeless_per_100k_people +anomaly score
Lower-middle-income countries1952all_disasters0.073.81141662597656100%
Lower-middle-income countries1952all_disasters_excluding_earthquakes0.073.81141662597656100%
Lower-middle-income countries1952all_disasters_excluding_extreme_temperature0.073.81141662597656100%
Lower-middle-income countries1952extreme_weather0.073.81141662597656100%
Upper-middle-income countries1984extreme_weather65.268150329589840.0100%
Lower-middle-income countries1990extreme_weather0.064.9595947265625100%
Lower-middle-income countries1989extreme_weather0.056.386131286621094100%
Upper-middle-income countries1952all_disasters_excluding_earthquakes49.185600280761720.0100%
Upper-middle-income countries1952extreme_weather49.185600280761720.0100%
Lower-middle-income countries1972all_disasters_excluding_earthquakes0.036.32627487182617100%
Lower-middle-income countries1972flood0.033.8597412109375100%
Upper-middle-income countries1972all_disasters_excluding_earthquakes24.6543884277343750.0100%
Lower-middle-income countries1982extreme_weather0.023.425973892211914100%
Upper-middle-income countries1972flood22.9803695678710940.0100%
Upper-middle-income countries1971all_disasters_excluding_earthquakes15.6404848098754880.0100%
Upper-middle-income countries1971extreme_weather15.6404848098754880.0100%
Upper-middle-income countries2019extreme_weather11.2894887924194340.0100%
Lower-middle-income countries1964extreme_weather0.011.037659645080566100%
Upper-middle-income countries1964extreme_weather7.5663390159606930.0100%
Lower-middle-income countries1979extreme_weather0.04.734621047973633100%
Lower-middle-income countries1972extreme_weather0.02.4665329456329346100%
Lower-middle-income countries1960all_disasters0.02.4377381801605225100%
Lower-middle-income countries1960all_disasters_excluding_earthquakes0.02.4377381801605225100%
Lower-middle-income countries1960all_disasters_excluding_extreme_temperature0.02.4377381801605225100%
Lower-middle-income countries1960extreme_weather0.02.4377381801605225100%
Upper-middle-income countries1993volcanic_activity2.4124805927276610.0100%
Lower-middle-income countries1998extreme_weather0.02.1306729316711426100%
Upper-middle-income countries1972extreme_weather1.67401874065399170.0100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes1.65287435054779050.0100%
Upper-middle-income countries1960extreme_weather1.65287435054779050.0100%
Upper-middle-income countries1992landslide1.62965393066406250.0100%
Lower-middle-income countries1974extreme_weather0.00.908531665802002100%
Upper-middle-income countries1974extreme_weather0.61983871459960940.0100%
Upper-middle-income countries1981extreme_weather0.59785348176956180.0100%
Upper-middle-income countries1978extreme_weather0.50981485843658450.0100%
Upper-middle-income countries1932all_disasters_excluding_earthquakes0.311049133539199830.0100%
Upper-middle-income countries1932extreme_weather0.311049133539199830.0100%
Lower-middle-income countries1994earthquake0.00.21254076063632965100%
Lower-middle-income countries2013extreme_weather0.00.15800966322422028100%
Upper-middle-income countries1963all_disasters_excluding_earthquakes0.15558977425098420.0100%
Upper-middle-income countries1963extreme_weather0.15558977425098420.0100%
Lower-middle-income countries1995volcanic_activity0.00.13046252727508545100%
Lower-middle-income countries1989earthquake0.129105970263481140.0100%
Lower-middle-income countries2020extreme_weather0.00.09850986301898956100%
Lower-middle-income countries1986earthquake0.0555821955204010.0100%
Lower-middle-income countries2021extreme_weather0.00.03325552120804787100%
Lower-middle-income countries1976extreme_weather0.00.009113304316997528100%
Lower-middle-income countries1999landslide0.00.0016791950911283493100%
Lower-middle-income countries2009earthquake0.00.0003988773678429425100%
Upper-middle-income countries1973extreme_weather63.37658691406250.012803720310330391100%
Lower-middle-income countries1984extreme_weather0.0365388728678226589.52024841308594100%
Upper-middle-income countries1968all_disasters_excluding_earthquakes3.10280776023864750.004550123121589422100%
Lower-middle-income countries1984all_disasters_excluding_earthquakes0.18269436061382294116.04424285888672100%
Upper-middle-income countries1968extreme_weather2.6925282478332520.004550123121589422100%
Lower-middle-income countries2008extreme_weather0.00130850961431860920.7034457921981812100%
Lower-middle-income countries1989all_disasters_excluding_earthquakes0.193658947944641168.532592773437599%
Lower-middle-income countries1989all_disasters0.3227649033069610668.532592773437599%
Lower-middle-income countries1989all_disasters_excluding_extreme_temperature0.3227649033069610668.532592773437599%
Lower-middle-income countries1984flood0.146155491471290626.52399635314941499%
Lower-middle-income countries1984all_disasters0.9134718179702759116.7208709716796998%
Lower-middle-income countries1984all_disasters_excluding_extreme_temperature0.9134718179702759116.7208709716796998%
Upper-middle-income countries1952all_disasters49.595809936523440.4310458898544311598%
Upper-middle-income countries1952all_disasters_excluding_extreme_temperature49.595809936523440.4310458898544311598%
Upper-middle-income countries2019all_disasters_excluding_earthquakes11.4208068847656250.1140639260411262598%
Lower-middle-income countries1973all_disasters0.964631795883178794.0734710693359498%
Lower-middle-income countries1973all_disasters_excluding_earthquakes0.964631795883178794.0734710693359498%
Lower-middle-income countries1973all_disasters_excluding_extreme_temperature0.964631795883178794.0734710693359498%
Lower-middle-income countries1973extreme_weather0.964631795883178794.0734710693359498%
Lower-middle-income countries1989flood0.1291059702634811412.08662319183349698%
Lower-middle-income countries2007extreme_weather0.0215259715914726261.98238313198089698%
Lower-middle-income countries1966flood0.227683931589126618.39540481567382898%
Upper-middle-income countries1980extreme_weather65.012878417968751.034464359283447397%
Lower-middle-income countries2011flood0.761078655719757141.5038185119628996%
Upper-middle-income countries1994landslide1.00248897075653080.02220591530203819396%
Lower-middle-income countries1983extreme_weather1.049407005310058644.774768829345795%
Lower-middle-income countries1990all_disasters1.819063186645507866.6459426879882895%
Lower-middle-income countries1990all_disasters_excluding_earthquakes1.819063186645507866.6459426879882895%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature1.819063186645507866.6459426879882895%
Lower-middle-income countries1992landslide0.066160537302494052.180620908737182694%
Lower-middle-income countries2019extreme_weather0.367001026868820212.02173995971679794%
Lower-middle-income countries1970extreme_weather0.207106158137321476.62099742889404394%
Upper-middle-income countries1984all_disasters_excluding_earthquakes87.129219055175782.767952203750610494%
Upper-middle-income countries2019all_disasters11.6952533721923830.409175515174865793%
Upper-middle-income countries2019all_disasters_excluding_extreme_temperature11.6952533721923830.409175515174865793%
Lower-middle-income countries1991volcanic_activity0.0123079288750886920.3423468470573425393%
Lower-middle-income countries2009extreme_weather0.171471059322357184.49674367904663193%
Lower-middle-income countries2004earthquake0.846084594726562521.69612121582031292%
Lower-middle-income countries1964all_disasters0.4656252264976501511.46812820434570392%
Lower-middle-income countries1964all_disasters_excluding_earthquakes0.4656252264976501511.46812820434570392%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature0.4656252264976501511.46812820434570392%
Upper-middle-income countries1984all_disasters88.116241455078123.81305408477783292%
Upper-middle-income countries1984all_disasters_excluding_extreme_temperature88.116241455078123.81305408477783292%
Upper-middle-income countries1989extreme_weather44.439094543457032.1468691825866791%
Upper-middle-income countries1983extreme_weather33.3758583068847661.755188584327697890%
Lower-middle-income countries2019all_disasters0.647463202476501512.3087263107299890%
Lower-middle-income countries2019all_disasters_excluding_earthquakes0.647463202476501512.3087263107299890%
Lower-middle-income countries2019all_disasters_excluding_extreme_temperature0.647463202476501512.3087263107299890%
Lower-middle-income countries2023flood0.00083626236300915480.0152116911485791290%
Upper-middle-income countries1960all_disasters1.75617909431457520.1089617460966110288%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature1.75617909431457520.1089617460966110288%
~ natural_disasters_yearly.population 🟡 median anomaly score 1.3%changed metadatanew datachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
+ New values: 51 / 38,888 (0.13%)
countryyeartypepopulation
Low-income countries1966extreme_weather157615047
Lower-middle-income countries1905all_disasters_excluding_earthquakes424665506
Lower-middle-income countries1905extreme_weather424665506
Lower-middle-income countries1911volcanic_activity442539894
Lower-middle-income countries1912extreme_weather444914500
Lower-middle-income countries1918all_disasters452443253
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature452443253
Lower-middle-income countries1918earthquake452443253
Lower-middle-income countries1925earthquake478605429
Lower-middle-income countries1927earthquake489582822
Lower-middle-income countries1932all_disasters520797092
Lower-middle-income countries1932all_disasters_excluding_earthquakes520797092
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature520797092
Lower-middle-income countries1932extreme_weather520797092
Lower-middle-income countries1937earthquake558169563
Lower-middle-income countries1938all_disasters566026965
Lower-middle-income countries1938all_disasters_excluding_earthquakes566026965
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature566026965
Lower-middle-income countries1938extreme_weather566026965
Lower-middle-income countries1946all_disasters620868629
Lower-middle-income countries1946all_disasters_excluding_earthquakes620868629
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature620868629
Lower-middle-income countries1946extreme_weather620868629
Lower-middle-income countries1948earthquake634579047
Lower-middle-income countries1950volcanic_activity648289463
Lower-middle-income countries1953extreme_weather692929778
Lower-middle-income countries1954earthquake709181786
Lower-middle-income countries1957extreme_weather762101433
Lower-middle-income countries1960landslide820432675
Lower-middle-income countries1965volcanic_activity928291576
Lower-middle-income countries1968volcanic_activity996828669
Lower-middle-income countries1969volcanic_activity1020575229
Lower-middle-income countries1973earthquake1121463914
Lower-middle-income countries1974landslide1149216973
Lower-middle-income countries1976earthquake1207026504
Lower-middle-income countries1976volcanic_activity1207026504
Lower-middle-income countries1977landslide1237143677
Lower-middle-income countries1978volcanic_activity1267780648
Lower-middle-income countries1985landslide1515552078
Lower-middle-income countries1993volcanic_activity1833937911
Lower-middle-income countries1998wildfire2042077792
Lower-middle-income countries2000volcanic_activity2126916405
Lower-middle-income countries2007volcanic_activity2421832593
Lower-middle-income countries2010volcanic_activity2550520230
Lower-middle-income countries2011volcanic_activity2594096178
Lower-middle-income countries2020earthquake2969245757
Lower-middle-income countries2020volcanic_activity2969245757
Lower-middle-income countries2022volcanic_activity3044254723
Lower-middle-income countries2023volcanic_activity3083154885
Lower-middle-income countries2024volcanic_activity3122339016
Lower-middle-income countries2025volcanic_activity3161551620
- Removed values: 25 / 38,888 (0.06%)
countryyeartypepopulation
Lower-middle-income countries1933all_disasters535601228
Lower-middle-income countries1933all_disasters_excluding_earthquakes535601228
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature535601228
Lower-middle-income countries1933extreme_weather535601228
Lower-middle-income countries1962landslide797506289
Lower-middle-income countries1987landslide1475560586
Upper-middle-income countries1905all_disasters_excluding_earthquakes630441372
Upper-middle-income countries1905extreme_weather630441372
Upper-middle-income countries1911volcanic_activity666940523
Upper-middle-income countries1936all_disasters_excluding_earthquakes835270467
Upper-middle-income countries1936extreme_weather835270467
Upper-middle-income countries1937extreme_weather843420745
Upper-middle-income countries1938all_disasters_excluding_earthquakes851681255
Upper-middle-income countries1938extreme_weather851681255
Upper-middle-income countries1940extreme_weather869158256
Upper-middle-income countries1946extreme_weather926471028
Upper-middle-income countries1950volcanic_activity974573354
Upper-middle-income countries1953extreme_weather1040172600
Upper-middle-income countries1957extreme_weather1142887786
Upper-middle-income countries1960landslide1210013300
Upper-middle-income countries1965volcanic_activity1356036602
Upper-middle-income countries1968volcanic_activity1462417374
Upper-middle-income countries1978landslide1815168803
Upper-middle-income countries1978volcanic_activity1815168803
Upper-middle-income countries2009volcanic_activity2774944246
~ Changed values: 6,561 / 38,888 (16.87%) (6,416 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypepopulation -population +anomaly score
Papua New Guinea1937all_disasters820795147003628%
Papua New Guinea1937all_disasters_excluding_earthquakes820795147003628%
Papua New Guinea1937all_disasters_excluding_extreme_temperature820795147003628%
Papua New Guinea1937volcanic_activity820795147003628%
Jordan1927all_disasters22148016432015%
Jordan1927all_disasters_excluding_extreme_temperature22148016432015%
Jordan1927earthquake22148016432015%
Guatemala1902all_disasters1370079184063115%
Guatemala1902all_disasters_excluding_earthquakes1370079184063115%
Guatemala1902all_disasters_excluding_extreme_temperature1370079184063115%
Guatemala1902earthquake1370079184063115%
Guatemala1902volcanic_activity1370079184063115%
Guatemala1917all_disasters1613149214755714%
Guatemala1917all_disasters_excluding_extreme_temperature1613149214755714%
Guatemala1917earthquake1613149214755714%
Nepal1934all_disasters5342207705898414%
Nepal1934all_disasters_excluding_extreme_temperature5342207705898414%
Nepal1934earthquake5342207705898414%
Kazakhstan1911all_disasters4583069605467114%
Kazakhstan1911all_disasters_excluding_extreme_temperature4583069605467114%
Kazakhstan1911earthquake4583069605467114%
Israel1903all_disasters37402628937413%
Israel1903all_disasters_excluding_extreme_temperature37402628937413%
Israel1903earthquake37402628937413%
USSR1911all_disasters12862713616347488512%
USSR1911all_disasters_excluding_extreme_temperature12862713616347488512%
USSR1911earthquake12862713616347488512%
Pakistan1909all_disasters190812372421718412%
Pakistan1909all_disasters_excluding_extreme_temperature190812372421718412%
Pakistan1909earthquake190812372421718412%
Cape Verde1940all_disasters21720617249811%
Cape Verde1940all_disasters_excluding_earthquakes21720617249811%
Cape Verde1940all_disasters_excluding_extreme_temperature21720617249811%
Cape Verde1940drought21720617249811%
Hong Kong1937all_disasters1265525101000011%
Hong Kong1937all_disasters_excluding_earthquakes1265525101000011%
Hong Kong1937all_disasters_excluding_extreme_temperature1265525101000011%
Hong Kong1937extreme_weather1265525101000011%
Cape Verde1941all_disasters21631117374611%
Cape Verde1941all_disasters_excluding_earthquakes21631117374611%
Cape Verde1941all_disasters_excluding_extreme_temperature21631117374611%
Cape Verde1941drought21631117374611%
Cape Verde1942all_disasters2135651749959.9%
Cape Verde1942all_disasters_excluding_earthquakes2135651749959.9%
Cape Verde1942all_disasters_excluding_extreme_temperature2135651749959.9%
Cape Verde1942drought2135651749959.9%
USSR1930all_disasters1510550961830851719.6%
USSR1930all_disasters_excluding_extreme_temperature1510550961830851719.6%
USSR1930earthquake1510550961830851719.6%
Armenia1931all_disasters114796213880299.5%
Armenia1931all_disasters_excluding_extreme_temperature114796213880299.5%
Armenia1931earthquake114796213880299.5%
USSR1902all_disasters1184749851428098269.3%
USSR1902all_disasters_excluding_extreme_temperature1184749851428098269.3%
USSR1902earthquake1184749851428098269.3%
Fiji1941all_disasters2771422305519.2%
Fiji1941all_disasters_excluding_earthquakes2771422305519.2%
Fiji1941all_disasters_excluding_extreme_temperature2771422305519.2%
Fiji1941extreme_weather2771422305519.2%
Cape Verde1910all_disasters1706461430008.8%
Cape Verde1910all_disasters_excluding_earthquakes1706461430008.8%
Cape Verde1910all_disasters_excluding_extreme_temperature1706461430008.8%
Cape Verde1910drought1706461430008.8%
Cape Verde1911all_disasters1705641435008.6%
Cape Verde1911all_disasters_excluding_earthquakes1705641435008.6%
Cape Verde1911all_disasters_excluding_extreme_temperature1705641435008.6%
Cape Verde1911drought1705641435008.6%
Indonesia1917all_disasters45837761543530468.5%
Indonesia1917all_disasters_excluding_extreme_temperature45837761543530468.5%
Indonesia1917earthquake45837761543530468.5%
Cape Verde1943all_disasters2089671762448.5%
Cape Verde1943all_disasters_excluding_earthquakes2089671762448.5%
Cape Verde1943all_disasters_excluding_extreme_temperature2089671762448.5%
Cape Verde1943drought2089671762448.5%
Indonesia1938all_disasters60015810709592238.4%
Indonesia1938all_disasters_excluding_extreme_temperature60015810709592238.4%
Indonesia1938earthquake60015810709592238.4%
Cape Verde1912all_disasters1697001440008.2%
Cape Verde1912all_disasters_excluding_earthquakes1697001440008.2%
Cape Verde1912all_disasters_excluding_extreme_temperature1697001440008.2%
Cape Verde1912drought1697001440008.2%
Fiji1931all_disasters2157501832648.1%
Fiji1931all_disasters_excluding_earthquakes2157501832648.1%
Fiji1931all_disasters_excluding_extreme_temperature2157501832648.1%
Fiji1931extreme_weather2157501832648.1%
India1900all_disasters2807141542395631267.9%
India1900all_disasters_excluding_earthquakes2807141542395631267.9%
India1900all_disasters_excluding_extreme_temperature2807141542395631267.9%
India1900drought2807141542395631267.9%
Indonesia1936all_disasters58274749682095167.9%
Indonesia1936all_disasters_excluding_extreme_temperature58274749682095167.9%
Indonesia1936earthquake58274749682095167.9%
India1905all_disasters2880668542463077857.8%
India1905all_disasters_excluding_extreme_temperature2880668542463077857.8%
India1905earthquake2880668542463077857.8%
Venezuela1933all_disasters373426431958447.8%
Venezuela1933all_disasters_excluding_earthquakes373426431958447.8%
Venezuela1933all_disasters_excluding_extreme_temperature373426431958447.8%
Venezuela1933extreme_weather373426431958447.8%
India1924all_disasters3108500392665957737.7%
~ natural_disasters_yearly.total_dead_per_100k_people 🟡 median anomaly score 1.3%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_dead_per_100k_people
Low-income countries1966extreme_weather0.0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.05651506781578064
Lower-middle-income countries1905extreme_weather0.05651506781578064
Lower-middle-income countries1911volcanic_activity0.301667720079422
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.022102219983935356
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.022102219983935356
Lower-middle-income countries1918earthquake0.022102219983935356
Lower-middle-income countries1925earthquake0.0035519865341484547
Lower-middle-income countries1927earthquake0.054740481078624725
Lower-middle-income countries1932all_disasters0.028225963935256004
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.028225963935256004
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.028225963935256004
Lower-middle-income countries1932extreme_weather0.028225963935256004
Lower-middle-income countries1937earthquake0.00017915702483151108
Lower-middle-income countries1938all_disasters0.053884357213974
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.053884357213974
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.053884357213974
Lower-middle-income countries1938extreme_weather0.053884357213974
Lower-middle-income countries1946all_disasters0.041876815259456635
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.041876815259456635
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.041876815259456635
Lower-middle-income countries1946extreme_weather0.041876815259456635
Lower-middle-income countries1948earthquake0.011346104554831982
Lower-middle-income countries1950volcanic_activity0.012957175262272358
Lower-middle-income countries1953extreme_weather0.14431476593017578
Lower-middle-income countries1954earthquake0.0018330983584746718
Lower-middle-income countries1957extreme_weather0.03792146220803261
Lower-middle-income countries1960landslide0.004875476006418467
Lower-middle-income countries1965volcanic_activity0.03824229538440704
Lower-middle-income countries1968volcanic_activity0.00030095441616140306
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.0012483682949095964
Lower-middle-income countries1974landslide0.002349425805732608
Lower-middle-income countries1976earthquake0.49708932638168335
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.002182446653023362
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.01979476772248745
Lower-middle-income countries1993volcanic_activity0.004307670518755913
Lower-middle-income countries1998wildfire9.7939460829366e-05
Lower-middle-income countries2000volcanic_activity0.0
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake3.3678585168672726e-05
Lower-middle-income countries2020volcanic_activity3.3678585168672726e-05
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activity0.0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_dead_per_100k_people
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0037617257330566645
Lower-middle-income countries1987landslide0.00650600204244256
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.03806856647133827
Upper-middle-income countries1905extreme_weather0.03806856647133827
Upper-middle-income countries1911volcanic_activity0.20016777515411377
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.06189611926674843
Upper-middle-income countries1936extreme_weather0.06189611926674843
Upper-middle-income countries1937extreme_weather0.02738846465945244
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.035811521112918854
Upper-middle-income countries1938extreme_weather0.035811521112918854
Upper-middle-income countries1940extreme_weather0.008398930542171001
Upper-middle-income countries1946extreme_weather0.02806347794830799
Upper-middle-income countries1950volcanic_activity0.008619156666100025
Upper-middle-income countries1953extreme_weather0.0961378887295723
Upper-middle-income countries1957extreme_weather0.025286821648478508
Upper-middle-income countries1960landslide0.0033057488035410643
Upper-middle-income countries1965volcanic_activity0.026179233565926552
Upper-middle-income countries1968volcanic_activity0.00020513978961389512
Upper-middle-income countries1978landslide0.0012120085302740335
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 5,492 / 38,888 (14.12%) (5,347 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypetotal_dead_per_100k_people -total_dead_per_100k_people +anomaly score
Lower-middle-income countries1911all_disasters0.00.301667720079422100%
Lower-middle-income countries1911all_disasters_excluding_earthquakes0.00.301667720079422100%
Lower-middle-income countries1911all_disasters_excluding_extreme_temperature0.00.301667720079422100%
Lower-middle-income countries1937extreme_weather0.00.04138527438044548100%
Lower-middle-income countries1991volcanic_activity0.00.03651699796319008100%
Upper-middle-income countries1991volcanic_activity0.027840070426464080.0100%
Lower-middle-income countries1968earthquake0.00.027186216786503792100%
Lower-middle-income countries1962extreme_weather0.00.022849610075354576100%
Lower-middle-income countries1940all_disasters0.00.012591908685863018100%
Lower-middle-income countries1940all_disasters_excluding_earthquakes0.00.012591908685863018100%
Lower-middle-income countries1940all_disasters_excluding_extreme_temperature0.00.012591908685863018100%
Lower-middle-income countries1940extreme_weather0.00.012591908685863018100%
Lower-middle-income countries1959extreme_weather0.00.0028738873079419136100%
Upper-middle-income countries1963flood0.0019448720850050450.0100%
Upper-middle-income countries1977landslide0.00151406938675791030.0100%
Lower-middle-income countries2017earthquake0.00.0003861319273710251100%
Upper-middle-income countries1998drought0.00031961352215148510.0100%
Upper-middle-income countries2020volcanic_activity3.2815340091474354e-050.0100%
Lower-middle-income countries1990earthquake0.0013862889027222990.1424762457609176698%
Lower-middle-income countries2013extreme_weather0.0062914462760090830.2854692935943603596%
Upper-middle-income countries1970extreme_weather0.2563195228576660.007619997020810842594%
Upper-middle-income countries1971extreme_weather0.0248724967241287230.001138987718150019691%
Upper-middle-income countries1978extreme_weather0.08087401837110520.00384325534105300991%
Upper-middle-income countries1965extreme_weather0.00287602865137159820.0001557738869450986490%
Upper-middle-income countries1972flood0.042780477553606030.00242216256447136489%
Upper-middle-income countries1952extreme_weather0.105453930795192720.00599536253139376689%
Upper-middle-income countries1991extreme_weather0.29453924298286440.0179479178041219789%
Lower-middle-income countries1994earthquake0.00028756391839124260.004586827009916305588%
Upper-middle-income countries2013extreme_weather0.276912033557891850.01799533888697624288%
Lower-middle-income countries1999flood1.61555540561676030.106125131249427888%
Upper-middle-income countries1960extreme_weather0.055619224905967710.00366111448965966788%
Lower-middle-income countries2011extreme_weather0.0055084601044654850.0752863362431526286%
Lower-middle-income countries1953all_disasters_excluding_extreme_temperature0.0124243674799799920.1558599472045898485%
Lower-middle-income countries1955earthquake0.0047460724599659440.05948046967387199485%
Upper-middle-income countries2012extreme_weather0.078885190188884740.00653026346117258185%
Upper-middle-income countries2011extreme_weather0.070015199482440950.006021814420819282584%
Upper-middle-income countries1999flood0.122476890683174131.35326194763183683%
Upper-middle-income countries1955earthquake0.0402744486927986150.003762865904718637583%
Upper-middle-income countries1949extreme_weather0.114470042288303380.01085185166448354783%
Lower-middle-income countries1981landslide0.00157836533617228270.01460790634155273480%
Upper-middle-income countries1964extreme_weather0.66470289230346680.0753533095121383780%
Upper-middle-income countries1999all_disasters_excluding_earthquakes0.16303895413875581.387617707252502479%
Upper-middle-income countries1964all_disasters_excluding_earthquakes0.70389652252197270.0847824662923812979%
Lower-middle-income countries2012extreme_weather0.0112421866506338120.0892172828316688578%
Upper-middle-income countries1964all_disasters0.70904159545898440.0902162119746208277%
Upper-middle-income countries1964all_disasters_excluding_extreme_temperature0.70904159545898440.0902162119746208277%
Lower-middle-income countries1997extreme_weather0.030499581247568130.2153786569833755575%
Lower-middle-income countries1976all_disasters0.090376079082489010.614236712455749574%
Lower-middle-income countries1976all_disasters_excluding_extreme_temperature0.090376079082489010.614236712455749574%
Upper-middle-income countries1993volcanic_activity0.00389382825233042240.000584172550588846274%
Upper-middle-income countries2022extreme_weather0.0209952164441347120.003160411957651376774%
Lower-middle-income countries1964extreme_weather0.161177963018417361.014581680297851673%
Lower-middle-income countries2006extreme_weather0.0175302792340517040.1090334579348564172%
Upper-middle-income countries1984extreme_weather0.165622383356094360.02727715857326984472%
Lower-middle-income countries2006landslide0.0100753922015428540.0574170015752315570%
Upper-middle-income countries2006landslide0.050727799534797670.008974651806056570%
Lower-middle-income countries1972flood0.0126530574634671210.0713467523455619870%
Upper-middle-income countries2008extreme_weather0.0473598279058933260.00855493173003196769%
Upper-middle-income countries2004extreme_weather0.087472192943096160.01580981723964214369%
Lower-middle-income countries1984extreme_weather0.0421658605337142940.230799362063407969%
Lower-middle-income countries1964all_disasters_excluding_earthquakes0.203800588846206671.098136663436889669%
Lower-middle-income countries1964all_disasters0.20427815616130831.098578214645385769%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature0.20427815616130831.098578214645385769%
Upper-middle-income countries1952all_disasters_excluding_earthquakes0.121685177087783810.0230511352419853268%
Lower-middle-income countries2025extreme_weather0.0118828928098082540.06133064627647468%
Upper-middle-income countries1978all_disasters_excluding_earthquakes0.105554923415184020.02067205496132373867%
Upper-middle-income countries1997extreme_weather0.18529713153839110.0363892018795013467%
Lower-middle-income countries1987extreme_weather0.0189758390188217160.0943130105733871567%
Upper-middle-income countries1970all_disasters_excluding_earthquakes0.327566355466842650.0665891617536544866%
Lower-middle-income countries2000extreme_weather0.0051148165948688980.0250127371400594766%
Lower-middle-income countries2022extreme_weather0.0046245828270912170.02250140160322189366%
Upper-middle-income countries2013all_disasters_excluding_earthquakes0.33756896853446960.0697505250573158366%
Lower-middle-income countries1999landslide0.00124050839804112910.00594914844259619765%
Upper-middle-income countries2013all_disasters_excluding_extreme_temperature0.357591301202774050.0826521441340446562%
Upper-middle-income countries1972extreme_weather0.0346583873033523560.00811751745641231562%
Upper-middle-income countries2013all_disasters0.35915285348892210.0843252614140510662%
Upper-middle-income countries1977extreme_weather0.00751427048817276950.00177744240500032962%
Upper-middle-income countries1964flood0.039193633943796160.00942915305495262161%
Upper-middle-income countries1972all_disasters_excluding_earthquakes0.087978981435298920.02166853472590446560%
Lower-middle-income countries2009extreme_weather0.0198049079626798630.0801743492484092760%
Upper-middle-income countries2009extreme_weather0.073154620826244350.0185775309801101759%
Upper-middle-income countries1987extreme_weather0.076228000223636630.0203279051929712358%
Upper-middle-income countries1981extreme_weather0.070648767054080960.0195953343063592957%
Lower-middle-income countries2012earthquake0.00162930239457637070.00583912525326013656%
Upper-middle-income countries1985extreme_weather0.065179288387298580.01852883957326412256%
Lower-middle-income countries1999all_disasters_excluding_extreme_temperature2.1982841491699220.657380878925323554%
Lower-middle-income countries1999all_disasters_excluding_earthquakes2.19998979568481450.65867626667022754%
Lower-middle-income countries1999all_disasters2.20608901977539060.664625406265258854%
Upper-middle-income countries1951extreme_weather0.143490895628929140.04341891780495643654%
Upper-middle-income countries2018extreme_weather0.017173085361719130.00528230983763933253%
Upper-middle-income countries1968extreme_weather0.0048549752682447430.00151670770719647452%
Upper-middle-income countries1938all_disasters0.0533063262701034550.01731643825769424451%
Upper-middle-income countries1938all_disasters_excluding_extreme_temperature0.0533063262701034550.01731643825769424451%
Lower-middle-income countries2019earthquake0.0014313039137050510.00433535687625408250%
Upper-middle-income countries1984all_disasters_excluding_earthquakes0.209643587470054630.0694992765784263650%
Upper-middle-income countries1984all_disasters0.210038393735885620.0699173137545585650%
Upper-middle-income countries1984all_disasters_excluding_extreme_temperature0.210038393735885620.0699173137545585650%
Upper-middle-income countries1905all_disasters0.057102851569652560.01906196773052215650%
Upper-middle-income countries1905all_disasters_excluding_extreme_temperature0.057102851569652560.01906196773052215650%
Upper-middle-income countries1982extreme_weather0.0474517457187175750.0159247517585754450%
~ natural_disasters_yearly.injured_per_100k_people 🟡 median anomaly score 1.3%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeinjured_per_100k_people
Low-income countries1966extreme_weather0.00951685756444931
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1905extreme_weather0.0
Lower-middle-income countries1911volcanic_activity0.04496769607067108
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1918earthquake0.0
Lower-middle-income countries1925earthquake0.0
Lower-middle-income countries1927earthquake0.0
Lower-middle-income countries1932all_disasters0.0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1932extreme_weather0.0
Lower-middle-income countries1937earthquake0.03583140671253204
Lower-middle-income countries1938all_disasters0.0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1938extreme_weather0.0
Lower-middle-income countries1946all_disasters0.0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1946extreme_weather0.0
Lower-middle-income countries1948earthquake0.0
Lower-middle-income countries1950volcanic_activity0.0
Lower-middle-income countries1953extreme_weather0.0
Lower-middle-income countries1954earthquake0.014241764321923256
Lower-middle-income countries1957extreme_weather0.0
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.08456394821405411
Lower-middle-income countries1968volcanic_activity0.0
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.005706826690584421
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.5259205102920532
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity0.00049074727576226
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity0.0
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake0.0006735717179253697
Lower-middle-income countries2020volcanic_activity0.0
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.020368745550513268
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activity0.0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeinjured_per_100k_people
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.020331256091594696
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1905extreme_weather0.0
Upper-middle-income countries1911volcanic_activity0.02983774244785309
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1936extreme_weather0.0
Upper-middle-income countries1937extreme_weather0.0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1938extreme_weather0.0
Upper-middle-income countries1940extreme_weather0.0
Upper-middle-income countries1946extreme_weather0.0
Upper-middle-income countries1950volcanic_activity0.0
Upper-middle-income countries1953extreme_weather0.0
Upper-middle-income countries1957extreme_weather0.0
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.057889293879270554
Upper-middle-income countries1968volcanic_activity0.0
Upper-middle-income countries1978landslide0.0003856390540022403
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 2,497 / 38,888 (6.42%) (2,352 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypeinjured_per_100k_people -injured_per_100k_people +anomaly score
Lower-middle-income countries1970extreme_weather0.00.47619515657424927100%
Lower-middle-income countries1984all_disasters_excluding_earthquakes0.00.21977025270462036100%
Lower-middle-income countries1984extreme_weather0.00.21977025270462036100%
Upper-middle-income countries1984extreme_weather0.160292461514472960.0100%
Lower-middle-income countries1964all_disasters0.00.15684513747692108100%
Lower-middle-income countries1964all_disasters_excluding_earthquakes0.00.15684513747692108100%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature0.00.15684513747692108100%
Lower-middle-income countries1964extreme_weather0.00.15684513747692108100%
Upper-middle-income countries1964all_disasters_excluding_earthquakes0.107517674565315250.0100%
Upper-middle-income countries1964extreme_weather0.107517674565315250.0100%
Lower-middle-income countries1952all_disasters0.00.06672552227973938100%
Lower-middle-income countries1952all_disasters_excluding_earthquakes0.00.06672552227973938100%
Lower-middle-income countries1952all_disasters_excluding_extreme_temperature0.00.06672552227973938100%
Lower-middle-income countries1952extreme_weather0.00.06672552227973938100%
Lower-middle-income countries1972all_disasters_excluding_earthquakes0.00.06193738430738449100%
Lower-middle-income countries1972extreme_weather0.00.06193738430738449100%
Lower-middle-income countries1911all_disasters0.00.04496769607067108100%
Lower-middle-income countries1911all_disasters_excluding_earthquakes0.00.04496769607067108100%
Lower-middle-income countries1911all_disasters_excluding_extreme_temperature0.00.04496769607067108100%
Lower-middle-income countries1937all_disasters0.00.03583140671253204100%
Lower-middle-income countries1937all_disasters_excluding_extreme_temperature0.00.03583140671253204100%
Upper-middle-income countries1911all_disasters_excluding_earthquakes0.029837742447853090.0100%
Lower-middle-income countries1968earthquake0.00.026183035224676132100%
Upper-middle-income countries1937all_disasters0.023712957277894020.0100%
Upper-middle-income countries1937all_disasters_excluding_extreme_temperature0.023712957277894020.0100%
Upper-middle-income countries1937earthquake0.023712957277894020.0100%
Lower-middle-income countries2017earthquake0.00.022816887125372887100%
Lower-middle-income countries1982flood0.00.016515061259269714100%
Lower-middle-income countries1954all_disasters0.00.014241764321923256100%
Lower-middle-income countries1954all_disasters_excluding_extreme_temperature0.00.014241764321923256100%
Lower-middle-income countries1991volcanic_activity0.00.01112627238035202100%
Lower-middle-income countries1966flood0.00.009678415022790432100%
Low-income countries1966all_disasters_excluding_earthquakes0.00.00951685756444931100%
Upper-middle-income countries2018extreme_weather0.0093671372160315510.0100%
Lower-middle-income countries1994earthquake0.00.00928032398223877100%
Upper-middle-income countries1981extreme_weather0.0088180517777800560.0100%
Upper-middle-income countries1991volcanic_activity0.0084825213998556140.0100%
Lower-middle-income countries1981flood0.00.006938755512237549100%
Lower-middle-income countries2011landslide0.00.0007324323523789644100%
Upper-middle-income countries1971extreme_weather0.00069795269519090650.0100%
Lower-middle-income countries1975all_disasters0.00.0006792118074372411100%
Lower-middle-income countries1975all_disasters_excluding_earthquakes0.00.0006792118074372411100%
Lower-middle-income countries1975all_disasters_excluding_extreme_temperature0.00.0006792118074372411100%
Lower-middle-income countries1975extreme_weather0.00.0006792118074372411100%
Lower-middle-income countries2012landslide0.00.0006066623609513044100%
Lower-middle-income countries1978landslide0.00.0005521459970623255100%
Lower-middle-income countries1999landslide0.00.0004797700385097414100%
Lower-middle-income countries1995flood0.00.0003652950981631875100%
Lower-middle-income countries1987extreme_weather0.00074547936674207450.1061806306242942899%
Upper-middle-income countries1970extreme_weather0.327111303806304930.003775674151256680598%
Lower-middle-income countries1955all_disasters0.0041528134606778620.2792277634143829397%
Lower-middle-income countries1955all_disasters_excluding_extreme_temperature0.0041528134606778620.2792277634143829397%
Lower-middle-income countries1955earthquake0.0041528134606778620.2792277634143829397%
Upper-middle-income countries2013extreme_weather1.04074513912200930.0204492472112178896%
Lower-middle-income countries2013extreme_weather0.0223206095397472381.119011282920837496%
Upper-middle-income countries2023volcanic_activity0.0208174977451562880.000420628930442035296%
Upper-middle-income countries1970all_disasters_excluding_earthquakes0.330361604690551760.00720810517668724196%
Upper-middle-income countries1972extreme_weather0.043028481304645540.001047421596013009595%
Upper-middle-income countries1984all_disasters_excluding_earthquakes0.16448730230331420.00444168318063020795%
Upper-middle-income countries1978extreme_weather0.33076813817024230.00989929400384426194%
Lower-middle-income countries2011extreme_weather0.0077449777163565160.2537299990653991794%
Lower-middle-income countries1976all_disasters0.017913989722728730.543898582458496194%
Lower-middle-income countries1976all_disasters_excluding_extreme_temperature0.017913989722728730.543898582458496194%
Lower-middle-income countries1977earthquake8.739177428651601e-050.002505772048607468693%
Lower-middle-income countries1984all_disasters0.0081847077235579490.2273485362529754693%
Lower-middle-income countries1984all_disasters_excluding_extreme_temperature0.0081847077235579490.2273485362529754693%
Upper-middle-income countries2020extreme_weather0.025070918723940850.001235831645317375791%
Upper-middle-income countries1955earthquake0.193849444389343260.01090266276150941889%
Upper-middle-income countries2011extreme_weather0.23923334479331970.01389940828084945789%
Upper-middle-income countries1955all_disasters0.194308146834373470.01138508133590221489%
Upper-middle-income countries1955all_disasters_excluding_extreme_temperature0.194308146834373470.01138508133590221489%
Upper-middle-income countries1964all_disasters0.115084014832973480.00799080729484558187%
Upper-middle-income countries1964all_disasters_excluding_extreme_temperature0.115084014832973480.00799080729484558187%
Upper-middle-income countries2012extreme_weather0.106745578348636630.00806900300085544686%
Lower-middle-income countries1990earthquake0.0183998346328735350.2233822047710418785%
Upper-middle-income countries2013all_disasters_excluding_earthquakes1.11465775966644290.094438344240188684%
Upper-middle-income countries1978all_disasters_excluding_earthquakes0.35319030284881590.03319175168871879683%
Upper-middle-income countries1911all_disasters0.0331363864243030550.00333148264326155282%
Upper-middle-income countries1911all_disasters_excluding_extreme_temperature0.0331363864243030550.00333148264326155282%
Lower-middle-income countries2012extreme_weather0.0134824765846133230.1198916509747505280%
Lower-middle-income countries2022extreme_weather0.00144738843664526940.01241683214902877879%
Upper-middle-income countries1972all_disasters_excluding_earthquakes0.047368530184030530.00562989106401801179%
Upper-middle-income countries1978all_disasters0.362665981054306030.0432075075805187279%
Upper-middle-income countries1978all_disasters_excluding_extreme_temperature0.362665981054306030.0432075075805187279%
Upper-middle-income countries1984all_disasters0.182747215032577510.02377606742084026377%
Upper-middle-income countries1984all_disasters_excluding_extreme_temperature0.182747215032577510.02377606742084026377%
Upper-middle-income countries2014extreme_weather0.090217858552932740.01311725098639726675%
Lower-middle-income countries2014extreme_weather0.0141597036272287370.0964734181761741674%
Lower-middle-income countries1980extreme_weather0.0059145949780941010.0383842997252941173%
Upper-middle-income countries2008extreme_weather0.047578074038028720.0078938687220215872%
Lower-middle-income countries2022earthquake0.0029653813689947130.0171470530331134871%
Lower-middle-income countries1970all_disasters_excluding_earthquakes0.103863738477230070.572161316871643169%
Lower-middle-income countries1978extreme_weather0.102340832352638240.55482786893844669%
Lower-middle-income countries2011all_disasters_excluding_earthquakes0.057611037045717240.3110910058021545469%
Lower-middle-income countries2013all_disasters_excluding_earthquakes0.248331800103187561.33461463451385569%
Lower-middle-income countries1980all_disasters_excluding_earthquakes0.00777809740975499150.0401085913181304968%
Lower-middle-income countries2006landslide0.000451811327366158370.002269778866320848567%
Lower-middle-income countries2013all_disasters0.28415697813034061.404368638992309666%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature0.28415697813034061.404368638992309666%
Lower-middle-income countries1970all_disasters0.126645416021347050.612346589565277166%
~ natural_disasters_yearly.total_affected_per_100k_people 🟡 median anomaly score 1.3%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_affected_per_100k_people
Low-income countries1966extreme_weather0.00951685756444931
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1905extreme_weather0.0
Lower-middle-income countries1911volcanic_activity0.04496769607067108
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1918earthquake0.0
Lower-middle-income countries1925earthquake0.0
Lower-middle-income countries1927earthquake0.0
Lower-middle-income countries1932all_disasters0.48003339767456055
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.48003339767456055
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.48003339767456055
Lower-middle-income countries1932extreme_weather0.48003339767456055
Lower-middle-income countries1937earthquake0.03583140671253204
Lower-middle-income countries1938all_disasters0.0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1938extreme_weather0.0
Lower-middle-income countries1946all_disasters0.0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1946extreme_weather0.0
Lower-middle-income countries1948earthquake0.0
Lower-middle-income countries1950volcanic_activity0.0
Lower-middle-income countries1953extreme_weather0.0
Lower-middle-income countries1954earthquake0.014241764321923256
Lower-middle-income countries1957extreme_weather32.80403137207031
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity6.3326005935668945
Lower-middle-income countries1968volcanic_activity5.116225242614746
Lower-middle-income countries1969volcanic_activity0.16657273471355438
Lower-middle-income countries1973earthquake0.005706826690584421
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake15.024359703063965
Lower-middle-income countries1976volcanic_activity0.9535830616950989
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity2.050827980041504
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity8.99752426147461
Lower-middle-income countries1998wildfire0.01469091884791851
Lower-middle-income countries2000volcanic_activity3.2171456813812256
Lower-middle-income countries2007volcanic_activity0.5795611143112183
Lower-middle-income countries2010volcanic_activity0.5552200675010681
Lower-middle-income countries2011volcanic_activity1.3080085515975952
Lower-middle-income countries2020earthquake0.16771936416625977
Lower-middle-income countries2020volcanic_activity24.814449310302734
Lower-middle-income countries2022volcanic_activity0.34211987257003784
Lower-middle-income countries2023volcanic_activity1.265716552734375
Lower-middle-income countries2024volcanic_activity2.344075918197632
Lower-middle-income countries2025volcanic_activity3.479304313659668
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_affected_per_100k_people
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide1.1521044969558716
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1905extreme_weather0.0
Upper-middle-income countries1911volcanic_activity0.02983774244785309
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1936extreme_weather0.0
Upper-middle-income countries1937extreme_weather0.0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1938extreme_weather0.0
Upper-middle-income countries1940extreme_weather0.0
Upper-middle-income countries1946extreme_weather0.0
Upper-middle-income countries1950volcanic_activity0.0
Upper-middle-income countries1953extreme_weather0.0
Upper-middle-income countries1957extreme_weather21.874412536621094
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity4.335060119628906
Upper-middle-income countries1968volcanic_activity3.4873764514923096
Upper-middle-income countries1978landslide0.0003856390540022403
Upper-middle-income countries1978volcanic_activity1.4323736429214478
Upper-middle-income countries2009volcanic_activity1.6986647844314575
~ Changed values: 3,960 / 38,888 (10.18%) (3,815 revised, 98 appeared, 47 disappeared) — showing the 100 most anomalous rows
countryyeartypetotal_affected_per_100k_people -total_affected_per_100k_people +anomaly score
Upper-middle-income countries1980drought53.271072387695310.0100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes36.776454925537110.0100%
Upper-middle-income countries1960extreme_weather36.776454925537110.0100%
Upper-middle-income countries1957all_disasters_excluding_earthquakes21.8744125366210940.0100%
Upper-middle-income countries1971extreme_weather18.8136959075927730.0100%
Lower-middle-income countries1994earthquake0.014.458318710327148100%
Upper-middle-income countries1977drought14.0191612243652340.0100%
Lower-middle-income countries1951all_disasters0.07.547685623168945100%
Lower-middle-income countries1951all_disasters_excluding_earthquakes0.07.547685623168945100%
Lower-middle-income countries1951all_disasters_excluding_extreme_temperature0.07.547685623168945100%
Lower-middle-income countries1951extreme_weather0.07.547685623168945100%
Lower-middle-income countries1984volcanic_activity0.04.7364277839660645100%
Lower-middle-income countries1981landslide0.31567308306694030.0100%
Upper-middle-income countries1932all_disasters_excluding_earthquakes0.311049133539199830.0100%
Upper-middle-income countries1932extreme_weather0.311049133539199830.0100%
Upper-middle-income countries1963extreme_weather0.15558977425098420.0100%
Lower-middle-income countries1911all_disasters0.00.04496769607067108100%
Lower-middle-income countries1911all_disasters_excluding_earthquakes0.00.04496769607067108100%
Lower-middle-income countries1911all_disasters_excluding_extreme_temperature0.00.04496769607067108100%
Upper-middle-income countries1911all_disasters_excluding_earthquakes0.029837742447853090.0100%
Upper-middle-income countries1937all_disasters0.023712957277894020.0100%
Upper-middle-income countries1937all_disasters_excluding_extreme_temperature0.023712957277894020.0100%
Upper-middle-income countries1937earthquake0.023712957277894020.0100%
Low-income countries1966all_disasters_excluding_earthquakes0.00.00951685756444931100%
Lower-middle-income countries1999landslide0.00.002158965216949582100%
Lower-middle-income countries2012landslide0.00.0008720771293155849100%
Lower-middle-income countries1978landslide0.00.0005521459970623255100%
Lower-middle-income countries1990earthquake0.01839983463287353595.35592651367188100%
Lower-middle-income countries1991volcanic_activity0.01230792887508869259.457942962646484100%
Upper-middle-income countries1952all_disasters_excluding_earthquakes49.308761596679690.0826946571469307100%
Upper-middle-income countries1952extreme_weather49.308761596679690.0826946571469307100%
Upper-middle-income countries1978extreme_weather174.192565917968750.36510926485061646100%
Upper-middle-income countries1973extreme_weather279.22103881835940.6312234401702881100%
Upper-middle-income countries1960all_disasters36.896289825439450.1263956278562545899%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature36.896289825439450.1263956278562545899%
Upper-middle-income countries1964extreme_weather175.353378295898440.958896875381469799%
Lower-middle-income countries2024landslide0.765008330345153895.7570266723632898%
Upper-middle-income countries1970extreme_weather118.73691558837890.961080729961395398%
Upper-middle-income countries1980extreme_weather940.15417480468759.37241554260253998%
Upper-middle-income countries2008landslide0.184746965765953060.001983188791200518698%
Upper-middle-income countries1952all_disasters49.7435607910156250.539582610130310198%
Upper-middle-income countries1952all_disasters_excluding_extreme_temperature49.7435607910156250.539582610130310198%
Lower-middle-income countries1973extreme_weather4.823159217834473414.192901611328198%
Lower-middle-income countries2012earthquake0.163622692227363613.5427513122558698%
Lower-middle-income countries1955earthquake0.0041528134606778620.2792277634143829397%
Lower-middle-income countries1972flood3.954080581665039256.7612304687597%
Lower-middle-income countries1977earthquake0.087479166686534884.93321847915649497%
Upper-middle-income countries1993volcanic_activity7.1307420730590820.1559291332960128896%
Lower-middle-income countries2014volcanic_activity0.054430056363344192.273255825042724695%
Lower-middle-income countries2006extreme_weather12.103799819946289478.628814697265695%
Upper-middle-income countries2025volcanic_activity3.64914321899414060.1001263037323951795%
Lower-middle-income countries2000extreme_weather9.121034622192383317.702850341796994%
Lower-middle-income countries2011extreme_weather11.813244819641113377.357147216796994%
Lower-middle-income countries1992landslide0.072175130248069762.186197757720947394%
Upper-middle-income countries1972flood178.048446655273446.6164312362670993%
Lower-middle-income countries1987extreme_weather12.063957214355469273.3229370117187592%
Lower-middle-income countries1989earthquake0.13556125760078430.00598347699269652492%
Lower-middle-income countries1978extreme_weather12.178559303283691260.172698974609491%
Upper-middle-income countries2020drought8.6329278945922850.4119203388690948591%
Lower-middle-income countries2001extreme_weather8.489105224609375176.1481781005859491%
Upper-middle-income countries1968extreme_weather16.255960464477540.800749421119689991%
Lower-middle-income countries2022earthquake1.164759397506713922.44463920593261790%
Upper-middle-income countries1981extreme_weather60.486877441406253.18493175506591890%
Upper-middle-income countries2020volcanic_activity25.457254409790041.3760455846786590%
Lower-middle-income countries1957all_disasters1.867937207221984934.5360870361328190%
Lower-middle-income countries1957all_disasters_excluding_earthquakes1.867937207221984934.5360870361328190%
Lower-middle-income countries1957all_disasters_excluding_extreme_temperature1.867937207221984934.5360870361328190%
Lower-middle-income countries2001volcanic_activity0.22330871224403384.04272937774658290%
Upper-middle-income countries1955earthquake0.193849444389343260.01090266276150941889%
Lower-middle-income countries2003landslide0.38739350438117986.64751005172729589%
Upper-middle-income countries1957all_disasters23.2060394287109381.401558876037597789%
Upper-middle-income countries1957all_disasters_excluding_extreme_temperature23.2060394287109381.401558876037597789%
Lower-middle-income countries2012extreme_weather19.53272819519043320.317291259765689%
Upper-middle-income countries2021extreme_weather434.73754882812528.0937423706054788%
Upper-middle-income countries2025earthquake55.068305969238283.56347846984863388%
Lower-middle-income countries1980extreme_weather94.47739410400391400.79614257812587%
Upper-middle-income countries1991volcanic_activity48.404487609863283.270258188247680787%
Upper-middle-income countries2004landslide3.0901439189910890.2275728732347488486%
Lower-middle-income countries2006volcanic_activity0.149052560329437261.981769204139709586%
Lower-middle-income countries2004landslide0.274875581264495853.57939243316650486%
Lower-middle-income countries2013earthquake10.56534194946289130.028854370117285%
Upper-middle-income countries2023volcanic_activity1.37454032897949220.113359495997428985%
Lower-middle-income countries2014extreme_weather43.32892990112305521.852355957031285%
Lower-middle-income countries2017earthquake0.18861313164234162.224014759063720784%
Upper-middle-income countries1984extreme_weather281.928436279296927.47050285339355582%
Upper-middle-income countries1911all_disasters0.0331363864243030550.00333148264326155282%
Upper-middle-income countries1911all_disasters_excluding_extreme_temperature0.0331363864243030550.00333148264326155282%
Lower-middle-income countries2004extreme_weather19.784015655517578181.5957183837890680%
Upper-middle-income countries1980all_disasters_excluding_earthquakes1147.928955078125136.0066528320312579%
Lower-middle-income countries2025extreme_weather160.47473144531251306.99145507812578%
Lower-middle-income countries2002extreme_weather6.37014007568359450.477539062578%
Upper-middle-income countries1994landslide3.54874491691589360.467123627662658777%
Lower-middle-income countries2021volcanic_activity0.120938956737518310.858524560928344775%
Upper-middle-income countries1987drought172.527267456054724.42702102661132875%
Lower-middle-income countries2008landslide0.0334542319178581240.235158264636993475%
Lower-middle-income countries2009volcanic_activity0.323780238628387452.1814601421356274%
Upper-middle-income countries2019extreme_weather232.3151245117187534.9028167724609474%
Lower-middle-income countries2018volcanic_activity0.53280019760131843.47409963607788173%
Lower-middle-income countries2018extreme_weather60.07283020019531384.855102539062573%
Upper-middle-income countries1980all_disasters1199.223388671875190.2655944824218873%
~ natural_disasters_yearly.reconstruction_costs_per_gdp 🟢 median anomaly score 0.32%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypereconstruction_costs_per_gdp
Low-income countries1966extreme_weatherNaN
Lower-middle-income countries1905all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1905extreme_weatherNaN
Lower-middle-income countries1911volcanic_activityNaN
Lower-middle-income countries1912extreme_weatherNaN
Lower-middle-income countries1918all_disastersNaN
Lower-middle-income countries1918all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1918earthquakeNaN
Lower-middle-income countries1925earthquakeNaN
Lower-middle-income countries1927earthquakeNaN
Lower-middle-income countries1932all_disastersNaN
Lower-middle-income countries1932all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1932all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1932extreme_weatherNaN
Lower-middle-income countries1937earthquakeNaN
Lower-middle-income countries1938all_disastersNaN
Lower-middle-income countries1938all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1938all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1938extreme_weatherNaN
Lower-middle-income countries1946all_disastersNaN
Lower-middle-income countries1946all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1946all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1946extreme_weatherNaN
Lower-middle-income countries1948earthquakeNaN
Lower-middle-income countries1950volcanic_activityNaN
Lower-middle-income countries1953extreme_weatherNaN
Lower-middle-income countries1954earthquakeNaN
Lower-middle-income countries1957extreme_weatherNaN
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.0
Lower-middle-income countries1968volcanic_activity0.0
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.0
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.0
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity0.0
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity0.0
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake0.0
Lower-middle-income countries2020volcanic_activity0.0
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activityNaN
- Removed values: 25 / 38,888 (0.06%)
countryyeartypereconstruction_costs_per_gdp
Lower-middle-income countries1933all_disastersNaN
Lower-middle-income countries1933all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1933all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1933extreme_weatherNaN
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.0
Upper-middle-income countries1905all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1905extreme_weatherNaN
Upper-middle-income countries1911volcanic_activityNaN
Upper-middle-income countries1936all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1936extreme_weatherNaN
Upper-middle-income countries1937extreme_weatherNaN
Upper-middle-income countries1938all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1938extreme_weatherNaN
Upper-middle-income countries1940extreme_weatherNaN
Upper-middle-income countries1946extreme_weatherNaN
Upper-middle-income countries1950volcanic_activityNaN
Upper-middle-income countries1953extreme_weatherNaN
Upper-middle-income countries1957extreme_weatherNaN
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.0
Upper-middle-income countries1968volcanic_activity0.0
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 766 / 38,888 (1.97%) (213 revised, 553 disappeared) — showing the 100 most anomalous rows
countryyeartypereconstruction_costs_per_gdp -reconstruction_costs_per_gdp +anomaly score
Lower-middle-income countries2017earthquake0.09.184712689602748e-05100%
Upper-middle-income countries2017all_disasters2.3276155843632296e-050.0100%
Upper-middle-income countries2017all_disasters_excluding_extreme_temperature2.3276155843632296e-050.0100%
Upper-middle-income countries2017earthquake2.3276155843632296e-050.0100%
Low-income countries2023extreme_weather0.122209027409553530.1567585319280624412%
Low-income countries2023all_disasters2.7984502315521243.58959507942199712%
Low-income countries2023all_disasters_excluding_extreme_temperature2.7984502315521243.58959507942199712%
Low-income countries2023earthquake2.65827989578247073.40979743003845212%
Low-income countries2023flood0.0179613493382930760.0230391714721918112%
Low-income countries2023all_disasters_excluding_earthquakes0.14017038047313690.179797694087028512%
Lower-middle-income countries2022all_disasters0.150363206863403320.13177029788494116.6%
Lower-middle-income countries2022all_disasters_excluding_earthquakes0.150363206863403320.13177029788494116.6%
Lower-middle-income countries2022all_disasters_excluding_extreme_temperature0.150363206863403320.13177029788494116.6%
Lower-middle-income countries2022flood0.150363206863403320.13177029788494116.6%
Lower-middle-income countries2021all_disasters0.031414993107318880.0277635771781206136.2%
Lower-middle-income countries2021all_disasters_excluding_extreme_temperature0.031414993107318880.0277635771781206136.2%
Lower-middle-income countries2021earthquake0.031414993107318880.0277635771781206136.2%
Lower-middle-income countries2017all_disasters_excluding_earthquakes0.0076322802342474460.0068122837692499165.7%
Lower-middle-income countries2017flood0.0076322802342474460.0068122837692499165.7%
Lower-middle-income countries2017all_disasters0.0076322802342474460.0069041312672197825.0%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature0.0076322802342474460.0069041312672197825.0%
Low-income countries1996all_disasters0.0153322201222181320.016501797363162043.7%
Low-income countries1996all_disasters_excluding_earthquakes0.0153322201222181320.016501797363162043.7%
Low-income countries1996all_disasters_excluding_extreme_temperature0.0153322201222181320.016501797363162043.7%
Low-income countries1996extreme_weather0.0153322201222181320.016501797363162043.7%
Low-income countries2007all_disasters0.00209615589119493960.0022073548752814532.6%
Low-income countries2007all_disasters_excluding_earthquakes0.00209615589119493960.0022073548752814532.6%
Low-income countries2007all_disasters_excluding_extreme_temperature0.00209615589119493960.0022073548752814532.6%
Low-income countries2007flood0.00209615589119493960.0022073548752814532.6%
Lower-middle-income countries2002all_disasters0.00082086498150601980.00078823853982612492.0%
Lower-middle-income countries2002all_disasters_excluding_earthquakes0.00082086498150601980.00078823853982612492.0%
Lower-middle-income countries2002all_disasters_excluding_extreme_temperature0.00082086498150601980.00078823853982612492.0%
Lower-middle-income countries2002flood0.00082086498150601980.00078823853982612492.0%
Upper-middle-income countries2016all_disasters0.016084607690572740.0166490934789180761.7%
Upper-middle-income countries2016all_disasters_excluding_extreme_temperature0.016084607690572740.0166490934789180761.7%
Upper-middle-income countries2016earthquake0.016084607690572740.0166490934789180761.7%
Upper-middle-income countries1995all_disasters0.0017492744373157620.00181035662535578011.7%
Upper-middle-income countries1995all_disasters_excluding_earthquakes0.0017492744373157620.00181035662535578011.7%
Upper-middle-income countries1995all_disasters_excluding_extreme_temperature0.0017492744373157620.00181035662535578011.7%
Upper-middle-income countries1995extreme_weather0.0017492744373157620.00181035662535578011.7%
Upper-middle-income countries1999all_disasters0.84701526165008540.87636953592300421.7%
Upper-middle-income countries1999all_disasters_excluding_extreme_temperature0.84701526165008540.87636953592300421.7%
Upper-middle-income countries1999earthquake0.84694272279739380.87629443407058721.7%
Upper-middle-income countries1999all_disasters_excluding_earthquakes7.259508856805041e-057.511095463996753e-051.7%
Upper-middle-income countries1999flood7.259508856805041e-057.511095463996753e-051.7%
Upper-middle-income countries1997all_disasters0.003431714139878750.00354820885695517061.7%
Upper-middle-income countries1997all_disasters_excluding_earthquakes0.003431714139878750.00354820885695517061.7%
Upper-middle-income countries1997all_disasters_excluding_extreme_temperature0.003431714139878750.00354820885695517061.7%
Upper-middle-income countries1997extreme_weather0.003431714139878750.00354820885695517061.7%
Upper-middle-income countries2023all_disasters0.32318520545959470.334009438753128051.6%
Upper-middle-income countries2023all_disasters_excluding_extreme_temperature0.32318520545959470.334009438753128051.6%
Upper-middle-income countries2023earthquake0.32318520545959470.334009438753128051.6%
Upper-middle-income countries2018all_disasters0.0065672290511429310.0067857289686799051.6%
Upper-middle-income countries2018all_disasters_excluding_extreme_temperature0.0065672290511429310.0067857289686799051.6%
Upper-middle-income countries2018earthquake0.0065672290511429310.0067857289686799051.6%
Rwanda2023all_disasters0.67537897825241090.6977528333663941.6%
Rwanda2023all_disasters_excluding_earthquakes0.67537897825241090.6977528333663941.6%
Rwanda2023all_disasters_excluding_extreme_temperature0.67537897825241090.6977528333663941.6%
Rwanda2023flood0.67537897825241090.6977528333663941.6%
Upper-middle-income countries2022all_disasters0.000298320461297407750.00030801873072050511.6%
Upper-middle-income countries2022all_disasters_excluding_earthquakes0.000298320461297407750.00030801873072050511.6%
Upper-middle-income countries2022all_disasters_excluding_extreme_temperature0.000298320461297407750.00030801873072050511.6%
Upper-middle-income countries2022flood0.000298320461297407750.00030801873072050511.6%
Upper-middle-income countries2021all_disasters0.00091500364942476150.00094421708490699531.6%
Upper-middle-income countries2021all_disasters_excluding_earthquakes0.00091500364942476150.00094421708490699531.6%
Upper-middle-income countries2021all_disasters_excluding_extreme_temperature0.00091500364942476150.00094421708490699531.6%
Upper-middle-income countries2021flood0.00091500364942476150.00094421708490699531.6%
Upper-middle-income countries2013all_disasters7.339670446526725e-067.564995485154213e-061.5%
Upper-middle-income countries2013all_disasters_excluding_earthquakes7.339670446526725e-067.564995485154213e-061.5%
Upper-middle-income countries2013all_disasters_excluding_extreme_temperature7.339670446526725e-067.564995485154213e-061.5%
Upper-middle-income countries2013flood7.339670446526725e-067.564995485154213e-061.5%
Upper-middle-income countries2010all_disasters0.0064392243511974810.0066340635530650621.5%
Upper-middle-income countries2010all_disasters_excluding_earthquakes0.0064392243511974810.0066340635530650621.5%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature0.0064392243511974810.0066340635530650621.5%
Upper-middle-income countries2010extreme_weather0.0064392243511974810.0066340635530650621.5%
Upper-middle-income countries2006all_disasters0.00152353313751518730.00156803859863430261.4%
Upper-middle-income countries2006all_disasters_excluding_earthquakes0.00152353313751518730.00156803859863430261.4%
Upper-middle-income countries2006all_disasters_excluding_extreme_temperature0.00152353313751518730.00156803859863430261.4%
Upper-middle-income countries2006flood0.00152353313751518730.00156803859863430261.4%
Lower-middle-income countries2005all_disasters0.279924273490905760.27207994461059571.4%
Lower-middle-income countries2005all_disasters_excluding_extreme_temperature0.279924273490905760.27207994461059571.4%
Lower-middle-income countries2005earthquake0.279919743537902830.27207556366920471.4%
Lower-middle-income countries2005all_disasters_excluding_earthquakes4.521780738286907e-064.395066753204446e-061.4%
Lower-middle-income countries2005flood4.521780738286907e-064.395066753204446e-061.4%
Upper-middle-income countries2008all_disasters_excluding_earthquakes0.0043204105459153650.0044444082304835321.4%
Upper-middle-income countries2008flood0.0043204105459153650.0044444082304835321.4%
Upper-middle-income countries2008earthquake0.080305032432079320.082609817385673521.4%
Upper-middle-income countries2008all_disasters0.084625445306301120.087054222822189331.4%
Upper-middle-income countries2008all_disasters_excluding_extreme_temperature0.084625445306301120.087054222822189331.4%
Lower-middle-income countries2007all_disasters0.0068021123297512530.0066804797388613220.90%
Lower-middle-income countries2007all_disasters_excluding_earthquakes0.0068021123297512530.0066804797388613220.90%
Lower-middle-income countries2007all_disasters_excluding_extreme_temperature0.0068021123297512530.0066804797388613220.90%
Lower-middle-income countries2007extreme_weather0.0068021123297512530.0066804797388613220.90%
Switzerland2005all_disasters0.18727427721023560.190061867237091060.74%
Switzerland2005all_disasters_excluding_earthquakes0.18727427721023560.190061867237091060.74%
Switzerland2005all_disasters_excluding_extreme_temperature0.18727427721023560.190061867237091060.74%
Switzerland2005flood0.18727427721023560.190061867237091060.74%
Lower-middle-income countries2010all_disasters0.3054189980030060.302374392747879030.50%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature0.3054189980030060.302374392747879030.50%
Lower-middle-income countries2010earthquake0.3054189980030060.302374392747879030.50%
~ natural_disasters_yearly.total_damages_per_gdp 🟢 median anomaly score 0.31%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_damages_per_gdp
Low-income countries1966extreme_weatherNaN
Lower-middle-income countries1905all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1905extreme_weatherNaN
Lower-middle-income countries1911volcanic_activityNaN
Lower-middle-income countries1912extreme_weatherNaN
Lower-middle-income countries1918all_disastersNaN
Lower-middle-income countries1918all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1918earthquakeNaN
Lower-middle-income countries1925earthquakeNaN
Lower-middle-income countries1927earthquakeNaN
Lower-middle-income countries1932all_disastersNaN
Lower-middle-income countries1932all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1932all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1932extreme_weatherNaN
Lower-middle-income countries1937earthquakeNaN
Lower-middle-income countries1938all_disastersNaN
Lower-middle-income countries1938all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1938all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1938extreme_weatherNaN
Lower-middle-income countries1946all_disastersNaN
Lower-middle-income countries1946all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1946all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1946extreme_weatherNaN
Lower-middle-income countries1948earthquakeNaN
Lower-middle-income countries1950volcanic_activityNaN
Lower-middle-income countries1953extreme_weatherNaN
Lower-middle-income countries1954earthquakeNaN
Lower-middle-income countries1957extreme_weatherNaN
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.00809181947261095
Lower-middle-income countries1968volcanic_activity0.003913709428161383
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.00022470889962278306
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.046711381524801254
Lower-middle-income countries1976volcanic_activity0.00023669424990657717
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity6.516912981169298e-05
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity0.00018622228526510298
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake3.9696420571999624e-05
Lower-middle-income countries2020volcanic_activity0.0010479855118319392
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activityNaN
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_damages_per_gdp
Lower-middle-income countries1933all_disastersNaN
Lower-middle-income countries1933all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1933all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1933extreme_weatherNaN
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.00012593751307576895
Upper-middle-income countries1905all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1905extreme_weatherNaN
Upper-middle-income countries1911volcanic_activityNaN
Upper-middle-income countries1936all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1936extreme_weatherNaN
Upper-middle-income countries1937extreme_weatherNaN
Upper-middle-income countries1938all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1938extreme_weatherNaN
Upper-middle-income countries1940extreme_weatherNaN
Upper-middle-income countries1946extreme_weatherNaN
Upper-middle-income countries1950volcanic_activityNaN
Upper-middle-income countries1953extreme_weatherNaN
Upper-middle-income countries1957extreme_weatherNaN
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.004050550516694784
Upper-middle-income countries1968volcanic_activity0.0017090492183342576
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 4,002 / 38,888 (10.29%) (3,449 revised, 553 disappeared) — showing the 100 most anomalous rows
countryyeartypetotal_damages_per_gdp -total_damages_per_gdp +anomaly score
Upper-middle-income countries1970extreme_weather0.07231526821851730.0100%
Lower-middle-income countries2006extreme_weather0.00.06346181035041809100%
Lower-middle-income countries1992extreme_temperature0.00.05403917655348778100%
Lower-middle-income countries1960all_disasters_excluding_earthquakes0.00.03966464847326279100%
Lower-middle-income countries1960extreme_weather0.00.03966464847326279100%
Lower-middle-income countries1991volcanic_activity0.00.02976883202791214100%
Lower-middle-income countries1972extreme_weather0.00.02819153666496277100%
Upper-middle-income countries1960all_disasters_excluding_earthquakes0.018925933167338370.0100%
Upper-middle-income countries1960extreme_weather0.018925933167338370.0100%
Lower-middle-income countries1973extreme_weather0.00.0034954717848449945100%
Lower-middle-income countries2005drought0.00.002203811891376972100%
Lower-middle-income countries2022earthquake0.00.002008179435506463100%
Upper-middle-income countries1994landslide0.00081986223813146350.0100%
Lower-middle-income countries1994earthquake0.00.00043932170956395566100%
Lower-middle-income countries2017earthquake0.00.00035245035542175174100%
Upper-middle-income countries2020volcanic_activity0.000274202844593673940.0100%
Lower-middle-income countries2001volcanic_activity0.00.00021485713659785688100%
Upper-middle-income countries1976flood0.000171469277120195330.0100%
Lower-middle-income countries2004landslide0.00.00014771200949326158100%
Lower-middle-income countries2002earthquake0.00.00013510408462025225100%
Lower-middle-income countries2006landslide0.09.839137783274055e-05100%
Upper-middle-income countries1973earthquake7.67613819334656e-050.0100%
Upper-middle-income countries1976volcanic_activity7.496950274799019e-050.0100%
Lower-middle-income countries2018volcanic_activity0.05.9175308706471696e-05100%
Upper-middle-income countries2000volcanic_activity4.9115365982288495e-050.0100%
Lower-middle-income countries1977earthquake0.03.102814298472367e-05100%
Lower-middle-income countries1998drought6.586335985048208e-060.02847568318247795100%
Upper-middle-income countries1972flood0.0493823736906051641.1637480383797083e-05100%
Upper-middle-income countries1993volcanic_activity1.715938196866773e-050.0100%
Lower-middle-income countries1997extreme_weather8.86193010956049e-050.04087114334106445100%
Lower-middle-income countries1990earthquake0.000138521412736736240.0501865260303020599%
Lower-middle-income countries1967earthquake0.120119683444499970.000332267925841733899%
Lower-middle-income countries1978extreme_weather0.00027399227838031950.0800827890634536799%
Lower-middle-income countries1972flood0.00056920305360108610.1297744512557983499%
Upper-middle-income countries1991volcanic_activity0.008794343098998074.2811276216525584e-0599%
Lower-middle-income countries2000extreme_weather8.561449794797227e-050.00929420813918113798%
Lower-middle-income countries1981extreme_weather0.000155604458996094760.01432423293590545798%
Lower-middle-income countries1990drought7.786981768731494e-060.0004476954345591366397%
Upper-middle-income countries1978extreme_weather0.0264535676687955860.000555932929273694896%
Upper-middle-income countries1964extreme_weather0.060516551136970520.001517428783699870195%
Lower-middle-income countries1989flood0.000166602287208661440.006182785145938396595%
Lower-middle-income countries2017drought0.000434619432780891660.01599475927650928595%
Upper-middle-income countries1968extreme_weather0.00337981595657765870.0001032490545185282894%
Lower-middle-income countries2001extreme_weather0.000525884679518640.01569914445281028794%
Lower-middle-income countries1997drought0.000175483757629990580.00514657562598586193%
Lower-middle-income countries2017extreme_weather0.00366955203935503960.0633013173937797589%
Lower-middle-income countries2013extreme_weather0.020768860355019570.264093577861785985%
Lower-middle-income countries1989all_disasters0.0034132264554500580.0375403724610805583%
Lower-middle-income countries1989all_disasters_excluding_earthquakes0.0034132264554500580.0375403724610805583%
Lower-middle-income countries1989all_disasters_excluding_extreme_temperature0.0034132264554500580.0375403724610805583%
Lower-middle-income countries2012earthquake2.7138483346789144e-050.000296785263344645583%
Lower-middle-income countries2002extreme_weather0.000116234477900434290.001225710962899029383%
Lower-middle-income countries1964extreme_weather0.0126648386940360070.125404983758926482%
Lower-middle-income countries1989extreme_weather0.00324662402272224430.0313575901091098881%
Lower-middle-income countries1999flood0.29765459895133970.03650475293397903478%
Upper-middle-income countries1974extreme_weather0.0084868725389242170.001207342953421175575%
Lower-middle-income countries1987extreme_weather0.0053523443639278410.03468868881464004573%
Lower-middle-income countries1964all_disasters0.020607942715287210.1332075744867324873%
Lower-middle-income countries1964all_disasters_excluding_earthquakes0.020607942715287210.1332075744867324873%
Lower-middle-income countries1964all_disasters_excluding_extreme_temperature0.020607942715287210.1332075744867324873%
Lower-middle-income countries2012extreme_weather0.005914797540754080.0350626818835735371%
Upper-middle-income countries1992extreme_temperature0.0185103751718997960.00312393833883106771%
Upper-middle-income countries1972all_disasters_excluding_earthquakes0.073068827390670780.01340588368475437269%
Upper-middle-income countries1977extreme_weather0.00054379570065066220.0001123105466831475566%
Lower-middle-income countries1984extreme_weather0.015424323268234730.0738536044955253665%
Upper-middle-income countries2024landslide0.00045283511281013499.681774827186018e-0565%
Lower-middle-income countries1972all_disasters_excluding_earthquakes0.0445603504776954650.2014965415000915564%
Upper-middle-income countries1967earthquake0.015783572569489480.0696623027324676563%
Upper-middle-income countries1972all_disasters0.077781528234481810.01829362660646438662%
Upper-middle-income countries1972all_disasters_excluding_extreme_temperature0.077781528234481810.01829362660646438662%
Lower-middle-income countries2004extreme_weather0.0032274012919515370.01329739671200513861%
Lower-middle-income countries1967extreme_weather0.007015537004917860.0288242436945438461%
Lower-middle-income countries2009extreme_weather0.0212922785431146620.0843995586037635860%
Upper-middle-income countries1973extreme_weather0.00157957873307168480.000398992182454094360%
Lower-middle-income countries1970extreme_weather0.057167977094650270.2251096218824386659%
Upper-middle-income countries1977all_disasters_excluding_earthquakes0.00083050644025206570.000214411047636531359%
Lower-middle-income countries2019earthquake0.00029484010883606970.001106987823732197358%
Lower-middle-income countries2013all_disasters_excluding_earthquakes0.10486349463462830.391058564186096258%
Lower-middle-income countries2024extreme_weather0.0127987470477819440.04627195000648498557%
Lower-middle-income countries2013all_disasters0.109899908304214480.396823942661285457%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature0.109899908304214480.396823942661285457%
Lower-middle-income countries1968earthquake0.00161155289970338340.00547919329255819355%
Lower-middle-income countries1968extreme_weather0.0032231057994067670.01064528990536928254%
Lower-middle-income countries1997earthquake0.0105290254577994350.003262931248173117653%
Upper-middle-income countries1984extreme_weather0.028677657246589660.0089141959324479153%
Lower-middle-income countries2016drought0.0454747863113880160.1430013030767440852%
Lower-middle-income countries1979extreme_weather0.0030186248477548360.00931381154805421851%
Upper-middle-income countries1972extreme_weather0.015821209177374840.00523686641827225750%
Upper-middle-income countries1977flood0.00028671073960140350.0001021005009533837447%
Upper-middle-income countries1964all_disasters_excluding_earthquakes0.089618891477584840.0319608449935913147%
Upper-middle-income countries1976all_disasters_excluding_earthquakes0.030987910926342010.01144345570355653846%
Upper-middle-income countries1976extreme_weather0.030741471797227860.01144345570355653846%
Lower-middle-income countries1984all_disasters0.036207258701324460.0950435698032379245%
Lower-middle-income countries1984all_disasters_excluding_earthquakes0.036207258701324460.0950435698032379245%
Lower-middle-income countries1984all_disasters_excluding_extreme_temperature0.036207258701324460.0950435698032379245%
Lower-middle-income countries1967all_disasters0.16157922148704530.06166339293122291645%
Lower-middle-income countries1967all_disasters_excluding_extreme_temperature0.16157922148704530.06166339293122291645%
Upper-middle-income countries1964all_disasters0.093245349824428560.0357544161379337345%
Upper-middle-income countries1964all_disasters_excluding_extreme_temperature0.093245349824428560.0357544161379337345%
Upper-middle-income countries1981extreme_weather0.0086689181625843050.003330673091113567444%
~ natural_disasters_yearly.reconstruction_costs_constant_usd 🟢 median anomaly score 0.28%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypereconstruction_costs_constant_usd
Low-income countries1966extreme_weather0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0
Lower-middle-income countries1905extreme_weather0
Lower-middle-income countries1911volcanic_activity0
Lower-middle-income countries1912extreme_weather0
Lower-middle-income countries1918all_disasters0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1918earthquake0
Lower-middle-income countries1925earthquake0
Lower-middle-income countries1927earthquake0
Lower-middle-income countries1932all_disasters0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1932extreme_weather0
Lower-middle-income countries1937earthquake0
Lower-middle-income countries1938all_disasters0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1938extreme_weather0
Lower-middle-income countries1946all_disasters0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1946extreme_weather0
Lower-middle-income countries1948earthquake0
Lower-middle-income countries1950volcanic_activity0
Lower-middle-income countries1953extreme_weather0
Lower-middle-income countries1954earthquake0
Lower-middle-income countries1957extreme_weather0
Lower-middle-income countries1960landslide0
Lower-middle-income countries1965volcanic_activity0
Lower-middle-income countries1968volcanic_activity0
Lower-middle-income countries1969volcanic_activity0
Lower-middle-income countries1973earthquake0
Lower-middle-income countries1974landslide0
Lower-middle-income countries1976earthquake0
Lower-middle-income countries1976volcanic_activity0
Lower-middle-income countries1977landslide0
Lower-middle-income countries1978volcanic_activity0
Lower-middle-income countries1985landslide0
Lower-middle-income countries1993volcanic_activity0
Lower-middle-income countries1998wildfire0
Lower-middle-income countries2000volcanic_activity0
Lower-middle-income countries2007volcanic_activity0
Lower-middle-income countries2010volcanic_activity0
Lower-middle-income countries2011volcanic_activity0
Lower-middle-income countries2020earthquake0
Lower-middle-income countries2020volcanic_activity0
Lower-middle-income countries2022volcanic_activity0
Lower-middle-income countries2023volcanic_activity0
Lower-middle-income countries2024volcanic_activity0
Lower-middle-income countries2025volcanic_activity0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypereconstruction_costs_constant_usd
Lower-middle-income countries1933all_disasters0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0
Lower-middle-income countries1933extreme_weather0
Lower-middle-income countries1962landslide0
Lower-middle-income countries1987landslide0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0
Upper-middle-income countries1905extreme_weather0
Upper-middle-income countries1911volcanic_activity0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0
Upper-middle-income countries1936extreme_weather0
Upper-middle-income countries1937extreme_weather0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0
Upper-middle-income countries1938extreme_weather0
Upper-middle-income countries1940extreme_weather0
Upper-middle-income countries1946extreme_weather0
Upper-middle-income countries1950volcanic_activity0
Upper-middle-income countries1953extreme_weather0
Upper-middle-income countries1957extreme_weather0
Upper-middle-income countries1960landslide0
Upper-middle-income countries1965volcanic_activity0
Upper-middle-income countries1968volcanic_activity0
Upper-middle-income countries1978landslide0
Upper-middle-income countries1978volcanic_activity0
Upper-middle-income countries2009volcanic_activity0
~ Changed values: 1,135 / 38,888 (2.92%) (353 revised, 782 disappeared) — showing the 100 most anomalous rows
countryyeartypereconstruction_costs_constant_usd -reconstruction_costs_constant_usd +anomaly score
Asia2025all_disasters62689350770100%
Asia2025all_disasters_excluding_earthquakes62689350770100%
Asia2025all_disasters_excluding_extreme_temperature62689350770100%
Asia2025extreme_weather62689350770100%
Upper-middle-income countries2025all_disasters62689350770100%
Upper-middle-income countries2025all_disasters_excluding_earthquakes62689350770100%
Upper-middle-income countries2025all_disasters_excluding_extreme_temperature62689350770100%
Upper-middle-income countries2025extreme_weather62689350770100%
World2025all_disasters62689350770100%
World2025all_disasters_excluding_earthquakes62689350770100%
World2025all_disasters_excluding_extreme_temperature62689350770100%
World2025extreme_weather62689350770100%
Lower-middle-income countries2017earthquake06536888100%
Upper-middle-income countries2017all_disasters65362420100%
Upper-middle-income countries2017all_disasters_excluding_extreme_temperature65362420100%
Upper-middle-income countries2017earthquake65362420100%
Africa2023flood1081435191037620792.1%
Low-income countries2023flood1081435191037620792.1%
Rwanda2023all_disasters1081435191037620792.1%
Rwanda2023all_disasters_excluding_earthquakes1081435191037620792.1%
Rwanda2023all_disasters_excluding_extreme_temperature1081435191037620792.1%
Rwanda2023flood1081435191037620792.1%
World2023flood1081435191037620792.1%
Haiti2010all_disasters73290694287762529612102.0%
Haiti2010all_disasters_excluding_extreme_temperature73290694287762529612102.0%
Haiti2010earthquake73290694287762529612102.0%
Lower-middle-income countries2010all_disasters73290694287762529612102.0%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature73290694287762529612102.0%
Lower-middle-income countries2010earthquake73290694287762529612102.0%
North America2010earthquake73290694287762529612102.0%
North America2010all_disasters74890194930778526270181.9%
North America2010all_disasters_excluding_extreme_temperature74890194930778526270181.9%
Lower-middle-income countries2007all_disasters3645076413766176881.6%
Lower-middle-income countries2007all_disasters_excluding_earthquakes3645076413766176881.6%
Lower-middle-income countries2007all_disasters_excluding_extreme_temperature3645076413766176881.6%
Lower-middle-income countries2007extreme_weather3645076413766176881.6%
Oceania2007all_disasters3645076413766176881.6%
Oceania2007all_disasters_excluding_earthquakes3645076413766176881.6%
Oceania2007all_disasters_excluding_extreme_temperature3645076413766176881.6%
Oceania2007extreme_weather3645076413766176881.6%
Papua New Guinea2007all_disasters3645076413766176881.6%
Papua New Guinea2007all_disasters_excluding_earthquakes3645076413766176881.6%
Papua New Guinea2007all_disasters_excluding_extreme_temperature3645076413766176881.6%
Papua New Guinea2007extreme_weather3645076413766176881.6%
World2007extreme_weather3645076413766176881.6%
World2010earthquake94350911380974319333071.6%
World2007all_disasters3743682073864764421.6%
World2007all_disasters_excluding_earthquakes3743682073864764421.6%
World2007all_disasters_excluding_extreme_temperature3743682073864764421.6%
World2010all_disasters979450479161010094572961.5%
World2010all_disasters_excluding_extreme_temperature979450479161010094572961.5%
Belarus1997all_disasters3689507508773577705060341.5%
Belarus1997all_disasters_excluding_earthquakes3689507508773577705060341.5%
Belarus1997all_disasters_excluding_extreme_temperature3689507508773577705060341.5%
Belarus1997extreme_weather3689507508773577705060341.5%
Europe1997all_disasters3689507508773577705060341.5%
Europe1997all_disasters_excluding_earthquakes3689507508773577705060341.5%
Europe1997all_disasters_excluding_extreme_temperature3689507508773577705060341.5%
Europe1997extreme_weather3689507508773577705060341.5%
Upper-middle-income countries1997all_disasters3689507508773577705060341.5%
Upper-middle-income countries1997all_disasters_excluding_earthquakes3689507508773577705060341.5%
Upper-middle-income countries1997all_disasters_excluding_extreme_temperature3689507508773577705060341.5%
Upper-middle-income countries1997extreme_weather3689507508773577705060341.5%
World1997all_disasters3689507508773577705060341.5%
World1997all_disasters_excluding_earthquakes3689507508773577705060341.5%
World1997all_disasters_excluding_extreme_temperature3689507508773577705060341.5%
World1997extreme_weather3689507508773577705060341.5%
Haiti2021all_disasters407425062542005893361.5%
Haiti2021all_disasters_excluding_extreme_temperature407425062542005893361.5%
Haiti2021earthquake407425062542005893361.5%
Lower-middle-income countries2021all_disasters407425062542005893361.5%
Lower-middle-income countries2021all_disasters_excluding_extreme_temperature407425062542005893361.5%
Lower-middle-income countries2021earthquake407425062542005893361.5%
North America2021all_disasters407425062542005893361.5%
North America2021all_disasters_excluding_extreme_temperature407425062542005893361.5%
North America2021earthquake407425062542005893361.5%
World2021earthquake407425062542005893361.5%
World2021all_disasters438541498245117536931.4%
World2021all_disasters_excluding_extreme_temperature438541498245117536931.4%
Africa2005all_disasters1263971293921.2%
Africa2005all_disasters_excluding_earthquakes1263971293921.2%
Africa2005all_disasters_excluding_extreme_temperature1263971293921.2%
Africa2005flood1263971293921.2%
Lower-middle-income countries2005all_disasters_excluding_earthquakes1263971293921.2%
Lower-middle-income countries2005flood1263971293921.2%
Senegal2005all_disasters1263971293921.2%
Senegal2005all_disasters_excluding_earthquakes1263971293921.2%
Senegal2005all_disasters_excluding_extreme_temperature1263971293921.2%
Senegal2005flood1263971293921.2%
Antigua and Barbuda2017all_disasters2523609352570023460.91%
Antigua and Barbuda2017all_disasters_excluding_earthquakes2523609352570023460.91%
Antigua and Barbuda2017all_disasters_excluding_extreme_temperature2523609352570023460.91%
Antigua and Barbuda2017extreme_weather2523609352570023460.91%
High-income countries2017extreme_weather2523609352570023460.91%
North America2017extreme_weather2523609352570023460.91%
World2017extreme_weather2523609352570023460.91%
North America2017all_disasters3510725913558458050.68%
North America2017all_disasters_excluding_earthquakes3510725913558458050.68%
North America2017all_disasters_excluding_extreme_temperature3510725913558458050.68%
Lower-middle-income countries2017all_disasters5233730025284087270.48%
~ natural_disasters_yearly.insured_damages_per_gdp 🟢 median anomaly score 0.23%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeinsured_damages_per_gdp
Low-income countries1966extreme_weatherNaN
Lower-middle-income countries1905all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1905extreme_weatherNaN
Lower-middle-income countries1911volcanic_activityNaN
Lower-middle-income countries1912extreme_weatherNaN
Lower-middle-income countries1918all_disastersNaN
Lower-middle-income countries1918all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1918earthquakeNaN
Lower-middle-income countries1925earthquakeNaN
Lower-middle-income countries1927earthquakeNaN
Lower-middle-income countries1932all_disastersNaN
Lower-middle-income countries1932all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1932all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1932extreme_weatherNaN
Lower-middle-income countries1937earthquakeNaN
Lower-middle-income countries1938all_disastersNaN
Lower-middle-income countries1938all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1938all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1938extreme_weatherNaN
Lower-middle-income countries1946all_disastersNaN
Lower-middle-income countries1946all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1946all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1946extreme_weatherNaN
Lower-middle-income countries1948earthquakeNaN
Lower-middle-income countries1950volcanic_activityNaN
Lower-middle-income countries1953extreme_weatherNaN
Lower-middle-income countries1954earthquakeNaN
Lower-middle-income countries1957extreme_weatherNaN
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.0
Lower-middle-income countries1968volcanic_activity0.0
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.0
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.0
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity0.0
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity0.0
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake0.0
Lower-middle-income countries2020volcanic_activity0.0
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activityNaN
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeinsured_damages_per_gdp
Lower-middle-income countries1933all_disastersNaN
Lower-middle-income countries1933all_disasters_excluding_earthquakesNaN
Lower-middle-income countries1933all_disasters_excluding_extreme_temperatureNaN
Lower-middle-income countries1933extreme_weatherNaN
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.0
Upper-middle-income countries1905all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1905extreme_weatherNaN
Upper-middle-income countries1911volcanic_activityNaN
Upper-middle-income countries1936all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1936extreme_weatherNaN
Upper-middle-income countries1937extreme_weatherNaN
Upper-middle-income countries1938all_disasters_excluding_earthquakesNaN
Upper-middle-income countries1938extreme_weatherNaN
Upper-middle-income countries1940extreme_weatherNaN
Upper-middle-income countries1946extreme_weatherNaN
Upper-middle-income countries1950volcanic_activityNaN
Upper-middle-income countries1953extreme_weatherNaN
Upper-middle-income countries1957extreme_weatherNaN
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.0
Upper-middle-income countries1968volcanic_activity0.0
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 1,906 / 38,888 (4.90%) (1,353 revised, 553 disappeared) — showing the 100 most anomalous rows
countryyeartypeinsured_damages_per_gdp -insured_damages_per_gdp +anomaly score
Lower-middle-income countries1999flood0.036775890737771990.0100%
Lower-middle-income countries2013extreme_weather0.00.014758231118321419100%
Lower-middle-income countries1990all_disasters0.00.007484074216336012100%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature0.00.007484074216336012100%
Lower-middle-income countries1990earthquake0.00.007484074216336012100%
Lower-middle-income countries2003all_disasters0.00.0026378966867923737100%
Lower-middle-income countries2003all_disasters_excluding_earthquakes0.00.0026378966867923737100%
Lower-middle-income countries2003all_disasters_excluding_extreme_temperature0.00.0026378966867923737100%
Lower-middle-income countries2003flood0.00.0026378966867923737100%
Lower-middle-income countries2008all_disasters0.00.0014848278369754553100%
Lower-middle-income countries2008all_disasters_excluding_earthquakes0.00.0014848278369754553100%
Lower-middle-income countries2008all_disasters_excluding_extreme_temperature0.00.0014848278369754553100%
Lower-middle-income countries2008extreme_weather0.00.0014848278369754553100%
Lower-middle-income countries2013earthquake0.00.0004216637462377548100%
Lower-middle-income countries1997extreme_weather0.00.0004183245182503015100%
Upper-middle-income countries2008extreme_weather0.00036137262941338120.0100%
Lower-middle-income countries1994all_disasters0.00025175866903737190.0100%
Lower-middle-income countries1994all_disasters_excluding_earthquakes0.00025175866903737190.0100%
Lower-middle-income countries1994all_disasters_excluding_extreme_temperature0.00025175866903737190.0100%
Lower-middle-income countries1994flood0.00025175866903737190.0100%
Lower-middle-income countries2000all_disasters0.00.00012616686581168324100%
Lower-middle-income countries2000all_disasters_excluding_earthquakes0.00.00012616686581168324100%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature0.00.00012616686581168324100%
Lower-middle-income countries2000extreme_weather0.00.00012616686581168324100%
Upper-middle-income countries1994flood0.06.451105582527816e-05100%
Upper-middle-income countries2000extreme_weather3.327599188196473e-050.0100%
Upper-middle-income countries1999all_disasters_excluding_earthquakes0.00133090990129858260.01139182783663272979%
Upper-middle-income countries1999flood0.00133090990129858260.01139182783663272979%
Lower-middle-income countries2012all_disasters2.319528539374005e-050.00013374730770010570%
Lower-middle-income countries2012all_disasters_excluding_earthquakes2.319528539374005e-050.00013374730770010570%
Lower-middle-income countries2012all_disasters_excluding_extreme_temperature2.319528539374005e-050.00013374730770010570%
Lower-middle-income countries2012flood2.319528539374005e-050.00013374730770010570%
Lower-middle-income countries1999all_disasters0.045969866216182710.00888200011104345368%
Lower-middle-income countries1999all_disasters_excluding_earthquakes0.045969866216182710.00888200011104345368%
Lower-middle-income countries1999all_disasters_excluding_extreme_temperature0.045969866216182710.00888200011104345368%
Lower-middle-income countries2016flood0.00092690315796062350.002782387193292379450%
Lower-middle-income countries2013all_disasters0.0113432658836245540.02782980725169181842%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature0.0113432658836245540.02782980725169181842%
Upper-middle-income countries2003all_disasters_excluding_earthquakes0.00124228920321911570.000508609984535723942%
Upper-middle-income countries2003flood0.00124228920321911570.000508609984535723942%
Lower-middle-income countries2013all_disasters_excluding_earthquakes0.0113432658836245540.02740814350545406341%
Upper-middle-income countries2013earthquake0.000209010482649318870.000115228409413248329%
Upper-middle-income countries1991all_disasters0.00182109279558062550.001027470570988953128%
Upper-middle-income countries1991all_disasters_excluding_earthquakes0.00182109279558062550.001027470570988953128%
Upper-middle-income countries1991all_disasters_excluding_extreme_temperature0.00182109279558062550.001027470570988953128%
Upper-middle-income countries1991extreme_weather0.00182109279558062550.001027470570988953128%
Lower-middle-income countries1997all_disasters0.0005439996602945030.000937046948820352627%
Lower-middle-income countries1997all_disasters_excluding_earthquakes0.0005439996602945030.000937046948820352627%
Lower-middle-income countries1997all_disasters_excluding_extreme_temperature0.0005439996602945030.000937046948820352627%
Upper-middle-income countries2013extreme_weather0.0078500444069504740.004584086593240499526%
Upper-middle-income countries2003all_disasters0.00175497995223850010.001037564361467957526%
Upper-middle-income countries2003all_disasters_excluding_extreme_temperature0.00175497995223850010.001037564361467957526%
Upper-middle-income countries1990earthquake0.0068883569911122320.00477121630683541318%
Slovakia2001all_disasters0.025727868080139160.01789976470172405218%
Slovakia2001all_disasters_excluding_earthquakes0.025727868080139160.01789976470172405218%
Slovakia2001all_disasters_excluding_extreme_temperature0.025727868080139160.01789976470172405218%
Slovakia2001flood0.025727868080139160.01789976470172405218%
Upper-middle-income countries2013all_disasters0.0127690816298127170.00905294436961412417%
Upper-middle-income countries2013all_disasters_excluding_extreme_temperature0.0127690816298127170.00905294436961412417%
Upper-middle-income countries2013all_disasters_excluding_earthquakes0.0125600714236497880.00893771648406982417%
Slovakia1998all_disasters0.0130937416106462480.0100079374387860313%
Slovakia1998all_disasters_excluding_earthquakes0.0130937416106462480.0100079374387860313%
Slovakia1998all_disasters_excluding_extreme_temperature0.0130937416106462480.0100079374387860313%
Slovakia1998flood0.0130937416106462480.0100079374387860313%
Upper-middle-income countries1997all_disasters_excluding_extreme_temperature0.0004575618659146130.0003548208915162831513%
Upper-middle-income countries1997extreme_weather0.0004575618659146130.0003548208915162831513%
Lower-middle-income countries2017flood0.00151441828347742560.001923590782098472112%
Lower-middle-income countries2017all_disasters0.00151756370905786750.001926398137584328712%
Lower-middle-income countries2017all_disasters_excluding_earthquakes0.00151756370905786750.001926398137584328712%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature0.00151756370905786750.001926398137584328712%
Low-income countries2019all_disasters0.0342669375240802760.04260676726698875411%
Low-income countries2019all_disasters_excluding_earthquakes0.0342669375240802760.04260676726698875411%
Low-income countries2019all_disasters_excluding_extreme_temperature0.0342669375240802760.04260676726698875411%
Low-income countries2019extreme_weather0.0342669375240802760.04260676726698875411%
Upper-middle-income countries1997all_disasters0.0005261961487121880.0004257850814610719711%
Upper-middle-income countries1997all_disasters_excluding_earthquakes0.0005261961487121880.0004257850814610719711%
Upper-middle-income countries1999all_disasters0.052147470414638520.0639694929122924810%
Upper-middle-income countries1999all_disasters_excluding_extreme_temperature0.052147470414638520.0639694929122924810%
Lower-middle-income countries1991extreme_weather0.0115996124222874640.0140943424776196489.7%
Upper-middle-income countries1990all_disasters0.0116503788158297540.0096586011350154889.3%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature0.0116503788158297540.0096586011350154889.3%
Lower-middle-income countries2023all_disasters0.0045061530545353890.00390389398671686657.2%
Lower-middle-income countries2023all_disasters_excluding_extreme_temperature0.0045061530545353890.00390389398671686657.2%
Lower-middle-income countries2023earthquake0.0045061530545353890.00390389398671686657.2%
Lower-middle-income countries2020all_disasters0.0145064126700162890.0127028543502092366.6%
Lower-middle-income countries2020all_disasters_excluding_earthquakes0.0145064126700162890.0127028543502092366.6%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature0.0145064126700162890.0127028543502092366.6%
Lower-middle-income countries2020flood0.0145064126700162890.0127028543502092366.6%
Lower-middle-income countries2022all_disasters0.000105254242953378719.223920642398298e-056.6%
Lower-middle-income countries2022all_disasters_excluding_earthquakes0.000105254242953378719.223920642398298e-056.6%
Lower-middle-income countries2022all_disasters_excluding_extreme_temperature0.000105254242953378719.223920642398298e-056.6%
Lower-middle-income countries2022flood0.000105254242953378719.223920642398298e-056.6%
Upper-middle-income countries1994all_disasters0.00065464281942695380.00074187718564644466.2%
Upper-middle-income countries1994all_disasters_excluding_earthquakes0.00065464281942695380.00074187718564644466.2%
Upper-middle-income countries1994all_disasters_excluding_extreme_temperature0.00065464281942695380.00074187718564644466.2%
Lower-middle-income countries2019all_disasters0.00346870720386505130.0030639870092272766.2%
Lower-middle-income countries2019all_disasters_excluding_earthquakes0.00346870720386505130.0030639870092272766.2%
Lower-middle-income countries2019all_disasters_excluding_extreme_temperature0.00346870720386505130.0030639870092272766.2%
Lower-middle-income countries2019flood0.00346870720386505130.0030639870092272766.2%
Lower-middle-income countries1991all_disasters0.0185593795031309130.0208663996309041985.9%
~ natural_disasters_yearly.insured_damages_constant_usd 🟢 median anomaly score 0.15%changed metadatanew datachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypeinsured_damages_constant_usd
Low-income countries1966extreme_weather0.0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1905extreme_weather0.0
Lower-middle-income countries1911volcanic_activity0.0
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1918earthquake0.0
Lower-middle-income countries1925earthquake0.0
Lower-middle-income countries1927earthquake0.0
Lower-middle-income countries1932all_disasters0.0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1932extreme_weather0.0
Lower-middle-income countries1937earthquake0.0
Lower-middle-income countries1938all_disasters0.0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1938extreme_weather0.0
Lower-middle-income countries1946all_disasters0.0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1946extreme_weather0.0
Lower-middle-income countries1948earthquake0.0
Lower-middle-income countries1950volcanic_activity0.0
Lower-middle-income countries1953extreme_weather0.0
Lower-middle-income countries1954earthquake0.0
Lower-middle-income countries1957extreme_weather0.0
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.0
Lower-middle-income countries1968volcanic_activity0.0
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.0
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.0
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity0.0
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity0.0
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake0.0
Lower-middle-income countries2020volcanic_activity0.0
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activity0.0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypeinsured_damages_constant_usd
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1905extreme_weather0.0
Upper-middle-income countries1911volcanic_activity0.0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1936extreme_weather0.0
Upper-middle-income countries1937extreme_weather0.0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1938extreme_weather0.0
Upper-middle-income countries1940extreme_weather0.0
Upper-middle-income countries1946extreme_weather0.0
Upper-middle-income countries1950volcanic_activity0.0
Upper-middle-income countries1953extreme_weather0.0
Upper-middle-income countries1957extreme_weather0.0
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.0
Upper-middle-income countries1968volcanic_activity0.0
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 3,881 / 38,888 (9.98%) (3,099 revised, 782 disappeared) — showing the 100 most anomalous rows
countryyeartypeinsured_damages_constant_usd -insured_damages_constant_usd +anomaly score
Asia2025all_disasters1426681344.00.0100%
Asia2025all_disasters_excluding_earthquakes1426681344.00.0100%
Asia2025all_disasters_excluding_extreme_temperature986880384.00.0100%
Asia2025extreme_temperature439800992.00.0100%
Asia2025extreme_weather482225760.00.0100%
Asia2025flood504654624.00.0100%
Europe2025all_disasters398853984.00.0100%
Europe2025all_disasters_excluding_earthquakes398853984.00.0100%
Europe2025all_disasters_excluding_extreme_temperature398853984.00.0100%
Europe2025flood398853984.00.0100%
High-income countries2025all_disasters51182084096.00.0100%
High-income countries2025all_disasters_excluding_earthquakes51182084096.00.0100%
High-income countries2025all_disasters_excluding_extreme_temperature51182084096.00.0100%
High-income countries2025extreme_weather11873192960.00.0100%
High-income countries2025flood398853984.00.0100%
High-income countries2025wildfire38910038016.00.0100%
Lower-middle-income countries1990all_disasters0.0281192512.0100%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature0.0281192512.0100%
Lower-middle-income countries1990earthquake0.0281192512.0100%
Lower-middle-income countries1994all_disasters1.8557988262161416e+200.0100%
Lower-middle-income countries1994all_disasters_excluding_earthquakes1.8557988262161416e+200.0100%
Lower-middle-income countries1994all_disasters_excluding_extreme_temperature1.8557988262161416e+200.0100%
Lower-middle-income countries1994flood1.8557988262161416e+200.0100%
Lower-middle-income countries1999flood5.654176445421343e+210.0100%
Lower-middle-income countries2003all_disasters0.0156248064.0100%
Lower-middle-income countries2003all_disasters_excluding_earthquakes0.0156248064.0100%
Lower-middle-income countries2003all_disasters_excluding_extreme_temperature0.0156248064.0100%
Lower-middle-income countries2003flood0.0156248064.0100%
Lower-middle-income countries2013extreme_weather0.0915385280.0100%
North America2025all_disasters49610297344.00.0100%
North America2025all_disasters_excluding_earthquakes49610297344.00.0100%
North America2025all_disasters_excluding_extreme_temperature49610297344.00.0100%
North America2025extreme_weather10700260352.00.0100%
North America2025wildfire38910038016.00.0100%
Oceania2025all_disasters1172932736.00.0100%
Oceania2025all_disasters_excluding_earthquakes1172932736.00.0100%
Oceania2025all_disasters_excluding_extreme_temperature1172932736.00.0100%
Oceania2025extreme_weather1172932736.00.0100%
Upper-middle-income countries1994flood0.01.8506173996604798e+20100%
Upper-middle-income countries2025all_disasters1426681344.00.0100%
Upper-middle-income countries2025all_disasters_excluding_earthquakes1426681344.00.0100%
Upper-middle-income countries2025all_disasters_excluding_extreme_temperature986880384.00.0100%
Upper-middle-income countries2025extreme_temperature439800992.00.0100%
Upper-middle-income countries2025extreme_weather482225760.00.0100%
Upper-middle-income countries2025flood504654624.00.0100%
World2025all_disasters52608765952.00.0100%
World2025all_disasters_excluding_earthquakes52608765952.00.0100%
World2025all_disasters_excluding_extreme_temperature52168966144.00.0100%
World2025extreme_temperature439800992.00.0100%
World2025extreme_weather12355419136.00.0100%
World2025flood903508608.00.0100%
World2025wildfire38910038016.00.0100%
Lower-middle-income countries2008all_disasters0.068258944.0100%
Lower-middle-income countries2008all_disasters_excluding_earthquakes0.068258944.0100%
Lower-middle-income countries2008all_disasters_excluding_extreme_temperature0.068258944.0100%
Lower-middle-income countries2008extreme_weather0.068258944.0100%
Upper-middle-income countries2008extreme_weather68252200.00.0100%
Lower-middle-income countries1997extreme_weather0.028155838.0100%
Lower-middle-income countries2013earthquake0.026153866.0100%
Lower-middle-income countries2000all_disasters0.03369092.25100%
Lower-middle-income countries2000all_disasters_excluding_earthquakes0.03369092.25100%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature0.03369092.25100%
Lower-middle-income countries2000extreme_weather0.03369092.25100%
Upper-middle-income countries2000extreme_weather3368759.50.0100%
Upper-middle-income countries1999all_disasters_excluding_earthquakes204164128.05.630890020598071e+21100%
Upper-middle-income countries1999flood204164128.05.630890020598071e+21100%
Lower-middle-income countries1999all_disasters5.654176445421343e+21368672192.0100%
Lower-middle-income countries1999all_disasters_excluding_earthquakes5.654176445421343e+21368672192.0100%
Lower-middle-income countries1999all_disasters_excluding_extreme_temperature5.654176445421343e+21368672192.0100%
Upper-middle-income countries1994all_disasters357519584.01.8506173996604798e+20100%
Upper-middle-income countries1994all_disasters_excluding_earthquakes357519584.01.8506173996604798e+20100%
Upper-middle-income countries1994all_disasters_excluding_extreme_temperature357519584.01.8506173996604798e+20100%
Upper-middle-income countries1999all_disasters244380844032.05.630890020598071e+21100%
Upper-middle-income countries1999all_disasters_excluding_extreme_temperature244380844032.05.630890020598071e+21100%
Upper-middle-income countries2003all_disasters_excluding_earthquakes197073104.040680780.066%
Upper-middle-income countries2003flood197073104.040680780.066%
Lower-middle-income countries2016flood62080724.0298334432.066%
Lower-middle-income countries2012all_disasters1989125.758763941.063%
Lower-middle-income countries2012all_disasters_excluding_earthquakes1989125.758763941.063%
Lower-middle-income countries2012all_disasters_excluding_extreme_temperature1989125.758763941.063%
Lower-middle-income countries2012flood1989125.758763941.063%
Lower-middle-income countries2013all_disasters769726400.01839781632.041%
Lower-middle-income countries2013all_disasters_excluding_extreme_temperature769726400.01839781632.041%
Lower-middle-income countries2013all_disasters_excluding_earthquakes769726400.01813627776.040%
Lower-middle-income countries1997all_disasters25520864.053601996.035%
Lower-middle-income countries1997all_disasters_excluding_earthquakes25520864.053601996.035%
Lower-middle-income countries1997all_disasters_excluding_extreme_temperature25520864.053601996.035%
Upper-middle-income countries2003all_disasters300165504.0144556736.035%
Upper-middle-income countries2003all_disasters_excluding_extreme_temperature300165504.0144556736.035%
Upper-middle-income countries1991all_disasters177080896.090358040.032%
Upper-middle-income countries1991all_disasters_excluding_earthquakes177080896.090358040.032%
Upper-middle-income countries1991all_disasters_excluding_extreme_temperature177080896.090358040.032%
Upper-middle-income countries1991extreme_weather177080896.090358040.032%
Upper-middle-income countries2013earthquake53417140.027281590.032%
Upper-middle-income countries1997all_disasters_excluding_extreme_temperature58700672.030529200.032%
Upper-middle-income countries1997extreme_weather58700672.030529200.032%
Lower-middle-income countries2017flood105850704.0176670800.025%
Lower-middle-income countries2017all_disasters106448456.0177292704.025%
Lower-middle-income countries2017all_disasters_excluding_earthquakes106448456.0177292704.025%
Lower-middle-income countries2017all_disasters_excluding_extreme_temperature106448456.0177292704.025%
~ natural_disasters_yearly.total_damages_constant_usd 🟢 median anomaly score 0.11%changed metadatanew datachanged data
metadata diff
-   Amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in US$.
-   For each disaster, the registered figure corresponds to the damage value at the moment of the
+   The amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in
+   US$. For each disaster, the registered figure corresponds to the damage value at the moment of the
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
+ New values: 51 / 38,888 (0.13%)
countryyeartypetotal_damages_constant_usd
Low-income countries1966extreme_weather0.0
Lower-middle-income countries1905all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1905extreme_weather0.0
Lower-middle-income countries1911volcanic_activity0.0
Lower-middle-income countries1912extreme_weather0.0
Lower-middle-income countries1918all_disasters0.0
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1918earthquake0.0
Lower-middle-income countries1925earthquake0.0
Lower-middle-income countries1927earthquake0.0
Lower-middle-income countries1932all_disasters0.0
Lower-middle-income countries1932all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1932extreme_weather0.0
Lower-middle-income countries1937earthquake0.0
Lower-middle-income countries1938all_disasters0.0
Lower-middle-income countries1938all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1938extreme_weather0.0
Lower-middle-income countries1946all_disasters0.0
Lower-middle-income countries1946all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1946extreme_weather0.0
Lower-middle-income countries1948earthquake0.0
Lower-middle-income countries1950volcanic_activity0.0
Lower-middle-income countries1953extreme_weather0.0
Lower-middle-income countries1954earthquake0.0
Lower-middle-income countries1957extreme_weather0.0
Lower-middle-income countries1960landslide0.0
Lower-middle-income countries1965volcanic_activity0.0
Lower-middle-income countries1968volcanic_activity0.0
Lower-middle-income countries1969volcanic_activity0.0
Lower-middle-income countries1973earthquake0.0
Lower-middle-income countries1974landslide0.0
Lower-middle-income countries1976earthquake0.0
Lower-middle-income countries1976volcanic_activity0.0
Lower-middle-income countries1977landslide0.0
Lower-middle-income countries1978volcanic_activity0.0
Lower-middle-income countries1985landslide0.0
Lower-middle-income countries1993volcanic_activity1846801.625
Lower-middle-income countries1998wildfire0.0
Lower-middle-income countries2000volcanic_activity4972780.5
Lower-middle-income countries2007volcanic_activity0.0
Lower-middle-income countries2010volcanic_activity0.0
Lower-middle-income countries2011volcanic_activity0.0
Lower-middle-income countries2020earthquake2903754.5
Lower-middle-income countries2020volcanic_activity76659120.0
Lower-middle-income countries2022volcanic_activity0.0
Lower-middle-income countries2023volcanic_activity0.0
Lower-middle-income countries2024volcanic_activity0.0
Lower-middle-income countries2025volcanic_activity0.0
- Removed values: 25 / 38,888 (0.06%)
countryyeartypetotal_damages_constant_usd
Lower-middle-income countries1933all_disasters0.0
Lower-middle-income countries1933all_disasters_excluding_earthquakes0.0
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature0.0
Lower-middle-income countries1933extreme_weather0.0
Lower-middle-income countries1962landslide0.0
Lower-middle-income countries1987landslide0.0
Upper-middle-income countries1905all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1905extreme_weather0.0
Upper-middle-income countries1911volcanic_activity0.0
Upper-middle-income countries1936all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1936extreme_weather0.0
Upper-middle-income countries1937extreme_weather0.0
Upper-middle-income countries1938all_disasters_excluding_earthquakes0.0
Upper-middle-income countries1938extreme_weather0.0
Upper-middle-income countries1940extreme_weather0.0
Upper-middle-income countries1946extreme_weather0.0
Upper-middle-income countries1950volcanic_activity0.0
Upper-middle-income countries1953extreme_weather0.0
Upper-middle-income countries1957extreme_weather0.0
Upper-middle-income countries1960landslide0.0
Upper-middle-income countries1965volcanic_activity0.0
Upper-middle-income countries1968volcanic_activity0.0
Upper-middle-income countries1978landslide0.0
Upper-middle-income countries1978volcanic_activity0.0
Upper-middle-income countries2009volcanic_activity0.0
~ Changed values: 8,835 / 38,888 (22.72%) (8,053 revised, 782 disappeared) — showing the 100 most anomalous rows
countryyeartypetotal_damages_constant_usd -total_damages_constant_usd +anomaly score
Africa2025all_disasters238353488.00.0100%
Africa2025all_disasters_excluding_earthquakes238353488.00.0100%
Africa2025all_disasters_excluding_extreme_temperature238353488.00.0100%
Africa2025drought175306176.00.0100%
Asia2025all_disasters49852489728.00.0100%
Asia2025all_disasters_excluding_earthquakes38635687936.00.0100%
Asia2025all_disasters_excluding_extreme_temperature48386486272.00.0100%
Asia2025earthquake11216799744.00.0100%
Asia2025extreme_temperature1466003328.00.0100%
Asia2025extreme_weather11010591744.00.0100%
Asia2025flood25315661824.00.0100%
Asia2025wildfire843432256.00.0100%
Europe2025all_disasters605619072.00.0100%
Europe2025all_disasters_excluding_earthquakes605619072.00.0100%
Europe2025all_disasters_excluding_extreme_temperature605619072.00.0100%
Europe2025flood498567456.00.0100%
High-income countries2025all_disasters98805243904.00.0100%
High-income countries2025all_disasters_excluding_earthquakes98804277248.00.0100%
High-income countries2025all_disasters_excluding_extreme_temperature98805243904.00.0100%
High-income countries2025drought3015527936.00.0100%
High-income countries2025extreme_weather39544819712.00.0100%
High-income countries2025flood3825082112.00.0100%
High-income countries2025wildfire52418846720.00.0100%
Low-income countries2011all_disasters203520240.00.0100%
Low-income countries2011all_disasters_excluding_earthquakes203520240.00.0100%
Low-income countries2011all_disasters_excluding_extreme_temperature203520240.00.0100%
Low-income countries2011drought203520240.00.0100%
Low-income countries2023earthquake198977856.00.0100%
Low-income countries2025all_disasters211684976.00.0100%
Low-income countries2025all_disasters_excluding_earthquakes211684976.00.0100%
Low-income countries2025all_disasters_excluding_extreme_temperature211684976.00.0100%
Low-income countries2025drought174985648.00.0100%
Lower-middle-income countries1991volcanic_activity0.0920114112.0100%
Lower-middle-income countries1992extreme_temperature0.01218742528.0100%
Lower-middle-income countries2005drought0.0134431728.0100%
Lower-middle-income countries2006extreme_weather0.03759331840.0100%
Lower-middle-income countries2022earthquake0.0164058176.0100%
Lower-middle-income countries2025all_disasters13407373312.00.0100%
Lower-middle-income countries2025all_disasters_excluding_earthquakes3631426560.00.0100%
Lower-middle-income countries2025all_disasters_excluding_extreme_temperature13407373312.00.0100%
Lower-middle-income countries2025earthquake9775946752.00.0100%
Lower-middle-income countries2025extreme_weather683638912.00.0100%
Lower-middle-income countries2025flood2947467264.00.0100%
North America2025all_disasters102298689536.00.0100%
North America2025all_disasters_excluding_earthquakes102297714688.00.0100%
North America2025all_disasters_excluding_extreme_temperature102298689536.00.0100%
North America2025drought3015527936.00.0100%
North America2025extreme_weather45255602176.00.0100%
North America2025flood2461059840.00.0100%
North America2025wildfire51565527040.00.0100%
Oceania2022volcanic_activity137223408.00.0100%
Oceania2025all_disasters3716766208.00.0100%
Oceania2025all_disasters_excluding_earthquakes3716766208.00.0100%
Oceania2025all_disasters_excluding_extreme_temperature3716766208.00.0100%
Oceania2025extreme_weather3684963840.00.0100%
South America2025all_disasters4860417024.00.0100%
South America2025all_disasters_excluding_earthquakes4860417024.00.0100%
South America2025all_disasters_excluding_extreme_temperature4860417024.00.0100%
South America2025drought4539975680.00.0100%
South America2025flood299633312.00.0100%
Upper-middle-income countries2022volcanic_activity137223408.00.0100%
Upper-middle-income countries2025all_disasters49148030976.00.0100%
Upper-middle-income countries2025all_disasters_excluding_earthquakes47707176960.00.0100%
Upper-middle-income countries2025all_disasters_excluding_extreme_temperature47682027520.00.0100%
Upper-middle-income countries2025drought4539975680.00.0100%
Upper-middle-income countries2025earthquake1440852608.00.0100%
Upper-middle-income countries2025extreme_temperature1466003328.00.0100%
Upper-middle-income countries2025extreme_weather19840675840.00.0100%
Upper-middle-income countries2025flood21860524032.00.0100%
World2022volcanic_activity137223408.00.0100%
World2025all_disasters161572339712.00.0100%
World2025all_disasters_excluding_earthquakes150354558976.00.0100%
World2025all_disasters_excluding_extreme_temperature160106332160.00.0100%
World2025drought7730809856.00.0100%
World2025earthquake11217772544.00.0100%
World2025extreme_temperature1466003328.00.0100%
World2025extreme_weather60105834496.00.0100%
World2025flood28633073664.00.0100%
World2025wildfire52418846720.00.0100%
Europe2025extreme_weather97167832.00.0100%
European Union (27)2025all_disasters107051592.00.0100%
European Union (27)2025all_disasters_excluding_earthquakes107051592.00.0100%
European Union (27)2025all_disasters_excluding_extreme_temperature107051592.00.0100%
European Union (27)2025extreme_weather97167832.00.0100%
Upper-middle-income countries1994landslide100100648.00.0100%
Africa2025extreme_weather36699324.00.0100%
Low-income countries2025extreme_weather36699324.00.0100%
Upper-middle-income countries2020volcanic_activity76651544.00.0100%
Oceania2025flood31802550.00.0100%
Africa2025flood26347980.00.0100%
Lower-middle-income countries2017earthquake0.025084384.0100%
South America2025extreme_weather20808222.00.0100%
Lower-middle-income countries1999wildfire12983064.00.0100%
Low-income countries2005extreme_weather11380495.00.0100%
Lower-middle-income countries1994earthquake0.012722478.0100%
Europe2025wildfire9883755.00.0100%
European Union (27)2025wildfire9883755.00.0100%
Lower-middle-income countries2001volcanic_activity0.05486557.0100%
Upper-middle-income countries2000volcanic_activity4972289.00.0100%
Lower-middle-income countries2004landslide0.04574507.5100%
~ natural_disasters_yearly.country dimnew dataremoved data
+ New values: 51 / 38,888 (0.13%)
yeartypecountry
1966extreme_weatherLow-income countries
1905all_disasters_excluding_earthquakesLower-middle-income countries
1905extreme_weatherLower-middle-income countries
1911volcanic_activityLower-middle-income countries
1912extreme_weatherLower-middle-income countries
1918all_disastersLower-middle-income countries
1918all_disasters_excluding_extreme_temperatureLower-middle-income countries
1918earthquakeLower-middle-income countries
1925earthquakeLower-middle-income countries
1927earthquakeLower-middle-income countries
1932all_disastersLower-middle-income countries
1932all_disasters_excluding_earthquakesLower-middle-income countries
1932all_disasters_excluding_extreme_temperatureLower-middle-income countries
1932extreme_weatherLower-middle-income countries
1937earthquakeLower-middle-income countries
1938all_disastersLower-middle-income countries
1938all_disasters_excluding_earthquakesLower-middle-income countries
1938all_disasters_excluding_extreme_temperatureLower-middle-income countries
1938extreme_weatherLower-middle-income countries
1946all_disastersLower-middle-income countries
1946all_disasters_excluding_earthquakesLower-middle-income countries
1946all_disasters_excluding_extreme_temperatureLower-middle-income countries
1946extreme_weatherLower-middle-income countries
1948earthquakeLower-middle-income countries
1950volcanic_activityLower-middle-income countries
1953extreme_weatherLower-middle-income countries
1954earthquakeLower-middle-income countries
1957extreme_weatherLower-middle-income countries
1960landslideLower-middle-income countries
1965volcanic_activityLower-middle-income countries
1968volcanic_activityLower-middle-income countries
1969volcanic_activityLower-middle-income countries
1973earthquakeLower-middle-income countries
1974landslideLower-middle-income countries
1976earthquakeLower-middle-income countries
1976volcanic_activityLower-middle-income countries
1977landslideLower-middle-income countries
1978volcanic_activityLower-middle-income countries
1985landslideLower-middle-income countries
1993volcanic_activityLower-middle-income countries
1998wildfireLower-middle-income countries
2000volcanic_activityLower-middle-income countries
2007volcanic_activityLower-middle-income countries
2010volcanic_activityLower-middle-income countries
2011volcanic_activityLower-middle-income countries
2020earthquakeLower-middle-income countries
2020volcanic_activityLower-middle-income countries
2022volcanic_activityLower-middle-income countries
2023volcanic_activityLower-middle-income countries
2024volcanic_activityLower-middle-income countries
2025volcanic_activityLower-middle-income countries
- Removed values: 25 / 38,888 (0.06%)
yeartypecountry
1933all_disastersLower-middle-income countries
1933all_disasters_excluding_earthquakesLower-middle-income countries
1933all_disasters_excluding_extreme_temperatureLower-middle-income countries
1933extreme_weatherLower-middle-income countries
1962landslideLower-middle-income countries
1987landslideLower-middle-income countries
1905all_disasters_excluding_earthquakesUpper-middle-income countries
1905extreme_weatherUpper-middle-income countries
1911volcanic_activityUpper-middle-income countries
1936all_disasters_excluding_earthquakesUpper-middle-income countries
1936extreme_weatherUpper-middle-income countries
1937extreme_weatherUpper-middle-income countries
1938all_disasters_excluding_earthquakesUpper-middle-income countries
1938extreme_weatherUpper-middle-income countries
1940extreme_weatherUpper-middle-income countries
1946extreme_weatherUpper-middle-income countries
1950volcanic_activityUpper-middle-income countries
1953extreme_weatherUpper-middle-income countries
1957extreme_weatherUpper-middle-income countries
1960landslideUpper-middle-income countries
1965volcanic_activityUpper-middle-income countries
1968volcanic_activityUpper-middle-income countries
1978landslideUpper-middle-income countries
1978volcanic_activityUpper-middle-income countries
2009volcanic_activityUpper-middle-income countries
~ natural_disasters_yearly.year dimnew dataremoved data
+ New values: 51 / 38,888 (0.13%)
countrytypeyear
Low-income countriesextreme_weather1966
Lower-middle-income countriesall_disasters_excluding_earthquakes1905
Lower-middle-income countriesextreme_weather1905
Lower-middle-income countriesvolcanic_activity1911
Lower-middle-income countriesextreme_weather1912
Lower-middle-income countriesall_disasters1918
Lower-middle-income countriesall_disasters_excluding_extreme_temperature1918
Lower-middle-income countriesearthquake1918
Lower-middle-income countriesearthquake1925
Lower-middle-income countriesearthquake1927
Lower-middle-income countriesall_disasters1932
Lower-middle-income countriesall_disasters_excluding_earthquakes1932
Lower-middle-income countriesall_disasters_excluding_extreme_temperature1932
Lower-middle-income countriesextreme_weather1932
Lower-middle-income countriesearthquake1937
Lower-middle-income countriesall_disasters1938
Lower-middle-income countriesall_disasters_excluding_earthquakes1938
Lower-middle-income countriesall_disasters_excluding_extreme_temperature1938
Lower-middle-income countriesextreme_weather1938
Lower-middle-income countriesall_disasters1946
Lower-middle-income countriesall_disasters_excluding_earthquakes1946
Lower-middle-income countriesall_disasters_excluding_extreme_temperature1946
Lower-middle-income countriesextreme_weather1946
Lower-middle-income countriesearthquake1948
Lower-middle-income countriesvolcanic_activity1950
Lower-middle-income countriesextreme_weather1953
Lower-middle-income countriesearthquake1954
Lower-middle-income countriesextreme_weather1957
Lower-middle-income countrieslandslide1960
Lower-middle-income countriesvolcanic_activity1965
Lower-middle-income countriesvolcanic_activity1968
Lower-middle-income countriesvolcanic_activity1969
Lower-middle-income countriesearthquake1973
Lower-middle-income countrieslandslide1974
Lower-middle-income countriesearthquake1976
Lower-middle-income countriesvolcanic_activity1976
Lower-middle-income countrieslandslide1977
Lower-middle-income countriesvolcanic_activity1978
Lower-middle-income countrieslandslide1985
Lower-middle-income countriesvolcanic_activity1993
Lower-middle-income countrieswildfire1998
Lower-middle-income countriesvolcanic_activity2000
Lower-middle-income countriesvolcanic_activity2007
Lower-middle-income countriesvolcanic_activity2010
Lower-middle-income countriesvolcanic_activity2011
Lower-middle-income countriesearthquake2020
Lower-middle-income countriesvolcanic_activity2020
Lower-middle-income countriesvolcanic_activity2022
Lower-middle-income countriesvolcanic_activity2023
Lower-middle-income countriesvolcanic_activity2024
Lower-middle-income countriesvolcanic_activity2025
- Removed values: 25 / 38,888 (0.06%)
countrytypeyear
Lower-middle-income countriesall_disasters1933
Lower-middle-income countriesall_disasters_excluding_earthquakes1933
Lower-middle-income countriesall_disasters_excluding_extreme_temperature1933
Lower-middle-income countriesextreme_weather1933
Lower-middle-income countrieslandslide1962
Lower-middle-income countrieslandslide1987
Upper-middle-income countriesall_disasters_excluding_earthquakes1905
Upper-middle-income countriesextreme_weather1905
Upper-middle-income countriesvolcanic_activity1911
Upper-middle-income countriesall_disasters_excluding_earthquakes1936
Upper-middle-income countriesextreme_weather1936
Upper-middle-income countriesextreme_weather1937
Upper-middle-income countriesall_disasters_excluding_earthquakes1938
Upper-middle-income countriesextreme_weather1938
Upper-middle-income countriesextreme_weather1940
Upper-middle-income countriesextreme_weather1946
Upper-middle-income countriesvolcanic_activity1950
Upper-middle-income countriesextreme_weather1953
Upper-middle-income countriesextreme_weather1957
Upper-middle-income countrieslandslide1960
Upper-middle-income countriesvolcanic_activity1965
Upper-middle-income countriesvolcanic_activity1968
Upper-middle-income countrieslandslide1978
Upper-middle-income countriesvolcanic_activity1978
Upper-middle-income countriesvolcanic_activity2009
~ natural_disasters_yearly.type dimnew dataremoved data
+ New values: 51 / 38,888 (0.13%)
countryyeartype
Low-income countries1966extreme_weather
Lower-middle-income countries1905all_disasters_excluding_earthquakes
Lower-middle-income countries1905extreme_weather
Lower-middle-income countries1911volcanic_activity
Lower-middle-income countries1912extreme_weather
Lower-middle-income countries1918all_disasters
Lower-middle-income countries1918all_disasters_excluding_extreme_temperature
Lower-middle-income countries1918earthquake
Lower-middle-income countries1925earthquake
Lower-middle-income countries1927earthquake
Lower-middle-income countries1932all_disasters
Lower-middle-income countries1932all_disasters_excluding_earthquakes
Lower-middle-income countries1932all_disasters_excluding_extreme_temperature
Lower-middle-income countries1932extreme_weather
Lower-middle-income countries1937earthquake
Lower-middle-income countries1938all_disasters
Lower-middle-income countries1938all_disasters_excluding_earthquakes
Lower-middle-income countries1938all_disasters_excluding_extreme_temperature
Lower-middle-income countries1938extreme_weather
Lower-middle-income countries1946all_disasters
Lower-middle-income countries1946all_disasters_excluding_earthquakes
Lower-middle-income countries1946all_disasters_excluding_extreme_temperature
Lower-middle-income countries1946extreme_weather
Lower-middle-income countries1948earthquake
Lower-middle-income countries1950volcanic_activity
Lower-middle-income countries1953extreme_weather
Lower-middle-income countries1954earthquake
Lower-middle-income countries1957extreme_weather
Lower-middle-income countries1960landslide
Lower-middle-income countries1965volcanic_activity
Lower-middle-income countries1968volcanic_activity
Lower-middle-income countries1969volcanic_activity
Lower-middle-income countries1973earthquake
Lower-middle-income countries1974landslide
Lower-middle-income countries1976earthquake
Lower-middle-income countries1976volcanic_activity
Lower-middle-income countries1977landslide
Lower-middle-income countries1978volcanic_activity
Lower-middle-income countries1985landslide
Lower-middle-income countries1993volcanic_activity
Lower-middle-income countries1998wildfire
Lower-middle-income countries2000volcanic_activity
Lower-middle-income countries2007volcanic_activity
Lower-middle-income countries2010volcanic_activity
Lower-middle-income countries2011volcanic_activity
Lower-middle-income countries2020earthquake
Lower-middle-income countries2020volcanic_activity
Lower-middle-income countries2022volcanic_activity
Lower-middle-income countries2023volcanic_activity
Lower-middle-income countries2024volcanic_activity
Lower-middle-income countries2025volcanic_activity
- Removed values: 25 / 38,888 (0.06%)
countryyeartype
Lower-middle-income countries1933all_disasters
Lower-middle-income countries1933all_disasters_excluding_earthquakes
Lower-middle-income countries1933all_disasters_excluding_extreme_temperature
Lower-middle-income countries1933extreme_weather
Lower-middle-income countries1962landslide
Lower-middle-income countries1987landslide
Upper-middle-income countries1905all_disasters_excluding_earthquakes
Upper-middle-income countries1905extreme_weather
Upper-middle-income countries1911volcanic_activity
Upper-middle-income countries1936all_disasters_excluding_earthquakes
Upper-middle-income countries1936extreme_weather
Upper-middle-income countries1937extreme_weather
Upper-middle-income countries1938all_disasters_excluding_earthquakes
Upper-middle-income countries1938extreme_weather
Upper-middle-income countries1940extreme_weather
Upper-middle-income countries1946extreme_weather
Upper-middle-income countries1950volcanic_activity
Upper-middle-income countries1953extreme_weather
Upper-middle-income countries1957extreme_weather
Upper-middle-income countries1960landslide
Upper-middle-income countries1965volcanic_activity
Upper-middle-income countries1968volcanic_activity
Upper-middle-income countries1978landslide
Upper-middle-income countries1978volcanic_activity
Upper-middle-income countries2009volcanic_activity
~ Table natural_disasters_yearly_deaths🔴 5 · 🟡 1 column(s) changed
table metadata diff
-       EM-DAT – The International Disasters Database (2026). Maintained by the Centre for Research on
+       EM-DAT - The International Disasters Database (2026). Maintained by the Centre for Research on
~ natural_disasters_yearly_deaths.n_events_with_over_2000_deaths 🔴 median anomaly score 67%new datachanged data
+ New values: 3 / 4,827 (0.06%)
countryyearn_events_with_over_2000_deaths
Lower-middle-income countries19120
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 4,827 (0.02%)
countryyearn_events_with_over_2000_deaths
Lower-middle-income countries19330
~ Changed values: 16 / 4,827 (0.33%)
countryyearn_events_with_over_2000_deaths -n_events_with_over_2000_deaths +anomaly score
Lower-middle-income countries196401100%
Lower-middle-income countries197601100%
Lower-middle-income countries199001100%
Lower-middle-income countries199701100%
Upper-middle-income countries196410100%
Upper-middle-income countries199110100%
Upper-middle-income countries199710100%
Upper-middle-income countries201310100%
Lower-middle-income countries19911233%
Lower-middle-income countries19992133%
Lower-middle-income countries20131233%
Upper-middle-income countries19902133%
Upper-middle-income countries19991233%
Upper-middle-income countries20043220%
Lower-middle-income countries20043414%
Upper-middle-income countries19764314%
~ natural_disasters_yearly_deaths.n_events_with_over_1000_deaths 🔴 median anomaly score 42%new datachanged data
+ New values: 3 / 4,827 (0.06%)
countryyearn_events_with_over_1000_deaths
Lower-middle-income countries19120
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 4,827 (0.02%)
countryyearn_events_with_over_1000_deaths
Lower-middle-income countries19330
~ Changed values: 28 / 4,827 (0.58%)
countryyearn_events_with_over_1000_deaths -n_events_with_over_1000_deaths +anomaly score
Lower-middle-income countries200602100%
Upper-middle-income countries198420100%
Lower-middle-income countries191101100%
Lower-middle-income countries196401100%
Lower-middle-income countries197601100%
Lower-middle-income countries199001100%
Lower-middle-income countries201101100%
Lower-middle-income countries201201100%
Upper-middle-income countries196410100%
Upper-middle-income countries201110100%
Upper-middle-income countries201210100%
Upper-middle-income countries201310100%
Lower-middle-income countries19841350%
Upper-middle-income countries20063150%
Upper-middle-income countries20044233%
Lower-middle-income countries19701233%
Lower-middle-income countries19971233%
Lower-middle-income countries19992133%
Lower-middle-income countries20131233%
Upper-middle-income countries19112133%
Upper-middle-income countries19902133%
Lower-middle-income countries20043525%
Lower-middle-income countries19912320%
Upper-middle-income countries19913220%
Upper-middle-income countries19973220%
Upper-middle-income countries19992320%
Upper-middle-income countries19704314%
Upper-middle-income countries19764314%
~ natural_disasters_yearly_deaths.n_events_with_over_5000_deaths 🔴 median anomaly score 33%new datachanged data
+ New values: 3 / 4,827 (0.06%)
countryyearn_events_with_over_5000_deaths
Lower-middle-income countries19120
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 4,827 (0.02%)
countryyearn_events_with_over_5000_deaths
Lower-middle-income countries19330
~ Changed values: 12 / 4,827 (0.25%)
countryyearn_events_with_over_5000_deaths -n_events_with_over_5000_deaths +anomaly score
Lower-middle-income countries196401100%
Lower-middle-income countries197601100%
Upper-middle-income countries196410100%
Upper-middle-income countries199110100%
Upper-middle-income countries201310100%
Lower-middle-income countries19911233%
Lower-middle-income countries19992133%
Lower-middle-income countries20041233%
Lower-middle-income countries20131233%
Upper-middle-income countries19991233%
Upper-middle-income countries19763220%
Upper-middle-income countries20043220%
~ natural_disasters_yearly_deaths.n_events_with_over_500_deaths 🔴 median anomaly score 33%new datachanged data
+ New values: 3 / 4,827 (0.06%)
countryyearn_events_with_over_500_deaths
Lower-middle-income countries19120
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 4,827 (0.02%)
countryyearn_events_with_over_500_deaths
Lower-middle-income countries19330
~ Changed values: 58 / 4,827 (1.20%)
countryyearn_events_with_over_500_deaths -n_events_with_over_500_deaths +anomaly score
Lower-middle-income countries196402100%
Lower-middle-income countries200602100%
Upper-middle-income countries198420100%
Lower-middle-income countries191101100%
Lower-middle-income countries195201100%
Lower-middle-income countries195301100%
Lower-middle-income countries197601100%
Lower-middle-income countries201201100%
Upper-middle-income countries193610100%
Upper-middle-income countries201210100%
Upper-middle-income countries201310100%
Lower-middle-income countries19702650%
Lower-middle-income countries19901350%
Lower-middle-income countries20091350%
Upper-middle-income countries19643150%
Upper-middle-income countries19903150%
Upper-middle-income countries20093150%
Upper-middle-income countries19707340%
Lower-middle-income countries19842433%
Upper-middle-income countries19914233%
Lower-middle-income countries19361233%
Lower-middle-income countries19491233%
Lower-middle-income countries19721233%
Lower-middle-income countries19971233%
Lower-middle-income countries20111233%
Upper-middle-income countries19522133%
Upper-middle-income countries19722133%
Upper-middle-income countries19782133%
Upper-middle-income countries19832133%
Upper-middle-income countries19952133%
Upper-middle-income countries20082133%
Upper-middle-income countries20252133%
Upper-middle-income countries20045325%
Lower-middle-income countries19914620%
Upper-middle-income countries20066420%
Lower-middle-income countries19512320%
Lower-middle-income countries19832320%
Lower-middle-income countries19872320%
Lower-middle-income countries19892320%
Lower-middle-income countries20132320%
Upper-middle-income countries19113220%
Upper-middle-income countries19533220%
Upper-middle-income countries19853220%
Upper-middle-income countries19893220%
Upper-middle-income countries19963220%
Lower-middle-income countries20046814%
Lower-middle-income countries19783414%
Lower-middle-income countries19853414%
Lower-middle-income countries20083414%
Lower-middle-income countries20253414%
Upper-middle-income countries19514314%
Upper-middle-income countries20114314%
Lower-middle-income countries19964511%
Upper-middle-income countries19875411%
Upper-middle-income countries19975411%
Lower-middle-income countries1995569.1%
Upper-middle-income countries1976659.1%
Upper-middle-income countries1949876.7%
~ natural_disasters_yearly_deaths.n_events_with_over_200_deaths 🔴 median anomaly score 20%new datachanged data
+ New values: 3 / 4,827 (0.06%)
countryyearn_events_with_over_200_deaths
Lower-middle-income countries19120
Lower-middle-income countries19381
Lower-middle-income countries19461
- Removed values: 1 / 4,827 (0.02%)
countryyearn_events_with_over_200_deaths
Lower-middle-income countries19330
~ Changed values: 110 / 4,827 (2.28%) — showing the 100 most anomalous rows
countryyearn_events_with_over_200_deaths -n_events_with_over_200_deaths +anomaly score
Lower-middle-income countries191101100%
Upper-middle-income countries190510100%
Upper-middle-income countries193810100%
Upper-middle-income countries196510100%
Lower-middle-income countries20062650%
Upper-middle-income countries19646250%
Lower-middle-income countries19721350%
Lower-middle-income countries19761350%
Upper-middle-income countries19723150%
Upper-middle-income countries19783150%
Upper-middle-income countries20003150%
Upper-middle-income countries20133150%
Lower-middle-income countries20012543%
Lower-middle-income countries19643740%
Upper-middle-income countries19709438%
Lower-middle-income countries197051033%
Upper-middle-income countries19916333%
Lower-middle-income countries19892433%
Lower-middle-income countries20092433%
Upper-middle-income countries19844233%
Upper-middle-income countries20254233%
Lower-middle-income countries19051233%
Lower-middle-income countries19271233%
Lower-middle-income countries19371233%
Lower-middle-income countries19491233%
Lower-middle-income countries19531233%
Upper-middle-income countries19362133%
Upper-middle-income countries19372133%
Upper-middle-income countries19522133%
Upper-middle-income countries19602133%
Upper-middle-income countries20202133%
Lower-middle-income countries198161129%
Upper-middle-income countries19957427%
Upper-middle-income countries198112726%
Upper-middle-income countries19905325%
Upper-middle-income countries20095325%
Lower-middle-income countries19915823%
Upper-middle-income countries20018523%
Upper-middle-income countries200611722%
Lower-middle-income countries19514620%
Lower-middle-income countries19854620%
Lower-middle-income countries20004620%
Lower-middle-income countries20034620%
Lower-middle-income countries20134620%
Lower-middle-income countries20254620%
Upper-middle-income countries19896420%
Upper-middle-income countries20046420%
Lower-middle-income countries19362320%
Lower-middle-income countries19522320%
Lower-middle-income countries19673220%
Lower-middle-income countries19862320%
Upper-middle-income countries19672320%
Upper-middle-income countries19683220%
Upper-middle-income countries19863220%
Upper-middle-income countries20083220%
Upper-middle-income countries20123220%
Upper-middle-income countries20213220%
Lower-middle-income countries19785717%
Lower-middle-income countries19845717%
Lower-middle-income countries19905717%
Upper-middle-income countries19517517%
Upper-middle-income countries19857517%
Lower-middle-income countries199591214%
Upper-middle-income countries19768614%
Upper-middle-income countries20038614%
Lower-middle-income countries19553414%
Lower-middle-income countries19663414%
Lower-middle-income countries19973414%
Lower-middle-income countries20083414%
Lower-middle-income countries20123414%
Lower-middle-income countries20163414%
Lower-middle-income countries20213414%
Lower-middle-income countries20223414%
Upper-middle-income countries19114314%
Upper-middle-income countries19274314%
Upper-middle-income countries19554314%
Upper-middle-income countries19734314%
Upper-middle-income countries20164314%
Upper-middle-income countries20174314%
Upper-middle-income countries20244314%
Upper-middle-income countries19989712%
Lower-middle-income countries200481011%
Lower-middle-income countries19874511%
Lower-middle-income countries20114511%
Upper-middle-income countries19535411%
Upper-middle-income countries19875411%
Upper-middle-income countries19935411%
Upper-middle-income countries20115411%
Upper-middle-income countries198811910.0%
Lower-middle-income countries198810129.1%
Lower-middle-income countries1960569.1%
Lower-middle-income countries1965569.1%
Lower-middle-income countries1973569.1%
Lower-middle-income countries2017569.1%
Lower-middle-income countries2020569.1%
Upper-middle-income countries1946659.1%
Upper-middle-income countries1966659.1%
Upper-middle-income countries2022659.1%
Lower-middle-income countries1983677.7%
Lower-middle-income countries1994677.7%
~ natural_disasters_yearly_deaths.n_events_with_unknown_deaths 🟡 median anomaly score 9.1%new datachanged data
+ New values: 3 / 4,827 (0.06%)
countryyearn_events_with_unknown_deaths
Lower-middle-income countries19121
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 4,827 (0.02%)
countryyearn_events_with_unknown_deaths
Lower-middle-income countries19331
~ Changed values: 127 / 4,827 (2.63%) — showing the 100 most anomalous rows
countryyearn_events_with_unknown_deaths -n_events_with_unknown_deaths +anomaly score
Lower-middle-income countries193101100%
Lower-middle-income countries193401100%
Lower-middle-income countries195201100%
Upper-middle-income countries191210100%
Upper-middle-income countries193110100%
Upper-middle-income countries193301100%
Upper-middle-income countries193410100%
Upper-middle-income countries195910100%
Lower-middle-income countries197871433%
Low-income countries19941233%
Lower-middle-income countries19591233%
Lower-middle-income countries20261233%
Upper-middle-income countries19522133%
Upper-middle-income countries197816928%
Upper-middle-income countries197712726%
Upper-middle-income countries2011362322%
Lower-middle-income countries2009182822%
Lower-middle-income countries2012111721%
Lower-middle-income countries2019152321%
Lower-middle-income countries2023192921%
Lower-middle-income countries2011253821%
Lower-middle-income countries1977101520%
Lower-middle-income countries19876920%
Low-income countries19712320%
Lower-middle-income countries19673220%
Lower-middle-income countries19762320%
Upper-middle-income countries19763220%
Lower-middle-income countries198171018%
Lower-middle-income countries2016152117%
Lower-middle-income countries2024212814%
Low-income countries19893414%
Lower-middle-income countries19703414%
Lower-middle-income countries19753414%
Upper-middle-income countries19744314%
Upper-middle-income countries2009473613%
Lower-middle-income countries1990101313%
Lower-middle-income countries2000273513%
Lower-middle-income countries1995111412%
Upper-middle-income countries2000383012%
Lower-middle-income countries2001232912%
Lower-middle-income countries2007202511%
Lower-middle-income countries2003162011%
Upper-middle-income countries1994201611%
Lower-middle-income countries1982121511%
Upper-middle-income countries1981151211%
Lower-middle-income countries198081011%
Lower-middle-income countries198481011%
Lower-middle-income countries199281011%
Low-income countries19664511%
Lower-middle-income countries19665411%
Upper-middle-income countries19755411%
Upper-middle-income countries2019413311%
Lower-middle-income countries1994131610%
Upper-middle-income countries198011910.0%
Lower-middle-income countries199919239.5%
Upper-middle-income countries202358489.4%
Lower-middle-income countries202124299.4%
Upper-middle-income countries201236309.1%
Lower-middle-income countries200225309.1%
Lower-middle-income countries201020249.1%
Lower-middle-income countries201520249.1%
Lower-middle-income countries199710129.1%
Low-income countries1983569.1%
Lower-middle-income countries1969569.1%
Lower-middle-income countries1974569.1%
Lower-middle-income countries199111138.3%
Upper-middle-income countries202453458.2%
Upper-middle-income countries201642367.7%
Upper-middle-income countries199935307.7%
Lower-middle-income countries201424287.7%
Lower-middle-income countries202218217.7%
Upper-middle-income countries198221187.7%
Low-income countries1995677.7%
Upper-middle-income countries1969767.7%
Lower-middle-income countries200819227.3%
Upper-middle-income countries199530267.1%
Lower-middle-income countries198813157.1%
Upper-middle-income countries200738337.0%
Upper-middle-income countries198723207.0%
Upper-middle-income countries200147416.8%
Lower-middle-income countries201721246.7%
Low-income countries2017786.7%
Lower-middle-income countries1968786.7%
Upper-middle-income countries1970876.7%
Upper-middle-income countries2026876.7%
Upper-middle-income countries199117156.2%
Upper-middle-income countries199026236.1%
Upper-middle-income countries200336325.9%
Upper-middle-income countries201036325.9%
Upper-middle-income countries201736325.9%
Lower-middle-income countries1971985.9%
Lower-middle-income countries1985895.9%
Upper-middle-income countries1968985.9%
Lower-middle-income countries202517195.6%
Upper-middle-income countries198419175.6%
Upper-middle-income countries200249445.4%
Upper-middle-income countries200830275.3%
Upper-middle-income countries201442385.0%
Upper-middle-income countries199222204.8%
Upper-middle-income countries199722204.8%
~ natural_disasters_yearly_deaths.country dimnew dataremoved data
+ New values: 3 / 4,827 (0.06%)
yearcountry
1912Lower-middle-income countries
1938Lower-middle-income countries
1946Lower-middle-income countries
- Removed values: 1 / 4,827 (0.02%)
yearcountry
1933Lower-middle-income countries
~ natural_disasters_yearly_deaths.year dimnew dataremoved data
+ New values: 3 / 4,827 (0.06%)
countryyear
Lower-middle-income countries1912
Lower-middle-income countries1938
Lower-middle-income countries1946
- Removed values: 1 / 4,827 (0.02%)
countryyear
Lower-middle-income countries1933
~ Table natural_disasters_yearly_impact🔴 1 · 🟡 8 column(s) changed
table metadata diff
-       EM-DAT – The International Disasters Database (2026). Maintained by the Centre for Research on
+       EM-DAT - The International Disasters Database (2026). Maintained by the Centre for Research on
~ natural_disasters_yearly_impact.n_unknown_events 🔴 median anomaly score 27%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearn_unknown_events
Lower-middle-income countries19120
Lower-middle-income countries19180
Lower-middle-income countries19320
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 7,471 (0.01%)
countryyearn_unknown_events
Lower-middle-income countries19331
~ Changed values: 40 / 7,471 (0.54%)
countryyearn_unknown_events -n_unknown_events +anomaly score
Low-income countries200901100%
Lower-middle-income countries193101100%
Lower-middle-income countries193401100%
Lower-middle-income countries195201100%
Lower-middle-income countries196801100%
Lower-middle-income countries198001100%
Lower-middle-income countries201610100%
Upper-middle-income countries193110100%
Upper-middle-income countries193301100%
Upper-middle-income countries193410100%
Upper-middle-income countries195210100%
Upper-middle-income countries195910100%
Lower-middle-income countries20094233%
Lower-middle-income countries19591233%
Lower-middle-income countries19951233%
Lower-middle-income countries20021233%
Upper-middle-income countries19682133%
Upper-middle-income countries19952133%
Upper-middle-income countries20091233%
Upper-middle-income countries20202133%
Lower-middle-income countries20244620%
Upper-middle-income countries20116420%
Lower-middle-income countries19872320%
Lower-middle-income countries20082320%
Lower-middle-income countries20202320%
Upper-middle-income countries19803220%
Upper-middle-income countries19903220%
Upper-middle-income countries20023220%
Upper-middle-income countries20247517%
Low-income countries19833414%
Lower-middle-income countries19834314%
Upper-middle-income countries19814314%
Upper-middle-income countries20163414%
Lower-middle-income countries20117912%
Lower-middle-income countries19814511%
Upper-middle-income countries20075411%
Upper-middle-income countries20085411%
Lower-middle-income countries2007569.1%
Lower-middle-income countries1990677.7%
Upper-middle-income countries1987767.7%
~ natural_disasters_yearly_impact.n_large_events 🟡 median anomaly score 15%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearn_large_events
Lower-middle-income countries19120
Lower-middle-income countries19181
Lower-middle-income countries19321
Lower-middle-income countries19381
Lower-middle-income countries19461
- Removed values: 1 / 7,471 (0.01%)
countryyearn_large_events
Lower-middle-income countries19330
~ Changed values: 162 / 7,471 (2.17%) — showing the 100 most anomalous rows
countryyearn_large_events -n_large_events +anomaly score
Lower-middle-income countries191101100%
Lower-middle-income countries194001100%
Upper-middle-income countries19608345%
Lower-middle-income countries19051233%
Lower-middle-income countries19371233%
Lower-middle-income countries19481233%
Lower-middle-income countries19491233%
Upper-middle-income countries19052133%
Upper-middle-income countries19182133%
Upper-middle-income countries19382133%
Lower-middle-income countries197081530%
Upper-middle-income countries197815830%
Lower-middle-income countries2006183329%
Upper-middle-income countries196411629%
Lower-middle-income countries2025203629%
Lower-middle-income countries19554727%
Upper-middle-income countries19557427%
Lower-middle-income countries196071226%
Lower-middle-income countries2009203426%
Lower-middle-income countries1984101726%
Upper-middle-income countries2025392326%
Lower-middle-income countries1989132226%
Lower-middle-income countries1980122025%
Lower-middle-income countries1981122025%
Upper-middle-income countries197210625%
Lower-middle-income countries19573525%
Lower-middle-income countries2013233825%
Upper-middle-income countries1970181124%
Upper-middle-income countries1980211324%
Lower-middle-income countries2011294623%
Upper-middle-income countries2011462923%
Upper-middle-income countries2024462923%
Lower-middle-income countries2017193022%
Lower-middle-income countries1990213322%
Lower-middle-income countries195171122%
Lower-middle-income countries196671122%
Lower-middle-income countries197671122%
Upper-middle-income countries195111722%
Lower-middle-income countries2012162522%
Lower-middle-income countries198791422%
Lower-middle-income countries2000203122%
Lower-middle-income countries1978132021%
Upper-middle-income countries1984201321%
Lower-middle-income countries1982152321%
Upper-middle-income countries1989291921%
Lower-middle-income countries2024345120%
Upper-middle-income countries1990362420%
Lower-middle-income countries1994203020%
Lower-middle-income countries1964101520%
Upper-middle-income countries197112820%
Upper-middle-income countries197312820%
Upper-middle-income countries19569620%
Low-income countries19892320%
Lower-middle-income countries19272320%
Lower-middle-income countries19362320%
Lower-middle-income countries19522320%
Lower-middle-income countries19622320%
Upper-middle-income countries19363220%
Upper-middle-income countries19373220%
Upper-middle-income countries2009432919%
Upper-middle-income countries1991312119%
Upper-middle-income countries1982251719%
Upper-middle-income countries2006473219%
Lower-middle-income countries1993223219%
Lower-middle-income countries2016273918%
Lower-middle-income countries195671018%
Upper-middle-income countries1994342417%
Upper-middle-income countries2016412917%
Upper-middle-income countries2019312217%
Upper-middle-income countries2013523717%
Lower-middle-income countries1973101417%
Upper-middle-income countries2020251816%
Lower-middle-income countries1985162216%
Lower-middle-income countries2008273716%
Upper-middle-income countries2000413015%
Upper-middle-income countries2017413015%
Lower-middle-income countries1992223015%
Upper-middle-income countries1981302215%
Upper-middle-income countries1976151115%
Lower-middle-income countries2014253415%
Lower-middle-income countries2018233115%
Upper-middle-income countries1992312315%
Lower-middle-income countries1991293915%
Lower-middle-income countries2010293915%
Lower-middle-income countries2023273614%
Lower-middle-income countries2004243214%
Upper-middle-income countries2018322414%
Lower-middle-income countries1972121614%
Lower-middle-income countries197191214%
Low-income countries19713414%
Lower-middle-income countries19343414%
Lower-middle-income countries19533414%
Upper-middle-income countries19324314%
Upper-middle-income countries19344314%
Lower-middle-income countries2019283714%
Upper-middle-income countries2004332514%
Upper-middle-income countries1985251914%
Lower-middle-income countries2022162114%
Lower-middle-income countries2002233013%
Upper-middle-income countries2008433313%
~ natural_disasters_yearly_impact.n_small_events 🟡 median anomaly score 13%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearn_small_events
Lower-middle-income countries19120
Lower-middle-income countries19180
Lower-middle-income countries19320
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 7,471 (0.01%)
countryyearn_small_events
Lower-middle-income countries19330
~ Changed values: 74 / 7,471 (0.99%)
countryyearn_small_events -n_small_events +anomaly score
Lower-middle-income countries197704100%
Low-income countries196601100%
Lower-middle-income countries193701100%
Lower-middle-income countries197501100%
Lower-middle-income countries198301100%
Upper-middle-income countries193710100%
Upper-middle-income countries197510100%
Lower-middle-income countries19781567%
Upper-middle-income countries19785167%
Lower-middle-income countries201131157%
Lower-middle-income countries20123845%
Lower-middle-income countries19822433%
Lower-middle-income countries19972433%
Lower-middle-income countries19662133%
Lower-middle-income countries19701233%
Lower-middle-income countries19901233%
Upper-middle-income countries19842133%
Lower-middle-income countries200981530%
Upper-middle-income countries2011181029%
Lower-middle-income countries202561025%
Upper-middle-income countries197710625%
Lower-middle-income countries202381324%
Upper-middle-income countries201214922%
Lower-middle-income countries19854620%
Lower-middle-income countries20144620%
Upper-middle-income countries19976420%
Lower-middle-income countries19842320%
Lower-middle-income countries19942320%
Upper-middle-income countries19703220%
Upper-middle-income countries2009221519%
Lower-middle-income countries202071018%
Lower-middle-income countries20085717%
Upper-middle-income countries19857517%
Upper-middle-income countries19828614%
Lower-middle-income countries19933414%
Lower-middle-income countries20193414%
Lower-middle-income countries2021172213%
Lower-middle-income countries19997912%
Upper-middle-income countries20159712%
Lower-middle-income countries2000151912%
Upper-middle-income countries2000191512%
Lower-middle-income countries19865411%
Lower-middle-income countries19984511%
Lower-middle-income countries201591110.0%
Upper-middle-income countries201411910.0%
Lower-middle-income countries201010129.1%
Upper-middle-income countries201012109.1%
Upper-middle-income countries1983659.1%
Upper-middle-income countries1991659.1%
Upper-middle-income countries1993659.1%
Lower-middle-income countries200111138.3%
Upper-middle-income countries202135307.7%
Upper-middle-income countries200814127.7%
Lower-middle-income countries1991677.7%
Lower-middle-income countries1996677.7%
Upper-middle-income countries1986677.7%
Upper-middle-income countries202022197.3%
Lower-middle-income countries200613157.1%
Upper-middle-income countries202338337.0%
Upper-middle-income countries202531276.9%
Lower-middle-income countries20059105.3%
Upper-middle-income countries19941095.3%
Upper-middle-income countries200621195.0%
Lower-middle-income countries200220224.8%
Upper-middle-income countries199922204.8%
Lower-middle-income countries202410114.8%
Upper-middle-income countries199011104.8%
Upper-middle-income countries200126244.0%
Upper-middle-income countries199613124.0%
Upper-middle-income countries199813124.0%
Upper-middle-income countries200228263.7%
Upper-middle-income countries200520192.6%
Upper-middle-income countries201921202.4%
Upper-middle-income countries202422212.3%
~ natural_disasters_yearly_impact.share_unknown_events 🟡 median anomaly score 11%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearshare_unknown_events
Lower-middle-income countries19120.0
Lower-middle-income countries19180.0
Lower-middle-income countries19320.0
Lower-middle-income countries19380.0
Lower-middle-income countries19460.0
- Removed values: 1 / 7,471 (0.01%)
countryyearshare_unknown_events
Lower-middle-income countries1933100.0
~ Changed values: 129 / 7,471 (1.73%) — showing the 100 most anomalous rows
countryyearshare_unknown_events -share_unknown_events +anomaly score
Lower-middle-income countries19310.025.0100%
Lower-middle-income countries19340.020.0100%
Lower-middle-income countries19520.016.66666603088379100%
Upper-middle-income countries193416.666666030883790.0100%
Upper-middle-income countries19330.014.285714149475098100%
Upper-middle-income countries193111.111110687255860.0100%
Upper-middle-income countries19597.6923074722290040.0100%
Upper-middle-income countries19527.1428570747375490.0100%
Lower-middle-income countries19680.04.0100%
Lower-middle-income countries19800.02.777777671813965100%
Low-income countries20090.02.702702760696411100%
Lower-middle-income countries20161.23456788063049320.0100%
Lower-middle-income countries20095.0632910728454591.801801800727844248%
Upper-middle-income countries19607.69230747222900420.044%
Upper-middle-income countries20090.66666668653488161.709401726722717344%
Lower-middle-income countries1911100.050.033%
Lower-middle-income countries193750.025.033%
Upper-middle-income countries19784.5454545021057138.028%
Upper-middle-income countries20201.2578616142272950.729927003383636527%
Lower-middle-income countries197414.2857141494750988.33333301544189526%
Lower-middle-income countries198212.57.31707334518432626%
Upper-middle-income countries19951.88679242134094241.136363625526428225%
Upper-middle-income countries19687.1428570747375494.3478260040283224%
Lower-middle-income countries19838.888889312744145.45454549789428724%
Lower-middle-income countries20021.17647063732147221.904761910438537624%
Upper-middle-income countries20162.343753.738317728042602523%
Lower-middle-income countries195914.28571414947509822.2222213745117222%
Lower-middle-income countries19739.0909090042114265.88235282897949221%
Lower-middle-income countries19848.695652008056645.71428585052490221%
Lower-middle-income countries19952.0408163070678713.07692313194274920%
Upper-middle-income countries190533.3333320617675850.020%
Lower-middle-income countries197712.08.10810852050781219%
Upper-middle-income countries19714.5454545021057136.66666650772094719%
Lower-middle-income countries19942.0408163070678711.40845072269439718%
Lower-middle-income countries19893.1252.1739130020141618%
Upper-middle-income countries19702.7027027606964113.84615373611450217%
Lower-middle-income countries20251.44927537441253661.020408153533935517%
Upper-middle-income countries19774.8780488967895516.89655160903930717%
Lower-middle-income countries20192.38095235824584961.754385948181152315%
Lower-middle-income countries19924.444444656372073.27868843078613315%
Lower-middle-income countries20002.63157892227172851.941747546195983915%
Lower-middle-income countries19715.8823528289794924.3478260040283215%
Lower-middle-income countries20172.8169014453887942.083333253860473615%
Lower-middle-income countries19932.0408163070678711.515151500701904315%
Lower-middle-income countries20064.444444656372073.333333253860473614%
Lower-middle-income countries1940100.075.014%
Upper-middle-income countries19828.82352924346923811.76470565795898414%
Upper-middle-income countries19912.27272725105285643.030303001403808614%
Lower-middle-income countries20142.8169014453887942.12765955924987814%
Upper-middle-income countries19644.7619047164916996.2514%
Lower-middle-income countries20046.3492064476013184.87804889678955113%
Upper-middle-income countries195615.38461494445800820.013%
Upper-middle-income countries20022.0689654350280761.60000002384185813%
Upper-middle-income countries19847.54716968536376959.75609779357910213%
Upper-middle-income countries19940.98039215803146361.265822768211364713%
Lower-middle-income countries20212.29885053634643551.785714268684387213%
Upper-middle-income countries19725.555555343627937.14285707473754913%
Lower-middle-income countries19992.8571429252624512.22222232818603512%
Upper-middle-income countries20062.1276595592498782.727272748947143612%
Upper-middle-income countries19763.1254.012%
Upper-middle-income countries19891.44927537441253661.851851820945739712%
Lower-middle-income countries20012.73972606658935552.150537729263305712%
Upper-middle-income countries19922.66666674613952643.389830589294433612%
Lower-middle-income countries19645.2631578445434574.16666650772094712%
Low-income countries197125.020.011%
Lower-middle-income countries19698.3333330154418956.66666650772094711%
Upper-middle-income countries20192.66666674613952643.333333253860473611%
Lower-middle-income countries20226.1538462638854984.93827152252197311%
Lower-middle-income countries20151.03092777729034420.833333313465118411%
Upper-middle-income countries20251.96078431606292722.419354915618896510%
Lower-middle-income countries199014.63414669036865211.8644065856933610%
Upper-middle-income countries20170.71942448616027830.884955763816833510%
Lower-middle-income countries197216.6666660308837913.63636398315429710.0%
Upper-middle-income countries20002.64900660514831543.2258064746856699.8%
Lower-middle-income countries198116.013.15789508819589.7%
Upper-middle-income countries19903.19148945808410642.63157892227172859.6%
Upper-middle-income countries19931.03092777729034421.259.6%
Upper-middle-income countries20181.80180180072784422.173913002014169.4%
Upper-middle-income countries19992.41935491561889652.9126212596893319.3%
Low-income countries198333.3333320617675840.09.1%
Lower-middle-income countries196613.33333301544189511.111110687255869.1%
Lower-middle-income countries19793.33333325386047362.7777776718139659.1%
Upper-middle-income countries20231.82926833629608152.18978095054626469.0%
Lower-middle-income countries20101.03092777729034420.86206895112991338.9%
Lower-middle-income countries20202.43902444839477542.9126212596893318.8%
Lower-middle-income countries20031.36986303329467771.14942526817321788.8%
Upper-middle-income countries20142.79720282554626463.33333325386047368.7%
Upper-middle-income countries20153.49650359153747564.1666665077209478.7%
Lower-middle-income countries19961.88679242134094241.58730161190032968.6%
Upper-middle-income countries19835.6338028907775886.6666665077209478.4%
Upper-middle-income countries20103.67647051811218264.347826004028328.4%
Low-income countries196666.6666641235351657.142856597900397.7%
Upper-middle-income countries19805.555555343627934.7619047164916997.7%
Upper-middle-income countries20211.11731839179992681.2987012863159187.5%
Upper-middle-income countries20012.08333325386047362.41935491561889657.5%
Lower-middle-income countries19976.05.17241382598876957.4%
Upper-middle-income countries20043.52112674713134774.0650405883789067.2%
Lower-middle-income countries19881.9230768680572511.66666662693023687.1%
Upper-middle-income countries198510.2941179275512711.864406585693367.1%
Upper-middle-income countries19983.03030300140380863.48837208747863777.0%
~ natural_disasters_yearly_impact.n_events 🟡 median anomaly score 11%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearn_events
Lower-middle-income countries19121
Lower-middle-income countries19181
Lower-middle-income countries19321
Lower-middle-income countries19381
Lower-middle-income countries19461
- Removed values: 1 / 7,471 (0.01%)
countryyearn_events
Lower-middle-income countries19331
~ Changed values: 191 / 7,471 (2.56%) — showing the 100 most anomalous rows
countryyearn_events -n_events +anomaly score
Upper-middle-income countries196013544%
Lower-middle-income countries19523633%
Lower-middle-income countries19372433%
Lower-middle-income countries19051233%
Lower-middle-income countries19111233%
Lower-middle-income countries19251233%
Lower-middle-income countries19481233%
Lower-middle-income countries19491233%
Upper-middle-income countries19182133%
Lower-middle-income countries1960101829%
Lower-middle-income countries1970142528%
Upper-middle-income countries1978442528%
Lower-middle-income countries1978264527%
Lower-middle-income countries1974142426%
Lower-middle-income countries1982244126%
Lower-middle-income countries19343525%
Lower-middle-income countries195171122%
Lower-middle-income countries1991406222%
Lower-middle-income countries1973111721%
Lower-middle-income countries1984233521%
Lower-middle-income countries1981253821%
Lower-middle-income countries1980243620%
Lower-middle-income countries1976142120%
Upper-middle-income countries195112820%
Lower-middle-income countries19556920%
Upper-middle-income countries19346420%
Upper-middle-income countries19376420%
Lower-middle-income countries19272320%
Lower-middle-income countries19362320%
Upper-middle-income countries19053220%
Upper-middle-income countries19383220%
Lower-middle-income countries1977253719%
Lower-middle-income countries20118312219%
Upper-middle-income countries1971221519%
Lower-middle-income countries2012588519%
Lower-middle-income countries20087210519%
Lower-middle-income countries2013598619%
Lower-middle-income countries1994497118%
Lower-middle-income countries1990415918%
Lower-middle-income countries1989324618%
Upper-middle-income countries1974332318%
Upper-middle-income countries195510718%
Upper-middle-income countries1970372617%
Lower-middle-income countries2025699817%
Upper-middle-income countries1977412917%
Lower-middle-income countries20097911117%
Upper-middle-income countries201114010116%
Lower-middle-income countries20198411415%
Lower-middle-income countries1992456115%
Lower-middle-income countries20007610315%
Lower-middle-income countries1971172315%
Lower-middle-income countries2017719615%
Lower-middle-income countries1993496615%
Lower-middle-income countries1987293915%
Lower-middle-income countries20248911914%
Lower-middle-income countries20069012014%
Upper-middle-income countries1991886614%
Upper-middle-income countries1982685114%
Lower-middle-income countries195691214%
Lower-middle-income countries19576814%
Lower-middle-income countries19313414%
Lower-middle-income countries19403414%
Lower-middle-income countries19533414%
Lower-middle-income countries1995496514%
Lower-middle-income countries2014719414%
Upper-middle-income countries1964211614%
Lower-middle-income countries1985293813%
Lower-middle-income countries2026131713%
Lower-middle-income countries20238911613%
Upper-middle-income countries1981564313%
Lower-middle-income countries2004638213%
Upper-middle-income countries200814711313%
Upper-middle-income countries1973262013%
Upper-middle-income countries1956131013%
Upper-middle-income countries1984534113%
Upper-middle-income countries19941027913%
Lower-middle-income countries20218711213%
Lower-middle-income countries1999709012%
Upper-middle-income countries1980544212%
Upper-middle-income countries1972181412%
Lower-middle-income countries19597912%
Upper-middle-income countries200915011712%
Upper-middle-income countries200614111012%
Upper-middle-income countries1976322512%
Upper-middle-income countries1989695412%
Lower-middle-income countries2001739312%
Upper-middle-income countries1952141112%
Upper-middle-income countries1992755912%
Lower-middle-income countries2018729112%
Lower-middle-income countries1964192412%
Lower-middle-income countries20168110211%
Lower-middle-income countries20208210311%
Upper-middle-income countries201915012011%
Lower-middle-income countries1986324011%
Lower-middle-income countries1968202511%
Lower-middle-income countries1969121511%
Low-income countries19714511%
Upper-middle-income countries19125411%
Upper-middle-income countries19275411%
Lower-middle-income countries2022658111%
~ natural_disasters_yearly_impact.n_medium_events 🟡 median anomaly score 11%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearn_medium_events
Lower-middle-income countries19121
Lower-middle-income countries19180
Lower-middle-income countries19320
Lower-middle-income countries19380
Lower-middle-income countries19460
- Removed values: 1 / 7,471 (0.01%)
countryyearn_medium_events
Lower-middle-income countries19330
~ Changed values: 143 / 7,471 (1.91%) — showing the 100 most anomalous rows
countryyearn_medium_events -n_medium_events +anomaly score
Lower-middle-income countries197302100%
Lower-middle-income countries192501100%
Upper-middle-income countries191210100%
Upper-middle-income countries19604160%
Lower-middle-income countries199151652%
Lower-middle-income countries197441250%
Lower-middle-income countries19631350%
Lower-middle-income countries198241147%
Lower-middle-income countries19603633%
Lower-middle-income countries19521233%
Upper-middle-income countries19592133%
Upper-middle-income countries1974191127%
Lower-middle-income countries1978122025%
Lower-middle-income countries19705823%
Upper-middle-income countries1978221422%
Lower-middle-income countries2008385821%
Lower-middle-income countries1977121820%
Lower-middle-income countries1986101520%
Lower-middle-income countries198181220%
Lower-middle-income countries19766920%
Lower-middle-income countries20266920%
Upper-middle-income countries19719620%
Lower-middle-income countries19694620%
Lower-middle-income countries19592320%
Upper-middle-income countries19253220%
Upper-middle-income countries19543220%
Lower-middle-income countries1992172519%
Lower-middle-income countries198491318%
Upper-middle-income countries1977201418%
Lower-middle-income countries197171018%
Lower-middle-income countries1994263717%
Lower-middle-income countries2004263717%
Lower-middle-income countries1995192717%
Lower-middle-income countries2001294117%
Lower-middle-income countries2019517116%
Lower-middle-income countries1979131816%
Lower-middle-income countries1989141915%
Lower-middle-income countries2013354715%
Lower-middle-income countries2012395214%
Lower-middle-income countries19656814%
Lower-middle-income countries19686814%
Upper-middle-income countries19638614%
Lower-middle-income countries19543414%
Upper-middle-income countries2008856414%
Upper-middle-income countries1982292214%
Lower-middle-income countries2000395113%
Lower-middle-income countries1990131713%
Lower-middle-income countries2017466013%
Lower-middle-income countries2014405213%
Lower-middle-income countries2021476113%
Lower-middle-income countries1999374813%
Upper-middle-income countries1991493813%
Upper-middle-income countries19699712%
Lower-middle-income countries2022395012%
Lower-middle-income countries2009476012%
Lower-middle-income countries2011445612%
Lower-middle-income countries1980111412%
Upper-middle-income countries1976141112%
Upper-middle-income countries2019947412%
Upper-middle-income countries1994574512%
Lower-middle-income countries2007496212%
Lower-middle-income countries1993232912%
Upper-middle-income countries1992393111%
Upper-middle-income countries2006705611%
Lower-middle-income countries1983162011%
Lower-middle-income countries1987162011%
Upper-middle-income countries1981201611%
Upper-middle-income countries1970151211%
Low-income countries199581011%
Lower-middle-income countries2015617611%
Lower-middle-income countries2002415111%
Lower-middle-income countries2024415111%
Lower-middle-income countries2023546711%
Lower-middle-income countries2018465711%
Lower-middle-income countries2006556811%
Upper-middle-income countries2007746010%
Upper-middle-income countries1979272210%
Lower-middle-income countries2003364410.0%
Upper-middle-income countries197311910.0%
Upper-middle-income countries199967559.8%
Upper-middle-income countries201785709.7%
Lower-middle-income countries202542519.7%
Upper-middle-income countries202617149.7%
Lower-middle-income countries201647579.6%
Lower-middle-income countries202047579.6%
Upper-middle-income countries199558489.4%
Upper-middle-income countries198629249.4%
Upper-middle-income countries201170589.4%
Upper-middle-income countries201865549.2%
Upper-middle-income countries201278659.1%
Upper-middle-income countries1952659.1%
Upper-middle-income countries200173619.0%
Upper-middle-income countries201593788.8%
Upper-middle-income countries201476648.6%
Upper-middle-income countries200984718.4%
Upper-middle-income countries202384718.4%
Lower-middle-income countries198822268.3%
Lower-middle-income countries199822268.3%
Upper-middle-income countries198326228.3%
Upper-middle-income countries196513118.3%
~ natural_disasters_yearly_impact.share_small_events 🟡 median anomaly score 7.9%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearshare_small_events
Lower-middle-income countries19120.0
Lower-middle-income countries19180.0
Lower-middle-income countries19320.0
Lower-middle-income countries19380.0
Lower-middle-income countries19460.0
- Removed values: 1 / 7,471 (0.01%)
countryyearshare_small_events
Lower-middle-income countries19330.0
~ Changed values: 135 / 7,471 (1.81%) — showing the 100 most anomalous rows
countryyearshare_small_events -share_small_events +anomaly score
Lower-middle-income countries19370.025.0100%
Upper-middle-income countries193716.666666030883790.0100%
Low-income countries19660.014.285714149475098100%
Lower-middle-income countries19770.010.810811042785645100%
Lower-middle-income countries19750.05.55555534362793100%
Upper-middle-income countries19755.555555343627930.0100%
Lower-middle-income countries19830.01.8181818723678589100%
Lower-middle-income countries19783.84615373611450211.1111106872558649%
Upper-middle-income countries197811.3636360168457034.048%
Lower-middle-income countries20113.6144578456878669.01639366149902343%
Lower-middle-income countries196613.3333330154418955.5555553436279341%
Lower-middle-income countries20125.17241382598876959.41176509857177729%
Lower-middle-income countries19974.06.89655160903930727%
Lower-middle-income countries198615.62510.022%
Upper-middle-income countries19843.77358484268188482.439024448394775421%
Lower-middle-income countries19814.02.631578922271728521%
Lower-middle-income countries19767.1428570747375494.76190471649169920%
Lower-middle-income countries19804.1666665077209472.77777767181396520%
Lower-middle-income countries20131.69491529464721681.162790656089782719%
Lower-middle-income countries198912.58.6956520080566418%
Upper-middle-income countries19746.0606060028076178.6956520080566418%
Lower-middle-income countries19902.43902444839477543.389830589294433616%
Upper-middle-income countries19976.7415728569030764.93827152252197315%
Lower-middle-income countries19928.888889312744146.55737686157226615%
Lower-middle-income countries20175.6338028907775884.16666650772094715%
Lower-middle-income countries19876.8965516090393075.12820529937744115%
Upper-middle-income countries19869.67741966247558612.96296310424804715%
Lower-middle-income countries200910.12658214569091813.51351356506347714%
Lower-middle-income countries199115.011.29032230377197314%
Lower-middle-income countries19954.0816326141357423.07692313194274914%
Lower-middle-income countries20267.6923074722290045.88235282897949213%
Upper-middle-income countries19813.57142853736877444.65116262435913113%
Lower-middle-income countries200414.28571414947509810.9756097793579113%
Upper-middle-income countries197311.53846168518066415.013%
Upper-middle-income countries201112.8571424484252939.9009904861450213%
Upper-middle-income countries19809.25925922393798811.90476226806640613%
Upper-middle-income countries19725.555555343627937.14285707473754913%
Upper-middle-income countries19766.258.012%
Upper-middle-income countries19894.347826004028325.5555553436279312%
Upper-middle-income countries19527.1428570747375499.09090900421142612%
Upper-middle-income countries19924.05.0847458839416512%
Lower-middle-income countries20184.1666665077209473.29670333862304712%
Lower-middle-income countries19645.2631578445434574.16666650772094712%
Lower-middle-income countries20167.4074072837829595.88235282897949211%
Upper-middle-income countries201210.1449279785156258.10810852050781211%
Upper-middle-income countries191220.025.011%
Lower-middle-income countries196810.08.011%
Lower-middle-income countries19698.3333330154418956.66666650772094711%
Lower-middle-income countries20238.98876380920410211.20689678192138711%
Lower-middle-income countries20229.2307691574096687.40740728378295911%
Upper-middle-income countries20136.9930071830749518.62068939208984410%
Upper-middle-income countries20178.6330938339233410.61946868896484410%
Lower-middle-income countries200710.08.13008117675781210%
Lower-middle-income countries197211.111110687255869.09090900421142610.0%
Upper-middle-income countries19687.1428570747375498.695652008056649.8%
Lower-middle-income countries202411.2359552383422859.2436971664428719.7%
Upper-middle-income countries198510.294117927551278.4745759963989269.7%
Upper-middle-income countries201810.81081104278564513.0434780120849619.4%
Upper-middle-income countries19959.43396186828613311.3636360168457039.3%
Lower-middle-income countries19796.6666665077209475.555555343627939.1%
Upper-middle-income countries200713.1944446563720715.8333330154418959.1%
Upper-middle-income countries20169.37511.2149534225463878.9%
Lower-middle-income countries200320.54794502258300817.2413787841796888.8%
Upper-middle-income countries201914.016.666666030883798.7%
Upper-middle-income countries197724.39024353027343820.6896553039550788.2%
Upper-middle-income countries202413.33333301544189515.671641349792488.1%
Lower-middle-income countries20258.6956520080566410.2040815353393558.0%
Lower-middle-income countries19828.3333330154418959.7560977935791027.9%
Upper-middle-income countries193214.28571414947509816.666666030883797.7%
Lower-middle-income countries19638.3333330154418957.1428570747375497.7%
Upper-middle-income countries19654.7619047164916995.555555343627937.7%
Upper-middle-income countries19949.80392169952392611.392405509948737.5%
Upper-middle-income countries200614.89361667633056617.2727279663085947.4%
Lower-middle-income countries200614.4444446563720712.57.2%
Upper-middle-income countries200416.90140914916992219.5121955871582037.2%
Lower-middle-income countries198811.53846168518066410.07.1%
Upper-middle-income countries202623.3333339691162126.9230766296386727.1%
Lower-middle-income countries198513.79310321807861315.7894735336303716.7%
Upper-middle-income countries200914.66666698455810512.8205127716064456.7%
Low-income countries199521.42857170104980518.756.7%
Lower-middle-income countries20208.5365858078002939.7087383270263676.4%
Lower-middle-income countries20145.6338028907775886.3829789161682136.2%
Upper-middle-income countries19795.7692308425903326.52173900604248056.1%
Upper-middle-income countries19874.5977010726928715.1948051452636726.1%
Upper-middle-income countries199011.70212745666503913.15789508819585.9%
Upper-middle-income countries200314.1732282638549815.9292039871215825.8%
Lower-middle-income countries200223.5294113159179720.9523811340332035.8%
Lower-middle-income countries19707.1428570747375498.05.7%
Upper-middle-income countries202217.07317161560058619.0476188659667975.5%
Upper-middle-income countries20089.52380943298339810.6194686889648445.4%
Upper-middle-income countries19887.5949368476867688.4507045745849615.3%
Upper-middle-income countries19916.8181819915771487.57575750350952155.3%
Upper-middle-income countries19369.09090900421142610.04.8%
Upper-middle-income countries199917.7419357299804719.4174766540527344.5%
Low-income countries198918.1818180084228516.666666030883794.3%
Upper-middle-income countries20156.293706417083745.8333334922790533.8%
Lower-middle-income countries200115.06849288940429713.9784946441650393.8%
Upper-middle-income countries200219.31034469604492220.7999992370605473.7%
Upper-middle-income countries202520.26143836975097721.7741928100585943.6%
Upper-middle-income countries200118.0555553436279319.3548393249511723.5%
~ natural_disasters_yearly_impact.share_large_events 🟡 median anomaly score 4.0%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearshare_large_events
Lower-middle-income countries19120.0
Lower-middle-income countries1918100.0
Lower-middle-income countries1932100.0
Lower-middle-income countries1938100.0
Lower-middle-income countries1946100.0
- Removed values: 1 / 7,471 (0.01%)
countryyearshare_large_events
Lower-middle-income countries19330.0
~ Changed values: 178 / 7,471 (2.38%) — showing the 100 most anomalous rows
countryyearshare_large_events -share_large_events +anomaly score
Lower-middle-income countries19110.050.0100%
Lower-middle-income countries19400.025.0100%
Lower-middle-income countries1925100.050.033%
Upper-middle-income countries196452.38095092773437537.517%
Low-income countries198918.1818180084228525.016%
Lower-middle-income countries200620.027.516%
Upper-middle-income countries202525.49019622802734418.5483875274658216%
Lower-middle-income countries197457.1428565979003941.6666679382324216%
Upper-middle-income countries193627.27272796630859420.015%
Lower-middle-income countries1931100.075.014%
Lower-middle-income countries195266.6666641235351650.014%
Upper-middle-income countries190566.6666641235351650.014%
Upper-middle-income countries193866.6666641235351650.014%
Lower-middle-income countries196646.6666679382324261.1111106872558613%
Upper-middle-income countries197255.5555572509765642.8571434020996113%
Upper-middle-income countries202427.87878799438476621.6417903900146513%
Lower-middle-income countries196233.3333320617675842.8571434020996113%
Lower-middle-income countries195957.1428565979003944.4444427490234413%
Lower-middle-income countries202528.9855079650878936.7346954345703112%
Upper-middle-income countries198038.8888893127441430.95238113403320311%
Lower-middle-income countries1934100.080.011%
Upper-middle-income countries191260.075.011%
Lower-middle-income countries195750.062.511%
Lower-middle-income countries197740.032.4324340820312510%
Upper-middle-income countries195570.057.1428565979003910%
Upper-middle-income countries199038.2978706359863331.5789470672607429.6%
Lower-middle-income countries200925.31645584106445330.6306304931640629.5%
Upper-middle-income countries192550.060.09.1%
Upper-middle-income countries202015.72327041625976613.1386861801147469.0%
Upper-middle-income countries197436.363636016845743.47826004028328.9%
Upper-middle-income countries198942.0289840698242235.1851844787597668.9%
Upper-middle-income countries198437.7358474731445331.7073173522949228.7%
Lower-middle-income countries196452.631580352783262.58.6%
Upper-middle-income countries201632.0312527.102804183959968.3%
Upper-middle-income countries195976.9230804443359490.909088134765628.3%
Lower-middle-income countries198940.62547.8260879516601568.1%
Lower-middle-income countries201726.76056289672851631.257.7%
Lower-middle-income countries195566.6666641235351677.777778625488287.7%
Lower-middle-income countries196383.3333358764648471.428573608398447.7%
Upper-middle-income countries196342.8571434020996150.07.7%
Upper-middle-income countries193366.6666641235351657.142856597900397.7%
Low-income countries196616.6666660308837914.2857141494750987.7%
Lower-middle-income countries198731.03448295593261735.897434234619147.3%
Upper-middle-income countries200928.6666660308837924.7863254547119147.3%
Upper-middle-income countries197346.15384674072265640.07.1%
Upper-middle-income countries195669.2307662963867260.07.1%
Lower-middle-income countries199172.562.903224945068367.1%
Upper-middle-income countries197048.6486473083496142.307693481445317.0%
Lower-middle-income countries201633.3333320617675838.2352943420410166.8%
Upper-middle-income countries200633.3333320617675829.0909099578857426.8%
Upper-middle-income countries201132.8571434020996128.7128715515136726.7%
Lower-middle-income countries200026.315790176391630.0970878601074226.7%
Upper-middle-income countries200423.23943710327148420.325202941894536.7%
Low-income countries199521.42857170104980518.756.7%
Upper-middle-income countries193257.1428565979003950.06.7%
Upper-middle-income countries198536.76470565795898432.203388214111336.6%
Upper-middle-income countries201336.363636016845731.896551132202156.5%
Lower-middle-income countries201338.9830513000488344.18604660034186.3%
Upper-middle-income countries201920.6666660308837918.333333969116216.0%
Upper-middle-income countries193188.88888549804688100.05.9%
Upper-middle-income countries193466.6666641235351675.05.9%
Lower-middle-income countries195450.044.444442749023445.9%
Lower-middle-income countries197850.044.444442749023445.9%
Upper-middle-income countries197544.4444427490234450.05.9%
Lower-middle-income countries197531.2527.777778625488285.9%
Lower-middle-income countries201029.89690780639648433.6206893920898445.9%
Upper-middle-income countries200027.1523170471191424.193548202514655.8%
Lower-middle-income countries202438.20224761962890642.857143402099615.7%
Lower-middle-income countries202646.15384674072265641.176471710205085.7%
Lower-middle-income countries197946.6666679382324241.666667938232425.7%
Lower-middle-income countries198443.478260040283248.571430206298835.5%
Lower-middle-income countries198262.556.097560882568365.4%
Lower-middle-income countries198050.055.555557250976565.3%
Upper-middle-income countries195470.077.777778625488285.3%
Low-income countries198322.2222213745117220.05.3%
Upper-middle-income countries201729.49640274047851626.548671722412115.3%
Upper-middle-income countries199135.22727203369140631.818181991577155.1%
Upper-middle-income countries201828.82882881164550826.0869560241699225.0%
Lower-middle-income countries197390.9090881347656282.352943420410164.9%
Upper-middle-income countries198236.76470565795898433.333332061767584.9%
Upper-middle-income countries201031.61764717102050828.695652008056644.8%
Upper-middle-income countries197721.9512195587158224.137931823730474.7%
Upper-middle-income countries199433.3333320617675830.379747390747074.6%
Lower-middle-income countries198148.052.63158035278324.6%
Upper-middle-income countries200325.19684982299804723.008850097656254.5%
Upper-middle-income countries194062.557.142856597900394.5%
Lower-middle-income countries199051.21951293945312555.932205200195314.4%
Lower-middle-income countries197266.6666641235351672.72727203369144.3%
Upper-middle-income countries202323.78048706054687521.8978099822998054.1%
Lower-middle-income countries196560.055.555557250976563.8%
Lower-middle-income countries199344.897960662841848.484848022460943.8%
Lower-middle-income countries201134.9397583007812537.7049179077148443.8%
Lower-middle-income countries200328.7671241760253931.0344829559326173.8%
Upper-middle-income countries199632.1839065551757829.870130538940433.7%
Upper-middle-income countries197938.4615402221679741.304347991943363.6%
Low-income countries199435.7142868041992233.333332061767583.4%
Lower-middle-income countries195677.7777786254882883.333335876464843.4%
Lower-middle-income countries196860.056.03.4%
Lower-middle-income countries196950.046.666667938232423.4%
Upper-middle-income countries202218.9024391174316417.6870746612548833.3%
~ natural_disasters_yearly_impact.share_medium_events 🟡 median anomaly score 2.9%new datachanged data
+ New values: 5 / 7,471 (0.07%)
countryyearshare_medium_events
Lower-middle-income countries1912100.0
Lower-middle-income countries19180.0
Lower-middle-income countries19320.0
Lower-middle-income countries19380.0
Lower-middle-income countries19460.0
- Removed values: 1 / 7,471 (0.01%)
countryyearshare_medium_events
Lower-middle-income countries19330.0
~ Changed values: 172 / 7,471 (2.30%) — showing the 100 most anomalous rows
countryyearshare_medium_events -share_medium_events +anomaly score
Lower-middle-income countries19250.050.0100%
Upper-middle-income countries191220.00.0100%
Lower-middle-income countries19730.011.764705657958984100%
Lower-middle-income countries19638.33333301544189521.42857170104980544%
Lower-middle-income countries199112.525.8064517974853535%
Lower-middle-income countries197428.57142829895019550.027%
Upper-middle-income countries195915.3846149444580089.09090900421142626%
Lower-middle-income countries198216.6666660308837926.82926750183105523%
Upper-middle-income countries196030.76922988891601620.021%
Upper-middle-income countries193733.3333320617675850.020%
Upper-middle-income countries193833.3333320617675850.020%
Upper-middle-income countries193416.6666660308837925.020%
Upper-middle-income countries19518.33333301544189512.520%
Lower-middle-income countries195533.3333320617675822.2222213745117220%
Upper-middle-income countries195530.042.8571434020996118%
Upper-middle-income countries195430.022.2222213745117215%
Lower-middle-income countries195750.037.514%
Lower-middle-income countries195622.2222213745117216.6666660308837914%
Upper-middle-income countries196442.8571434020996156.2514%
Upper-middle-income countries195615.38461494445800820.013%
Upper-middle-income countries197233.3333320617675842.8571434020996113%
Lower-middle-income countries196436.84210586547851629.1666660308837912%
Upper-middle-income countries192550.040.011%
Lower-middle-income countries19725.555555343627934.54545450210571310.0%
Upper-middle-income countries197457.5757560729980547.8260879516601569.2%
Lower-middle-income countries196933.3333320617675840.09.1%
Upper-middle-income countries191116.6666660308837920.09.1%
Upper-middle-income countries19578.33333301544189510.09.1%
Lower-middle-income countries196626.6666660308837922.222221374511729.1%
Lower-middle-income countries198631.2537.59.1%
Lower-middle-income countries195437.544.444442749023448.5%
Lower-middle-income countries198531.03448295593261726.31579017639168.2%
Lower-middle-income countries198045.8333320617675838.888889312744148.2%
Lower-middle-income countries202560.86956405639648452.040817260742197.8%
Lower-middle-income countries196266.6666641235351657.142856597900397.7%
Lower-middle-income countries195928.57142829895019533.333332061767587.7%
Upper-middle-income countries193228.57142829895019533.333332061767587.7%
Upper-middle-income countries193333.3333320617675828.5714282989501957.7%
Low-income countries196616.6666660308837914.2857141494750987.7%
Lower-middle-income countries201153.01204681396484445.901638031005867.2%
Lower-middle-income countries197943.3333320617675850.07.1%
Upper-middle-income countries201150.057.4257431030273446.9%
Upper-middle-income countries196629.03225898742675833.333332061767586.9%
Lower-middle-income countries202646.15384674072265652.941177368164066.8%
Upper-middle-income countries194037.542.857143402099616.7%
Upper-middle-income countries196357.1428565979003950.06.7%
Upper-middle-income countries197040.540538787841846.1538467407226566.5%
Upper-middle-income countries198046.29629516601562552.3809509277343756.2%
Upper-middle-income countries194622.2222213745117225.05.9%
Upper-middle-income countries199046.80850982666015652.63158035278325.9%
Upper-middle-income countries197850.056.05.7%
Upper-middle-income countries196939.13043594360351635.05.6%
Lower-middle-income countries197035.7142868041992232.05.5%
Upper-middle-income countries198542.6470603942871147.457626342773445.3%
Low-income countries198344.4444427490234440.05.3%
Lower-middle-income countries196540.044.444442749023445.3%
Lower-middle-income countries196030.033.333332061767585.3%
Lower-middle-income countries200139.7260284423828144.0860214233398445.2%
Upper-middle-income countries198450.94339752197265656.097560882568364.8%
Lower-middle-income countries200959.4936714172363354.0540542602539064.8%
Lower-middle-income countries199031.70731735229492228.813558578491214.8%
Upper-middle-income countries198952.17391204833984457.4074058532714844.8%
Upper-middle-income countries196236.363636016845740.04.8%
Upper-middle-income countries19499.09090900421142610.04.8%
Upper-middle-income countries193654.5454559326171960.04.8%
Upper-middle-income countries195327.27272796630859430.04.8%
Lower-middle-income countries201267.2413787841796961.176471710205084.7%
Upper-middle-income countries202552.2875823974609457.258064270019534.5%
Low-income countries199557.1428565979003962.54.5%
Lower-middle-income countries200441.26984024047851645.1219520568847664.5%
Low-income countries198963.636363983154358.333332061767584.3%
Upper-middle-income countries197951.9230766296386747.8260879516601564.1%
Lower-middle-income countries201359.322032928466854.6511611938476564.1%
Lower-middle-income countries199237.7777786254882840.983608245849614.1%
Upper-middle-income countries200956.060.683761596679694.0%
Upper-middle-income countries194815.38461494445800816.666666030883794.0%
Upper-middle-income countries202454.5454559326171958.9552230834960943.9%
Lower-middle-income countries200661.1111106872558656.666667938232423.8%
Lower-middle-income countries198755.1724128723144551.282051086425783.7%
Lower-middle-income countries202446.0674171447753942.857143402099613.6%
Lower-middle-income countries199538.77550888061523441.538459777832033.4%
Lower-middle-income countries199346.9387741088867243.939392089843753.3%
Lower-middle-income countries196830.032.03.2%
Lower-middle-income countries201058.7628860473632855.172412872314453.2%
Upper-middle-income countries197342.3076934814453145.03.1%
Upper-middle-income countries195242.8571434020996145.454544067382812.9%
Lower-middle-income countries198943.7541.304347991943362.9%
Lower-middle-income countries197141.1764717102050843.47826004028322.7%
Lower-middle-income countries198439.13043594360351637.142856597900392.6%
Upper-middle-income countries198646.77419281005859444.444442749023442.6%
Upper-middle-income countries202656.6666679382324253.8461532592773442.6%
Lower-middle-income countries202360.67415618896484457.758621215820312.5%
Upper-middle-income countries201356.6433563232421959.4827575683593752.4%
Low-income countries199457.1428565979003960.02.4%
Upper-middle-income countries200057.6158943176269560.483871459960942.4%
Upper-middle-income countries199345.3608245849609447.52.3%
Lower-middle-income countries200852.7777786254882855.2380943298339842.3%
Upper-middle-income countries202069.1823883056640672.262771606445312.2%
Low-income countries201746.15384674072265648.148147583007812.1%
Upper-middle-income countries201055.88235473632812558.2608680725097662.1%
~ natural_disasters_yearly_impact.country dimnew dataremoved data
+ New values: 5 / 7,471 (0.07%)
yearcountry
1912Lower-middle-income countries
1918Lower-middle-income countries
1932Lower-middle-income countries
1938Lower-middle-income countries
1946Lower-middle-income countries
- Removed values: 1 / 7,471 (0.01%)
yearcountry
1933Lower-middle-income countries
~ natural_disasters_yearly_impact.year dimnew dataremoved data
+ New values: 5 / 7,471 (0.07%)
countryyear
Lower-middle-income countries1912
Lower-middle-income countries1918
Lower-middle-income countries1932
Lower-middle-income countries1938
Lower-middle-income countries1946
- Removed values: 1 / 7,471 (0.01%)
countryyear
Lower-middle-income countries1933
~ Table natural_disasters_decadal_impact🟡 9 column(s) changed
table metadata diff
-       EM-DAT – The International Disasters Database (2026). Maintained by the Centre for Research on
+       EM-DAT - The International Disasters Database (2026). Maintained by the Centre for Research on
~ natural_disasters_decadal_impact.n_large_events 🟡 median anomaly score 13%changed data
~ Changed values: 28 / 1,640 (1.71%)
countryyearn_large_events -n_large_events +anomaly score
Lower-middle-income countries19102433%
Lower-middle-income countries201024535118%
Lower-middle-income countries198015221718%
Lower-middle-income countries202015021117%
Upper-middle-income countries202022216116%
Upper-middle-income countries19701319615%
Lower-middle-income countries1940111515%
Lower-middle-income countries200025034015%
Lower-middle-income countries19709613015%
Upper-middle-income countries201042031414%
Lower-middle-income countries1950425614%
Lower-middle-income countries199023531314%
Lower-middle-income countries1930162114%
Upper-middle-income countries198028021413%
Upper-middle-income countries199034426613%
Upper-middle-income countries200040931912%
Lower-middle-income countries1960789711%
Upper-middle-income countries19601028310%
Upper-middle-income countries195079659.7%
Lower-middle-income countries1920569.1%
Lower-middle-income countries1900786.7%
Upper-middle-income countries193041366.5%
Upper-middle-income countries191022204.8%
Upper-middle-income countries194052484.0%
Upper-middle-income countries190023222.2%
Low-income countries197025262.0%
Upper-middle-income countries192034331.5%
Low-income countries198037381.3%
~ natural_disasters_decadal_impact.n_small_events 🟡 median anomaly score 10%changed data
~ Changed values: 16 / 1,640 (0.98%)
countryyearn_small_events -n_small_events +anomaly score
Lower-middle-income countries193001100%
Lower-middle-income countries197071742%
Low-income countries19601233%
Upper-middle-income countries1970302020%
Upper-middle-income countries19303220%
Lower-middle-income countries2010466618%
Lower-middle-income countries2020557314%
Lower-middle-income countries1990374712%
Lower-middle-income countries198027328.5%
Upper-middle-income countries20101311118.3%
Lower-middle-income countries20001151358.0%
Lower-middle-income countries1960985.9%
Upper-middle-income countries198049445.4%
Upper-middle-income countries1990100905.3%
Upper-middle-income countries20201831655.2%
Upper-middle-income countries20002111915.0%
~ natural_disasters_decadal_impact.n_medium_events 🟡 median anomaly score 9.0%changed data
~ Changed values: 24 / 1,640 (1.46%)
countryyearn_medium_events -n_medium_events +anomaly score
Lower-middle-income countries191001100%
Lower-middle-income countries19707010922%
Upper-middle-income countries197015011115%
Lower-middle-income countries198011916015%
Lower-middle-income countries199021128214%
Lower-middle-income countries200042354112%
Lower-middle-income countries1960405112%
Lower-middle-income countries201046659212%
Lower-middle-income countries202027634611%
Lower-middle-income countries19204511%
Upper-middle-income countries19105411%
Upper-middle-income countries1920659.1%
Upper-middle-income countries20107906618.9%
Lower-middle-income countries195016198.6%
Upper-middle-income countries20007676468.6%
Upper-middle-income countries19904994238.2%
Upper-middle-income countries19802962557.4%
Upper-middle-income countries20205915186.6%
Upper-middle-income countries196092816.4%
Upper-middle-income countries195026236.1%
Low-income countries199087922.8%
Low-income countries20201651680.90%
Low-income countries20002302330.65%
Low-income countries20102312340.65%
~ natural_disasters_decadal_impact.n_events 🟡 median anomaly score 8.9%changed data
~ Changed values: 33 / 1,640 (2.01%)
countryyearn_events -n_events +anomaly score
Lower-middle-income countries19106920%
Lower-middle-income countries197018526818%
Lower-middle-income countries198031542815%
Upper-middle-income countries197032323915%
Lower-middle-income countries1930212814%
Lower-middle-income countries2010773102614%
Lower-middle-income countries199050066114%
Lower-middle-income countries1950618013%
Lower-middle-income countries202049464613%
Lower-middle-income countries2000815104412%
Upper-middle-income countries20101371111510%
Lower-middle-income countries196013316310%
Lower-middle-income countries194019239.5%
Upper-middle-income countries19909617959.5%
Upper-middle-income countries19806675529.4%
Upper-middle-income countries1950111929.4%
Upper-middle-income countries2000142811958.9%
Upper-middle-income countries19602021718.3%
Upper-middle-income countries202010148598.3%
Lower-middle-income countries192013157.1%
Upper-middle-income countries191029265.5%
Upper-middle-income countries193068615.4%
Lower-middle-income countries190010114.8%
Upper-middle-income countries194077732.7%
Upper-middle-income countries192041392.5%
Upper-middle-income countries190026252.0%
Low-income countries196027281.8%
Low-income countries19901711761.4%
Low-income countries198082841.2%
Low-income countries197048491.0%
Low-income countries20004054090.49%
Low-income countries20203073100.49%
Low-income countries20103703730.40%
~ natural_disasters_decadal_impact.n_unknown_events 🟡 median anomaly score 6.3%changed data
~ Changed values: 18 / 1,640 (1.10%)
countryyearn_unknown_events -n_unknown_events +anomaly score
Lower-middle-income countries19503525%
Upper-middle-income countries19505325%
Upper-middle-income countries19303220%
Lower-middle-income countries19303414%
Upper-middle-income countries19605411%
Lower-middle-income countries2020131610%
Upper-middle-income countries202018159.1%
Lower-middle-income countries1960677.7%
Low-income countries1980786.7%
Upper-middle-income countries199018165.9%
Lower-middle-income countries198017195.6%
Lower-middle-income countries199017195.6%
Low-income countries20009105.3%
Upper-middle-income countries198042393.7%
Lower-middle-income countries201016173.0%
Upper-middle-income countries200041392.5%
Lower-middle-income countries200027281.8%
Upper-middle-income countries201030291.7%
~ natural_disasters_decadal_impact.share_unknown_events 🟡 median anomaly score 5.6%changed data
~ Changed values: 30 / 1,640 (1.83%)
countryyearshare_unknown_events -share_unknown_events +anomaly score
Lower-middle-income countries191066.6666641235351644.4444427490234420%
Lower-middle-income countries19706.4864864349365234.47761201858520518%
Upper-middle-income countries19504.5045046806335453.260869503021240216%
Upper-middle-income countries19703.7151703834533695.02092027664184615%
Upper-middle-income countries19304.4117646217346193.27868843078613315%
Lower-middle-income countries19504.9180326461791996.2512%
Lower-middle-income countries20102.0698575973510741.65692007541656511%
Lower-middle-income countries20003.31288337707519532.68199229240417511%
Lower-middle-income countries19805.3968253135681154.43925237655639659.7%
Lower-middle-income countries194021.05263137817382817.391304016113289.5%
Upper-middle-income countries20102.18818378448486332.60089683532714848.6%
Lower-middle-income countries19903.40000009536743162.87443256378173838.4%
Lower-middle-income countries192030.76922988891601626.666666030883797.1%
Upper-middle-income countries20002.87114834785461433.26359844207763676.4%
Upper-middle-income countries19806.2968516349792487.06521749496465.8%
Low-income countries19808.5365858078002939.5238094329833985.5%
Upper-middle-income countries19103.44827580451965333.8461537361145025.5%
Low-income countries20002.2222223281860352.44498777389526374.8%
Lower-middle-income countries190020.018.181818008422854.8%
Upper-middle-income countries19901.87304890155792242.01257872581481933.6%
Lower-middle-income countries20202.63157892227172852.47678017616271973.0%
Upper-middle-income countries19602.4752476215362552.33918118476867682.8%
Upper-middle-income countries19401.2987012863159181.36986303329467772.7%
Lower-middle-income countries19604.511278152465824.2944784164428712.5%
Upper-middle-income countries19003.8461537361145024.02.0%
Low-income countries196014.81481456756591814.2857141494750981.8%
Low-income countries19903.50877189636230473.4090909957885741.4%
Low-income countries197010.41666698455810510.2040815353393551.0%
Upper-middle-income countries20201.77514791488647461.74621653556823730.82%
Low-income countries20100.81081080436706540.80428951978683470.40%
~ natural_disasters_decadal_impact.share_small_events 🟡 median anomaly score 4.0%changed data
~ Changed values: 26 / 1,640 (1.59%)
countryyearshare_small_events -share_small_events +anomaly score
Lower-middle-income countries19300.03.5714285373687744100%
Low-income countries19603.70370364189147957.14285707473754932%
Lower-middle-income countries19703.78378367424011236.34328365325927725%
Lower-middle-income countries19606.76691722869873054.90797567367553716%
Upper-middle-income countries19304.4117646217346193.27868843078613315%
Upper-middle-income countries19500.90090090036392211.086956501007089.4%
Upper-middle-income countries19601.4851485490798951.75438594818115238.3%
Lower-middle-income countries19808.5714282989501957.4766354560852056.8%
Upper-middle-income countries19103.44827580451965333.8461537361145025.5%
Upper-middle-income countries19709.2879257202148448.368201255798345.2%
Lower-middle-income countries200014.11042976379394512.9310340881347664.4%
Upper-middle-income countries199010.40582752227783211.3207550048828124.2%
Upper-middle-income countries19807.346326828002937.9710144996643074.1%
Upper-middle-income countries200014.77591037750244115.9832639694213873.9%
Lower-middle-income countries20105.9508409500122076.4327483177185063.9%
Upper-middle-income countries202018.0473365783691419.208381652832033.1%
Upper-middle-income countries19202.43902444839477542.56410264968872072.5%
Upper-middle-income countries20109.5550689697265629.9551572799682622.1%
Lower-middle-income countries19907.4000000953674327.1104388236999512.0%
Low-income countries19907.6023392677307137.3863635063171391.4%
Low-income countries19806.0975608825683595.9523811340332031.2%
Low-income countries19704.1666665077209474.0816326141357421.0%
Lower-middle-income countries202011.133603096008311.3003091812133790.74%
Low-income countries200015.30864238739013715.1589241027832030.49%
Low-income countries20204.8859934806823734.8387098312377930.49%
Low-income countries20105.4054055213928225.36193037033081050.40%
~ natural_disasters_decadal_impact.share_medium_events 🟡 median anomaly score 2.0%changed data
~ Changed values: 33 / 1,640 (2.01%)
countryyearshare_medium_events -share_medium_events +anomaly score
Lower-middle-income countries19100.011.11111068725586100%
Lower-middle-income countries19309.5238094329833987.14285707473754914%
Lower-middle-income countries194021.05263137817382817.391304016113289.5%
Upper-middle-income countries192014.63414669036865212.8205127716064456.6%
Upper-middle-income countries191017.24137878417968815.3846149444580085.7%
Upper-middle-income countries193030.88235282897949234.4262313842773445.4%
Lower-middle-income countries195026.22950744628906223.755.0%
Lower-middle-income countries190010.09.0909090042114264.8%
Lower-middle-income countries192030.76922988891601633.333332061767584.0%
Lower-middle-income countries197037.8378372192382840.67164230346683.6%
Upper-middle-income countries195023.42342376708984425.03.3%
Upper-middle-income countries194031.1688308715820332.8767127990722662.7%
Lower-middle-income countries201060.2846069335937557.6998062133789062.2%
Lower-middle-income countries202055.87044525146484453.560371398925782.1%
Upper-middle-income countries198044.37781143188476646.195652008056642.0%
Lower-middle-income countries196030.0751876831054731.288343429565432.0%
Upper-middle-income countries196045.544555664062547.36841964721682.0%
Upper-middle-income countries19007.6923074722290048.02.0%
Low-income countries196037.0370368957519535.714286804199221.8%
Upper-middle-income countries202058.2840232849121160.3026771545410161.7%
Upper-middle-income countries201057.6221733093261759.282512664794921.4%
Low-income countries199050.87719345092773452.2727279663085941.4%
Upper-middle-income countries199051.92507934570312553.207546234130861.2%
Low-income countries198040.2439041137695339.285713195800781.2%
Low-income countries197033.3333320617675832.653060913085941.0%
Lower-middle-income countries199042.2000007629394542.662631988525390.55%
Lower-middle-income countries198037.7777786254882837.38317871093750.53%
Low-income countries202053.7459297180175854.193550109863280.41%
Upper-middle-income countries200053.71148300170898454.058578491210940.32%
Low-income countries201062.4324340820312562.734584808349610.24%
Low-income countries200056.79012298583984456.968215942382810.16%
Lower-middle-income countries200051.9018402099609451.8199234008789060.08%
Upper-middle-income countries197046.4396286010742246.443515777587890.00%
~ natural_disasters_decadal_impact.share_large_events 🟡 median anomaly score 1.4%changed data
~ Changed values: 33 / 1,640 (2.01%)
countryyearshare_large_events -share_large_events +anomaly score
Lower-middle-income countries191033.3333320617675844.4444427490234414%
Upper-middle-income countries202021.89349174499511718.742723464965827.8%
Lower-middle-income countries194057.89473724365234465.217391967773445.9%
Upper-middle-income countries201030.63457298278808628.1614341735839844.2%
Upper-middle-income countries198041.9790115356445338.768115997314454.0%
Lower-middle-income countries201031.694696426391634.210525512695313.8%
Lower-middle-income countries202030.3643722534179732.6625404357910163.6%
Upper-middle-income countries200028.64145660400390626.6945610046386723.5%
Upper-middle-income countries199035.7960472106933633.45911788940433.4%
Lower-middle-income countries197051.8918914794921948.507461547851563.4%
Lower-middle-income countries200030.67484664916992232.567050933837893.0%
Lower-middle-income countries198048.2539672851562550.700935363769532.5%
Upper-middle-income countries196050.4950485229492248.538013458251952.0%
Lower-middle-income countries192038.4615402221679740.02.0%
Lower-middle-income countries190070.072.72727203369141.9%
Low-income countries196044.4444427490234442.857143402099611.8%
Low-income countries199038.01169586181640636.9318199157714841.4%
Upper-middle-income countries194067.53247070312565.753425598144531.3%
Upper-middle-income countries193060.2941169738769559.016391754150391.1%
Upper-middle-income countries192082.9268264770507884.615386962890621.0%
Low-income countries197052.0833320617675853.061225891113280.93%
Lower-middle-income countries195068.8524627685546970.00.83%
Lower-middle-income countries193076.1904754638671975.00.79%
Lower-middle-income countries196058.646617889404359.509201049804690.73%
Upper-middle-income countries191075.8620681762695376.923080444335940.69%
Low-income countries200025.67901229858398425.4278736114501950.49%
Low-income countries202041.3680763244628940.9677429199218750.49%
Upper-middle-income countries197040.55727386474609440.1673622131347660.48%
Low-income countries201031.35135078430175831.099195480346680.40%
Lower-middle-income countries199047.047.352497100830080.37%
Upper-middle-income countries195071.1711730957031270.652175903320310.37%
Upper-middle-income countries190088.4615402221679788.00.26%
Low-income countries198045.12195205688476645.2380943298339840.13%
~ Table natural_disasters_decadal_deaths🟡 6 column(s) changed
table metadata diff
-       EM-DAT – The International Disasters Database (2026). Maintained by the Centre for Research on
+       EM-DAT - The International Disasters Database (2026). Maintained by the Centre for Research on
~ natural_disasters_decadal_deaths.n_events_with_over_200_deaths 🟡 median anomaly score 11%changed data
~ Changed values: 26 / 1,389 (1.87%)
countryyearn_events_with_over_200_deaths -n_events_with_over_200_deaths +anomaly score
Lower-middle-income countries19102320%
Upper-middle-income countries2000523618%
Lower-middle-income countries2000446015%
Upper-middle-income countries1970453315%
Upper-middle-income countries2020231715%
Lower-middle-income countries1970354715%
Lower-middle-income countries1980476315%
Lower-middle-income countries19203414%
Upper-middle-income countries1980665014%
Upper-middle-income countries1960332612%
Lower-middle-income countries1950192412%
Upper-middle-income countries1990705611%
Lower-middle-income countries19004511%
Lower-middle-income countries1930131610%
Lower-middle-income countries202028349.7%
Lower-middle-income countries199067819.5%
Lower-middle-income countries196037448.6%
Upper-middle-income countries201038328.6%
Lower-middle-income countries194011138.3%
Lower-middle-income countries201037437.5%
Upper-middle-income countries195039346.8%
Upper-middle-income countries193025226.4%
Upper-middle-income countries191013124.0%
Upper-middle-income countries194036342.9%
Upper-middle-income countries190018172.9%
Upper-middle-income countries192021202.4%
~ natural_disasters_decadal_deaths.n_events_with_over_5000_deaths 🟡 median anomaly score 10%changed data
~ Changed values: 8 / 1,389 (0.58%)
countryyearn_events_with_over_5000_deaths -n_events_with_over_5000_deaths +anomaly score
Upper-middle-income countries201010100%
Lower-middle-income countries20103414%
Upper-middle-income countries19604314%
Lower-middle-income countries20004511%
Upper-middle-income countries2000659.1%
Lower-middle-income countries1970677.7%
Upper-middle-income countries1970985.9%
Lower-middle-income countries19609105.3%
~ natural_disasters_decadal_deaths.n_events_with_over_500_deaths 🟡 median anomaly score 9.3%changed data
~ Changed values: 22 / 1,389 (1.58%)
countryyearn_events_with_over_500_deaths -n_events_with_over_500_deaths +anomaly score
Lower-middle-income countries19101233%
Lower-middle-income countries19506920%
Lower-middle-income countries1970192616%
Upper-middle-income countries2000261916%
Upper-middle-income countries1970282114%
Upper-middle-income countries1990292214%
Lower-middle-income countries2000253212%
Upper-middle-income countries1980282212%
Lower-middle-income countries1980243011%
Upper-middle-income countries2010151211%
Lower-middle-income countries201014179.7%
Lower-middle-income countries199036438.9%
Upper-middle-income countries196016146.7%
Upper-middle-income countries2020876.7%
Upper-middle-income countries195025226.4%
Lower-middle-income countries1940895.9%
Lower-middle-income countries193010114.8%
Upper-middle-income countries191012114.3%
Lower-middle-income countries196024264.0%
Lower-middle-income countries202014153.4%
Upper-middle-income countries193019182.7%
Upper-middle-income countries194023222.2%
~ natural_disasters_decadal_deaths.n_events_with_over_2000_deaths 🟡 median anomaly score 8.4%changed data
~ Changed values: 10 / 1,389 (0.72%)
countryyearn_events_with_over_2000_deaths -n_events_with_over_2000_deaths +anomaly score
Upper-middle-income countries20103220%
Upper-middle-income countries19908614%
Lower-middle-income countries20104511%
Lower-middle-income countries199010129.1%
Upper-middle-income countries1960659.1%
Upper-middle-income countries2000767.7%
Lower-middle-income countries2000786.7%
Lower-middle-income countries197010114.8%
Upper-middle-income countries197011104.8%
Lower-middle-income countries196012134.0%
~ natural_disasters_decadal_deaths.n_events_with_over_1000_deaths 🟡 median anomaly score 7.7%changed data
~ Changed values: 14 / 1,389 (1.01%)
countryyearn_events_with_over_1000_deaths -n_events_with_over_1000_deaths +anomaly score
Lower-middle-income countries19101233%
Upper-middle-income countries20107427%
Upper-middle-income countries200012820%
Lower-middle-income countries201071018%
Lower-middle-income countries2000141812%
Lower-middle-income countries198081011%
Lower-middle-income countries197011138.3%
Upper-middle-income countries198015137.1%
Upper-middle-income countries197016146.7%
Upper-middle-income countries199017156.2%
Upper-middle-income countries1910985.9%
Upper-middle-income countries19601095.3%
Lower-middle-income countries199019215.0%
Lower-middle-income countries196014153.4%
~ natural_disasters_decadal_deaths.n_events_with_unknown_deaths 🟡 median anomaly score 6.5%changed data
~ Changed values: 26 / 1,389 (1.87%)
countryyearn_events_with_unknown_deaths -n_events_with_unknown_deaths +anomaly score
Upper-middle-income countries19508614%
Lower-middle-income countries19303414%
Upper-middle-income countries19104314%
Upper-middle-income countries1970715414%
Lower-middle-income countries19507912%
Lower-middle-income countries1970587412%
Lower-middle-income countries201017822712%
Lower-middle-income countries19104511%
Lower-middle-income countries202011814711%
Lower-middle-income countries20002192628.9%
Lower-middle-income countries19901161367.9%
Lower-middle-income countries1980931087.5%
Upper-middle-income countries20103913416.8%
Upper-middle-income countries20003923476.1%
Upper-middle-income countries1930985.9%
Upper-middle-income countries19902362125.4%
Upper-middle-income countries19801801635.0%
Upper-middle-income countries20203383074.8%
Low-income countries196015163.2%
Low-income countries199069732.8%
Low-income countries198039412.5%
Low-income countries197021222.3%
Low-income countries202072741.4%
Upper-middle-income countries196045441.1%
Low-income countries20001401420.71%
Low-income countries20101061070.47%
~ Table natural_disasters_decadal🟡 20 · 🟢 5 column(s) changed↕ 🟢 6 column(s) w/ shifted coverage
table metadata diff
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
-       EM-DAT – The International Disasters Database (2026). Maintained by the Centre for Research on
+       EM-DAT - The International Disasters Database (2026). Maintained by the Centre for Research on
-       and territories, with data spanning several decades. WDI serves as a vital resource for
+       and territories, with data spanning several decades.WDI serves as a vital resource for
-       environmental sustainability. The indicators are sourced from reputable national and
+       environmental sustainability.The indicators are sourced from reputable national and
-       facilitating detailed analysis and visualization. WDI is also used for tracking progress on
-       the Sustainable Development Goals (SDGs) and other global development initiatives. By
-       providing accessible and reliable statistics, it helps to inform policy discussions and
-       strategies globally. Whether for academic research, policy planning, or economic analysis, the
-       World Development Indicators database is an essential tool for understanding and addressing
-       global development challenges.
+       facilitating detailed analysis and visualization.WDI is also used for tracking progress on the
+       Sustainable Development Goals (SDGs) and other global development initiatives. By providing
+       accessible and reliable statistics, it helps to inform policy discussions and strategies
+       globally.Whether for academic research, policy planning, or economic analysis, the World
+       Development Indicators database is an essential tool for understanding and addressing global
+       development challenges.
-       (https://data.worldbank.org/indicator/NY.GDP.MKTP.CD). World Development Indicators – World
-       Bank (2026). Accessed on 2026-07-27.
+       (https://data.worldbank.org/indicator/NY.GDP.MKTP.CD). World Development Indicators - World
+       Bank (2026). Accessed on 2026-02-27.
-     version_producer: '129'
+     version_producer: '125'
-     date_accessed: '2026-07-27'
-     date_published: '2026-07-15'
+     date_accessed: '2026-02-27'
+     date_published: '2026-01-28'
-       and territories, with data spanning several decades. WDI serves as a vital resource for
+       and territories, with data spanning several decades.WDI serves as a vital resource for
-       environmental sustainability. The indicators are sourced from reputable national and
+       environmental sustainability.The indicators are sourced from reputable national and
-       facilitating detailed analysis and visualization. WDI is also used for tracking progress on
-       the Sustainable Development Goals (SDGs) and other global development initiatives. By
-       providing accessible and reliable statistics, it helps to inform policy discussions and
-       strategies globally. Whether for academic research, policy planning, or economic analysis, the
-       World Development Indicators database is an essential tool for understanding and addressing
-       global development challenges.
+       facilitating detailed analysis and visualization.WDI is also used for tracking progress on the
+       Sustainable Development Goals (SDGs) and other global development initiatives. By providing
+       accessible and reliable statistics, it helps to inform policy discussions and strategies
+       globally.Whether for academic research, policy planning, or economic analysis, the World
+       Development Indicators database is an essential tool for understanding and addressing global
+       development challenges.
-       Indicators – World Bank (2026). Accessed on 2026-07-27.
+       Indicators - World Bank (2026). Accessed on 2026-02-27.
-     version_producer: '129'
+     version_producer: '125'
-     date_accessed: '2026-07-27'
-     date_published: '2026-07-15'
+     date_accessed: '2026-02-27'
+     date_published: '2026-01-28'
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ natural_disasters_decadal.homeless 🟡 median anomaly score 9.1%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 114 / 34,034 (0.33%) — showing the 100 most anomalous rows
countryyeartypehomeless -homeless +anomaly score
Lower-middle-income countries1960volcanic_activity0.01400.0100%
Upper-middle-income countries1960volcanic_activity1400.00.0100%
Upper-middle-income countries1930extreme_weather250.00.0100%
Upper-middle-income countries1950all_disasters_excluding_earthquakes51520.01520.094%
Upper-middle-income countries1950extreme_weather51520.01520.094%
Upper-middle-income countries1990volcanic_activity7370.0840.080%
Upper-middle-income countries1980extreme_weather617107.87575430.078%
Upper-middle-income countries1990landslide7259.600097656251108.400024414062574%
Upper-middle-income countries1960extreme_weather29837.5996093754706.299804687573%
Upper-middle-income countries1970extreme_weather211149.70312562808.054%
Upper-middle-income countries1980all_disasters_excluding_earthquakes943801.0318293.0937550%
Upper-middle-income countries1970all_disasters_excluding_earthquakes305504.40625112198.046%
Upper-middle-income countries2020extreme_weather1090.4285888671875415.428558349609445%
Upper-middle-income countries1950all_disasters83954.533954.542%
Upper-middle-income countries1950all_disasters_excluding_extreme_temperature83954.533954.542%
Upper-middle-income countries2020landslide92.28571319580078228.1428527832031242%
Lower-middle-income countries1990volcanic_activity4671.011201.041%
Lower-middle-income countries1980extreme_weather387810.0929487.87541%
Lower-middle-income countries2000extreme_weather64436.1015625152306.4062541%
Lower-middle-income countries1950extreme_weather37500.087500.040%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature1145438.5520210.5937538%
Upper-middle-income countries1980all_disasters1145572.5520344.5937538%
Upper-middle-income countries2010flood211292.099313.536%
Lower-middle-income countries1950all_disasters45200.095200.036%
Lower-middle-income countries1950all_disasters_excluding_earthquakes45200.095200.036%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature45200.095200.036%
Upper-middle-income countries2010extreme_weather146582.5937570970.035%
Upper-middle-income countries1960all_disasters_excluding_earthquakes87582.101562543764.6992187533%
Upper-middle-income countries1970flood92694.70312547730.032%
Upper-middle-income countries2010all_disasters_excluding_earthquakes388484.3125200860.20312532%
Lower-middle-income countries2020extreme_weather737.85711669921881412.85717773437531%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature402879.6875215255.5937530%
Upper-middle-income countries2010all_disasters426704.40625239080.29687528%
Lower-middle-income countries2010extreme_weather107849.3984375183462.026%
Lower-middle-income countries1990extreme_weather398336.5676307.87526%
Lower-middle-income countries1980all_disasters_excluding_earthquakes904871.6251530379.526%
Lower-middle-income countries1980all_disasters911701.6251536929.526%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature911701.6251536929.526%
Upper-middle-income countries1970all_disasters507398.59375314092.187524%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature507398.59375314092.187524%
Upper-middle-income countries1960all_disasters125954.70312582137.29687521%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature125954.70312582137.29687521%
Upper-middle-income countries2000extreme_weather253882.40625166012.0937521%
Upper-middle-income countries1960flood56344.539058.398437518%
Lower-middle-income countries1990all_disasters_excluding_earthquakes1163990.51640088.2517%
Lower-middle-income countries1990all_disasters1191246.751667393.017%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature1191246.751667393.017%
Lower-middle-income countries2010all_disasters_excluding_earthquakes493720.1875681344.312516%
Lower-middle-income countries2010all_disasters515767.8125703391.87515%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature515767.8125703391.87515%
Upper-middle-income countries1980flood322868.5238868.515%
Lower-middle-income countries1980flood264120.0348120.014%
Lower-middle-income countries1990flood635298.8125820743.87513%
Lower-middle-income countries2010flood384902.40625496880.9062513%
Lower-middle-income countries2020landslide625.1428833007812489.2857055664062512%
Upper-middle-income countries2000all_disasters_excluding_earthquakes590966.875488586.093759.5%
Upper-middle-income countries1990extreme_weather1635414.6251357443.259.3%
Lower-middle-income countries1970extreme_weather750970.0899311.68759.0%
Lower-middle-income countries1960flood89348.3984375106634.58.8%
Upper-middle-income countries2000all_disasters988590.5838208.68758.2%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature988590.5838208.68758.2%
Upper-middle-income countries2000earthquake397623.59375349622.593756.4%
Upper-middle-income countries1980landslide1365.59997558593751535.59997558593755.9%
Lower-middle-income countries2000all_disasters_excluding_earthquakes822133.3125923176.68755.8%
Lower-middle-income countries1970all_disasters_excluding_earthquakes1745273.251938579.6255.2%
Lower-middle-income countries1970all_disasters1775793.251969099.6255.2%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature1775793.251969099.6255.2%
Lower-middle-income countries2000all_disasters1520184.751669229.1254.7%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature1520184.751669229.1254.7%
Upper-middle-income countries1990all_disasters_excluding_earthquakes5601044.55117297.04.5%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature6020707.05536911.04.2%
Upper-middle-income countries1990all_disasters6022307.05538511.04.2%
Lower-middle-income countries2020all_disasters_excluding_earthquakes8518.57128906259121.28613281253.4%
Lower-middle-income countries1960all_disasters_excluding_earthquakes624799.5668616.8753.4%
Lower-middle-income countries1960all_disasters624853.0668670.3753.4%
Lower-middle-income countries1960all_disasters_excluding_extreme_temperature624853.0668670.3753.4%
Lower-middle-income countries2020all_disasters10034.713867187510726.71386718753.3%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature10034.713867187510726.71386718753.3%
Lower-middle-income countries2000earthquake698051.375746052.3753.3%
Lower-middle-income countries2020earthquake1516.1428222656251605.42858886718752.9%
Upper-middle-income countries1990flood3948800.53755705.52.5%
Lower-middle-income countries1990landslide120004.203125126155.39843752.5%
Lower-middle-income countries2010landslide662.5695.52.4%
Upper-middle-income countries2000flood312603.59375298093.093752.4%
Lower-middle-income countries1960extreme_weather535434.3125560565.6252.3%
Lower-middle-income countries1970flood993443.18751038407.8752.2%
Low-income countries1990flood172313.09375179963.093752.2%
Lower-middle-income countries1980earthquake6830.06550.02.1%
Upper-middle-income countries2020earthquake2807.714355468752718.4284667968751.6%
Low-income countries1990all_disasters_excluding_earthquakes248971.90625256621.906251.5%
Low-income countries1990all_disasters260699.40625268349.406251.4%
Low-income countries1990all_disasters_excluding_extreme_temperature260699.40625268349.406251.4%
Upper-middle-income countries2020all_disasters35985.2851562535293.285156250.97%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature35985.2851562535293.285156250.97%
Upper-middle-income countries2020all_disasters_excluding_earthquakes33177.570312532574.8574218750.92%
Lower-middle-income countries2000flood747352.5760525.6250.87%
Lower-middle-income countries1930all_disasters_excluding_earthquakes15000.015250.00.83%
Lower-middle-income countries1930extreme_weather15000.015250.00.83%
Lower-middle-income countries1930all_disasters15750.016000.00.79%
Lower-middle-income countries1930all_disasters_excluding_extreme_temperature15750.016000.00.79%
~ natural_disasters_decadal.n_events 🟡 median anomaly score 8.9%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 218 / 34,034 (0.64%) — showing the 100 most anomalous rows
countryyeartypen_events -n_events +anomaly score
Lower-middle-income countries1910earthquake0.00.10000000149011612100%
Lower-middle-income countries1910volcanic_activity0.00.10000000149011612100%
Lower-middle-income countries2020volcanic_activity0.14285714924335481.142857193946838478%
Lower-middle-income countries1960volcanic_activity0.100000001490116120.400000005960464560%
Lower-middle-income countries1920earthquake0.100000001490116120.3000000119209289650%
Upper-middle-income countries1970extreme_weather10.3999996185302734.90000009536743236%
Lower-middle-income countries1950extreme_weather1.6000000238418583.20000004768371633%
Lower-middle-income countries1970volcanic_activity0.300000011920928960.600000023841857933%
Lower-middle-income countries1950volcanic_activity0.200000002980232240.400000005960464533%
Upper-middle-income countries1910volcanic_activity0.200000002980232240.1000000014901161233%
Upper-middle-income countries1950extreme_weather3.2999999523162841.700000047683715832%
Lower-middle-income countries1980extreme_weather8.19999980926513715.80000019073486332%
Lower-middle-income countries1970extreme_weather6.512.030%
Lower-middle-income countries2020extreme_weather17.28571510314941431.42857170104980529%
Lower-middle-income countries2000extreme_weather14.526.29999923706054729%
Lower-middle-income countries2010extreme_weather15.527.20000076293945327%
Lower-middle-income countries2010volcanic_activity0.6999999880790711.200000047683715826%
Upper-middle-income countries1980extreme_weather19.011.39999961853027325%
Upper-middle-income countries1950volcanic_activity0.50.3000000119209289625%
Lower-middle-income countries1990extreme_weather12.30000019073486320.39999961853027325%
Lower-middle-income countries1930extreme_weather1.01.60000002384185823%
Lower-middle-income countries1990volcanic_activity1.01.60000002384185823%
Upper-middle-income countries1930extreme_weather1.6000000238418581.023%
Upper-middle-income countries1960volcanic_activity0.8000000119209290.523%
Lower-middle-income countries1930all_disasters_excluding_earthquakes1.1000000238418581.700000047683715821%
Upper-middle-income countries1960extreme_weather5.5999999046325683.70000004768371620%
Lower-middle-income countries1970earthquake0.8000000119209291.200000047683715820%
Low-income countries1960extreme_weather0.200000002980232240.3000000119209289620%
Lower-middle-income countries1940earthquake0.200000002980232240.3000000119209289620%
Upper-middle-income countries1900extreme_weather0.300000011920928960.2000000029802322420%
Upper-middle-income countries2010extreme_weather36.7999992370605525.10000038146972719%
Upper-middle-income countries1970all_disasters_excluding_earthquakes25.39999961853027317.39999961853027319%
Upper-middle-income countries2000extreme_weather38.40000152587890626.60000038146972718%
Upper-middle-income countries2020extreme_weather46.2857131958007832.1428565979003918%
Lower-middle-income countries2000volcanic_activity1.3999999761581422.018%
Upper-middle-income countries1990extreme_weather27.39999961853027319.29999923706054717%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature19.89999961853027328.20000076293945317%
Lower-middle-income countries1960extreme_weather4.4000000953674326.19999980926513717%
Lower-middle-income countries1970all_disasters20.60000038146972728.89999961853027317%
Lower-middle-income countries1970all_disasters_excluding_earthquakes19.79999923706054727.70000076293945317%
Upper-middle-income countries1940extreme_weather1.1000000238418580.80000001192092916%
Upper-middle-income countries1970volcanic_activity1.1000000238418580.80000001192092916%
Lower-middle-income countries1980all_disasters_excluding_earthquakes32.2999992370605544.015%
Lower-middle-income countries2010earthquake4.56.09999990463256815%
Lower-middle-income countries1950all_disasters_excluding_earthquakes5.0999999046325686.90000009536743215%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature32.59999847412109424.20000076293945315%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature33.2999992370605544.7999992370605515%
Upper-middle-income countries1970all_disasters32.90000152587890624.515%
Lower-middle-income countries2020earthquake3.42857146263122564.571428775787353514%
Lower-middle-income countries1930all_disasters2.09999990463256842.79999995231628414%
Lower-middle-income countries1930all_disasters_excluding_extreme_temperature2.09999990463256842.79999995231628414%
Upper-middle-income countries2020volcanic_activity4.03.014%
Lower-middle-income countries1980volcanic_activity0.300000011920928960.400000005960464514%
Lower-middle-income countries1980all_disasters34.7000007629394546.2000007629394514%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature78.0103.8000030517578114%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature5.8000001907348637.69999980926513714%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature50.7999992370605567.1999969482421914%
Lower-middle-income countries1990all_disasters_excluding_earthquakes49.565.400001525878914%
Lower-middle-income countries2010all_disasters82.5108.3000030517578114%
Lower-middle-income countries1950all_disasters6.0999999046325688.013%
Upper-middle-income countries1950all_disasters_excluding_earthquakes7.5999999046325685.80000019073486313%
Lower-middle-income countries2010all_disasters_excluding_earthquakes78.0102.1999969482421913%
Lower-middle-income countries1990all_disasters53.2999992370605569.8000030517578113%
Upper-middle-income countries1980drought4.6999998092651373.599999904632568413%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature72.1428604125976693.8571395874023413%
Lower-middle-income countries1970landslide1.01.299999952316284213%
Lower-middle-income countries2020all_disasters74.7142868041992296.8571395874023413%
Lower-middle-income countries2020all_disasters_excluding_earthquakes71.2857131958007892.2857131958007813%
Upper-middle-income countries1930all_disasters_excluding_earthquakes2.7000000476837162.099999904632568413%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature81.69999694824219104.900001525878912%
Lower-middle-income countries2000all_disasters_excluding_earthquakes82.19999694824219105.1999969482421912%
Upper-middle-income countries1990volcanic_activity2.7999999523162842.20000004768371612%
Lower-middle-income countries1940extreme_weather1.1000000238418581.39999997615814212%
Lower-middle-income countries2000all_disasters86.69999694824219110.012%
Lower-middle-income countries1990landslide4.0999999046325685.19999980926513712%
Lower-middle-income countries1970flood6.5999999046325688.30000019073486311%
Upper-middle-income countries1980all_disasters_excluding_earthquakes58.546.59999847412109411%
Lower-middle-income countries1910extreme_weather0.40000000596046450.511%
Upper-middle-income countries1910extreme_weather0.50.400000005960464511%
Lower-middle-income countries1980landslide2.40000009536743163.011%
Upper-middle-income countries1990all_disasters_excluding_earthquakes82.8000030517578166.400001525878911%
Upper-middle-income countries2010all_disasters_excluding_earthquakes126.5102.011%
Upper-middle-income countries1960all_disasters_excluding_earthquakes15.512.511%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature136.60000610351562110.511%
Lower-middle-income countries2010flood42.59999847412109452.59999847412109411%
Lower-middle-income countries2000landslide6.07.40000009536743210%
Lower-middle-income countries1990flood21.60000038146972726.60000038146972710%
Lower-middle-income countries1960all_disasters_excluding_earthquakes12.69999980926513715.60000038146972710%
Upper-middle-income countries1970flood9.1999998092651377.510%
Upper-middle-income countries2010all_disasters142.5116.400001525878910%
Lower-middle-income countries1960all_disasters_excluding_extreme_temperature13.39999961853027316.39999961853027310%
Lower-middle-income countries1960all_disasters13.60000038146972716.6000003814697279.9%
Upper-middle-income countries2000all_disasters_excluding_earthquakes129.8000030517578106.40000152587899.9%
Upper-middle-income countries1990drought5.04.0999999046325689.9%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature95.578.59999847412119.7%
Lower-middle-income countries1910all_disasters1.3999999761581421.70000004768371589.7%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature1.3999999761581421.70000004768371589.7%
Upper-middle-income countries2020extreme_temperature2.42857146263122562.09.7%
Upper-middle-income countries1990all_disasters97.580.59.6%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature67.599998474121155.9000015258789069.5%
~ natural_disasters_decadal.total_damages 🟡 median anomaly score 5.1%changed metadatachanged data
metadata diff
-   Amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in US$.
-   For each disaster, the registered figure corresponds to the damage value at the moment of the
+   The amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in
+   US$. For each disaster, the registered figure corresponds to the damage value at the moment of the
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 149 / 34,034 (0.44%) — showing the 100 most anomalous rows
countryyeartypetotal_damages -total_damages +anomaly score
Lower-middle-income countries1990extreme_temperature0.040000000.0100%
Lower-middle-income countries2020volcanic_activity0.09428571.0100%
Lower-middle-income countries1960volcanic_activity0.01500000.0100%
Lower-middle-income countries1910all_disasters0.01000000.0100%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.01000000.0100%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.01000000.0100%
Lower-middle-income countries1910extreme_weather0.01000000.0100%
Lower-middle-income countries2000volcanic_activity0.0479400.0100%
Lower-middle-income countries2010volcanic_activity0.0356400.0100%
Lower-middle-income countries1980landslide80000.00.0100%
Upper-middle-income countries1970volcanic_activity67900.00.0100%
Lower-middle-income countries1950all_disasters_excluding_earthquakes25000.09175000.099%
Lower-middle-income countries1950extreme_weather25000.09175000.099%
Upper-middle-income countries1960volcanic_activity1520000.020000.097%
Upper-middle-income countries1990volcanic_activity22048800.0900000.092%
Upper-middle-income countries1910all_disasters1150000.0150000.077%
Upper-middle-income countries1910all_disasters_excluding_earthquakes1150000.0150000.077%
Upper-middle-income countries1910all_disasters_excluding_extreme_temperature1150000.0150000.077%
Upper-middle-income countries1910extreme_weather1150000.0150000.077%
Lower-middle-income countries1950all_disasters4025000.013675000.055%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature4025000.013675000.055%
Upper-middle-income countries2020landslide23587142.07142857.054%
Lower-middle-income countries1990volcanic_activity11072200.032221000.049%
Lower-middle-income countries2010drought542000000.01232499840.039%
Lower-middle-income countries2010extreme_weather1864288128.04106130176.038%
Upper-middle-income countries1970extreme_weather164644608.077131104.036%
Lower-middle-income countries1960earthquake26340000.012840000.034%
Upper-middle-income countries1990extreme_temperature98825000.058825000.025%
Lower-middle-income countries2020landslide28571428.045015716.022%
Lower-middle-income countries2000extreme_weather889318720.01390740352.022%
Lower-middle-income countries1970extreme_weather168607200.0256120704.021%
Lower-middle-income countries2020extreme_weather3744128512.05637434880.020%
Lower-middle-income countries1960extreme_weather40990900.061110900.020%
Lower-middle-income countries1980extreme_weather338780512.0502028896.019%
Lower-middle-income countries1990drought98684800.0145784800.019%
Lower-middle-income countries2010all_disasters_excluding_earthquakes8889689088.012436270080.017%
Upper-middle-income countries1950extreme_weather34146000.024996000.015%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature10292603904.013853104128.015%
Lower-middle-income countries2010all_disasters10294416384.013854916608.015%
Lower-middle-income countries1970volcanic_activity200000.0267900.015%
Upper-middle-income countries1980extreme_weather687064384.0523816000.013%
Upper-middle-income countries1950all_disasters_excluding_earthquakes39246000.030096000.013%
Upper-middle-income countries1950all_disasters48003000.038353000.011%
Upper-middle-income countries1950all_disasters_excluding_extreme_temperature48003000.038353000.011%
Upper-middle-income countries2010extreme_weather11866303488.09624461312.010%
Lower-middle-income countries1960all_disasters_excluding_earthquakes104276976.0128374376.010%
Upper-middle-income countries2010drought3751426048.03060926208.010%
Upper-middle-income countries1970all_disasters_excluding_earthquakes619232064.0506776448.010.0%
Upper-middle-income countries1960extreme_weather112293296.092153296.09.9%
Lower-middle-income countries2000all_disasters_excluding_earthquakes3504032000.04228304128.09.4%
Upper-middle-income countries1970flood154886208.0130012000.08.7%
Lower-middle-income countries1990extreme_weather1625509760.01935974016.08.7%
Lower-middle-income countries1970all_disasters_excluding_earthquakes592276608.0704682240.08.7%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature4527780864.05383883776.08.6%
Lower-middle-income countries1970all_disasters677277120.0803137728.08.5%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature677277120.0803137728.08.5%
Lower-middle-income countries2020all_disasters_excluding_earthquakes10432649216.012367832064.08.5%
Lower-middle-income countries2000all_disasters4651862016.05507964416.08.4%
Upper-middle-income countries2020extreme_weather13185495040.011292188672.07.7%
Lower-middle-income countries1970earthquake85000496.098455504.07.3%
Lower-middle-income countries1990earthquake186400000.0215899392.07.3%
Lower-middle-income countries2020all_disasters13264105472.015242574848.06.9%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature13264105472.015242574848.06.9%
Upper-middle-income countries2020volcanic_activity75571432.066142856.06.7%
Lower-middle-income countries1940all_disasters2500000.02850000.06.5%
Lower-middle-income countries1940all_disasters_excluding_extreme_temperature2500000.02850000.06.5%
Lower-middle-income countries1940earthquake2500000.02850000.06.5%
Lower-middle-income countries1980all_disasters_excluding_earthquakes1268485504.01438859264.06.3%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature1296748032.01467244416.06.2%
Lower-middle-income countries1980all_disasters1311148032.01481644416.06.1%
Upper-middle-income countries1960all_disasters_excluding_earthquakes214110960.0189993568.06.0%
Lower-middle-income countries1950earthquake4000000.04500000.05.9%
Lower-middle-income countries2000earthquake1147830016.01279660416.05.4%
Upper-middle-income countries1990extreme_weather3113564928.02803100672.05.2%
Upper-middle-income countries2010all_disasters_excluding_earthquakes36783697920.033237118976.05.1%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature1399442048.01273531392.04.7%
Lower-middle-income countries2000landslide9310000.010230300.04.7%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature40305811456.036745310208.04.6%
Upper-middle-income countries2010all_disasters40560476160.036999974912.04.6%
Lower-middle-income countries2010flood6458289152.07072163328.04.5%
Upper-middle-income countries1970all_disasters1459442048.01333531392.04.5%
Lower-middle-income countries2000drought257701296.0281958592.04.5%
Upper-middle-income countries2000extreme_weather5920527872.05419105792.04.4%
Lower-middle-income countries2000flood2223621120.02420814592.04.2%
Upper-middle-income countries1960earthquake163970000.0177470000.04.0%
Lower-middle-income countries1990all_disasters4076462592.04411396096.03.9%
Lower-middle-income countries1960all_disasters130616976.0141214384.03.9%
Lower-middle-income countries1960all_disasters_excluding_extreme_temperature130616976.0141214384.03.9%
Lower-middle-income countries1990all_disasters_excluding_earthquakes3890062592.04195496704.03.8%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature4076462592.04371396096.03.5%
Lower-middle-income countries1970flood348423104.0373297312.03.4%
Upper-middle-income countries1950earthquake8757000.08257000.02.9%
Upper-middle-income countries2020all_disasters_excluding_earthquakes34165743616.032230559744.02.9%
Lower-middle-income countries1990flood2084466048.01968556800.02.9%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature40030560256.038052089856.02.5%
Upper-middle-income countries1980all_disasters_excluding_earthquakes3462813184.03292439296.02.5%
Upper-middle-income countries2020all_disasters40316272640.038337802240.02.5%
Upper-middle-income countries2000all_disasters_excluding_earthquakes14983312384.014259040256.02.5%
Lower-middle-income countries1960flood51532400.054009800.02.3%
Lower-middle-income countries1990landslide61360000.063990000.02.1%
~ natural_disasters_decadal.total_damages_adjusted 🟡 median anomaly score 4.8%changed metadatachanged data
metadata diff
-   Amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in US$.
-   For each disaster, the registered figure corresponds to the damage value at the moment of the
+   The amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in
+   US$. For each disaster, the registered figure corresponds to the damage value at the moment of the
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 149 / 34,034 (0.44%) — showing the 100 most anomalous rows
countryyeartypetotal_damages_adjusted -total_damages_adjusted +anomaly score
Lower-middle-income countries1990extreme_temperature0.089423104.0100%
Lower-middle-income countries1910all_disasters0.032503600.0100%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.032503600.0100%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.032503600.0100%
Lower-middle-income countries1910extreme_weather0.032503600.0100%
Lower-middle-income countries1960volcanic_activity0.014464900.0100%
Lower-middle-income countries2020volcanic_activity0.011427714.0100%
Lower-middle-income countries2000volcanic_activity0.0860400.0100%
Lower-middle-income countries2010volcanic_activity0.0445200.0100%
Upper-middle-income countries1970volcanic_activity374300.00.0100%
Lower-middle-income countries1980landslide220900.00.0100%
Lower-middle-income countries1950all_disasters_excluding_earthquakes301700.0108884200.099%
Lower-middle-income countries1950extreme_weather301700.0108884200.099%
Upper-middle-income countries1960volcanic_activity14635900.0171000.098%
Upper-middle-income countries1990volcanic_activity50856400.02151000.092%
Upper-middle-income countries1910all_disasters37379100.04875500.077%
Upper-middle-income countries1910all_disasters_excluding_earthquakes37379100.04875500.077%
Upper-middle-income countries1910all_disasters_excluding_extreme_temperature37379100.04875500.077%
Upper-middle-income countries1910extreme_weather37379100.04875500.077%
Upper-middle-income countries2020landslide20730000.04285714.566%
Lower-middle-income countries1950all_disasters49927300.0164367696.053%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature49927300.0164367696.053%
Lower-middle-income countries1990volcanic_activity23427900.072133296.051%
Upper-middle-income countries1970extreme_weather943752576.0402228608.040%
Lower-middle-income countries2010drought710732608.01624324096.039%
Lower-middle-income countries2010extreme_weather2435065600.05414456320.038%
Lower-middle-income countries1960earthquake262075504.0134934096.032%
Upper-middle-income countries1990extreme_temperature214374208.0124951104.026%
Lower-middle-income countries2000extreme_weather1322925568.02087940864.022%
Lower-middle-income countries2020landslide28571428.045015716.022%
Lower-middle-income countries1970extreme_weather990524608.01532048640.021%
Lower-middle-income countries1960extreme_weather408383488.0610575808.020%
Lower-middle-income countries1990drought199420112.0294323200.019%
Lower-middle-income countries1980extreme_weather1062840384.01540209664.018%
Lower-middle-income countries2010all_disasters_excluding_earthquakes11782958080.016502427648.017%
Upper-middle-income countries1950extreme_weather401542496.0292960000.016%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature13730810880.018468251648.015%
Lower-middle-income countries2010all_disasters13733213184.018470653952.015%
Upper-middle-income countries1980extreme_weather1934944768.01457575552.014%
Upper-middle-income countries1950all_disasters_excluding_earthquakes461024288.0352441792.013%
Upper-middle-income countries1970all_disasters_excluding_earthquakes3442799104.02719330816.012%
Upper-middle-income countries1950all_disasters562572032.0448131584.011%
Upper-middle-income countries1950all_disasters_excluding_extreme_temperature562572032.0448131584.011%
Lower-middle-income countries2020extreme_weather4284642304.05368380928.011%
Lower-middle-income countries1960all_disasters_excluding_earthquakes986061824.01225773952.011%
Lower-middle-income countries1970volcanic_activity1549400.01923700.011%
Upper-middle-income countries2010extreme_weather15617137664.012637747200.011%
Upper-middle-income countries1970flood973206208.0791635968.010%
Upper-middle-income countries2010drought4999975424.04086384128.010%
Upper-middle-income countries1960extreme_weather1125934080.0923548480.09.9%
Lower-middle-income countries2000all_disasters_excluding_earthquakes5584905216.06704962560.09.1%
Lower-middle-income countries1970all_disasters_excluding_earthquakes3649334528.04372416000.09.0%
Lower-middle-income countries1990extreme_weather3362950912.04013332992.08.8%
Lower-middle-income countries1970all_disasters4286698496.05084012544.08.5%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature4286698496.05084012544.08.5%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature7293297152.08632304640.08.4%
Lower-middle-income countries1990earthquake411928896.0486171200.08.3%
Lower-middle-income countries2000all_disasters7484038656.08823046144.08.2%
Upper-middle-income countries2020volcanic_activity86552144.075124432.07.1%
Lower-middle-income countries1980all_disasters_excluding_earthquakes3783263488.04281334272.06.2%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature3884988928.04383474688.06.0%
Lower-middle-income countries1980all_disasters3926982656.04425468416.06.0%
Upper-middle-income countries1960all_disasters_excluding_earthquakes2129923328.01890017792.06.0%
Lower-middle-income countries1950earthquake49625600.055483500.05.6%
Lower-middle-income countries1970earthquake637363776.0711596672.05.5%
Lower-middle-income countries2000earthquake1899133184.02118083712.05.5%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature7816114176.07018413056.05.4%
Upper-middle-income countries2020extreme_weather10693567488.09609828352.05.3%
Upper-middle-income countries1990extreme_weather6481278464.05830896640.05.3%
Upper-middle-income countries1970all_disasters8165844992.07368143360.05.1%
Upper-middle-income countries2010all_disasters_excluding_earthquakes49173446656.044453978112.05.0%
Lower-middle-income countries1940all_disasters43574600.048149900.05.0%
Lower-middle-income countries1940all_disasters_excluding_extreme_temperature43574600.048149900.05.0%
Lower-middle-income countries1940earthquake43574600.048149900.05.0%
Lower-middle-income countries2020all_disasters_excluding_earthquakes11239307264.012367551488.04.8%
Lower-middle-income countries2000landslide15390600.016927100.04.8%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature53813354496.049075912704.04.6%
Lower-middle-income countries2010flood8603678720.09429710848.04.6%
Upper-middle-income countries2010all_disasters54154113024.049416671232.04.6%
Lower-middle-income countries1990all_disasters8466468864.09249914880.04.4%
Lower-middle-income countries2020all_disasters12565741568.013724828672.04.4%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature12565741568.013724828672.04.4%
Lower-middle-income countries1960all_disasters1248137344.01360708096.04.3%
Lower-middle-income countries1960all_disasters_excluding_extreme_temperature1248137344.01360708096.04.3%
Lower-middle-income countries2000drought467809696.0509532800.04.3%
Upper-middle-income countries2000extreme_weather9382249472.08617234432.04.3%
Lower-middle-income countries1990all_disasters_excluding_earthquakes8054540288.08763744256.04.2%
Lower-middle-income countries2000flood3588038144.03898960128.04.2%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature8466468864.09160492032.03.9%
Lower-middle-income countries1970flood2228142080.02409712384.03.9%
Upper-middle-income countries1960earthquake1633013248.01760154624.03.7%
Upper-middle-income countries1950earthquake101547696.095689800.03.0%
Upper-middle-income countries1980all_disasters_excluding_earthquakes10013445120.09515374592.02.6%
Lower-middle-income countries1960flood463031296.0486086304.02.4%
Upper-middle-income countries2000all_disasters_excluding_earthquakes23776757760.022656700416.02.4%
Lower-middle-income countries1990flood4312558592.04132783104.02.1%
Lower-middle-income countries1990landslide135710896.0141276704.02.0%
Upper-middle-income countries2020all_disasters_excluding_earthquakes29069680640.027941437440.02.0%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature37292228608.035953221632.01.8%
Upper-middle-income countries2000flood8981713920.08670791680.01.8%
~ natural_disasters_decadal.affected 🟡 median anomaly score 4.5%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 156 / 34,034 (0.46%) — showing the 100 most anomalous rows
countryyeartypeaffected -affected +anomaly score
Lower-middle-income countries2020volcanic_activity483.28570556640625142088.42187599%
Lower-middle-income countries1960volcanic_activity200.09870.096%
Lower-middle-income countries2020landslide37238.85546875454114.7187585%
Upper-middle-income countries1990volcanic_activity135329.520784.6992187573%
Upper-middle-income countries1960extreme_weather383427.568482.070%
Lower-middle-income countries2010volcanic_activity4550.200195312524019.568%
Upper-middle-income countries1970extreme_weather1573374.25329001.4062565%
Upper-middle-income countries2020landslide531637.125114761.289062564%
Upper-middle-income countries2020volcanic_activity186362.14062544757.061%
Upper-middle-income countries2020extreme_weather18970028.04651081.561%
Lower-middle-income countries1990volcanic_activity42799.5157344.29687557%
Lower-middle-income countries2000extreme_weather2443017.757533322.051%
Lower-middle-income countries1980volcanic_activity3500.010500.050%
Lower-middle-income countries1990earthquake98712.703125288274.187549%
Lower-middle-income countries2020extreme_weather8564611.022883558.046%
Lower-middle-income countries2010extreme_weather5263438.513631347.044%
Lower-middle-income countries1980landslide3020.01226.69995117187542%
Lower-middle-income countries1980extreme_weather3438581.08081053.040%
Lower-middle-income countries1970volcanic_activity2900.06651.039%
Lower-middle-income countries1960earthquake15250.07250.036%
Upper-middle-income countries1980extreme_weather9382378.04739906.033%
Upper-middle-income countries2010extreme_weather17010270.08642361.033%
Lower-middle-income countries2020earthquake487815.15625930445.312531%
Lower-middle-income countries2000volcanic_activity34379.898437560046.8007812527%
Lower-middle-income countries2000landslide32973.601562557007.6992187527%
Upper-middle-income countries2020all_disasters_excluding_earthquakes37676984.021821820.027%
Upper-middle-income countries2000landslide58191.398437534157.3007812526%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature41052436.024754928.025%
Upper-middle-income countries2020all_disasters41057688.024759894.025%
Upper-middle-income countries1970volcanic_activity9651.05900.024%
Lower-middle-income countries1970earthquake44000.067500.021%
Lower-middle-income countries1990extreme_weather5886939.58838070.020%
Lower-middle-income countries1970extreme_weather2511206.753755579.520%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature36204860.052489756.018%
Upper-middle-income countries1960all_disasters_excluding_earthquakes1594338.51129164.2517%
Lower-middle-income countries2020all_disasters41497224.057782404.016%
Lower-middle-income countries2020all_disasters_excluding_earthquakes41009408.056851960.016%
Lower-middle-income countries2010earthquake1129057.6251563369.016%
Upper-middle-income countries1970all_disasters_excluding_earthquakes7515499.05456548.516%
Upper-middle-income countries1960all_disasters1712098.01254923.7515%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature1712098.01254923.7515%
Upper-middle-income countries2000volcanic_activity96174.570507.601562515%
Upper-middle-income countries1960flood528074.0387515.187515%
Upper-middle-income countries1970all_disasters8556649.06474199.014%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature8556649.06474199.014%
Upper-middle-income countries1990extreme_weather12595955.09644825.013%
Upper-middle-income countries1970flood3412081.02626621.013%
Upper-middle-income countries2010earthquake1925351.1251491039.7513%
Upper-middle-income countries1990landslide23443.90039062518344.6992187512%
Upper-middle-income countries1960volcanic_activity46970.037300.011%
Lower-middle-income countries1990drought2929269.253675577.511%
Upper-middle-income countries1980all_disasters_excluding_earthquakes35686196.029559116.09.4%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature36442736.030315500.09.2%
Upper-middle-income countries1980all_disasters36446580.030319344.09.2%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature65776788.078362856.08.7%
Lower-middle-income countries2010all_disasters66057964.078644032.08.7%
Lower-middle-income countries2010all_disasters_excluding_earthquakes64928908.077080664.08.6%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature86800848.074202024.07.8%
Upper-middle-income countries2000extreme_weather35134080.030043776.07.8%
Upper-middle-income countries2010all_disasters87632104.075033272.07.7%
Upper-middle-income countries2010all_disasters_excluding_earthquakes85706752.073542232.07.6%
Lower-middle-income countries1960extreme_weather1969430.3752284376.07.4%
Lower-middle-income countries2010flood19148726.022192384.07.4%
Upper-middle-income countries2020earthquake3380702.52938072.57.0%
Upper-middle-income countries1980volcanic_activity56641.8007812549641.800781256.6%
Lower-middle-income countries1950extreme_weather227000.0257000.06.2%
Lower-middle-income countries1950all_disasters232620.0262620.06.1%
Lower-middle-income countries1950all_disasters_excluding_earthquakes232620.0262620.06.1%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature232620.0262620.06.1%
Upper-middle-income countries1990earthquake1739570.1251550008.6255.8%
Lower-middle-income countries1990landslide43101.548200.699218755.6%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature45612956.050954836.05.5%
Lower-middle-income countries1990all_disasters45616380.050958260.05.5%
Upper-middle-income countries1980drought8345222.57475096.55.5%
Lower-middle-income countries1990all_disasters_excluding_earthquakes45517668.050669988.05.4%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature77607336.084943712.04.5%
Lower-middle-income countries2000all_disasters_excluding_earthquakes77197688.084475080.04.5%
Lower-middle-income countries2000all_disasters77826736.085163112.04.5%
Lower-middle-income countries2000earthquake629044.625688030.68754.5%
Upper-middle-income countries2020flood10398644.09511310.04.5%
Lower-middle-income countries1980all_disasters_excluding_earthquakes77037120.083124200.03.8%
Lower-middle-income countries1980all_disasters79091080.085178320.03.7%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature79091080.085178320.03.7%
Upper-middle-income countries2010flood47405572.044349152.03.3%
Upper-middle-income countries1960earthquake117759.5125759.53.3%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature126692528.0119338688.03.0%
Upper-middle-income countries2000all_disasters_excluding_earthquakes128361736.0121066880.02.9%
Upper-middle-income countries2010volcanic_activity346903.6875327434.406252.9%
Upper-middle-income countries2000all_disasters134718384.0127364552.02.8%
Upper-middle-income countries2020extreme_temperature5251.714355468754966.02.8%
Lower-middle-income countries2000flood33063226.034914612.02.7%
Lower-middle-income countries1970all_disasters41748976.043816428.02.4%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature41748976.043816428.02.4%
Lower-middle-income countries1960flood2858691.02999250.02.4%
Lower-middle-income countries1970all_disasters_excluding_earthquakes41704976.043748928.02.4%
Lower-middle-income countries2020flood18016658.018891378.02.4%
Lower-middle-income countries1970flood16540384.017325844.02.3%
Upper-middle-income countries1990drought17800078.017053770.02.1%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature133021672.0127658256.02.1%
Upper-middle-income countries1990all_disasters133095192.0127731768.02.1%
~ natural_disasters_decadal.injured 🟡 median anomaly score 3.9%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 135 / 34,034 (0.40%) — showing the 100 most anomalous rows
countryyeartypeinjured -injured +anomaly score
Lower-middle-income countries2020volcanic_activity0.089.71428680419922100%
Lower-middle-income countries1960volcanic_activity0.078.5100%
Lower-middle-income countries1950all_disasters_excluding_earthquakes0.045.20000076293945100%
Lower-middle-income countries1950extreme_weather0.045.20000076293945100%
Lower-middle-income countries1910all_disasters0.019.899999618530273100%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.019.899999618530273100%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.019.899999618530273100%
Lower-middle-income countries1910volcanic_activity0.019.899999618530273100%
Upper-middle-income countries1910all_disasters_excluding_earthquakes19.8999996185302730.0100%
Upper-middle-income countries1910volcanic_activity19.8999996185302730.0100%
Lower-middle-income countries2010extreme_weather615.40002441406254866.299804687578%
Upper-middle-income countries2010extreme_weather4929.60009765625678.700012207031276%
Lower-middle-income countries1950all_disasters44.70000076293945300.074%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature44.70000076293945300.074%
Upper-middle-income countries2020volcanic_activity106.2857131958007816.57142829895019573%
Lower-middle-income countries1950earthquake44.70000076293945254.800003051757870%
Upper-middle-income countries1990volcanic_activity25.04.59999990463256869%
Upper-middle-income countries1960extreme_weather203.060.90000152587890654%
Lower-middle-income countries2020extreme_weather370.57144165039061189.571411132812552%
Lower-middle-income countries1990volcanic_activity10.60000038146972731.049%
Upper-middle-income countries1970extreme_weather2070.39990234375886.400024414062540%
Lower-middle-income countries1980flood127.0261.100006103515635%
Upper-middle-income countries2010all_disasters_excluding_earthquakes8641.04286.534%
Upper-middle-income countries1970all_disasters_excluding_earthquakes2651.51466.80004882812529%
Lower-middle-income countries2010all_disasters_excluding_earthquakes6376.200195312510730.700195312525%
Lower-middle-income countries1970landslide1.20000004768371581.89999997615814223%
Upper-middle-income countries1980extreme_weather3356.399902343752131.8999023437522%
Lower-middle-income countries1990flood621.2999877929688408.521%
Lower-middle-income countries2000landslide45.7000007629394568.3000030517578120%
Lower-middle-income countries1980all_disasters_excluding_earthquakes2798.600097656254148.200195312519%
Lower-middle-income countries1960earthquake392.3999938964844264.899993896484419%
Lower-middle-income countries1980extreme_weather2561.899902343753786.3999023437519%
Lower-middle-income countries1970extreme_weather2730.03914.018%
Lower-middle-income countries1970all_disasters_excluding_earthquakes2946.3000488281254131.017%
Upper-middle-income countries1960volcanic_activity284.5206.016%
Low-income countries1960all_disasters_excluding_earthquakes4.05.516%
Low-income countries1960extreme_weather4.05.516%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature4212.20019531255573.299804687514%
Lower-middle-income countries1980all_disasters4232.20019531255593.299804687514%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature19699.09960937514985.700195312514%
Upper-middle-income countries2010all_disasters20458.40039062515745.013%
Upper-middle-income countries2000landslide101.078.400001525878913%
Lower-middle-income countries1970all_disasters6468.399902343758317.299804687513%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature6468.399902343758317.299804687513%
Lower-middle-income countries1980landslide46.037.011%
Upper-middle-income countries2020extreme_weather4201.285644531253382.2856445312511%
Upper-middle-income countries2020all_disasters_excluding_earthquakes5542.714355468754602.285644531259.3%
Lower-middle-income countries1970earthquake3522.100097656254186.29980468758.6%
Upper-middle-income countries1990extreme_weather6655.600097656255630.100097656258.3%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature8340.57128906259585.42871093756.9%
Upper-middle-income countries1950earthquake1618.90002441406251408.8000488281256.9%
Lower-middle-income countries2020landslide64.2857131958007873.571426391601566.7%
Upper-middle-income countries1930earthquake167.0147.06.4%
Upper-middle-income countries2020landslide81.2857131958007872.06.1%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature38434.398437543147.800781255.8%
Lower-middle-income countries2010all_disasters39089.1992187543802.60156255.7%
Lower-middle-income countries2000extreme_weather10213.700195312511273.4003906254.9%
Upper-middle-income countries1980all_disasters_excluding_earthquakes14535.09960937513185.54.9%
Lower-middle-income countries2000all_disasters_excluding_earthquakes11075.90039062512192.0996093754.8%
Lower-middle-income countries2020all_disasters_excluding_earthquakes9565.010505.42871093754.7%
Upper-middle-income countries2010flood1141.40002441406251041.54.6%
Upper-middle-income countries2000extreme_weather12211.59960937511151.9003906254.5%
Lower-middle-income countries2020all_disasters13168.428710937514418.1425781254.5%
Upper-middle-income countries1960all_disasters_excluding_earthquakes2727.100097656252497.3000488281254.4%
Lower-middle-income countries2020earthquake3603.4284667968753912.714355468754.1%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature41861.601562545304.39843753.9%
Upper-middle-income countries1910all_disasters262.79998779296875242.899993896484383.9%
Upper-middle-income countries1910all_disasters_excluding_extreme_temperature262.79998779296875242.899993896484383.9%
Lower-middle-income countries2000all_disasters42156.545600.53.9%
Upper-middle-income countries1950all_disasters3426.3000488281253171.03.9%
Upper-middle-income countries1950all_disasters_excluding_extreme_temperature3426.3000488281253171.03.9%
Lower-middle-income countries2000earthquake31080.59960937533408.39843753.6%
Lower-middle-income countries2010landslide52.2999992370605556.03.4%
Lower-middle-income countries1990earthquake4712.55018.79980468753.1%
Upper-middle-income countries1960earthquake2027.6999511718752155.1999511718753.0%
Lower-middle-income countries2000flood520.0999755859375552.79998779296883.0%
Upper-middle-income countries1980all_disasters23420.522059.4003906253.0%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature23420.522059.4003906253.0%
Lower-middle-income countries1990landslide64.3000030517578168.09999847412112.9%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature23382.57226562522137.714843752.7%
Upper-middle-income countries2020all_disasters23754.14257812522504.4277343752.7%
Lower-middle-income countries1990extreme_weather22139.023164.52.3%
Upper-middle-income countries1990landslide89.1999969482421985.40000152587892.2%
Low-income countries2000flood369.70001220703125385.299987792968752.1%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature45778.601562543929.699218752.1%
Upper-middle-income countries1970all_disasters45838.601562543989.699218752.1%
Lower-middle-income countries1990all_disasters27547.6992187528690.9003906252.0%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature27547.6992187528690.9003906252.0%
Upper-middle-income countries2000earthquake62940.898437560613.10156251.9%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature97009.70312593551.2968751.8%
Lower-middle-income countries1990all_disasters_excluding_earthquakes22835.1992187523672.0996093751.8%
Upper-middle-income countries2010landslide121.0999984741211117.40000152587891.6%
Upper-middle-income countries2010earthquake11817.40039062511458.51.5%
Upper-middle-income countries2020flood613.4285888671875595.85711669921881.5%
Upper-middle-income countries1950all_disasters_excluding_earthquakes1807.40002441406251762.1999511718751.3%
Upper-middle-income countries1950extreme_weather1807.40002441406251762.1999511718751.3%
Upper-middle-income countries1930all_disasters817.0797.01.2%
Upper-middle-income countries1930all_disasters_excluding_extreme_temperature817.0797.01.2%
Upper-middle-income countries1960all_disasters4754.79980468754652.51.1%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature4754.79980468754652.51.1%
~ natural_disasters_decadal.insured_damages 🟡 median anomaly score 3.7%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 42 / 34,034 (0.12%)
countryyeartypeinsured_damages -insured_damages +anomaly score
Lower-middle-income countries2020extreme_weather071428571100%
Lower-middle-income countries1990earthquake05540000100%
Lower-middle-income countries2000extreme_weather04650000100%
Lower-middle-income countries1990flood45620000542000079%
Upper-middle-income countries1990flood437900008399000031%
Lower-middle-income countries2010extreme_weather8361620015361620030%
Lower-middle-income countries2020all_disasters_excluding_earthquakes11528571418671428524%
Lower-middle-income countries1990all_disasters_excluding_earthquakes1003200006261000023%
Lower-middle-income countries1990all_disasters1003200006815000019%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature1003200006815000019%
Lower-middle-income countries2020all_disasters15814285722957142818%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature15814285722957142818%
Lower-middle-income countries2010all_disasters_excluding_earthquakes30641620040061620013%
Lower-middle-income countries2010all_disasters33641620043261620013%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature33641620043261620013%
Upper-middle-income countries1990all_disasters_excluding_earthquakes14136000017907000012%
Upper-middle-income countries2010extreme_weather5052300004352300007.4%
Lower-middle-income countries2010flood1828000002070000006.2%
Upper-middle-income countries2020extreme_weather7941571427227285714.7%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature3741800004063500004.1%
Upper-middle-income countries1990all_disasters3744800004066500004.1%
Lower-middle-income countries2010earthquake30000000320000003.2%
Lower-middle-income countries2000all_disasters_excluding_earthquakes1463000001547500002.8%
Lower-middle-income countries2000all_disasters1568000001652500002.6%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature1568000001652500002.6%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature154455714214731285712.4%
Upper-middle-income countries2010all_disasters_excluding_earthquakes214193000020477300002.2%
Upper-middle-income countries2020all_disasters_excluding_earthquakes162987142815584428572.2%
Upper-middle-income countries2020all_disasters163027142815588428572.2%
Lower-middle-income countries1990extreme_weather54700000571900002.2%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature249363000023974300002.0%
Upper-middle-income countries2010all_disasters251363000024174300002.0%
Upper-middle-income countries1990extreme_weather95770000932800001.3%
Lower-middle-income countries2000flood1463000001501000001.3%
Upper-middle-income countries1990earthquake2331200002275800001.2%
Upper-middle-income countries2010flood143100000014068000000.85%
Upper-middle-income countries2000flood2306000002268000000.83%
Upper-middle-income countries2000extreme_weather3865500003819000000.61%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature7745541007661041000.55%
Upper-middle-income countries2000all_disasters_excluding_earthquakes7779500007695000000.55%
Upper-middle-income countries2000all_disasters9345541009261041000.45%
Upper-middle-income countries2010earthquake3717000003697000000.27%
~ natural_disasters_decadal.total_affected 🟡 median anomaly score 3.4%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 179 / 34,034 (0.53%) — showing the 100 most anomalous rows
countryyeartypetotal_affected -total_affected +anomaly score
Lower-middle-income countries1910all_disasters0.019.899999618530273100%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.019.899999618530273100%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.019.899999618530273100%
Lower-middle-income countries1910volcanic_activity0.019.899999618530273100%
Upper-middle-income countries1910volcanic_activity19.8999996185302730.0100%
Lower-middle-income countries2020volcanic_activity483.28570556640625142178.14062599%
Lower-middle-income countries1960volcanic_activity200.011348.597%
Lower-middle-income countries2020landslide37928.28515625454677.562585%
Upper-middle-income countries1990volcanic_activity142724.521629.3007812574%
Lower-middle-income countries1950earthquake44.70000076293945254.800003051757870%
Upper-middle-income countries1960extreme_weather413468.0937573249.20312570%
Lower-middle-income countries2010volcanic_activity4550.200195312524019.568%
Upper-middle-income countries2020landslide531810.6875115061.429687564%
Upper-middle-income countries1970extreme_weather1786594.375392695.812564%
Upper-middle-income countries2020volcanic_activity186468.42187544773.570312561%
Upper-middle-income countries2020extreme_weather18975320.04654879.061%
Lower-middle-income countries1990volcanic_activity47481.1015625168576.29687556%
Lower-middle-income countries2000extreme_weather2517667.57696902.051%
Lower-middle-income countries1980volcanic_activity3543.69995117187510543.700195312550%
Lower-middle-income countries2020extreme_weather8565720.022886160.046%
Lower-middle-income countries2010extreme_weather5371903.513819675.044%
Lower-middle-income countries1990earthquake130681.5320597.812542%
Lower-middle-income countries1980extreme_weather3828953.09014328.040%
Lower-middle-income countries1970volcanic_activity3460.07211.035%
Upper-middle-income countries1980extreme_weather10002842.04817468.035%
Lower-middle-income countries1960earthquake15695.9003906257568.3999023437535%
Upper-middle-income countries2010extreme_weather17161782.08714010.033%
Lower-middle-income countries2020earthquake492934.71875935963.437531%
Lower-middle-income countries2000volcanic_activity34379.898437560046.8007812527%
Upper-middle-income countries2020all_disasters_excluding_earthquakes37715704.021858998.027%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature41111804.024812358.025%
Upper-middle-income countries2020all_disasters41117424.024817692.025%
Upper-middle-income countries1990landslide30792.6992187519538.522%
Lower-middle-income countries2000landslide43286.3007812567343.022%
Lower-middle-income countries1990extreme_weather6307415.09537542.020%
Upper-middle-income countries1970volcanic_activity11251.07500.020%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature36223236.052510068.018%
Upper-middle-income countries1960all_disasters_excluding_earthquakes1684647.751175426.2518%
Lower-middle-income countries1970extreme_weather3264906.754658805.518%
Upper-middle-income countries2000landslide82385.79687558329.101562517%
Upper-middle-income countries1970all_disasters_excluding_earthquakes7823654.55570213.517%
Lower-middle-income countries2020all_disasters41520428.057807548.016%
Lower-middle-income countries2020all_disasters_excluding_earthquakes41027492.056871584.016%
Upper-middle-income countries1960all_disasters1842807.51341713.516%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature1842807.51341713.516%
Upper-middle-income countries1960flood586658.125428804.016%
Lower-middle-income countries2010earthquake1183818.251618488.516%
Upper-middle-income countries2000volcanic_activity96187.070520.101562515%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature9109826.06832220.514%
Upper-middle-income countries1970all_disasters9109886.06832280.514%
Upper-middle-income countries1970flood3505094.02674669.2513%
Lower-middle-income countries1970earthquake78042.1015625102206.29687513%
Lower-middle-income countries1950extreme_weather264500.0344545.187513%
Upper-middle-income countries1960volcanic_activity48654.537506.013%
Upper-middle-income countries1990extreme_weather14238026.011007899.013%
Lower-middle-income countries1950all_disasters277864.6875358120.013%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature277864.6875358120.013%
Lower-middle-income countries1950all_disasters_excluding_earthquakes277820.0357865.187513%
Upper-middle-income countries2010earthquake1975388.6251540718.2512%
Lower-middle-income countries1990drought2929269.253675577.511%
Upper-middle-income countries1980all_disasters_excluding_earthquakes36644532.029890594.010%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature37611596.030857770.09.9%
Upper-middle-income countries1980all_disasters37615576.030861748.09.9%
Upper-middle-income countries1930extreme_weather1500.01250.09.1%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature66330988.079109392.08.8%
Lower-middle-income countries2010all_disasters66612820.079391224.08.8%
Lower-middle-income countries2010all_disasters_excluding_earthquakes65429004.077772736.08.6%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature87223432.074432264.07.9%
Upper-middle-income countries2000extreme_weather35400172.030220940.07.9%
Upper-middle-income countries2010all_disasters88079264.075288104.07.8%
Upper-middle-income countries2010all_disasters_excluding_earthquakes86103880.073747384.07.7%
Lower-middle-income countries2010flood19538682.022694420.07.5%
Upper-middle-income countries2020earthquake3401721.752958693.07.0%
Upper-middle-income countries1980volcanic_activity59445.3007812552445.300781256.3%
Lower-middle-income countries1960extreme_weather2566653.52906871.06.2%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature46831752.052650920.05.8%
Lower-middle-income countries1990all_disasters46835176.052654344.05.8%
Lower-middle-income countries1990all_disasters_excluding_earthquakes46704496.052333748.05.7%
Upper-middle-income countries1980drought8345222.57475096.55.5%
Upper-middle-income countries1990earthquake2183907.51993991.254.5%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature79169384.086658248.04.5%
Lower-middle-income countries2000all_disasters_excluding_earthquakes78030896.085410448.04.5%
Lower-middle-income countries2000all_disasters79389072.086877944.04.5%
Upper-middle-income countries2020flood10431252.09543837.04.4%
Lower-middle-income countries1980all_disasters_excluding_earthquakes77944792.084658728.04.1%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature80006992.086720816.04.0%
Lower-middle-income countries1980all_disasters80007016.086720840.04.0%
Lower-middle-income countries2000earthquake1358176.6251467491.53.9%
Upper-middle-income countries1950extreme_weather1185327.3751105282.253.5%
Upper-middle-income countries2010flood47618004.044449508.03.4%
Lower-middle-income countries1990landslide163170.0174424.2031253.3%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature127778128.0120270448.03.0%
Upper-middle-income countries2000all_disasters_excluding_earthquakes129170808.0121772440.02.9%
Upper-middle-income countries2010volcanic_activity348965.5329496.18752.9%
Upper-middle-income countries2000all_disasters135988032.0128480344.02.8%
Lower-middle-income countries2000flood33811100.035675692.02.7%
Upper-middle-income countries2020extreme_temperature5623.285644531255332.714355468752.7%
Lower-middle-income countries1960flood2958060.53115914.52.6%
Lower-middle-income countries1970all_disasters43531240.045793844.02.5%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature43531240.045793844.02.5%
~ natural_disasters_decadal.reconstruction_costs 🟡 median anomaly score 3.1%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 14 / 34,034 (0.04%)
countryyeartypereconstruction_costs -reconstruction_costs +anomaly score
Lower-middle-income countries2020extreme_weather0928571428100%
Upper-middle-income countries2020extreme_weather9285714280100%
Upper-middle-income countries2020all_disasters_excluding_earthquakes9787142855014285790%
Lower-middle-income countries2020all_disasters_excluding_earthquakes1428571428235714285725%
Lower-middle-income countries2020all_disasters1711151857263972328521%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature1711151857263972328521%
Upper-middle-income countries2020all_disasters15264428571143358571423.1%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature15264428571143358571423.1%
Upper-middle-income countries2010earthquake4949300004944000000.05%
Upper-middle-income countries2010all_disasters5925810005920510000.04%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature5925810005920510000.04%
Lower-middle-income countries2010earthquake115000000011505300000.02%
Lower-middle-income countries2010all_disasters118931000011898400000.02%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature118931000011898400000.02%
~ natural_disasters_decadal.insured_damages_adjusted 🟡 median anomaly score 2.9%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 34 / 34,034 (0.10%)
countryyeartypeinsured_damages_adjusted -insured_damages_adjusted +anomaly score
Lower-middle-income countries1990earthquake013300600100%
Lower-middle-income countries2000extreme_weather06829600100%
Lower-middle-income countries1990flood880175001226740076%
Upper-middle-income countries1990flood8518220016093230031%
Lower-middle-income countries2010extreme_weather11041770020467640030%
Lower-middle-income countries1990all_disasters_excluding_earthquakes19590000012571050022%
Lower-middle-income countries1990all_disasters19590000013901110017%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature19590000013901110017%
Lower-middle-income countries2010all_disasters_excluding_earthquakes40527890053150220013%
Lower-middle-income countries2010all_disasters44728530057620170013%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature44728530057620170013%
Upper-middle-income countries1990all_disasters_excluding_earthquakes28574730035593680011%
Upper-middle-income countries2010extreme_weather6710636005768049007.6%
Lower-middle-income countries2010flood2419217002738863006.2%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature7335730007904619003.7%
Upper-middle-income countries1990all_disasters7341593007910482003.7%
Lower-middle-income countries2010earthquake42006400446995003.1%
Lower-middle-income countries2000all_disasters_excluding_earthquakes2321457002454551002.8%
Lower-middle-income countries2000all_disasters2506920002640014002.6%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature2506920002640014002.6%
Lower-middle-income countries1990extreme_weather1078825001134431002.5%
Upper-middle-income countries2010all_disasters_excluding_earthquakes290101140027747881002.2%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature335988750032309711002.0%
Upper-middle-income countries2010all_disasters338777850032588621001.9%
Upper-middle-income countries1990earthquake4484120004351114001.5%
Upper-middle-income countries1990extreme_weather1967216001911610001.4%
Lower-middle-income countries2000flood2321457002386255001.4%
Upper-middle-income countries2000flood3517269003452471000.93%
Upper-middle-income countries2010flood195892220019269576000.82%
Upper-middle-income countries2000all_disasters_excluding_earthquakes121022310011969137000.55%
Upper-middle-income countries2000extreme_weather6239240006170944000.55%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature122931110012160017000.54%
Upper-middle-income countries2000all_disasters146242600014491166000.46%
Upper-middle-income countries2010earthquake4867671004840740000.28%
~ natural_disasters_decadal.total_damages_per_gdp 🟡 median anomaly score 2.5%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 949 / 34,034 (2.79%) (944 revised, 1 appeared, 4 disappeared) — showing the 100 most anomalous rows
countryyeartypetotal_damages_per_gdp -total_damages_per_gdp +anomaly score
Myanmar2020earthquake1.92421925067901610.0100%
Sri Lanka2020all_disasters0.53821551799774170.0100%
Sri Lanka2020all_disasters_excluding_earthquakes0.53821551799774170.0100%
Sri Lanka2020all_disasters_excluding_extreme_temperature0.53821551799774170.0100%
Sri Lanka2020extreme_weather0.53821551799774170.0100%
Mozambique2020all_disasters0.0202875621616840360.0100%
Mozambique2020all_disasters_excluding_earthquakes0.0202875621616840360.0100%
Mozambique2020all_disasters_excluding_extreme_temperature0.0202875621616840360.0100%
Mozambique2020extreme_weather0.0202875621616840360.0100%
Turkey2020extreme_temperature0.0178874041885137560.0100%
Hong Kong2020all_disasters0.0085250856354832650.0100%
Hong Kong2020all_disasters_excluding_earthquakes0.0085250856354832650.0100%
Hong Kong2020all_disasters_excluding_extreme_temperature0.0085250856354832650.0100%
Hong Kong2020extreme_weather0.0085250856354832650.0100%
Switzerland2020all_disasters0.00684489915147423740.0100%
Switzerland2020all_disasters_excluding_earthquakes0.00684489915147423740.0100%
Switzerland2020all_disasters_excluding_extreme_temperature0.00684489915147423740.0100%
Switzerland2020flood0.00684489915147423740.0100%
South Korea2020wildfire0.0061037833802402020.0100%
Lower-middle-income countries1990extreme_temperature0.00.005403917748481035100%
Lower-middle-income countries1960volcanic_activity0.00.0012005529133602977100%
Upper-middle-income countries2020extreme_temperature0.00085212418343871830.0100%
Japan2020wildfire0.000225470852456055580.0100%
Lower-middle-income countries2020volcanic_activity0.00.00017466425197198987100%
France2020wildfire4.243723742547445e-050.0100%
Lower-middle-income countries2000volcanic_activity0.04.0107941458700225e-05100%
Lower-middle-income countries1980landslide1.2593751307576895e-050.0100%
Upper-middle-income countries1970volcanic_activity7.496950274799019e-060.0100%
Lower-middle-income countries2010volcanic_activity0.05.91753087064717e-06100%
Jamaica2020all_disasters6.30741643905639650.01809421926736831799%
Jamaica2020all_disasters_excluding_earthquakes6.30741643905639650.01809421926736831799%
Jamaica2020all_disasters_excluding_extreme_temperature6.30741643905639650.01809421926736831799%
Jamaica2020extreme_weather6.30741643905639650.01809421926736831799%
Upper-middle-income countries1960volcanic_activity0.00058205396635457876.3894017330312636e-0698%
Upper-middle-income countries1990volcanic_activity0.00091348995920270683.747219670913182e-0592%
Argentina2020flood0.0082127684727311130.000432069384260103190%
Thailand2020flood0.41038078069686890.02820863761007785887%
Thailand2020all_disasters0.435061186552047730.05715735256671905577%
Thailand2020all_disasters_excluding_earthquakes0.435061186552047730.05715735256671905577%
Thailand2020all_disasters_excluding_extreme_temperature0.435061186552047730.05715735256671905577%
Low-income countries1960earthquake0.00097281060880050060.0001844340295065194468%
Indonesia2020extreme_weather0.057353034615516660.0134849296882748662%
Myanmar2020all_disasters2.4463829994201660.609190881252288860%
Myanmar2020all_disasters_excluding_extreme_temperature2.4463829994201660.609190881252288860%
Upper-middle-income countries2020landslide7.547251880168915e-051.9363549654372036e-0559%
Lower-middle-income countries1990volcanic_activity0.0013922414509579540.00429671118035912551%
Bolivia2020flood0.011316450312733650.00393882673233747548%
Upper-middle-income countries1970extreme_weather0.022455560043454170.00864536035805940644%
Low-income countries1960all_disasters_excluding_earthquakes0.100813642144203190.2291594892740249639%
Low-income countries1960all_disasters0.101786449551582340.2294545769691467339%
Low-income countries1960all_disasters_excluding_extreme_temperature0.101786449551582340.2294545769691467339%
Indonesia2020all_disasters_excluding_earthquakes0.07413469254970550.03362292051315307638%
Indonesia2020all_disasters0.076578140258789060.03655505925416946435%
Indonesia2020all_disasters_excluding_extreme_temperature0.076578140258789060.03655505925416946435%
Lower-middle-income countries2010extreme_weather0.0387294553220272060.0802651718258857735%
United States2020wildfire0.047514032572507860.02293816953897476235%
Lower-middle-income countries2010drought0.0112826628610491750.0229993090033531234%
Lower-middle-income countries2020earthquake0.0473912693560123440.02381316758692264633%
High-income countries2020wildfire0.020258728414773940.0103935860097408332%
World2020wildfire0.0133769167587161060.0069864359684288531%
Turkey2020all_disasters_excluding_earthquakes0.033019445836544040.01765405014157295230%
Laos2020flood0.019110927358269690.01040365826338529630%
Lower-middle-income countries1960earthquake0.0268822684884071350.0146690839901566529%
Upper-middle-income countries1990extreme_temperature0.003416370600461960.001931927050463855328%
Malawi2020drought0.43551036715507510.253135323524475126%
Lower-middle-income countries2000extreme_weather0.0317253582179546360.05191574245691299424%
Lower-middle-income countries2020landslide0.00048701473861001430.000793596787843853224%
Low-income countries1960drought0.0017657998250797390.002828517463058233323%
Lower-middle-income countries1970extreme_weather0.063220009207725520.1010023951530456523%
Australia2020extreme_weather0.065144188702106480.0410654023289680523%
Low-income countries2020flood0.036629013717174530.05641507357358932521%
Low-income countries2020earthquake0.277850091457366940.420096248388290420%
Low-income countries2020all_disasters0.396455228328704830.58944755792617820%
Low-income countries2020all_disasters_excluding_extreme_temperature0.396455228328704830.58944755792617820%
Lower-middle-income countries1960extreme_weather0.037762928754091260.05568509921431541419%
Lower-middle-income countries1980extreme_weather0.055067051202058790.0809077098965644819%
Low-income countries2020extreme_weather0.0185950994491577150.0271377097815275219%
Slovakia2000flood0.0040179099887609480.002803918672725558318%
South Korea2020flood0.0145015213638544080.0101534146815538418%
Low-income countries2020all_disasters_excluding_earthquakes0.11860512942075730.1693513095378875718%
Low-income countries1960flood0.095519870519638060.1357894688844680817%
South Korea2020all_disasters0.0305301435291767120.021732393652200717%
South Korea2020all_disasters_excluding_earthquakes0.0305301435291767120.021732393652200717%
South Korea2020all_disasters_excluding_extreme_temperature0.0305301435291767120.021732393652200717%
Lower-middle-income countries1990drought0.0098252287134528160.01356721483170986216%
Slovakia2000extreme_temperature0.044429011642932890.0321776904165744816%
Slovakia1990all_disasters0.101316273212432860.0737121254205703716%
Slovakia1990all_disasters_excluding_earthquakes0.101316273212432860.0737121254205703716%
Slovakia1990all_disasters_excluding_extreme_temperature0.101316273212432860.0737121254205703716%
Slovakia1990flood0.101316273212432860.0737121254205703716%
Low-income countries2020drought0.063381016254425050.0857985317707061815%
Slovakia2000all_disasters0.13766793906688690.1019739732146263115%
Slovakia2000all_disasters_excluding_earthquakes0.13766793906688690.1019739732146263115%
Slovakia2000all_disasters_excluding_extreme_temperature0.093238927423954010.0697962865233421314%
Slovakia2000extreme_weather0.089221015572547910.066992364823818214%
Lower-middle-income countries2010all_disasters_excluding_earthquakes0.191625282168388370.2481731772422790513%
Upper-middle-income countries1970all_disasters_excluding_earthquakes0.076352007687091830.0590536184608936313%
Lower-middle-income countries2020extreme_weather0.075063467025756840.0965068340301513712%
Upper-middle-income countries1980extreme_weather0.036952469497919080.0289597027003765112%
Afghanistan2020all_disasters0.25302824378013610.3162853121757507311%
~ natural_disasters_decadal.total_dead 🟡 median anomaly score 2.2%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 182 / 34,034 (0.53%) — showing the 100 most anomalous rows
countryyeartypetotal_dead -total_dead +anomaly score
Lower-middle-income countries1910volcanic_activity0.0133.5100%
Lower-middle-income countries1960volcanic_activity0.035.79999923706055100%
Lower-middle-income countries1910earthquake0.010.0100%
Lower-middle-income countries2020volcanic_activity0.00.1428571492433548100%
Lower-middle-income countries1990volcanic_activity1.072.900001525878997%
Lower-middle-income countries1920earthquake1.200000047683715829.70000076293945392%
Upper-middle-income countries2010extreme_weather1592.199951171875281.100006103515670%
Upper-middle-income countries1990volcanic_activity88.1999969482421916.29999923706054769%
Upper-middle-income countries1900extreme_weather33.4000015258789069.39999961853027356%
Lower-middle-income countries2010extreme_weather564.29998779296881875.400024414062554%
Upper-middle-income countries1980extreme_weather1663.5999755859375570.049%
Upper-middle-income countries1960extreme_weather1421.300048828125531.900024414062546%
Lower-middle-income countries2020extreme_weather350.4285583496094923.857116699218845%
Upper-middle-income countries1990extreme_weather2458.5942.545%
Upper-middle-income countries1970extreme_weather1217.300048828125488.7000122070312543%
Upper-middle-income countries2000extreme_weather1465.699951171875614.200012207031241%
Upper-middle-income countries1990flood2738.6999511718755419.200195312533%
Lower-middle-income countries1990flood5866.100097656253185.30004882812530%
Lower-middle-income countries2000landslide234.10000610351562418.7999877929687528%
Lower-middle-income countries1910all_disasters190.0333.527%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature190.0333.527%
Lower-middle-income countries1950extreme_weather487.0854.099975585937527%
Lower-middle-income countries1910all_disasters_excluding_earthquakes190.0323.526%
Upper-middle-income countries1940extreme_weather328.5195.199996948242225%
Upper-middle-income countries2010all_disasters_excluding_earthquakes4058.8000488281252468.3999023437524%
Upper-middle-income countries2000landslide505.8999938964844321.2000122070312522%
Upper-middle-income countries2000all_disasters_excluding_earthquakes4077.02771.6000976562519%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature5176.600097656253541.1000976562519%
Lower-middle-income countries1980extreme_weather2405.53499.1000976562519%
Upper-middle-income countries2010all_disasters5359.79980468753724.30004882812518%
Upper-middle-income countries1950volcanic_activity192.10000610351562133.699996948242218%
Lower-middle-income countries1970earthquake1512.1999511718752115.1000976562517%
Upper-middle-income countries1950extreme_weather1312.0944.900024414062516%
Lower-middle-income countries2010all_disasters_excluding_earthquakes4109.29980468755697.516%
Lower-middle-income countries1980landslide153.6999969482422212.3999938964843816%
Lower-middle-income countries2000earthquake11218.014759.40039062514%
Lower-middle-income countries1950all_disasters_excluding_earthquakes1504.09997558593751929.599975585937512%
Upper-middle-income countries1970all_disasters_excluding_earthquakes4007.53154.69995117187512%
Upper-middle-income countries1910volcanic_activity633.5500.012%
Lower-middle-income countries1900extreme_weather92.19999694824219116.1999969482421912%
Upper-middle-income countries2020extreme_weather2890.1428222656252316.7143554687511%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature5281.100097656256557.8999023437511%
Lower-middle-income countries1980all_disasters_excluding_earthquakes5314.899902343756589.8999023437511%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature1927.90002441406252384.69995117187511%
Lower-middle-income countries1980all_disasters5510.56787.299804687510%
Lower-middle-income countries1950all_disasters2044.09997558593752500.8999023437510%
Upper-middle-income countries1980all_disasters_excluding_earthquakes7181.399902343755906.399902343759.7%
Lower-middle-income countries2010landslide170.1999969482422204.899993896484389.3%
Lower-middle-income countries1950volcanic_activity300.0358.39999389648448.9%
Lower-middle-income countries1990landslide258.29998779296875304.39999389648448.2%
Upper-middle-income countries2010flood1618.3000488281251373.6999511718758.2%
Upper-middle-income countries2000flood1852.09997558593751582.90002441406257.8%
Upper-middle-income countries1990all_disasters_excluding_earthquakes6182.899902343757226.899902343757.8%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature29116.40039062533958.57.7%
Lower-middle-income countries2020all_disasters_excluding_earthquakes3795.285644531254419.42871093757.6%
Lower-middle-income countries2000all_disasters29806.034648.10156257.5%
Lower-middle-income countries1990earthquake1506.8000488281251749.1999511718757.4%
Upper-middle-income countries1930extreme_weather955.2000122070312826.70001220703127.2%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature37784.032937.199218756.9%
Upper-middle-income countries2020all_disasters_excluding_earthquakes4903.856933593754278.143066406256.8%
Upper-middle-income countries2000all_disasters38003.533156.699218756.8%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature4939.05579.42871093756.1%
Upper-middle-income countries1980landslide513.0454.299987792968756.1%
Upper-middle-income countries1960volcanic_activity313.6000061035156277.799987792968756.1%
Lower-middle-income countries2020all_disasters5171.285644531255811.714355468755.8%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature12223.40039062510946.5996093755.5%
Upper-middle-income countries2000earthquake33926.530385.0996093755.5%
Upper-middle-income countries1980all_disasters12248.90039062510972.0996093755.5%
Upper-middle-income countries1990landslide465.3999938964844419.299987792968755.2%
Lower-middle-income countries1990drought7.9000000953674328.6999998092651374.8%
Lower-middle-income countries2000flood2640.399902343752904.899902343754.8%
Lower-middle-income countries2010flood2666.6999511718752909.100097656254.3%
Lower-middle-income countries1990extreme_weather18179.09960937519695.0996093754.0%
Lower-middle-income countries1960extreme_weather11277.09960937512166.53.8%
Upper-middle-income countries2010landslide523.2000122070312488.53.4%
Lower-middle-income countries2000all_disasters_excluding_earthquakes18588.019888.699218753.4%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature26707.8007812528341.0996093753.0%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature13142.59960937513945.70019531253.0%
Upper-middle-income countries1990all_disasters13255.59960937514057.20019531252.9%
Lower-middle-income countries1920all_disasters476.70001220703125505.200012207031252.9%
Lower-middle-income countries1920all_disasters_excluding_extreme_temperature476.70001220703125505.200012207031252.9%
Upper-middle-income countries2020landslide212.85714721679688200.857147216796882.9%
Lower-middle-income countries2010all_disasters27402.1992187529035.52.9%
Lower-middle-income countries1950earthquake540.0571.29998779296882.8%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature11860.428710937511218.42871093752.8%
Lower-middle-income countries2000extreme_weather14982.515834.02.8%
Lower-middle-income countries1980flood2266.8000488281252389.52.6%
Upper-middle-income countries2020all_disasters12663.428710937512021.42871093752.6%
Upper-middle-income countries1980flood2544.600097656252421.899902343752.5%
Upper-middle-income countries1970flood2455.1999511718752338.600097656252.4%
Upper-middle-income countries2020flood942.1428833007812902.02.2%
Lower-middle-income countries1990all_disasters_excluding_earthquakes24881.6992187523837.4003906252.1%
Lower-middle-income countries1960flood2355.02441.100097656251.8%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature40164.041619.699218751.8%
Lower-middle-income countries1970all_disasters40253.541709.199218751.8%
Upper-middle-income countries2010earthquake1301.01255.90002441406251.8%
Lower-middle-income countries2020landslide334.4285583496094346.42855834960941.8%
Upper-middle-income countries1990earthquake7072.70019531256830.29980468751.7%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature45357.1992187543901.51.6%
Upper-middle-income countries1970all_disasters45379.8007812543924.10156251.6%
~ natural_disasters_decadal.n_events_per_100k_people 🟡 median anomaly score 1.7%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 1,650 / 34,034 (4.85%) — showing the 100 most anomalous rows
countryyeartypen_events_per_100k_people -n_events_per_100k_people +anomaly score
Tokelau1910all_disasters0.015.552099227905273100%
Tokelau1910all_disasters_excluding_earthquakes0.015.552099227905273100%
Tokelau1910all_disasters_excluding_extreme_temperature0.015.552099227905273100%
Tokelau1910extreme_weather0.015.552099227905273100%
Tokelau1920all_disasters0.013.986014366149902100%
Tokelau1920all_disasters_excluding_earthquakes0.013.986014366149902100%
Tokelau1920all_disasters_excluding_extreme_temperature0.013.986014366149902100%
Tokelau1920extreme_weather0.013.986014366149902100%
Anguilla1910all_disasters0.02.3866348266601562100%
Anguilla1910all_disasters_excluding_earthquakes0.02.3866348266601562100%
Anguilla1910all_disasters_excluding_extreme_temperature0.02.3866348266601562100%
Anguilla1910drought0.02.3866348266601562100%
Cook Islands1940all_disasters0.02.2263975143432617100%
Cook Islands1940all_disasters_excluding_earthquakes0.02.2263975143432617100%
Cook Islands1940all_disasters_excluding_extreme_temperature0.02.2263975143432617100%
Cook Islands1940extreme_weather0.02.2263975143432617100%
Cayman Islands1900all_disasters0.01.9425019025802612100%
Cayman Islands1900all_disasters_excluding_earthquakes0.01.9425019025802612100%
Cayman Islands1900all_disasters_excluding_extreme_temperature0.01.9425019025802612100%
Cayman Islands1900extreme_weather0.01.9425019025802612100%
Cayman Islands1930all_disasters0.01.6066838502883911100%
Cayman Islands1930all_disasters_excluding_earthquakes0.01.6066838502883911100%
Cayman Islands1930all_disasters_excluding_extreme_temperature0.01.6066838502883911100%
Cayman Islands1930extreme_weather0.01.6066838502883911100%
Montserrat1920all_disasters0.00.8275405764579773100%
Montserrat1920all_disasters_excluding_earthquakes0.00.8275405764579773100%
Montserrat1920all_disasters_excluding_extreme_temperature0.00.8275405764579773100%
Montserrat1920extreme_weather0.00.8275405764579773100%
United States Virgin Islands1930all_disasters0.00.4430660307407379100%
United States Virgin Islands1930all_disasters_excluding_earthquakes0.00.4430660307407379100%
United States Virgin Islands1930all_disasters_excluding_extreme_temperature0.00.4430660307407379100%
United States Virgin Islands1930extreme_weather0.00.4430660307407379100%
Bermuda1940all_disasters0.00.2756567597389221100%
Bermuda1940all_disasters_excluding_earthquakes0.00.2756567597389221100%
Bermuda1940all_disasters_excluding_extreme_temperature0.00.2756567597389221100%
Bermuda1940extreme_weather0.00.2756567597389221100%
New Caledonia1930all_disasters0.00.17980436980724335100%
New Caledonia1930all_disasters_excluding_earthquakes0.00.17980436980724335100%
New Caledonia1930all_disasters_excluding_extreme_temperature0.00.17980436980724335100%
New Caledonia1930extreme_weather0.00.17980436980724335100%
New Caledonia1940all_disasters0.00.16046728193759918100%
New Caledonia1940all_disasters_excluding_earthquakes0.00.16046728193759918100%
New Caledonia1940all_disasters_excluding_extreme_temperature0.00.16046728193759918100%
New Caledonia1940extreme_weather0.00.16046728193759918100%
Martinique1900all_disasters0.00.10989011079072952100%
Martinique1900all_disasters_excluding_earthquakes0.00.10989011079072952100%
Martinique1900all_disasters_excluding_extreme_temperature0.00.10989011079072952100%
Guadeloupe1920all_disasters0.00.06281209737062454100%
Guadeloupe1920all_disasters_excluding_earthquakes0.00.06281209737062454100%
Guadeloupe1920all_disasters_excluding_extreme_temperature0.00.06281209737062454100%
Guadeloupe1920extreme_weather0.00.06281209737062454100%
Martinique1900extreme_weather0.00.05494505539536476100%
Martinique1900volcanic_activity0.00.05494505539536476100%
Reunion1940all_disasters0.00.0409950315952301100%
Reunion1940all_disasters_excluding_earthquakes0.00.0409950315952301100%
Reunion1940all_disasters_excluding_extreme_temperature0.00.0409950315952301100%
Reunion1940extreme_weather0.00.0409950315952301100%
Yemen People's Republic1980all_disasters0.0190860945731401440.0100%
Yemen People's Republic1980all_disasters_excluding_earthquakes0.0190860945731401440.0100%
Yemen People's Republic1980all_disasters_excluding_extreme_temperature0.0190860945731401440.0100%
Yemen People's Republic1980flood0.0190860945731401440.0100%
Puerto Rico1920all_disasters0.00.013656468130648136100%
Puerto Rico1920all_disasters_excluding_earthquakes0.00.013656468130648136100%
Puerto Rico1920all_disasters_excluding_extreme_temperature0.00.013656468130648136100%
Puerto Rico1920extreme_weather0.00.013656468130648136100%
Yemen People's Republic1970all_disasters0.0120326736941933630.0100%
Yemen People's Republic1970all_disasters_excluding_earthquakes0.0120326736941933630.0100%
Yemen People's Republic1970all_disasters_excluding_extreme_temperature0.0120326736941933630.0100%
Yemen Arab Republic1970all_disasters0.0095792645588517190.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes0.0095792645588517190.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature0.0095792645588517190.0100%
Puerto Rico1910all_disasters0.00.007935922592878342100%
Puerto Rico1910all_disasters_excluding_extreme_temperature0.00.007935922592878342100%
Puerto Rico1910earthquake0.00.007935922592878342100%
Yemen People's Republic1970flood0.0063411542214453220.0100%
Puerto Rico1930all_disasters0.00.006236268673092127100%
Puerto Rico1930all_disasters_excluding_earthquakes0.00.006236268673092127100%
Puerto Rico1930all_disasters_excluding_extreme_temperature0.00.006236268673092127100%
Puerto Rico1930extreme_weather0.00.006236268673092127100%
Yemen Arab Republic1970drought0.0057926778681576250.0100%
Yemen People's Republic1970drought0.0056915194727480410.0100%
Yemen Arab Republic1970flood0.00378658622503280640.0100%
Yemen Arab Republic1980all_disasters0.0025086298119276760.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature0.0025086298119276760.0100%
Yemen Arab Republic1980earthquake0.00142450141720473770.0100%
Yemen Arab Republic1980all_disasters_excluding_earthquakes0.00108412839472293850.0100%
Yemen Arab Republic1980flood0.00108412839472293850.0100%
Yugoslavia1940all_disasters0.00.0006318514933809638100%
Yugoslavia1940all_disasters_excluding_extreme_temperature0.00.0006318514933809638100%
Yugoslavia1940earthquake0.00.0006318514933809638100%
Lower-middle-income countries1910volcanic_activity0.02.2596832423005253e-05100%
Lower-middle-income countries1910earthquake0.02.2102220100350678e-05100%
Lower-middle-income countries2020volcanic_activity5.107003744342364e-063.73081820725929e-0576%
Lower-middle-income countries1960volcanic_activity1.3170300917408895e-054.279137647245079e-0553%
Lower-middle-income countries1920earthquake2.0320369003457017e-056.19788042968139e-0551%
Anguilla1920all_disasters3.4119212627410899.48769187927246147%
Anguilla1920all_disasters_excluding_earthquakes3.4119212627410899.48769187927246147%
Anguilla1920all_disasters_excluding_extreme_temperature3.4119212627410899.48769187927246147%
Anguilla1920drought3.4119212627410899.48769187927246147%
Upper-middle-income countries1970extreme_weather0.00061311409808695320.0003031643282156437634%
~ natural_disasters_decadal.reconstruction_costs_per_gdp 🟡 median anomaly score 1.7%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 138 / 34,034 (0.41%) (133 revised, 1 appeared, 4 disappeared) — showing the 100 most anomalous rows
countryyeartypereconstruction_costs_per_gdp -reconstruction_costs_per_gdp +anomaly score
Sri Lanka2020all_disasters0.85326850414276120.0100%
Sri Lanka2020all_disasters_excluding_earthquakes0.85326850414276120.0100%
Sri Lanka2020all_disasters_excluding_extreme_temperature0.85326850414276120.0100%
Sri Lanka2020extreme_weather0.85326850414276120.0100%
Upper-middle-income countries2020extreme_weather0.00323097081854939460.0100%
Upper-middle-income countries2020all_disasters_excluding_earthquakes0.00343319145031273370.000250447163125500186%
World2020extreme_weather0.00102099985815584660.000127485385746695178%
Low-income countries2020earthquake0.44304662942886350.681959509849548321%
Low-income countries2020all_disasters0.4664083719253540.717919051647186321%
Low-income countries2020all_disasters_excluding_extreme_temperature0.4664083719253540.717919051647186321%
Low-income countries2020extreme_weather0.0203681699931621550.0313517041504383121%
Low-income countries2020all_disasters_excluding_earthquakes0.0233617294579744340.0359595380723476421%
Low-income countries2020flood0.00299355830065906050.0046078343875706221%
World2020all_disasters_excluding_earthquakes0.00271543767303228380.00217298301868140711%
Upper-middle-income countries2020earthquake0.053864199668169020.0668018832802772511%
Upper-middle-income countries2020flood0.000202220675419084730.000250447163125500111%
High-income countries2020all_disasters0.00279397191479802130.00338165834546089179.5%
High-income countries2020all_disasters_excluding_extreme_temperature0.00279397191479802130.00338165834546089179.5%
High-income countries2020earthquake0.00279397191479802130.00338165834546089179.5%
World2020flood0.00169443769846111540.00204549753107130539.4%
World2020earthquake0.0199804566800594330.0241128932684659969.4%
European Union (27)2020all_disasters0.0101586300879716870.0121903587132692349.1%
European Union (27)2020all_disasters_excluding_extreme_temperature0.0101586300879716870.0121903587132692349.1%
Pakistan2020all_disasters0.44457450509071350.53348940610885629.1%
Pakistan2020all_disasters_excluding_earthquakes0.44457450509071350.53348940610885629.1%
Pakistan2020all_disasters_excluding_extreme_temperature0.44457450509071350.53348940610885629.1%
Malawi2020all_disasters0.84856933355331421.01828312873840339.1%
Malawi2020all_disasters_excluding_earthquakes0.84856933355331421.01828312873840339.1%
Malawi2020all_disasters_excluding_extreme_temperature0.84856933355331421.01828312873840339.1%
Malawi2020extreme_weather0.84856933355331421.01828312873840339.1%
Brazil2020all_disasters0.00337348575703799720.0040481830947101129.1%
Brazil2020all_disasters_excluding_earthquakes0.00337348575703799720.0040481830947101129.1%
Brazil2020all_disasters_excluding_extreme_temperature0.00337348575703799720.0040481830947101129.1%
Croatia2020all_disasters2.71739959716796883.2608783245086679.1%
Croatia2020all_disasters_excluding_extreme_temperature2.71739959716796883.2608783245086679.1%
Upper-middle-income countries2020all_disasters0.057297389954328540.067052334547042857.8%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature0.057297389954328540.067052334547042857.8%
Pakistan2020flood0.3810638487339020.44457450509071357.7%
Turkey2020all_disasters1.25176811218261721.460396170616157.7%
Turkey2020all_disasters_excluding_extreme_temperature1.25176811218261721.460396170616157.7%
Turkey2020earthquake1.25176811218261721.460396170616157.7%
Brazil2020flood0.00289155915379524230.00337348575703799727.7%
World2020all_disasters0.022695895284414290.026285877451300627.3%
World2020all_disasters_excluding_extreme_temperature0.022695895284414290.026285877451300627.3%
Haiti2020all_disasters1.3615067005157471.57405972480773937.2%
Haiti2020all_disasters_excluding_extreme_temperature1.3615067005157471.57405972480773937.2%
Lower-middle-income countries2010all_disasters_excluding_earthquakes0.00076322798850014810.00068122841184958825.7%
Lower-middle-income countries2010flood0.00076322798850014810.00068122841184958825.7%
Low-income countries1990all_disasters0.00153322203550487760.0016501797363162043.7%
Low-income countries1990all_disasters_excluding_earthquakes0.00153322203550487760.0016501797363162043.7%
Low-income countries1990all_disasters_excluding_extreme_temperature0.00153322203550487760.0016501797363162043.7%
Low-income countries1990extreme_weather0.00153322203550487760.0016501797363162043.7%
Lower-middle-income countries2020earthquake0.0052358321845531460.00555271562188863752.9%
Lower-middle-income countries2020all_disasters0.0302963647991418840.031906776130199432.6%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature0.0302963647991418840.031906776130199432.6%
Low-income countries2000all_disasters0.000209615594940260050.00022073549916967752.6%
Low-income countries2000all_disasters_excluding_earthquakes0.000209615594940260050.00022073549916967752.6%
Low-income countries2000all_disasters_excluding_extreme_temperature0.000209615594940260050.00022073549916967752.6%
Low-income countries2000flood0.000209615594940260050.00022073549916967752.6%
Lower-middle-income countries2020all_disasters_excluding_earthquakes0.0250605326145887370.026354059576988222.5%
Lower-middle-income countries2020flood0.0250605326145887370.026354059576988222.5%
Lower-middle-income countries2000flood8.25386741780676e-057.926335820229724e-052.0%
Upper-middle-income countries1990earthquake0.08469426631927490.087629444897174841.7%
Upper-middle-income countries1990all_disasters0.085219629108905790.088172815740108491.7%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature0.085219629108905790.088172815740108491.7%
Upper-middle-income countries1990flood7.259508947754512e-067.5110951911483426e-061.7%
Upper-middle-income countries1990all_disasters_excluding_earthquakes0.00052535836584866050.00054336764151230451.7%
Upper-middle-income countries1990extreme_weather0.00051809882279485460.00053585658315569161.7%
Upper-middle-income countries2010earthquake0.00226751132868230340.0023434821050614121.6%
Rwanda2020all_disasters0.096482716500759120.099678978323936461.6%
Rwanda2020all_disasters_excluding_earthquakes0.096482716500759120.099678978323936461.6%
Rwanda2020all_disasters_excluding_extreme_temperature0.096482716500759120.099678978323936461.6%
Rwanda2020flood0.096482716500759120.099678978323936461.6%
Upper-middle-income countries2010all_disasters0.00291216769255697730.0030076450202614071.6%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature0.00291216769255697730.0030076450202614071.6%
Upper-middle-income countries2010flood7.339670560213563e-077.564995598841051e-071.5%
Upper-middle-income countries2010all_disasters_excluding_earthquakes0.00064465642208233480.00066416285699233411.5%
Upper-middle-income countries2010extreme_weather0.00064392248168587680.00066340639023110271.5%
Upper-middle-income countries2000all_disasters_excluding_earthquakes0.00058439437998458740.00060124468291178351.4%
Upper-middle-income countries2000flood0.00058439437998458740.00060124468291178351.4%
Lower-middle-income countries2000earthquake0.0279919747263193130.027207555249333381.4%
Upper-middle-income countries2000all_disasters0.0086148977279663090.0088622262701392171.4%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature0.0086148977279663090.0088622262701392171.4%
Upper-middle-income countries2000earthquake0.0080305030569434170.0082609811797738081.4%
Lower-middle-income countries2000all_disasters0.028754724189639090.0279548671096563341.4%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature0.028754724189639090.0279548671096563341.4%
Lower-middle-income countries2000all_disasters_excluding_earthquakes0.00076274992898106580.0007473113364540041.0%
Lower-middle-income countries2000extreme_weather0.00068021123297512530.00066804792732000350.90%
Switzerland2000all_disasters0.018727427348494530.0190061852335929870.74%
Switzerland2000all_disasters_excluding_earthquakes0.018727427348494530.0190061852335929870.74%
Switzerland2000all_disasters_excluding_extreme_temperature0.018727427348494530.0190061852335929870.74%
Switzerland2000flood0.018727427348494530.0190061852335929870.74%
Lower-middle-income countries2010all_disasters0.031305130571126940.0309278517961502080.61%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature0.031305130571126940.0309278517961502080.61%
Lower-middle-income countries2010earthquake0.0305419005453586580.030246622860431670.49%
Haiti2020earthquake1.3615067005157471.3491940498352050.45%
High-income countries2010wildfire0.000119535325211472810.000120132892334368080.25%
High-income countries2010extreme_weather3.718050356837921e-053.736637518159114e-050.25%
World2010wildfire7.830948743503541e-057.856879528844729e-050.17%
High-income countries2010all_disasters_excluding_earthquakes0.00045932634384371340.000460578885395079850.14%
~ natural_disasters_decadal.population 🟡 median anomaly score 1.6%changed metadatachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
~ Changed values: 1,702 / 34,034 (5.00%) — showing the 100 most anomalous rows
countryyeartypepopulation -population +anomaly score
Lower-middle-income countries1910earthquake0.045244324.0100%
Lower-middle-income countries1910volcanic_activity0.044253988.0100%
Yemen Arab Republic1970all_disasters2619700.00.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes2619700.00.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature2619700.00.0100%
Yemen Arab Republic1980all_disasters1624400.00.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature1624400.00.0100%
Yugoslavia1940all_disasters0.01582650.25100%
Yugoslavia1940all_disasters_excluding_extreme_temperature0.01582650.25100%
Yugoslavia1940earthquake0.01582650.25100%
Yemen Arab Republic1970drought1562700.00.0100%
Yemen Arab Republic1970flood1057000.00.0100%
Yemen Arab Republic1980all_disasters_excluding_earthquakes922400.00.0100%
Yemen Arab Republic1980flood922400.00.0100%
Yemen Arab Republic1980earthquake702000.00.0100%
Yemen People's Republic1980all_disasters653800.00.0100%
Yemen People's Republic1980all_disasters_excluding_earthquakes653800.00.0100%
Yemen People's Republic1980all_disasters_excluding_extreme_temperature653800.00.0100%
Yemen People's Republic1980flood653800.00.0100%
Yemen People's Republic1970all_disasters333400.00.0100%
Yemen People's Republic1970all_disasters_excluding_earthquakes333400.00.0100%
Yemen People's Republic1970all_disasters_excluding_extreme_temperature333400.00.0100%
Puerto Rico1920all_disasters0.0292986.8125100%
Puerto Rico1920all_disasters_excluding_earthquakes0.0292986.8125100%
Puerto Rico1920all_disasters_excluding_extreme_temperature0.0292986.8125100%
Puerto Rico1920extreme_weather0.0292986.8125100%
Yemen People's Republic1970drought175700.00.0100%
Puerto Rico1930all_disasters0.0160352.296875100%
Puerto Rico1930all_disasters_excluding_earthquakes0.0160352.296875100%
Puerto Rico1930all_disasters_excluding_extreme_temperature0.0160352.296875100%
Puerto Rico1930extreme_weather0.0160352.296875100%
Yemen People's Republic1970flood157700.00.0100%
Puerto Rico1910all_disasters0.0126009.296875100%
Puerto Rico1910all_disasters_excluding_extreme_temperature0.0126009.296875100%
Puerto Rico1910earthquake0.0126009.296875100%
Martinique1900all_disasters0.036400.0100%
Martinique1900all_disasters_excluding_earthquakes0.036400.0100%
Martinique1900all_disasters_excluding_extreme_temperature0.036400.0100%
Reunion1940all_disasters0.024393.19921875100%
Reunion1940all_disasters_excluding_earthquakes0.024393.19921875100%
Reunion1940all_disasters_excluding_extreme_temperature0.024393.19921875100%
Reunion1940extreme_weather0.024393.19921875100%
Martinique1900extreme_weather0.018200.0100%
Martinique1900volcanic_activity0.018200.0100%
Guadeloupe1920all_disasters0.015920.5100%
Guadeloupe1920all_disasters_excluding_earthquakes0.015920.5100%
Guadeloupe1920all_disasters_excluding_extreme_temperature0.015920.5100%
Guadeloupe1920extreme_weather0.015920.5100%
New Caledonia1940all_disasters0.06231.7998046875100%
New Caledonia1940all_disasters_excluding_earthquakes0.06231.7998046875100%
New Caledonia1940all_disasters_excluding_extreme_temperature0.06231.7998046875100%
New Caledonia1940extreme_weather0.06231.7998046875100%
New Caledonia1930all_disasters0.05561.60009765625100%
New Caledonia1930all_disasters_excluding_earthquakes0.05561.60009765625100%
New Caledonia1930all_disasters_excluding_extreme_temperature0.05561.60009765625100%
New Caledonia1930extreme_weather0.05561.60009765625100%
Cook Islands1940all_disasters0.04044.800048828125100%
Cook Islands1940all_disasters_excluding_earthquakes0.04044.800048828125100%
Cook Islands1940all_disasters_excluding_extreme_temperature0.04044.800048828125100%
Cook Islands1940extreme_weather0.04044.800048828125100%
Bermuda1940all_disasters0.03627.699951171875100%
Bermuda1940all_disasters_excluding_earthquakes0.03627.699951171875100%
Bermuda1940all_disasters_excluding_extreme_temperature0.03627.699951171875100%
Bermuda1940extreme_weather0.03627.699951171875100%
United States Virgin Islands1930all_disasters0.02257.0100%
United States Virgin Islands1930all_disasters_excluding_earthquakes0.02257.0100%
United States Virgin Islands1930all_disasters_excluding_extreme_temperature0.02257.0100%
United States Virgin Islands1930extreme_weather0.02257.0100%
Montserrat1920all_disasters0.01208.4000244140625100%
Montserrat1920all_disasters_excluding_earthquakes0.01208.4000244140625100%
Montserrat1920all_disasters_excluding_extreme_temperature0.01208.4000244140625100%
Montserrat1920extreme_weather0.01208.4000244140625100%
Cayman Islands1930all_disasters0.0622.4000244140625100%
Cayman Islands1930all_disasters_excluding_earthquakes0.0622.4000244140625100%
Cayman Islands1930all_disasters_excluding_extreme_temperature0.0622.4000244140625100%
Cayman Islands1930extreme_weather0.0622.4000244140625100%
Cayman Islands1900all_disasters0.0514.7999877929688100%
Cayman Islands1900all_disasters_excluding_earthquakes0.0514.7999877929688100%
Cayman Islands1900all_disasters_excluding_extreme_temperature0.0514.7999877929688100%
Cayman Islands1900extreme_weather0.0514.7999877929688100%
Anguilla1910all_disasters0.0419.0100%
Anguilla1910all_disasters_excluding_earthquakes0.0419.0100%
Anguilla1910all_disasters_excluding_extreme_temperature0.0419.0100%
Anguilla1910drought0.0419.0100%
Tokelau1920all_disasters0.071.5100%
Tokelau1920all_disasters_excluding_earthquakes0.071.5100%
Tokelau1920all_disasters_excluding_extreme_temperature0.071.5100%
Tokelau1920extreme_weather0.071.5100%
Tokelau1910all_disasters0.064.30000305175781100%
Tokelau1910all_disasters_excluding_earthquakes0.064.30000305175781100%
Tokelau1910all_disasters_excluding_extreme_temperature0.064.30000305175781100%
Tokelau1910extreme_weather0.064.30000305175781100%
Lower-middle-income countries2020volcanic_activity399611296.02626795008.074%
Lower-middle-income countries1960volcanic_activity75928408.0376612800.066%
Lower-middle-income countries1920earthquake49211704.0145223376.049%
Anguilla1920all_disasters598.14288330078121686.400024414062548%
Anguilla1920all_disasters_excluding_earthquakes598.14288330078121686.400024414062548%
Anguilla1920all_disasters_excluding_extreme_temperature598.14288330078121686.400024414062548%
Anguilla1920drought598.14288330078121686.400024414062548%
Lower-middle-income countries1970volcanic_activity213257856.0478152160.038%
~ natural_disasters_decadal.total_dead_per_100k_people 🟡 median anomaly score 1.5%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 1,488 / 34,034 (4.37%) — showing the 100 most anomalous rows
countryyeartypetotal_dead_per_100k_people -total_dead_per_100k_people +anomaly score
Martinique1900all_disasters0.01648.791259765625100%
Martinique1900all_disasters_excluding_earthquakes0.01648.791259765625100%
Martinique1900all_disasters_excluding_extreme_temperature0.01648.791259765625100%
Martinique1900volcanic_activity0.01648.3516845703125100%
Cayman Islands1930all_disasters0.0176.73521423339844100%
Cayman Islands1930all_disasters_excluding_earthquakes0.0176.73521423339844100%
Cayman Islands1930all_disasters_excluding_extreme_temperature0.0176.73521423339844100%
Cayman Islands1930extreme_weather0.0176.73521423339844100%
Guadeloupe1920all_disasters0.0125.62419891357422100%
Guadeloupe1920all_disasters_excluding_earthquakes0.0125.62419891357422100%
Guadeloupe1920all_disasters_excluding_extreme_temperature0.0125.62419891357422100%
Guadeloupe1920extreme_weather0.0125.62419891357422100%
Reunion1940all_disasters0.06.7641801834106445100%
Reunion1940all_disasters_excluding_earthquakes0.06.7641801834106445100%
Reunion1940all_disasters_excluding_extreme_temperature0.06.7641801834106445100%
Reunion1940extreme_weather0.06.7641801834106445100%
United States Virgin Islands1930all_disasters0.06.645990371704102100%
United States Virgin Islands1930all_disasters_excluding_earthquakes0.06.645990371704102100%
United States Virgin Islands1930all_disasters_excluding_extreme_temperature0.06.645990371704102100%
United States Virgin Islands1930extreme_weather0.06.645990371704102100%
Yemen People's Republic1980all_disasters2.4882628917694090.0100%
Yemen People's Republic1980all_disasters_excluding_earthquakes2.4882628917694090.0100%
Yemen People's Republic1980all_disasters_excluding_extreme_temperature2.4882628917694090.0100%
Yemen People's Republic1980flood2.4882628917694090.0100%
Yemen Arab Republic1980all_disasters2.1879205703735350.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature2.1879205703735350.0100%
Puerto Rico1920all_disasters0.02.1871371269226074100%
Puerto Rico1920all_disasters_excluding_earthquakes0.02.1871371269226074100%
Puerto Rico1920all_disasters_excluding_extreme_temperature0.02.1871371269226074100%
Puerto Rico1920extreme_weather0.02.1871371269226074100%
Yemen Arab Republic1980earthquake2.1467237472534180.0100%
Puerto Rico1930all_disasters0.01.6027209758758545100%
Puerto Rico1930all_disasters_excluding_earthquakes0.01.6027209758758545100%
Puerto Rico1930all_disasters_excluding_extreme_temperature0.01.6027209758758545100%
Puerto Rico1930extreme_weather0.01.6027209758758545100%
Puerto Rico1910all_disasters0.00.920566976070404100%
Puerto Rico1910all_disasters_excluding_extreme_temperature0.00.920566976070404100%
Puerto Rico1910earthquake0.00.920566976070404100%
New Caledonia1930all_disasters0.00.5394130945205688100%
New Caledonia1930all_disasters_excluding_earthquakes0.00.5394130945205688100%
New Caledonia1930all_disasters_excluding_extreme_temperature0.00.5394130945205688100%
New Caledonia1930extreme_weather0.00.5394130945205688100%
Martinique1900extreme_weather0.00.4395604431629181100%
New Caledonia1940all_disasters0.00.32093456387519836100%
New Caledonia1940all_disasters_excluding_earthquakes0.00.32093456387519836100%
New Caledonia1940all_disasters_excluding_extreme_temperature0.00.32093456387519836100%
New Caledonia1940extreme_weather0.00.32093456387519836100%
Yemen Arab Republic1970all_disasters0.212421402335166930.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes0.212421402335166930.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature0.212421402335166930.0100%
Yemen Arab Republic1970flood0.212421402335166930.0100%
Yemen Arab Republic1980all_disasters_excluding_earthquakes0.0411968789994716640.0100%
Yemen Arab Republic1980flood0.0411968789994716640.0100%
Lower-middle-income countries1910volcanic_activity0.00.03016677126288414100%
Yugoslavia1940all_disasters0.00.012005179189145565100%
Yugoslavia1940all_disasters_excluding_extreme_temperature0.00.012005179189145565100%
Yugoslavia1940earthquake0.00.012005179189145565100%
Lower-middle-income countries1960volcanic_activity0.00.003854324808344245100%
Lower-middle-income countries1910earthquake0.00.002210221951827407100%
Lower-middle-income countries2020volcanic_activity0.04.8112265176314395e-06100%
Lower-middle-income countries1990volcanic_activity5.679102105204947e-050.00413514208048582197%
Lower-middle-income countries1920earthquake0.00024384442076552660.00607715733349323392%
Upper-middle-income countries2010extreme_weather0.055239144712686540.01037138979882001968%
Upper-middle-income countries1990volcanic_activity0.0038054836913943290.000729688268620520868%
Upper-middle-income countries1900extreme_weather0.0053000100888311860.00149487494491040756%
Lower-middle-income countries2010extreme_weather0.021682595834136010.0692118555307388352%
Upper-middle-income countries1980extreme_weather0.080501809716224670.02890467084944248247%
Upper-middle-income countries1960extreme_weather0.108799353241920470.0434005074203014443%
Upper-middle-income countries1990extreme_weather0.102824717760086060.0414398498833179543%
Upper-middle-income countries1970extreme_weather0.07326833903789520.0298804417252540642%
Lower-middle-income countries2020extreme_weather0.0122492620721459390.02996381744742393542%
Upper-middle-income countries2000extreme_weather0.0546280778944492340.02449506148695945738%
Upper-middle-income countries1990flood0.112979240715503690.2323478013277053835%
Lower-middle-income countries1990flood0.317061752080917360.1669298112392425531%
Papua New Guinea1930all_disasters6.1647548675537113.442092657089233428%
Papua New Guinea1930all_disasters_excluding_earthquakes6.1647548675537113.442092657089233428%
Papua New Guinea1930all_disasters_excluding_extreme_temperature6.1647548675537113.442092657089233428%
Papua New Guinea1930volcanic_activity6.1647548675537113.442092657089233428%
Lower-middle-income countries1910all_disasters0.0416561923921108250.074252888560295128%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.0416561923921108250.074252888560295128%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.0416561923921108250.0720426663756370527%
Lower-middle-income countries2000landslide0.0110278902575373650.01824768632650375425%
Lower-middle-income countries1950extreme_weather0.073865927755832670.12188528478145625%
Upper-middle-income countries1940extreme_weather0.0346523113548755650.0213161669671535524%
Upper-middle-income countries2010all_disasters_excluding_earthquakes0.140865370631217960.0918205007910728521%
Upper-middle-income countries2000landslide0.019017225131392480.01289161946624517419%
Upper-middle-income countries2000all_disasters_excluding_earthquakes0.152962535619735720.1111591681838035616%
Upper-middle-income countries1950volcanic_activity0.019309291616082190.01409894041717052516%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature0.179089441895484920.1311557888984680215%
Upper-middle-income countries1950extreme_weather0.119258470833301540.0881448835134506215%
Jordan1920all_disasters12.10041522979736316.3096389770507815%
Jordan1920all_disasters_excluding_extreme_temperature12.10041522979736316.3096389770507815%
Jordan1920earthquake12.10041522979736316.3096389770507815%
Lower-middle-income countries1980extreme_weather0.172888427972793580.2327837944030761715%
Upper-middle-income countries2010all_disasters0.185474365949630740.1379960030317306515%
Guatemala1900all_disasters65.6896438598632848.8962745666503915%
Guatemala1900all_disasters_excluding_extreme_temperature65.6896438598632848.8962745666503915%
Guatemala1900all_disasters_excluding_earthquakes51.0919456481933638.0304374694824215%
Guatemala1900volcanic_activity51.0919456481933638.0304374694824215%
Guatemala1900earthquake14.59769821166992210.86583900451660215%
~ natural_disasters_decadal.total_affected_per_100k_people 🟡 median anomaly score 1.2%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 939 / 34,034 (2.76%) — showing the 100 most anomalous rows
countryyeartypetotal_affected_per_100k_people -total_affected_per_100k_people +anomaly score
Yemen People's Republic1980all_disasters3137.34082031250.0100%
Yemen People's Republic1980all_disasters_excluding_earthquakes3137.34082031250.0100%
Yemen People's Republic1980all_disasters_excluding_extreme_temperature3137.34082031250.0100%
Yemen People's Republic1980flood3137.34082031250.0100%
Yemen Arab Republic1970all_disasters2833.5588378906250.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes2833.5588378906250.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature2833.5588378906250.0100%
Yemen Arab Republic1970drought2735.6706542968750.0100%
Cayman Islands1900all_disasters0.01942.501953125100%
Cayman Islands1900all_disasters_excluding_earthquakes0.01942.501953125100%
Cayman Islands1900all_disasters_excluding_extreme_temperature0.01942.501953125100%
Cayman Islands1900extreme_weather0.01942.501953125100%
Yemen Arab Republic1980all_disasters734.55657958984380.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature734.55657958984380.0100%
Yemen Arab Republic1980earthquake571.93731689453120.0100%
Puerto Rico1930all_disasters0.0497.7789611816406100%
Puerto Rico1930all_disasters_excluding_earthquakes0.0497.7789611816406100%
Puerto Rico1930all_disasters_excluding_extreme_temperature0.0497.7789611816406100%
Puerto Rico1930extreme_weather0.0497.7789611816406100%
Martinique1900all_disasters0.0274.72528076171875100%
Martinique1900all_disasters_excluding_earthquakes0.0274.72528076171875100%
Martinique1900all_disasters_excluding_extreme_temperature0.0274.72528076171875100%
Martinique1900extreme_weather0.0274.72528076171875100%
Yemen Arab Republic1980all_disasters_excluding_earthquakes162.619247436523440.0100%
Yemen Arab Republic1980flood162.619247436523440.0100%
Yemen Arab Republic1970flood97.887992858886720.0100%
Lower-middle-income countries1910all_disasters0.00.004496769513934851100%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.00.004496769513934851100%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.00.004496769513934851100%
Lower-middle-income countries1910volcanic_activity0.00.004496769513934851100%
Upper-middle-income countries1910volcanic_activity0.00298377429135143760.0100%
Lower-middle-income countries2020volcanic_activity0.017276993021368984.72917032241821399%
Lower-middle-income countries1960volcanic_activity0.0263406019657850271.185917258262634396%
Lower-middle-income countries2020landslide1.353763103485107414.60043621063232483%
Upper-middle-income countries1990volcanic_activity6.1602244377136230.969130694866180473%
Upper-middle-income countries1960extreme_weather30.931322097778325.52046251296997170%
Lower-middle-income countries1950earthquake0.00648484984412789340.0349785983562469569%
Lower-middle-income countries2010volcanic_activity0.169214099645614620.863848507404327467%
Upper-middle-income countries1970extreme_weather104.4252166748046923.3903064727783263%
Upper-middle-income countries2020landslide17.2507286071777344.02744865417480562%
Upper-middle-income countries2020volcanic_activity6.0978269577026371.574341297149658259%
Upper-middle-income countries2020extreme_weather616.2962036132812163.022628784179758%
Lower-middle-income countries1990volcanic_activity2.802837848663339.4653558731079154%
Lower-middle-income countries2000extreme_weather110.7177505493164322.005279541015649%
Lower-middle-income countries1980volcanic_activity0.25990805029869080.714299380779266447%
Lower-middle-income countries2020extreme_weather303.2137145996094743.877746582031242%
Lower-middle-income countries2010extreme_weather205.2721710205078500.161041259765642%
Lower-middle-income countries1990earthquake7.33130359649658217.7608718872070342%
Lower-middle-income countries1960earthquake1.75011444091796880.782045960426330638%
Lower-middle-income countries1980extreme_weather268.9175109863281600.350891113281238%
Upper-middle-income countries1980extreme_weather475.2754211425781232.7202758789062534%
Lower-middle-income countries1970volcanic_activity0.315615326166152950.592275142669677730%
Upper-middle-income countries2010extreme_weather592.10205078125323.907806396484429%
Papua New Guinea1930all_disasters91.3748245239257851.0191574096679728%
Papua New Guinea1930all_disasters_excluding_earthquakes91.3748245239257851.0191574096679728%
Papua New Guinea1930all_disasters_excluding_extreme_temperature91.3748245239257851.0191574096679728%
Papua New Guinea1930volcanic_activity91.3748245239257851.0191574096679728%
Lower-middle-income countries2020earthquake17.0986537933349630.14246749877929728%
Lower-middle-income countries2000volcanic_activity1.58427107334136962.60903668403625524%
Upper-middle-income countries2020all_disasters_excluding_earthquakes1227.3216552734375767.336730957031223%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature1337.788330078125870.892150878906221%
Upper-middle-income countries2020all_disasters1337.971435546875871.07934570312521%
Upper-middle-income countries1990landslide1.2934522628784180.869719088077545220%
Lower-middle-income countries2000landslide2.0630395412445072.97406959533691418%
Upper-middle-income countries1970volcanic_activity0.6242206096649170.4388712346553802517%
Lower-middle-income countries1990extreme_weather355.1905517578125500.648651123046917%
Upper-middle-income countries1960all_disasters_excluding_earthquakes121.7262573242187589.1507263183593815%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature1269.24865722656251706.581176757812515%
Upper-middle-income countries1970all_disasters_excluding_earthquakes462.5366516113281348.82446289062514%
Upper-middle-income countries2000landslide3.14614224433898932.38389277458190914%
Lower-middle-income countries1970extreme_weather305.84906005859375402.625274658203114%
Upper-middle-income countries1960all_disasters132.90798950195312101.562889099121113%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature132.90798950195312101.562889099121113%
Lower-middle-income countries2020all_disasters1451.512207031251876.3139648437513%
Lower-middle-income countries2020all_disasters_excluding_earthquakes1434.41345214843751846.171508789062513%
Upper-middle-income countries2000volcanic_activity3.6226007938385012.826658964157104512%
Upper-middle-income countries1960flood41.4872016906738332.3901710510253912%
Lower-middle-income countries2010earthquake47.308727264404360.0238533020019512%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature539.1770629882812428.3191528320312511%
Upper-middle-income countries1970all_disasters539.1805419921875428.3228149414062511%
Upper-middle-income countries1970flood206.58395385742188167.07641601562511%
Upper-middle-income countries1960volcanic_activity3.40500903129577642.758039474487304710%
Upper-middle-income countries1990extreme_weather593.6398315429688487.51315307617199.8%
Lower-middle-income countries1950extreme_weather39.9998092651367248.570537567138679.7%
USSR1930all_disasters0.013769810087978840.011360832490026959.6%
USSR1930all_disasters_excluding_extreme_temperature0.013769810087978840.011360832490026959.6%
USSR1930earthquake0.013769810087978840.011360832490026959.6%
USSR1900all_disasters12.0406856536865239.9889488220214849.3%
USSR1900all_disasters_excluding_extreme_temperature12.0406856536865239.9889488220214849.3%
USSR1900earthquake12.0406856536865239.9889488220214849.3%
Lower-middle-income countries1950all_disasters41.9676704406738350.425762176513679.2%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature41.9676704406738350.425762176513679.2%
Lower-middle-income countries1950all_disasters_excluding_earthquakes41.96118545532226650.3907852172851569.1%
Upper-middle-income countries2010earthquake67.6292648315429756.481166839599619.0%
Lower-middle-income countries1970earthquake7.69161844253549.0985355377197278.4%
Upper-middle-income countries1980all_disasters_excluding_earthquakes1716.747558593751466.65197753906257.9%
Indonesia1930all_disasters1.7123707532882691.46408832073211677.8%
Indonesia1930all_disasters_excluding_extreme_temperature1.7123707532882691.46408832073211677.8%
Indonesia1930earthquake1.7123707532882691.46408832073211677.8%
India1920extreme_weather33.4204177856445338.967327117919927.7%
~ natural_disasters_decadal.homeless_per_100k_people 🟡 median anomaly score 1.2%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 598 / 34,034 (1.76%) — showing the 100 most anomalous rows
countryyeartypehomeless_per_100k_people -homeless_per_100k_people +anomaly score
Cayman Islands1900all_disasters0.01942.501953125100%
Cayman Islands1900all_disasters_excluding_earthquakes0.01942.501953125100%
Cayman Islands1900all_disasters_excluding_extreme_temperature0.01942.501953125100%
Cayman Islands1900extreme_weather0.01942.501953125100%
Yemen People's Republic1980all_disasters559.66369628906250.0100%
Yemen People's Republic1980all_disasters_excluding_earthquakes559.66369628906250.0100%
Yemen People's Republic1980all_disasters_excluding_extreme_temperature559.66369628906250.0100%
Yemen People's Republic1980flood559.66369628906250.0100%
Puerto Rico1930all_disasters0.0467.72015380859375100%
Puerto Rico1930all_disasters_excluding_earthquakes0.0467.72015380859375100%
Puerto Rico1930all_disasters_excluding_extreme_temperature0.0467.72015380859375100%
Puerto Rico1930extreme_weather0.0467.72015380859375100%
Martinique1900all_disasters0.0274.72528076171875100%
Martinique1900all_disasters_excluding_earthquakes0.0274.72528076171875100%
Martinique1900all_disasters_excluding_extreme_temperature0.0274.72528076171875100%
Martinique1900extreme_weather0.0274.72528076171875100%
Yemen Arab Republic1980all_disasters162.619247436523440.0100%
Yemen Arab Republic1980all_disasters_excluding_earthquakes162.619247436523440.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature162.619247436523440.0100%
Yemen Arab Republic1980flood162.619247436523440.0100%
Yemen Arab Republic1970all_disasters31.451835632324220.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes31.451835632324220.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature31.451835632324220.0100%
Yemen Arab Republic1970drought27.0871410369873050.0100%
Yemen Arab Republic1970flood4.3646945953369140.0100%
Lower-middle-income countries1960volcanic_activity0.00.14637070894241333100%
Upper-middle-income countries1960volcanic_activity0.100023418664932250.0100%
Upper-middle-income countries1930extreme_weather0.0311049148440361020.0100%
Upper-middle-income countries1950all_disasters_excluding_earthquakes5.0580067634582520.1466552764177322494%
Upper-middle-income countries1950extreme_weather5.0580067634582520.1466552764177322494%
Upper-middle-income countries1990volcanic_activity0.31138443946838380.03675404936075210679%
Upper-middle-income countries1980extreme_weather30.267278671264653.803388118743896578%
Upper-middle-income countries1990landslide0.306440651416778560.0480444841086864573%
Upper-middle-income countries1960extreme_weather2.2008032798767090.3669004142284393371%
Upper-middle-income countries1970extreme_weather12.5169925689697273.67122197151184155%
Upper-middle-income countries1980all_disasters_excluding_earthquakes46.1321067810058616.2905006408691448%
Upper-middle-income countries1970all_disasters_excluding_earthquakes18.14905357360846.73343801498413146%
Upper-middle-income countries2020landslide0.00299807381816208360.00800172239542007445%
Upper-middle-income countries2020extreme_weather0.035686701536178590.01462024915963411342%
Upper-middle-income countries1950all_disasters8.2402172088623053.49072051048278840%
Upper-middle-income countries1950all_disasters_excluding_extreme_temperature8.2402172088623053.49072051048278840%
Lower-middle-income countries1980extreme_weather27.3307895660400461.9275627136230539%
Lower-middle-income countries1990volcanic_activity0.268425673246383670.605876266956329339%
Lower-middle-income countries1950extreme_weather5.56180381774902312.54437732696533239%
Lower-middle-income countries2000extreme_weather3.043027162551886.63144636154174837%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature55.8152999877929726.55945014953613336%
Upper-middle-income countries1980all_disasters55.8217926025390626.56632804870605536%
Lower-middle-income countries1950all_disasters6.67721366882324213.57930946350097734%
Lower-middle-income countries1950all_disasters_excluding_earthquakes6.67721366882324213.57930946350097734%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature6.67721366882324213.57930946350097734%
Upper-middle-income countries2010flood7.3823342323303223.669871091842651434%
Upper-middle-income countries1960all_disasters_excluding_earthquakes6.3318128585815433.31178140640258831%
Upper-middle-income countries2010extreme_weather5.0536589622497562.65963315963745131%
Upper-middle-income countries1970flood5.5399188995361332.96483898162841830%
Upper-middle-income countries2010all_disasters_excluding_earthquakes13.5186433792114267.48727750778198229%
Lower-middle-income countries2020extreme_weather0.025881422683596610.04666502028703689629%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature14.005496025085458.00981521606445327%
Upper-middle-income countries2010all_disasters14.848035812377938.91176605224609425%
Lower-middle-income countries1990extreme_weather21.93937301635742235.81496429443359424%
Lower-middle-income countries1980all_disasters_excluding_earthquakes63.06502151489258100.5898056030273423%
Lower-middle-income countries1980all_disasters63.59336471557617101.0617141723632823%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature63.59336471557617101.0617141723632823%
Upper-middle-income countries1970all_disasters29.57188034057617218.80137634277343822%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature29.57188034057617218.80137634277343822%
Lower-middle-income countries2010extreme_weather4.4224696159362796.83715391159057621%
Upper-middle-income countries1960all_disasters9.0064525604248056.13669776916503919%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature9.0064525604248056.13669776916503919%
Upper-middle-income countries2000extreme_weather9.5585422515869146.67907667160034218%
Lower-middle-income countries2020landslide0.0216565243899822240.015699720010161416%
Upper-middle-income countries1960flood4.03098583221435552.94488096237182616%
Lower-middle-income countries1990all_disasters_excluding_earthquakes66.5467987060546987.6389083862304714%
Lower-middle-income countries1990all_disasters68.052513122558689.0396423339843813%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature68.052513122558689.0396423339843813%
Lower-middle-income countries2010all_disasters_excluding_earthquakes19.53145790100097725.210327148437513%
Upper-middle-income countries1980flood15.67496967315673812.27771759033203112%
Lower-middle-income countries2010all_disasters20.40841674804687526.02649307250976612%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature20.40841674804687526.02649307250976612%
Lower-middle-income countries1980flood18.14218139648437522.37739753723144510%
Lower-middle-income countries2010flood15.0706281661987318.3362579345703129.8%
Lower-middle-income countries1990flood37.2332153320312544.289611816406258.7%
Upper-middle-income countries1980landslide0.06553649902343750.077818639576435098.6%
Indonesia1930all_disasters1.53472352027893071.3133229017257697.8%
Indonesia1930all_disasters_excluding_extreme_temperature1.53472352027893071.3133229017257697.8%
Indonesia1930earthquake1.53472352027893071.3133229017257697.8%
India1920all_disasters0.061915304511785510.072146236896514897.6%
India1920all_disasters_excluding_earthquakes0.061915304511785510.072146236896514897.6%
India1920all_disasters_excluding_extreme_temperature0.061915304511785510.072146236896514897.6%
India1920flood0.061915304511785510.072146236896514897.6%
Turkey1910all_disasters46.96958160400390641.006362915039066.8%
Turkey1910all_disasters_excluding_extreme_temperature46.96958160400390641.006362915039066.8%
Turkey1910earthquake46.96958160400390641.006362915039066.8%
Upper-middle-income countries1990extreme_weather66.5612411499023458.134658813476566.8%
Indonesia1920all_disasters2.2663083076477051.98147284984588626.7%
Indonesia1920all_disasters_excluding_extreme_temperature2.2663083076477051.98147284984588626.7%
Indonesia1920earthquake2.2663083076477051.98147284984588626.7%
Philippines1930all_disasters2.0785472393035891.82162630558013926.6%
Philippines1930all_disasters_excluding_earthquakes2.0785472393035891.82162630558013926.6%
Philippines1930all_disasters_excluding_extreme_temperature2.0785472393035891.82162630558013926.6%
Philippines1930extreme_weather2.0785472393035891.82162630558013926.6%
Bangladesh1920all_disasters8.630137443542489.8208065032958986.5%
~ natural_disasters_decadal.injured_per_100k_people 🟡 median anomaly score 1.2%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 587 / 34,034 (1.72%) — showing the 100 most anomalous rows
countryyeartypeinjured_per_100k_people -injured_per_100k_people +anomaly score
Puerto Rico1930all_disasters0.030.058815002441406100%
Puerto Rico1930all_disasters_excluding_earthquakes0.030.058815002441406100%
Puerto Rico1930all_disasters_excluding_extreme_temperature0.030.058815002441406100%
Puerto Rico1930extreme_weather0.030.058815002441406100%
Yemen Arab Republic1980all_disasters2.1367521286010740.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature2.1367521286010740.0100%
Yemen Arab Republic1980earthquake2.1367521286010740.0100%
Yemen Arab Republic1970all_disasters1.18719685077667240.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes1.18719685077667240.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature1.18719685077667240.0100%
Yemen Arab Republic1970flood1.18719685077667240.0100%
Lower-middle-income countries1960volcanic_activity0.00.008456395007669926100%
Lower-middle-income countries1950all_disasters_excluding_earthquakes0.00.0066725523211061954100%
Lower-middle-income countries1950extreme_weather0.00.0066725523211061954100%
Lower-middle-income countries1910all_disasters0.00.004496769513934851100%
Lower-middle-income countries1910all_disasters_excluding_earthquakes0.00.004496769513934851100%
Lower-middle-income countries1910all_disasters_excluding_extreme_temperature0.00.004496769513934851100%
Lower-middle-income countries1910volcanic_activity0.00.004496769513934851100%
Upper-middle-income countries1910all_disasters_excluding_earthquakes0.00298377429135143760.0100%
Upper-middle-income countries1910volcanic_activity0.00298377429135143760.0100%
Lower-middle-income countries2020volcanic_activity0.00.00290982099249959100%
Lower-middle-income countries2010extreme_weather0.0238128341734409330.1812118738889694277%
Upper-middle-income countries2010extreme_weather0.17110723257064820.02501745708286762274%
Lower-middle-income countries1950all_disasters0.00648484984412789340.04165115207433700673%
Lower-middle-income countries1950all_disasters_excluding_extreme_temperature0.00648484984412789340.04165115207433700673%
Upper-middle-income countries2020volcanic_activity0.00345668778754770760.000580343301407992871%
Lower-middle-income countries1950earthquake0.00648484984412789340.0349785983562469569%
Upper-middle-income countries1990volcanic_activity0.00107930158264935020.0002049372706096619468%
Upper-middle-income countries1960extreme_weather0.015103743411600590.004596627783030271553%
Lower-middle-income countries2020extreme_weather0.0128924790769815440.0386525020003318850%
Lower-middle-income countries1990volcanic_activity0.0006222423398867250.001738768420182168547%
Upper-middle-income countries1970extreme_weather0.119472965598106380.05153717845678329540%
Upper-middle-income countries2010all_disasters_excluding_earthquakes0.29756218194961550.1568489223718643231%
Lower-middle-income countries1980flood0.0087090916931629180.01648223772644996631%
Upper-middle-income countries1970all_disasters_excluding_earthquakes0.153885528445243840.0878448784351348927%
Lower-middle-income countries1960earthquake0.043647862970829010.0271674953401088723%
Lower-middle-income countries2010all_disasters_excluding_earthquakes0.249560296535491940.3951339423656463623%
Lower-middle-income countries1990flood0.0346780046820640560.02220717631280422222%
Upper-middle-income countries1980extreme_weather0.15758791565895080.1047149300575256320%
Lower-middle-income countries1970landslide9.981395851355046e-050.00014754489529877919%
Lower-middle-income countries2000landslide0.00213149469345808030.00297405524179339417%
Low-income countries1960all_disasters_excluding_earthquakes0.0023738665040582420.003297109389677643816%
Low-income countries1960extreme_weather0.0023738665040582420.003297109389677643816%
Lower-middle-income countries1980landslide0.00317001994699239730.00230948464013636116%
Lower-middle-income countries1980all_disasters_excluding_earthquakes0.206056669354438780.278440177440643315%
Lower-middle-income countries1980extreme_weather0.189818754792213440.2556103169918060315%
Lower-middle-income countries1970extreme_weather0.252050161361694340.33580812811851514%
Upper-middle-income countries1960volcanic_activity0.02059997059404850.01564371772110462214%
Lower-middle-income countries1970all_disasters_excluding_earthquakes0.27232694625854490.35460749268531813%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature0.6800208091735840.553786873817443810%
Upper-middle-income countries2010all_disasters0.70640730857849120.58205819129943859.7%
USSR1930all_disasters0.013769810087978840.011360832490026959.6%
USSR1930all_disasters_excluding_extreme_temperature0.013769810087978840.011360832490026959.6%
USSR1930earthquake0.013769810087978840.011360832490026959.6%
Lower-middle-income countries1980all_disasters_excluding_extreme_temperature0.311940193176269530.37726336717605599.5%
Lower-middle-income countries1980all_disasters0.313262790441513060.378489077091217049.4%
Upper-middle-income countries2000landslide0.0038287029601633550.00317267538048326979.4%
USSR1900all_disasters0.0050643603317439560.0042013917118310939.3%
USSR1900all_disasters_excluding_extreme_temperature0.0050643603317439560.0042013917118310939.3%
USSR1900earthquake0.0050643603317439560.0042013917118310939.3%
Lower-middle-income countries1970all_disasters0.61347335577011110.72526913881301888.4%
Lower-middle-income countries1970all_disasters_excluding_extreme_temperature0.61347335577011110.72526913881301888.4%
India1920all_disasters0.000312563526676967740.00036424730205908427.6%
India1920all_disasters_excluding_earthquakes0.000312563526676967740.00036424730205908427.6%
India1920all_disasters_excluding_extreme_temperature0.000312563526676967740.00036424730205908427.6%
India1920extreme_weather0.000312563526676967740.00036424730205908427.6%
Indonesia1910all_disasters0.0044795521534979340.00385822448879480367.5%
Indonesia1910all_disasters_excluding_extreme_temperature0.0044795521534979340.00385822448879480367.5%
Indonesia1910earthquake0.0044795521534979340.00385822448879480367.5%
Indonesia1930all_disasters0.0243543218821287160.0211134999990463267.1%
Indonesia1930all_disasters_excluding_extreme_temperature0.0243543218821287160.0211134999990463267.1%
Indonesia1930earthquake0.0243543218821287160.0211134999990463267.1%
Upper-middle-income countries2020extreme_weather0.136361882090568540.118258424103260047.1%
Philippines1930all_disasters0.148313388228416440.129495933651924136.8%
Philippines1930all_disasters_excluding_extreme_temperature0.148313388228416440.129495933651924136.8%
Philippines1930earthquake0.148313388228416440.129495933651924136.8%
Indonesia1920all_disasters0.009714908897876740.0085115879774093636.6%
Indonesia1920all_disasters_excluding_extreme_temperature0.009714908897876740.0085115879774093636.6%
Indonesia1920earthquake0.009714908897876740.0085115879774093636.6%
Upper-middle-income countries1930earthquake0.0200930535793304440.0177837964147329336.1%
Turkey1910all_disasters1.56899499893188481.3907245397567756.0%
Turkey1910all_disasters_excluding_extreme_temperature1.56899499893188481.3907245397567756.0%
Turkey1910earthquake1.56899499893188481.3907245397567756.0%
Mexico1910all_disasters0.0151236336678266530.0134600223973393445.8%
Mexico1910all_disasters_excluding_extreme_temperature0.0151236336678266530.0134600223973393445.8%
Mexico1910earthquake0.0151236336678266530.0134600223973393445.8%
Upper-middle-income countries1960earthquake0.148155942559242250.1659676581621175.7%
Upper-middle-income countries2020all_disasters_excluding_earthquakes0.179941251873970030.160968199372291565.6%
Upper-middle-income countries1990extreme_weather0.279218077659606930.25059223175048835.4%
Taiwan1940all_disasters0.60971438884735110.5501414537429815.1%
Taiwan1940all_disasters_excluding_extreme_temperature0.60971438884735110.5501414537429815.1%
Taiwan1940earthquake0.60971438884735110.5501414537429815.1%
Upper-middle-income countries1950earthquake0.146029889583587650.133333876729011544.5%
Indonesia1940all_disasters0.32545161247253420.299175798892974854.2%
Indonesia1940all_disasters_excluding_extreme_temperature0.32545161247253420.299175798892974854.2%
Indonesia1940earthquake0.32545161247253420.299175798892974854.2%
Lower-middle-income countries1970earthquake0.341146409511566160.37066164612770084.1%
Upper-middle-income countries1980landslide0.0192266479134559630.0208547990769147874.1%
Lower-middle-income countries1970flood0.018471298739314080.0170742534101009373.9%
Lower-middle-income countries1960flood1.08813786506652831.00626873970031743.9%
~ natural_disasters_decadal.affected_per_100k_people 🟡 median anomaly score 1.0%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 671 / 34,034 (1.97%) — showing the 100 most anomalous rows
countryyeartypeaffected_per_100k_people -affected_per_100k_people +anomaly score
Yemen Arab Republic1970all_disasters2800.9196777343750.0100%
Yemen Arab Republic1970all_disasters_excluding_earthquakes2800.9196777343750.0100%
Yemen Arab Republic1970all_disasters_excluding_extreme_temperature2800.9196777343750.0100%
Yemen Arab Republic1970drought2708.583496093750.0100%
Yemen People's Republic1980all_disasters2577.6770019531250.0100%
Yemen People's Republic1980all_disasters_excluding_earthquakes2577.6770019531250.0100%
Yemen People's Republic1980all_disasters_excluding_extreme_temperature2577.6770019531250.0100%
Yemen People's Republic1980flood2577.6770019531250.0100%
Yemen Arab Republic1980all_disasters569.80059814453120.0100%
Yemen Arab Republic1980all_disasters_excluding_extreme_temperature569.80059814453120.0100%
Yemen Arab Republic1980earthquake569.80059814453120.0100%
Yemen Arab Republic1970flood92.336105346679690.0100%
Lower-middle-income countries2020volcanic_activity0.017276993021368984.72626018524169999%
Lower-middle-income countries1960volcanic_activity0.0263406019657850271.031090140342712495%
Lower-middle-income countries2020landslide1.329866528511047414.58235168457031283%
Upper-middle-income countries1990volcanic_activity5.84776067733764650.932171702384948773%
Upper-middle-income countries1960extreme_weather28.715414047241215.14896535873413170%
Lower-middle-income countries2010volcanic_activity0.169214099645614620.863848507404327467%
Upper-middle-income countries1970extreme_weather91.7887496948242219.6675472259521565%
Upper-middle-income countries2020landslide17.2450847625732424.01692247390747162%
Upper-middle-income countries2020volcanic_activity6.0943703651428221.57376098632812559%
Upper-middle-income countries2020extreme_weather616.1241455078125162.8897399902343858%
Lower-middle-income countries1990volcanic_activity2.5337898731231698.85774135589599656%
Lower-middle-income countries2000extreme_weather107.2183837890625314.904510498046949%
Lower-middle-income countries1990earthquake5.54855442047119116.08491516113281249%
Lower-middle-income countries1980volcanic_activity0.25687184929847720.711486935615539647%
Lower-middle-income countries1980landslide0.218128100037574770.084985628724098244%
Lower-middle-income countries2010extreme_weather200.8258819580078493.142700195312542%
Lower-middle-income countries2020extreme_weather303.1749572753906743.7924804687542%
Lower-middle-income countries1960earthquake1.70079243183135990.749636292457580639%
Lower-middle-income countries1980extreme_weather241.39691162109375538.16772460937538%
Lower-middle-income countries1970volcanic_activity0.265848457813262940.546249687671661435%
Upper-middle-income countries1980extreme_weather444.8505554199219228.812179565429732%
Upper-middle-income countries2010extreme_weather586.8772583007812321.2231445312529%
Papua New Guinea1930all_disasters91.3748245239257851.0191574096679728%
Papua New Guinea1930all_disasters_excluding_earthquakes91.3748245239257851.0191574096679728%
Papua New Guinea1930all_disasters_excluding_extreme_temperature91.3748245239257851.0191574096679728%
Papua New Guinea1930volcanic_activity91.3748245239257851.0191574096679728%
Lower-middle-income countries2020earthquake16.91945075988769529.962762832641628%
Lower-middle-income countries2000volcanic_activity1.58427107334136962.60903668403625524%
Upper-middle-income countries2020all_disasters_excluding_earthquakes1226.060302734375766.032104492187523%
Upper-middle-income countries2000landslide2.2091443538665771.386035561561584523%
Lower-middle-income countries2000landslide1.59880435466766362.541194677352905323%
Upper-middle-income countries1970volcanic_activity0.53613048791885380.3457652330398559622%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature1335.8546142578125868.877014160156221%
Upper-middle-income countries2020all_disasters1336.0257568359375869.051330566406221%
Lower-middle-income countries1990extreme_weather331.9441223144531463.5659790039062517%
Lower-middle-income countries1970extreme_weather237.20741271972656325.7689819335937516%
Lower-middle-income countries1970earthquake4.3359780311584475.94203376770019516%
Upper-middle-income countries1960all_disasters_excluding_earthquakes115.1970672607421985.6486434936523415%
Lower-middle-income countries2020all_disasters_excluding_extreme_temperature1268.604980468751705.918579101562515%
Upper-middle-income countries1960all_disasters123.556007385253995.0699157714843813%
Upper-middle-income countries1960all_disasters_excluding_extreme_temperature123.556007385253995.0699157714843813%
Upper-middle-income countries1970all_disasters_excluding_earthquakes444.23370361328125342.00317382812513%
Lower-middle-income countries2020all_disasters1450.7023925781251875.496459960937513%
Lower-middle-income countries2020all_disasters_excluding_earthquakes1433.7829589843751845.5336914062513%
Lower-middle-income countries2010earthquake45.0625076293945357.92071914672851612%
Upper-middle-income countries2000volcanic_activity3.622131347656252.82615780830383312%
Upper-middle-income countries1960flood37.2945404052734429.27522659301757812%
Upper-middle-income countries1970all_disasters506.87255859375406.746704101562511%
Upper-middle-income countries1970all_disasters_excluding_extreme_temperature506.87255859375406.746704101562511%
Upper-middle-income countries1990extreme_weather526.7993774414062429.127899169921910%
Upper-middle-income countries1970flood201.02462768554688164.0910797119140610%
Upper-middle-income countries2010earthquake65.8910217285156254.63146972656259.3%
USSR1900all_disasters12.035620689392099.9847469329833989.3%
USSR1900all_disasters_excluding_extreme_temperature12.035620689392099.9847469329833989.3%
USSR1900earthquake12.035620689392099.9847469329833989.3%
Upper-middle-income countries1990landslide0.98328584432601930.8178822398185739.2%
Upper-middle-income countries1960volcanic_activity3.28438568115234382.74239587783813489.0%
Indonesia1930all_disasters0.15329293906688690.129651933908462528.4%
Indonesia1930all_disasters_excluding_extreme_temperature0.15329293906688690.129651933908462528.4%
Indonesia1930earthquake0.15329293906688690.129651933908462528.4%
India1920all_disasters33.4201049804687538.966960906982427.7%
India1920all_disasters_excluding_earthquakes33.4201049804687538.966960906982427.7%
India1920all_disasters_excluding_extreme_temperature33.4201049804687538.966960906982427.7%
India1920extreme_weather33.4201049804687538.966960906982427.7%
Upper-middle-income countries1980all_disasters_excluding_earthquakes1669.89050292968751449.662597656257.1%
Upper-middle-income countries1980all_disasters_excluding_extreme_temperature1706.32458496093751488.24218756.8%
Upper-middle-income countries1980all_disasters1706.50866699218751488.4372558593756.8%
USSR1920all_disasters358.8675537109375313.45693969726566.8%
USSR1920all_disasters_excluding_earthquakes358.8675537109375313.45693969726566.8%
USSR1920all_disasters_excluding_extreme_temperature358.8675537109375313.45693969726566.8%
USSR1920drought358.8675537109375313.45693969726566.8%
Lower-middle-income countries1990drought168.6385498046875193.042083740234386.7%
Low-income countries1910all_disasters4.0218615531921394.5790495872497566.5%
Low-income countries1910all_disasters_excluding_earthquakes4.0218615531921394.5790495872497566.5%
Low-income countries1910all_disasters_excluding_extreme_temperature4.0218615531921394.5790495872497566.5%
Low-income countries1910drought4.0218615531921394.5790495872497566.5%
Upper-middle-income countries1960earthquake8.358937263488779.4212741851806646.0%
India1940all_disasters0.81031101942062380.91284215450286876.0%
India1940all_disasters_excluding_earthquakes0.81031101942062380.91284215450286876.0%
India1940all_disasters_excluding_extreme_temperature0.81031101942062380.91284215450286876.0%
India1940extreme_weather0.81031101942062380.91284215450286876.0%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature2551.066894531252836.45800781255.3%
Lower-middle-income countries2010all_disasters2561.807128906252846.4528808593755.3%
Lower-middle-income countries2010all_disasters_excluding_earthquakes2516.744628906252788.5319824218755.1%
Oceania1930earthquake11.830996513366710.7994232177734384.6%
Upper-middle-income countries2000extreme_weather1322.47009277343751209.59973144531254.5%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature3019.1608886718752770.4499511718754.3%
Oceania1930all_disasters19.3554077148437517.7687797546386724.3%
~ natural_disasters_decadal.insured_damages_per_gdp 🟢 median anomaly score 0.90%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 392 / 34,034 (1.15%) (387 revised, 1 appeared, 4 disappeared) — showing the 100 most anomalous rows
countryyeartypeinsured_damages_per_gdp -insured_damages_per_gdp +anomaly score
Sri Lanka2020all_disasters0.06563603878021240.0100%
Sri Lanka2020all_disasters_excluding_earthquakes0.06563603878021240.0100%
Sri Lanka2020all_disasters_excluding_extreme_temperature0.06563603878021240.0100%
Sri Lanka2020extreme_weather0.06563603878021240.0100%
Switzerland2020flood0.005475919693708420.0100%
Turkey2020all_disasters0.0053662210702896120.0100%
Turkey2020all_disasters_excluding_earthquakes0.0053662210702896120.0100%
Turkey2020extreme_temperature0.0053662210702896120.0100%
Lower-middle-income countries1990earthquake0.00.0007484074449166656100%
Upper-middle-income countries2020extreme_temperature0.00025563724921084940.0100%
Lower-middle-income countries2000extreme_weather0.00.0001610994804650545100%
World2020extreme_temperature7.24243072909303e-050.0100%
Lower-middle-income countries1990flood0.0044531417079269890.000729077903088182272%
United States2020wildfire0.0300667583942413330.01024368871003389449%
World2020wildfire0.0079003665596246720.00273621152155101349%
High-income countries2020wildfire0.0121608730405569080.00422710459679365248%
Upper-middle-income countries1990flood0.00106844911351799960.002110586035996675533%
Lower-middle-income countries2010extreme_weather0.00177965429611504080.00309414463117718727%
Switzerland2020all_disasters0.0109814703464508060.00662325322628021225%
Switzerland2020all_disasters_excluding_earthquakes0.0109814703464508060.00662325322628021225%
Switzerland2020all_disasters_excluding_extreme_temperature0.0109814703464508060.00662325322628021225%
Australia2020extreme_weather0.0202459134161472320.01249997038394212724%
Lower-middle-income countries1990all_disasters_excluding_earthquakes0.0096202921122312550.00607534963637590423%
Slovakia2000all_disasters0.00257278676144778730.001789976493455469618%
Slovakia2000all_disasters_excluding_earthquakes0.00257278676144778730.001789976493455469618%
Slovakia2000all_disasters_excluding_extreme_temperature0.00257278676144778730.001789976493455469618%
Slovakia2000flood0.00257278676144778730.001789976493455469618%
Lower-middle-income countries1990all_disasters0.0096202921122312550.006823757197707891517%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature0.0096202921122312550.006823757197707891517%
Slovakia1990all_disasters0.00130937423091381790.001000793650746345513%
Slovakia1990all_disasters_excluding_earthquakes0.00130937423091381790.001000793650746345513%
Slovakia1990all_disasters_excluding_extreme_temperature0.00130937423091381790.001000793650746345513%
Slovakia1990flood0.00130937423091381790.001000793650746345513%
Upper-middle-income countries1990all_disasters_excluding_earthquakes0.00380009249784052370.00483162095770239812%
Japan2020all_disasters0.0316253267228603360.0394294671714305911%
Japan2020all_disasters_excluding_extreme_temperature0.0316253267228603360.0394294671714305911%
Low-income countries2010all_disasters0.0034266938455402850.00426067644730210311%
Low-income countries2010all_disasters_excluding_earthquakes0.0034266938455402850.00426067644730210311%
Low-income countries2010all_disasters_excluding_extreme_temperature0.0034266938455402850.00426067644730210311%
Low-income countries2010extreme_weather0.0034266938455402850.00426067644730210311%
Upper-middle-income countries2020earthquake1.5081975561770378e-061.8704528201851645e-0611%
Japan2020all_disasters_excluding_earthquakes0.00385416042990982530.00474864989519119310%
China2020flood0.00121951056644320490.00099536892957985410%
Japan2020earthquake0.023803858086466790.028900682926177989.7%
High-income countries2020drought7.18345254426822e-058.715751027921215e-059.6%
World2020drought4.6322791604325175e-055.5907243222463876e-059.4%
Lower-middle-income countries2010all_disasters_excluding_earthquakes0.0065967217087745670.0079499334096908579.3%
European Union (27)2020extreme_weather0.00132270937319844960.00158755190204828989.1%
European Union (27)2020all_disasters0.016194224357604980.0194346923381090169.1%
European Union (27)2020all_disasters_excluding_earthquakes0.016194224357604980.0194346923381090169.1%
European Union (27)2020all_disasters_excluding_extreme_temperature0.016194224357604980.0194346923381090169.1%
South Africa2020all_disasters0.073602281510829930.088322743773460399.1%
South Africa2020all_disasters_excluding_earthquakes0.073602281510829930.088322743773460399.1%
South Africa2020all_disasters_excluding_extreme_temperature0.073602281510829930.088322743773460399.1%
Morocco2020all_disasters0.034238111227750780.041085734963417059.1%
Morocco2020all_disasters_excluding_extreme_temperature0.034238111227750780.041085734963417059.1%
Australia2020flood0.046097911894321440.055317495018243799.1%
Spain2020all_disasters0.045496955513954160.0545963458716869359.1%
Spain2020all_disasters_excluding_earthquakes0.045496955513954160.0545963458716869359.1%
Spain2020all_disasters_excluding_extreme_temperature0.045496955513954160.0545963458716869359.1%
Brazil2020all_disasters0.0152497962117195130.0182997547090053569.1%
Brazil2020all_disasters_excluding_earthquakes0.0152497962117195130.0182997547090053569.1%
Brazil2020all_disasters_excluding_extreme_temperature0.0152497962117195130.0182997547090053569.1%
Indonesia2020all_disasters0.0042140404693782330.00505684874951839459.1%
Indonesia2020all_disasters_excluding_earthquakes0.0042140404693782330.00505684874951839459.1%
Indonesia2020all_disasters_excluding_extreme_temperature0.0042140404693782330.00505684874951839459.1%
Indonesia2020extreme_weather0.0042140404693782330.00505684874951839459.1%
Spain2020extreme_weather0.0010854532010853290.00130254379473626619.1%
Australia2020wildfire0.00049125851364806290.00058951025130227219.1%
Pakistan2020all_disasters0.000311202165903523560.00037344256998039789.1%
Pakistan2020all_disasters_excluding_earthquakes0.000311202165903523560.00037344256998039789.1%
Pakistan2020all_disasters_excluding_extreme_temperature0.000311202165903523560.00037344256998039789.1%
Japan2020flood0.00330356601625680920.00395720824599266059.0%
Mexico2020all_disasters0.037152409553527830.044486023485660559.0%
Mexico2020all_disasters_excluding_extreme_temperature0.037152409553527830.044486023485660559.0%
Chile2020all_disasters0.0050618462264537810.0060557038523256788.9%
Chile2020all_disasters_excluding_earthquakes0.0050618462264537810.0060557038523256788.9%
Chile2020all_disasters_excluding_extreme_temperature0.0050618462264537810.0060557038523256788.9%
Chile2020wildfire0.0050618462264537810.0060557038523256788.9%
High-income countries2020flood0.0059337969869375230.0070919622667133818.9%
Lower-middle-income countries2010all_disasters0.00734606804326176640.0087136430665850648.5%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature0.00734606804326176640.0087136430665850648.5%
World2020flood0.00480792811140418050.0056521124206483368.1%
Canada2020all_disasters0.0134502444416284560.0157692972570657737.9%
Canada2020all_disasters_excluding_earthquakes0.0134502444416284560.0157692972570657737.9%
Canada2020all_disasters_excluding_extreme_temperature0.0134502444416284560.0157692972570657737.9%
China2020all_disasters_excluding_earthquakes0.00136976875364780430.00117053790017962467.8%
China2020all_disasters0.00137195806019008160.00117309216875582937.8%
China2020all_disasters_excluding_extreme_temperature0.00137195806019008160.00117309216875582937.8%
United States2020extreme_weather0.139969304203987120.163635447621345527.8%
European Union (27)2020flood0.0125187290832400320.0146062774583697327.7%
Jamaica2020all_disasters0.010577478446066380.0123404087498784077.7%
Jamaica2020all_disasters_excluding_earthquakes0.010577478446066380.0123404087498784077.7%
Jamaica2020all_disasters_excluding_extreme_temperature0.010577478446066380.0123404087498784077.7%
Jamaica2020extreme_weather0.010577478446066380.0123404087498784077.7%
Canada2020extreme_weather0.0077654430642724040.0090596955269575127.7%
South Africa2020flood0.063087671995162960.073602281510829937.7%
Puerto Rico2020all_disasters0.0554080866277217860.06464276462793357.7%
Puerto Rico2020all_disasters_excluding_extreme_temperature0.0554080866277217860.06464276462793357.7%
Brazil2020flood0.0130712538957595830.0152497952803969387.7%
~ natural_disasters_decadal.reconstruction_costs_constant_usd 🟢 median anomaly score 0.32%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 280 / 34,034 (0.82%) (269 revised, 11 disappeared) — showing the 100 most anomalous rows
countryyeartypereconstruction_costs_constant_usd -reconstruction_costs_constant_usd +anomaly score
Asia2020extreme_weather895562176.00.0100%
Sri Lanka2020all_disasters895562176.00.0100%
Sri Lanka2020all_disasters_excluding_earthquakes895562176.00.0100%
Sri Lanka2020all_disasters_excluding_extreme_temperature895562176.00.0100%
Sri Lanka2020extreme_weather895562176.00.0100%
Upper-middle-income countries2020extreme_weather895562176.00.0100%
Upper-middle-income countries2020all_disasters_excluding_earthquakes953952256.058390132.088%
World2020extreme_weather1016716352.0121201744.079%
Asia2020all_disasters_excluding_earthquakes3092701184.02196791040.017%
World2020all_disasters_excluding_earthquakes3287694592.02391206144.016%
Haiti2020all_disasters582035776.0700098240.09.2%
Haiti2020all_disasters_excluding_extreme_temperature582035776.0700098240.09.2%
Malawi2020all_disasters141346560.0169682448.09.1%
Malawi2020all_disasters_excluding_earthquakes141346560.0169682448.09.1%
Malawi2020all_disasters_excluding_extreme_temperature141346560.0169682448.09.1%
Malawi2020extreme_weather141346560.0169682448.09.1%
Brazil2020all_disasters68121816.081746184.09.1%
Brazil2020all_disasters_excluding_earthquakes68121816.081746184.09.1%
Brazil2020all_disasters_excluding_extreme_temperature68121816.081746184.09.1%
Croatia2020all_disasters2048014208.02457593088.09.1%
Croatia2020all_disasters_excluding_extreme_temperature2048014208.02457593088.09.1%
Pakistan2020all_disasters2563329024.03075507456.09.1%
Pakistan2020all_disasters_excluding_earthquakes2563329024.03075507456.09.1%
Pakistan2020all_disasters_excluding_extreme_temperature2563329024.03075507456.09.1%
Turkey2020all_disasters22754295808.026546677760.07.7%
Turkey2020all_disasters_excluding_extreme_temperature22754295808.026546677760.07.7%
Turkey2020earthquake22754295808.026546677760.07.7%
Brazil2020flood58390132.068121816.07.7%
Pakistan2020flood2197139200.02562922752.07.7%
Africa2020flood15449074.014823154.02.1%
Low-income countries2020flood15449074.014823154.02.1%
Rwanda2020all_disasters15449074.014823154.02.1%
Rwanda2020all_disasters_excluding_earthquakes15449074.014823154.02.1%
Rwanda2020all_disasters_excluding_extreme_temperature15449074.014823154.02.1%
Rwanda2020flood15449074.014823154.02.1%
Lower-middle-income countries2010earthquake7329069568.07625949696.02.0%
Haiti2010all_disasters7329069568.07625295872.02.0%
Haiti2010all_disasters_excluding_extreme_temperature7329069568.07625295872.02.0%
Haiti2010earthquake7329069568.07625295872.02.0%
North America2010earthquake7329069568.07625295872.02.0%
Lower-middle-income countries2010all_disasters7381406720.07678136832.02.0%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature7381406720.07678136832.02.0%
North America2010all_disasters7524126720.07820847104.01.9%
North America2010all_disasters_excluding_extreme_temperature7524126720.07820847104.01.9%
Upper-middle-income countries2020all_disasters23708248064.022812686336.01.9%
Upper-middle-income countries2020all_disasters_excluding_extreme_temperature23708248064.022812686336.01.9%
Asia2020all_disasters25846996992.024951087104.01.8%
Asia2020all_disasters_excluding_extreme_temperature25846996992.024951087104.01.8%
Lower-middle-income countries2000extreme_weather36450764.037661768.01.6%
Oceania2000all_disasters36450764.037661768.01.6%
Oceania2000all_disasters_excluding_earthquakes36450764.037661768.01.6%
Oceania2000all_disasters_excluding_extreme_temperature36450764.037661768.01.6%
Oceania2000extreme_weather36450764.037661768.01.6%
Papua New Guinea2000all_disasters36450764.037661768.01.6%
Papua New Guinea2000all_disasters_excluding_earthquakes36450764.037661768.01.6%
Papua New Guinea2000all_disasters_excluding_extreme_temperature36450764.037661768.01.6%
Papua New Guinea2000extreme_weather36450764.037661768.01.6%
World2000extreme_weather36450764.037661768.01.6%
World2020all_disasters28379467776.027501008896.01.6%
World2020all_disasters_excluding_extreme_temperature28379467776.027501008896.01.6%
Belarus1990all_disasters36895076352.035777048576.01.5%
Belarus1990all_disasters_excluding_earthquakes36895076352.035777048576.01.5%
Belarus1990all_disasters_excluding_extreme_temperature36895076352.035777048576.01.5%
Belarus1990extreme_weather36895076352.035777048576.01.5%
Upper-middle-income countries1990extreme_weather36905234432.035787210752.01.5%
Upper-middle-income countries1990all_disasters_excluding_earthquakes36960423936.035842400256.01.5%
World2010earthquake10004823040.010315228160.01.5%
Haiti2020earthquake582035776.0600084160.01.5%
Lower-middle-income countries2020earthquake582035776.0600084160.01.5%
North America2020all_disasters582035776.0600084160.01.5%
North America2020all_disasters_excluding_extreme_temperature582035776.0600084160.01.5%
North America2020earthquake582035776.0600084160.01.5%
Lower-middle-income countries2000all_disasters_excluding_earthquakes39074268.040285572.01.5%
Europe1990all_disasters37261746176.036146352128.01.5%
Europe1990all_disasters_excluding_earthquakes37261746176.036146352128.01.5%
Europe1990all_disasters_excluding_extreme_temperature37261746176.036146352128.01.5%
Europe1990extreme_weather37261746176.036146352128.01.5%
World1990extreme_weather37290917888.036175507456.01.5%
World1990all_disasters_excluding_earthquakes37347954688.036232556544.01.5%
World2010all_disasters10524457984.010832920576.01.4%
World2010all_disasters_excluding_extreme_temperature10524457984.010832920576.01.4%
Senegal2000all_disasters12639.729492187512939.24218751.2%
Senegal2000all_disasters_excluding_earthquakes12639.729492187512939.24218751.2%
Senegal2000all_disasters_excluding_extreme_temperature12639.729492187512939.24218751.2%
Senegal2000flood12639.729492187512939.24218751.2%
Antigua and Barbuda2010all_disasters25236094.025700234.00.91%
Antigua and Barbuda2010all_disasters_excluding_earthquakes25236094.025700234.00.91%
Antigua and Barbuda2010all_disasters_excluding_extreme_temperature25236094.025700234.00.91%
Antigua and Barbuda2010extreme_weather25236094.025700234.00.91%
High-income countries2010extreme_weather25236094.025700234.00.91%
Europe2010wildfire72471816.071862224.00.42%
European Union (27)2010wildfire72471816.071862224.00.42%
Portugal2010wildfire72471816.071862224.00.42%
Europe2010all_disasters271935392.0269648032.00.42%
Europe2010all_disasters_excluding_earthquakes271935392.0269648032.00.42%
Europe2010all_disasters_excluding_extreme_temperature271935392.0269648032.00.42%
European Union (27)2010all_disasters271935392.0269648032.00.42%
European Union (27)2010all_disasters_excluding_earthquakes271935392.0269648032.00.42%
European Union (27)2010all_disasters_excluding_extreme_temperature271935392.0269648032.00.42%
Portugal2010all_disasters271935392.0269648032.00.42%
~ natural_disasters_decadal.total_damages_constant_usd 🟢 median anomaly score 0.28%changed metadatachanged data
metadata diff
-   Amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in US$.
-   For each disaster, the registered figure corresponds to the damage value at the moment of the
+   The amount of damage to property, crops, and livestock. In EM-DAT estimated damages are given in
+   US$. For each disaster, the registered figure corresponds to the damage value at the moment of the
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 2,271 / 34,034 (6.67%) (2,260 revised, 11 disappeared) — showing the 100 most anomalous rows
countryyeartypetotal_damages_constant_usd -total_damages_constant_usd +anomaly score
Asia2020extreme_temperature209429040.00.0100%
Lebanon1990all_disasters1980506368.00.0100%
Lebanon1990all_disasters_excluding_earthquakes1980506368.00.0100%
Lebanon1990all_disasters_excluding_extreme_temperature1980506368.00.0100%
Lebanon1990extreme_weather1980506368.00.0100%
Myanmar2020earthquake1396563840.00.0100%
Sri Lanka2020all_disasters564893056.00.0100%
Sri Lanka2020all_disasters_excluding_earthquakes564893056.00.0100%
Sri Lanka2020all_disasters_excluding_extreme_temperature564893056.00.0100%
Sri Lanka2020extreme_weather564893056.00.0100%
Turkey2020extreme_temperature209429040.00.0100%
Upper-middle-income countries2020extreme_temperature209429040.00.0100%
Lower-middle-income countries1990extreme_temperature0.0121874248.0100%
South Korea2020wildfire110821232.00.0100%
Afghanistan2020earthquake39795572.00.0100%
Hong Kong2020all_disasters36059152.00.0100%
Hong Kong2020all_disasters_excluding_earthquakes36059152.00.0100%
Hong Kong2020all_disasters_excluding_extreme_temperature36059152.00.0100%
Hong Kong2020extreme_weather36059152.00.0100%
Switzerland2020all_disasters71223928.00.0100%
Switzerland2020all_disasters_excluding_earthquakes71223928.00.0100%
Switzerland2020all_disasters_excluding_extreme_temperature71223928.00.0100%
Switzerland2020flood71223928.00.0100%
Tonga2020all_disasters40150488.00.0100%
Tonga2020all_disasters_excluding_earthquakes40150488.00.0100%
Tonga2020all_disasters_excluding_extreme_temperature40150488.00.0100%
Low-income countries2020earthquake28425408.00.0100%
Afghanistan2010drought20352024.00.0100%
Oceania2020volcanic_activity19603344.00.0100%
Tonga2000all_disasters19753406.00.0100%
Tonga2000all_disasters_excluding_extreme_temperature19753406.00.0100%
Tonga2020extreme_weather20547142.00.0100%
Tonga2020volcanic_activity19603344.00.0100%
Tonga2000all_disasters_excluding_earthquakes18001596.00.0100%
Tonga2000extreme_weather18001596.00.0100%
Lower-middle-income countries2020volcanic_activity0.010951303.0100%
Japan2020wildfire9669092.00.0100%
Tonga2010all_disasters5692307.00.0100%
Tonga2010all_disasters_excluding_earthquakes5692307.00.0100%
Tonga2010all_disasters_excluding_extreme_temperature5692307.00.0100%
Tonga2010extreme_weather5692307.00.0100%
Mozambique2020all_disasters4578715.00.0100%
Mozambique2020all_disasters_excluding_earthquakes4578715.00.0100%
Mozambique2020all_disasters_excluding_extreme_temperature4578715.00.0100%
Mozambique2020extreme_weather4578715.00.0100%
Afghanistan2000flood3469617.50.0100%
Tonga2000earthquake1751809.50.0100%
Tonga1990all_disasters1544510.1250.0100%
Tonga1990all_disasters_excluding_earthquakes1544510.1250.0100%
Tonga1990all_disasters_excluding_extreme_temperature1544510.1250.0100%
Tonga1990extreme_weather1544510.1250.0100%
France2020wildfire1411965.00.0100%
Bhutan1990all_disasters1298306.3750.0100%
Bhutan1990all_disasters_excluding_earthquakes1298306.3750.0100%
Bhutan1990all_disasters_excluding_extreme_temperature1298306.3750.0100%
Bhutan1990wildfire1298306.3750.0100%
Afghanistan2000extreme_weather1138049.50.0100%
Lower-middle-income countries2000volcanic_activity0.01045933.75100%
Lower-middle-income countries2010volcanic_activity0.0423724.8125100%
Afghanistan2010landslide371040.31250.0100%
Afghanistan2000drought15790.714843750.0100%
Low-income countries2000drought15790.714843750.0100%
Afghanistan2000earthquake11380.49511718750.0100%
Afghanistan2000extreme_temperature3328.55175781250.0100%
Low-income countries2000extreme_temperature3328.55175781250.0100%
Lower-middle-income countries1990earthquake1.7140890177381387e+2017285085184.0100%
Lower-middle-income countries1990extreme_weather6.799079519590076e+1911507227648.0100%
Lower-middle-income countries1990flood4.466799588915345e+212112051478528.0100%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature4.7061991231573386e+212835167051776.0100%
Lower-middle-income countries1990all_disasters4.7061991231573386e+212835288948736.0100%
Lower-middle-income countries1990all_disasters_excluding_earthquakes4.534790432489757e+212818003959808.0100%
Upper-middle-income countries1990extreme_weather77880565760.06.782575410252507e+19100%
Upper-middle-income countries2010flood59028660224.02.811102687037227e+19100%
Upper-middle-income countries1990all_disasters_excluding_earthquakes11889263247360.04.5162288466255497e+21100%
Upper-middle-income countries1990flood11753044836352.04.44840294738749e+21100%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature14162306531328.04.6873023005958687e+21100%
Upper-middle-income countries1990all_disasters14163335184384.04.6873023005958687e+21100%
Upper-middle-income countries2010all_disasters_excluding_earthquakes101500665856.02.811102687037227e+19100%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature111094980608.02.811102687037227e+19100%
Upper-middle-income countries2010all_disasters111439634432.02.811102687037227e+19100%
Lower-middle-income countries2010flood2.820448975677974e+19129066278912.0100%
Upper-middle-income countries1990earthquake2274071674880.01.7107348915469104e+20100%
Upper-middle-income countries2000flood266010935296.01.8750354418510594e+19100%
Upper-middle-income countries2000all_disasters_excluding_earthquakes343739498496.01.8750354418510594e+19100%
Upper-middle-income countries2000all_disasters_excluding_extreme_temperature369644470272.01.8750354418510594e+19100%
Upper-middle-income countries2000all_disasters373364686848.01.8750354418510594e+19100%
Lower-middle-income countries2010all_disasters_excluding_earthquakes2.8204491955802997e+193297833385984.0100%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature2.8204491955802997e+193304135589888.0100%
Lower-middle-income countries2010all_disasters2.8204491955802997e+193304140308480.0100%
Lower-middle-income countries2000flood1.880100672017898e+192814419140608.0100%
Lower-middle-income countries2000all_disasters_excluding_earthquakes1.880100672017898e+192830844821504.0100%
Lower-middle-income countries2000all_disasters_excluding_extreme_temperature1.880100672017898e+192836565852160.0100%
Lower-middle-income countries2000all_disasters1.880100672017898e+192836938620928.0100%
Jamaica2020all_disasters1366522240.03983333.2599%
Jamaica2020all_disasters_excluding_earthquakes1366522240.03983333.2599%
Jamaica2020all_disasters_excluding_extreme_temperature1366522240.03983333.2599%
Jamaica2020extreme_weather1366522240.03983333.2599%
Thailand2020flood2378024448.0151665344.088%
Thailand2020all_disasters2508721152.0304146688.078%
Thailand2020all_disasters_excluding_earthquakes2508721152.0304146688.078%
~ natural_disasters_decadal.insured_damages_constant_usd 🟢 median anomaly score 0.24%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 934 / 34,034 (2.74%) (923 revised, 11 disappeared) — showing the 100 most anomalous rows
countryyeartypeinsured_damages_constant_usd -insured_damages_constant_usd +anomaly score
Asia2020extreme_temperature62828712.00.0100%
Switzerland2020flood56979140.00.0100%
Turkey2020all_disasters62828712.00.0100%
Turkey2020all_disasters_excluding_earthquakes62828712.00.0100%
Turkey2020extreme_temperature62828712.00.0100%
Upper-middle-income countries2020extreme_temperature62828712.00.0100%
World2020extreme_temperature62828712.00.0100%
Sri Lanka2020all_disasters68889400.00.0100%
Sri Lanka2020all_disasters_excluding_earthquakes68889400.00.0100%
Sri Lanka2020all_disasters_excluding_extreme_temperature68889400.00.0100%
Sri Lanka2020extreme_weather68889400.00.0100%
Lower-middle-income countries1990earthquake0.028119252.0100%
Lower-middle-income countries2000extreme_weather0.07162804.0100%
Lower-middle-income countries1990flood5.8397564160038876e+2034945768.0100%
Upper-middle-income countries1990flood100357200.05.8159517253797465e+20100%
Lower-middle-income countries1990all_disasters_excluding_earthquakes5.8397564160038876e+20265813920.0100%
Lower-middle-income countries1990all_disasters5.8397564160038876e+20293933184.0100%
Lower-middle-income countries1990all_disasters_excluding_extreme_temperature5.8397564160038876e+20293933184.0100%
Upper-middle-income countries1990all_disasters_excluding_earthquakes869128768.05.8159517253797465e+20100%
Upper-middle-income countries1990all_disasters_excluding_extreme_temperature53177868288.05.8159517253797465e+20100%
Upper-middle-income countries1990all_disasters53179355136.05.8159517253797465e+20100%
North America2020wildfire7589529600.02028862080.058%
High-income countries2020wildfire7611509248.02050841472.058%
World2020wildfire7611509248.02050841472.058%
United States2020wildfire8703995904.02659799552.053%
Switzerland2020all_disasters105587648.056863836.030%
Switzerland2020all_disasters_excluding_earthquakes105587648.056863836.030%
Switzerland2020all_disasters_excluding_extreme_temperature105587648.056863836.030%
Lower-middle-income countries2010extreme_weather122678592.0213860592.027%
Australia2020extreme_weather339935200.0201102288.026%
Oceania2020extreme_weather623310592.0453577344.016%
Asia2020extreme_weather272614144.0203725632.014%
Asia2020all_disasters_excluding_earthquakes874206016.0667863296.013%
China2020flood212042720.0163369376.013%
Lower-middle-income countries2010all_disasters_excluding_earthquakes470680992.0605463424.013%
Lower-middle-income countries2010all_disasters614691520.0757096192.010%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature614691520.0757096192.010%
China2020all_disasters_excluding_earthquakes240185584.0196202704.010%
China2020all_disasters240582528.0196666064.010%
China2020all_disasters_excluding_extreme_temperature240582528.0196666064.010%
Mexico2020all_disasters691644160.0839240576.09.6%
Mexico2020all_disasters_excluding_extreme_temperature691644160.0839240576.09.6%
North America2020all_disasters_excluding_earthquakes41494700032.034376388608.09.4%
North America2020all_disasters41559707648.034441400320.09.4%
North America2020all_disasters_excluding_extreme_temperature41559707648.034441400320.09.4%
Spain2020extreme_weather16432483.019737904.09.1%
Spain2020all_disasters780836160.0937084224.09.1%
Spain2020all_disasters_excluding_earthquakes780836160.0937084224.09.1%
Spain2020all_disasters_excluding_extreme_temperature780836160.0937084224.09.1%
Indonesia2020all_disasters56117712.067342480.09.1%
Indonesia2020all_disasters_excluding_earthquakes56117712.067342480.09.1%
Indonesia2020all_disasters_excluding_extreme_temperature56117712.067342480.09.1%
Indonesia2020extreme_weather56117712.067342480.09.1%
Australia2020wildfire8975980.010771177.09.1%
South Africa2020all_disasters326472576.0391767104.09.1%
South Africa2020all_disasters_excluding_earthquakes326472576.0391767104.09.1%
South Africa2020all_disasters_excluding_extreme_temperature326472576.0391767104.09.1%
Australia2020flood851757120.01022108544.09.1%
Morocco2020all_disasters51982660.062379192.09.1%
Morocco2020all_disasters_excluding_extreme_temperature51982660.062379192.09.1%
Chile2020all_disasters16666667.020000000.09.1%
Chile2020all_disasters_excluding_earthquakes16666667.020000000.09.1%
Chile2020all_disasters_excluding_extreme_temperature16666667.020000000.09.1%
Chile2020wildfire16666667.020000000.09.1%
Brazil2020all_disasters333333344.0400000000.09.1%
Brazil2020all_disasters_excluding_earthquakes333333344.0400000000.09.1%
Brazil2020all_disasters_excluding_extreme_temperature333333344.0400000000.09.1%
Pakistan2020all_disasters1794330.252152855.259.1%
Pakistan2020all_disasters_excluding_earthquakes1794330.252152855.259.1%
Pakistan2020all_disasters_excluding_extreme_temperature1794330.252152855.259.1%
High-income countries2020all_disasters_excluding_earthquakes45664591872.038296174592.08.8%
Japan2020all_disasters1553691904.01851407104.08.7%
Japan2020all_disasters_excluding_extreme_temperature1553691904.01851407104.08.7%
World2020all_disasters_excluding_earthquakes47469985792.039904051200.08.7%
High-income countries2020all_disasters46875242496.039499726848.08.5%
High-income countries2020all_disasters_excluding_extreme_temperature46875242496.039499726848.08.5%
Japan2020all_disasters_excluding_earthquakes217108112.0257440912.08.5%
World2020all_disasters48725590016.041152561152.08.4%
World2020all_disasters_excluding_extreme_temperature48662761472.041152561152.08.4%
Mexico2020all_disasters_excluding_earthquakes592837888.0699367104.08.2%
Mexico2020extreme_weather592837888.0699367104.08.2%
Canada2020extreme_weather155961616.0182197968.07.8%
Canada2020all_disasters284923360.0332704032.07.7%
Canada2020all_disasters_excluding_earthquakes284923360.0332704032.07.7%
Canada2020all_disasters_excluding_extreme_temperature284923360.0332704032.07.7%
China2020earthquake396943.75463366.406257.7%
Brazil2020flood285714272.0333333344.07.7%
Puerto Rico2020all_disasters65008612.075843384.07.7%
Puerto Rico2020all_disasters_excluding_extreme_temperature65008612.075843384.07.7%
South Africa2020flood279833632.0326472576.07.7%
Jamaica2020all_disasters2328571.52716666.757.7%
Jamaica2020all_disasters_excluding_earthquakes2328571.52716666.757.7%
Jamaica2020all_disasters_excluding_extreme_temperature2328571.52716666.757.7%
Jamaica2020extreme_weather2328571.52716666.757.7%
China2020extreme_weather28142858.032833334.07.7%
South Korea2020all_disasters127481008.0148727840.07.7%
South Korea2020all_disasters_excluding_earthquakes127481008.0148727840.07.7%
South Korea2020all_disasters_excluding_extreme_temperature127481008.0148727840.07.7%
Pakistan2020flood1537997.3751794046.07.7%
India2020all_disasters139089776.0161796400.07.5%
~ natural_disasters_decadal.reconstruction_costs_adjusted 🟢 median anomaly score 0.03%changed metadatachanged data
metadata diff
-     they are not reported or quantified without additional analysis and modeling. Some countries or
+     they are not reported or quantified without additional analysis and modelling. Some countries or
~ Changed values: 6 / 34,034 (0.02%)
countryyeartypereconstruction_costs_adjusted -reconstruction_costs_adjusted +anomaly score
Upper-middle-income countries2010earthquake6376145006369362000.05%
Upper-middle-income countries2010all_disasters7780787007774004000.04%
Upper-middle-income countries2010all_disasters_excluding_extreme_temperature7780787007774004000.04%
Lower-middle-income countries2010earthquake165435980016550381000.02%
Lower-middle-income countries2010all_disasters170466630017053446000.02%
Lower-middle-income countries2010all_disasters_excluding_extreme_temperature170466630017053446000.02%
~ garden/war/latest/ucdp_preview🔴 15 · 🟡 1 column(s) changeddataset metadata, 19 columns in 3 tables
dataset metadata diff
-   26.01.26.06).
+   26.01.26.03).
~ Table ucdp_preview_locations🔴 2 column(s) changed
table metadata diff
-       [codebook](https://ucdp.uu.se/downloads/candidateged/ucdp-candidate-codebook1.5.pdf) for
+       [codebook](https://ucdp.uu.se/downloads/candidateged/ucdp-candidate-codebook1.4.pdf) for
-     title_snapshot: Candidate Events Dataset (January – June 2026)
-     description_snapshot: This is the second (Q2) quarterly export in 2026, covering events from
-     January to June 2026.
+     title_snapshot: Candidate Events Dataset (January - March 2026)
+     description_snapshot: This is the first (Q1) quarterly export in 2026, covering events from
+     January to March 2026.
-       Högbladh Stina, 2026, "UCDP Candidate Events Dataset Codebook, v.1.5", Department of Peace and
+       Högbladh Stina, 2025, "UCDP Candidate Events Dataset Codebook, v.1.4", Department of Peace and
-     version_producer: v26.01.26.06
+     version_producer: v26.01.26.03
-     url_download: https://ucdp.uu.se/downloads/candidateged/GEDEvent_v26_01_26_06.csv
-     date_accessed: '2026-08-03'
-     date_published: '2026-07-20'
+     url_download: https://ucdp.uu.se/downloads/candidateged/GEDEvent_v26_01_26_03.csv
+     date_accessed: '2026-05-01'
+     date_published: '2026-04-20'
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
-     title: geoBoundaries – Comprehensive Global Administrative Zones (CGAZ)
+     title: geoBoundaries - Comprehensive Global Administrative Zones (CGAZ)
~ ucdp_preview_locations.is_location_of_conflict 🔴 median anomaly score 100%changed metadatachanged data
metadata diff
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 42 / 72,504 (0.06%)
yearcountryconflict_typeis_location_of_conflict -is_location_of_conflict +anomaly score
2026Afghanistanone-sided violence10100%
2026Bangladeshall01100%
2026Bangladeshone-sided violence01100%
2026Beninall10100%
2026Beninintrastate10100%
2026Beninintrastate (non-internationalized)10100%
2026Beninstate-based10100%
2026Burkina Fasointrastate (non-internationalized)10100%
2026Burkina Fasonon-state conflict10100%
2026Cameroonintrastate10100%
2026Cameroonintrastate (internationalized)10100%
2026Cameroonintrastate (non-internationalized)10100%
2026Cameroonstate-based10100%
2026Chadnon-state conflict10100%
2026Colombiaone-sided violence10100%
2026Congoall10100%
2026Congointrastate10100%
2026Congointrastate (internationalized)10100%
2026Congostate-based10100%
2026Ecuadorall10100%
2026Ecuadornon-state conflict10100%
2026Iraqintrastate10100%
2026Iraqintrastate (internationalized)10100%
2026Israelintrastate10100%
2026Israelintrastate (non-internationalized)10100%
2026Malinon-state conflict10100%
2026Mauritaniaall10100%
2026Mauritaniaintrastate10100%
2026Mauritaniaintrastate (internationalized)10100%
2026Mauritaniastate-based10100%
2026Mozambiqueone-sided violence10100%
2026Nigerintrastate (non-internationalized)10100%
2026Nigernon-state conflict10100%
2026Nigerianon-state conflict10100%
2026Philippinesall10100%
2026Philippinesintrastate10100%
2026Philippinesintrastate (non-internationalized)10100%
2026Philippinesstate-based10100%
2026Thailandall10100%
2026Thailandintrastate10100%
2026Thailandintrastate (non-internationalized)10100%
2026Thailandstate-based10100%
~ ucdp_preview_locations.number_locations 🔴 median anomaly score 16%changed metadatachanged data
metadata diff
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 24 / 72,504 (0.03%)
yearcountryconflict_typenumber_locations -number_locations +anomaly score
2026Africanon-state conflict7256%
2026Worldnon-state conflict10443%
2026Africaintrastate (non-internationalized)8433%
2026Americasone-sided violence2133%
2026Worldintrastate (non-internationalized)181124%
2026Asia and Oceaniaintrastate6420%
2026Asia and Oceaniaintrastate (non-internationalized)6420%
2026Middle Eastintrastate6420%
2026Americasnon-state conflict3220%
2026Middle Eastintrastate (internationalized)3220%
2026Middle Eastintrastate (non-internationalized)3220%
2026Asia and Oceaniastate-based7517%
2026Worldintrastate312315%
2026Americasall4314%
2026Africaintrastate171313%
2026Africastate-based171313%
2026Worldintrastate (internationalized)181412%
2026Africaintrastate (internationalized)141112%
2026Africaall18159.1%
2026Worldstate-based40348.1%
2026Asia and Oceaniaall767.7%
2026Worldall43386.2%
2026Worldone-sided violence18165.9%
2026Africaone-sided violence12114.3%
~ Table ucdp_preview_country🔴 1 · 🟡 1 column(s) changed
table metadata diff
-       [codebook](https://ucdp.uu.se/downloads/candidateged/ucdp-candidate-codebook1.5.pdf) for
+       [codebook](https://ucdp.uu.se/downloads/candidateged/ucdp-candidate-codebook1.4.pdf) for
-     title_snapshot: Candidate Events Dataset (January – June 2026)
-     description_snapshot: This is the second (Q2) quarterly export in 2026, covering events from
-     January to June 2026.
+     title_snapshot: Candidate Events Dataset (January - March 2026)
+     description_snapshot: This is the first (Q1) quarterly export in 2026, covering events from
+     January to March 2026.
-       Högbladh Stina, 2026, "UCDP Candidate Events Dataset Codebook, v.1.5", Department of Peace and
+       Högbladh Stina, 2025, "UCDP Candidate Events Dataset Codebook, v.1.4", Department of Peace and
-     version_producer: v26.01.26.06
+     version_producer: v26.01.26.03
-     url_download: https://ucdp.uu.se/downloads/candidateged/GEDEvent_v26_01_26_06.csv
-     date_accessed: '2026-08-03'
-     date_published: '2026-07-20'
+     url_download: https://ucdp.uu.se/downloads/candidateged/GEDEvent_v26_01_26_03.csv
+     date_accessed: '2026-05-01'
+     date_published: '2026-04-20'
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
~ ucdp_preview_country.participated_in_conflict 🔴 median anomaly score 100%changed metadatachanged data
metadata diff
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 17 / 95,191 (0.02%)
yearcountryconflict_typeparticipated_in_conflict -participated_in_conflict +anomaly score
2026Beninintrastate10100%
2026Beninintrastate (non-internationalized)10100%
2026Beninstate-based10100%
2026Cameroonintrastate10100%
2026Cameroonintrastate (internationalized)10100%
2026Cameroonintrastate (non-internationalized)10100%
2026Cameroonstate-based10100%
2026Iraqintrastate10100%
2026Iraqintrastate (internationalized)10100%
2026Iraqstate-based10100%
2026Nigerintrastate (non-internationalized)10100%
2026Philippinesintrastate10100%
2026Philippinesintrastate (non-internationalized)10100%
2026Philippinesstate-based10100%
2026Thailandintrastate10100%
2026Thailandintrastate (non-internationalized)10100%
2026Thailandstate-based10100%
~ ucdp_preview_country.number_participants 🟡 median anomaly score 13%changed metadatachanged data
metadata diff
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 14 / 95,191 (0.01%)
yearcountryconflict_typenumber_participants -number_participants +anomaly score
2026Africaintrastate (non-internationalized)6333%
2026Worldintrastate (non-internationalized)14922%
2026Asia and Oceaniaintrastate6420%
2026Asia and Oceaniaintrastate (non-internationalized)6420%
2026Asia and Oceaniastate-based6420%
2026Middle Eastintrastate (internationalized)3220%
2026Middle Eastintrastate4314%
2026Worldintrastate241912%
2026Middle Eaststate-based5411%
2026Worldstate-based272210%
2026Africaintrastate12109.1%
2026Africastate-based12109.1%
2026Worldintrastate (internationalized)13118.3%
2026Africaintrastate (internationalized)985.9%
~ Table ucdp_preview🔴 12 column(s) changed
table metadata diff
-       [codebook](https://ucdp.uu.se/downloads/candidateged/ucdp-candidate-codebook1.5.pdf) for
+       [codebook](https://ucdp.uu.se/downloads/candidateged/ucdp-candidate-codebook1.4.pdf) for
-     title_snapshot: Candidate Events Dataset (January – June 2026)
-     description_snapshot: This is the second (Q2) quarterly export in 2026, covering events from
-     January to June 2026.
+     title_snapshot: Candidate Events Dataset (January - March 2026)
+     description_snapshot: This is the first (Q1) quarterly export in 2026, covering events from
+     January to March 2026.
-       Högbladh Stina, 2026, "UCDP Candidate Events Dataset Codebook, v.1.5", Department of Peace and
+       Högbladh Stina, 2025, "UCDP Candidate Events Dataset Codebook, v.1.4", Department of Peace and
-     version_producer: v26.01.26.06
+     version_producer: v26.01.26.03
-     url_download: https://ucdp.uu.se/downloads/candidateged/GEDEvent_v26_01_26_06.csv
-     date_accessed: '2026-08-03'
-     date_published: '2026-07-20'
+     url_download: https://ucdp.uu.se/downloads/candidateged/GEDEvent_v26_01_26_03.csv
+     date_accessed: '2026-05-01'
+     date_published: '2026-04-20'
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
-     title: geoBoundaries – Comprehensive Global Administrative Zones (CGAZ)
+     title: geoBoundaries - Comprehensive Global Administrative Zones (CGAZ)
~ ucdp_preview.number_deaths_ongoing_conflicts_unknown 🔴 median anomaly score 64%changed metadatachanged data
metadata diff
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate,
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate,
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
-   Best estimate of the number of deaths of << people_type >> in internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> from one-sided violence that was
+   The best estimate of the number of deaths of << people_type >> from one-sided violence that was
-   Best estimate of the number of deaths of << people_type >> in non-state conflicts that were
+   The best estimate of the number of deaths of << people_type >> in non-state conflicts that were
-   Best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts that
-   were ongoing that year<< per_capita >>.
+   The best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts
+   that were ongoing that year<< per_capita >>.
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 144 / 82,108 (0.18%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_unknown -number_deaths_ongoing_conflicts_unknown +anomaly score
2026Africa (UCDP)non-state conflict2200100%
2026Sudannon-state conflict960100%
2026Nigerintrastate (non-internationalized)640100%
2026Democratic Republic of Congoone-sided violence570100%
2026Malinon-state conflict520100%
2026Ecuadorall480100%
2026Ecuadornon-state conflict480100%
2026Chadall450100%
2026Chadnon-state conflict450100%
2026Nigerianon-state conflict260100%
2026Cameroonall230100%
2026Cameroonintrastate220100%
2026Cameroonstate-based220100%
2026Americas (UCDP)one-sided violence200100%
2026Cameroonintrastate (non-internationalized)160100%
2026Colombiaone-sided violence150100%
2026Yemenall110100%
2026Yemenintrastate110100%
2026Yemenintrastate (internationalized)110100%
2026Yemenstate-based110100%
2026Iraqintrastate80100%
2026Iraqintrastate (internationalized)80100%
2026Cameroonintrastate (internationalized)60100%
2026Ethiopiaintrastate (internationalized)60100%
2026Mozambiqueall60100%
2026Haitiall50100%
2026Haitione-sided violence50100%
2026Asia and Oceania (UCDP)one-sided violence40100%
2026Mozambiqueintrastate40100%
2026Mozambiqueintrastate (internationalized)40100%
2026Mozambiquestate-based40100%
2026Philippinesall40100%
2026Philippinesintrastate40100%
2026Philippinesintrastate (non-internationalized)40100%
2026Philippinesstate-based40100%
2026Mozambiqueone-sided violence20100%
2026Myanmarone-sided violence20100%
2026Pakistanone-sided violence20100%
2026Sudanone-sided violence20100%
2026Cameroonone-sided violence10100%
2026Ethiopiaone-sided violence10100%
2026Nigerintrastate (internationalized)01100%
2026Nigernon-state conflict10100%
2026Saudi Arabiaall10100%
2026Saudi Arabiastate-based10100%
2026Saudi Arabiastate-based (unknown)10100%
2026Thailandall10100%
2026Thailandintrastate10100%
2026Thailandintrastate (non-internationalized)10100%
2026Thailandstate-based10100%
2026Nigerall65197%
2026Nigerintrastate64197%
2026Nigerstate-based64197%
2026Worldone-sided violence90394%
2026Africa (UCDP)one-sided violence66391%
2026Iraqall16188%
2026Iraqstate-based16188%
2026Nigeriaintrastate10182%
2026Nigeriaintrastate (internationalized)10182%
2026Nigeriastate-based10182%
2026Colombianon-state conflict1992082%
2026Nigeriaall39481%
2026Colombiaall2202679%
2026Iraqstate-based (unknown)8178%
2026Maliall811176%
2026Burkina Fasoall26473%
2026Burkina Fasointrastate26473%
2026Burkina Fasointrastate (internationalized)26473%
2026Burkina Fasostate-based26473%
2026Democratic Republic of Congoall1021771%
2026Europe (UCDP)all9264%
2026Europe (UCDP)interstate9264%
2026Europe (UCDP)state-based9264%
2026Russiaall9264%
2026Russiainterstate9264%
2026Russiastate-based9264%
2026Pakistanintrastate451161%
2026Pakistanintrastate (non-internationalized)451161%
2026Pakistanall481260%
2026Pakistanstate-based461259%
2026Lebanonintrastate334488258%
2026Lebanonintrastate (non-internationalized)334488258%
2026Lebanonall334688458%
2026Lebanonstate-based334688458%
2026Middle East (UCDP)intrastate (non-internationalized)3770108655%
2026Middle East (UCDP)intrastate3798109555%
2026Worldnon-state conflict114435752%
2026Middle East (UCDP)intrastate (internationalized)28951%
2026Democratic Republic of Congointrastate451745%
2026Democratic Republic of Congointrastate (internationalized)451745%
2026Democratic Republic of Congostate-based451745%
2026Maliintrastate291145%
2026Maliintrastate (internationalized)291145%
2026Malistate-based291145%
2026Americas (UCDP)all95036345%
2026Americas (UCDP)non-state conflict92435744%
2026Middle East (UCDP)all4533181743%
2026Middle East (UCDP)state-based4533181743%
2026Worldintrastate (non-internationalized)5560234641%
2026Worldintrastate7828358337%
~ ucdp_preview.number_ongoing_conflicts 🔴 median anomaly score 43%changed metadatachanged data
metadata diff
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 103 / 82,108 (0.13%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_ongoing_conflicts -number_ongoing_conflicts +anomaly score
2026Malinon-state conflict30100%
2026Nigerianon-state conflict30100%
2026Cameroonintrastate20100%
2026Cameroonstate-based20100%
2026Colombiaone-sided violence20100%
2026Israelintrastate20100%
2026Israelintrastate (non-internationalized)20100%
2026Afghanistanone-sided violence10100%
2026Bangladeshall01100%
2026Bangladeshone-sided violence01100%
2026Beninall10100%
2026Beninintrastate10100%
2026Beninintrastate (non-internationalized)10100%
2026Beninstate-based10100%
2026Burkina Fasointrastate (non-internationalized)10100%
2026Burkina Fasonon-state conflict10100%
2026Cameroonintrastate (internationalized)10100%
2026Cameroonintrastate (non-internationalized)10100%
2026Chadnon-state conflict10100%
2026Congoall10100%
2026Congointrastate10100%
2026Congointrastate (internationalized)10100%
2026Congostate-based10100%
2026Ecuadorall10100%
2026Ecuadornon-state conflict10100%
2026Iraqintrastate10100%
2026Iraqintrastate (internationalized)10100%
2026Mauritaniaall10100%
2026Mauritaniaintrastate10100%
2026Mauritaniaintrastate (internationalized)10100%
2026Mauritaniastate-based10100%
2026Mozambiqueone-sided violence10100%
2026Nigerintrastate (non-internationalized)10100%
2026Nigernon-state conflict10100%
2026Philippinesall10100%
2026Philippinesintrastate10100%
2026Philippinesintrastate (non-internationalized)10100%
2026Philippinesstate-based10100%
2026Thailandall10100%
2026Thailandintrastate10100%
2026Thailandintrastate (non-internationalized)10100%
2026Thailandstate-based10100%
2026Cameroonall5167%
2026Africa (UCDP)non-state conflict9264%
2026Nigerall6250%
2026Americas (UCDP)one-sided violence3150%
2026Cameroonone-sided violence3150%
2026Israelall3150%
2026Israelstate-based3150%
2026Nigerintrastate3150%
2026Nigerstate-based3150%
2026Colombiaall5243%
2026Nigeriaall7340%
2026Worldnon-state conflict17836%
2026Africa (UCDP)intrastate (non-internationalized)6333%
2026Democratic Republic of Congoone-sided violence4233%
2026Burkina Fasointrastate2133%
2026Burkina Fasostate-based2133%
2026Colombianon-state conflict2133%
2026Ethiopiaintrastate (non-internationalized)2133%
2026Iraqall2133%
2026Iraqstate-based2133%
2026Mozambiqueall2133%
2026Nigerintrastate (internationalized)2133%
2026Nigerone-sided violence2133%
2026Nigeriaone-sided violence2133%
2026Pakistanone-sided violence2133%
2026Sudannon-state conflict2133%
2026Worldone-sided violence171026%
2026Africa (UCDP)all402425%
2026Maliall10625%
2026Burkina Fasoall5325%
2026Africa (UCDP)one-sided violence12820%
2026Asia and Oceania (UCDP)one-sided violence3220%
2026Chadall3220%
2026Ethiopiaintrastate3220%
2026Ethiopiastate-based3220%
2026Maliintrastate3220%
2026Maliintrastate (internationalized)3220%
2026Malistate-based3220%
2026Middle East (UCDP)intrastate (internationalized)3220%
2026Worldall734920%
2026Americas (UCDP)all13918%
2026Democratic Republic of Congoall7517%
2026Africa (UCDP)intrastate191415%
2026Africa (UCDP)state-based191415%
2026Worldintrastate (non-internationalized)191415%
2026Americas (UCDP)non-state conflict8614%
2026Afghanistanall4314%
2026Ethiopiaall4314%
2026Sudanall4314%
2026Worldintrastate362812%
2026Worldstate-based393111%
2026Asia and Oceania (UCDP)all151211%
2026Asia and Oceania (UCDP)intrastate10811%
2026Asia and Oceania (UCDP)intrastate (non-internationalized)10811%
2026Middle East (UCDP)intrastate5411%
2026Worldintrastate (internationalized)17149.7%
2026Asia and Oceania (UCDP)state-based12109.1%
2026Middle East (UCDP)state-based659.1%
~ ucdp_preview.number_deaths_ongoing_conflicts_low 🔴 median anomaly score 36%changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
-     not to be part of an armed conflict. In addition, data for 2026 only covers the first half of
+     not to be part of an armed conflict. In addition, data for 2026 only covers the first quarter of
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 208 / 82,108 (0.25%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_low -number_deaths_ongoing_conflicts_low +anomaly score
2026Mauritaniaall1500100%
2026Mauritaniaintrastate1500100%
2026Mauritaniaintrastate (internationalized)1500100%
2026Mauritaniastate-based1500100%
2026Nigerintrastate (non-internationalized)1380100%
2026Malinon-state conflict1180100%
2026Cameroonintrastate1040100%
2026Cameroonstate-based1040100%
2026Nigerianon-state conflict1020100%
2026Cameroonintrastate (non-internationalized)760100%
2026Philippinesall740100%
2026Philippinesintrastate740100%
2026Philippinesintrastate (non-internationalized)740100%
2026Philippinesstate-based740100%
2026Colombiaone-sided violence730100%
2026Ecuadorall490100%
2026Ecuadornon-state conflict490100%
2026Chadnon-state conflict450100%
2026Burkina Fasonon-state conflict350100%
2026Iraqintrastate350100%
2026Iraqintrastate (internationalized)350100%
2026Cameroonintrastate (internationalized)280100%
2026Mozambiqueone-sided violence220100%
2026Beninall210100%
2026Beninintrastate210100%
2026Beninintrastate (non-internationalized)210100%
2026Beninstate-based210100%
2026Thailandall140100%
2026Thailandintrastate140100%
2026Thailandintrastate (non-internationalized)140100%
2026Thailandstate-based140100%
2026Afghanistanone-sided violence110100%
2026Burkina Fasointrastate (non-internationalized)70100%
2026Congoall60100%
2026Congointrastate60100%
2026Congointrastate (internationalized)60100%
2026Congostate-based60100%
2026Israelintrastate40100%
2026Israelintrastate (non-internationalized)40100%
2026Bangladeshall01100%
2026Bangladeshone-sided violence01100%
2026Nigernon-state conflict10100%
2026Cameroonall179496%
2026Iraqall48292%
2026Iraqstate-based48292%
2026Cameroonone-sided violence75490%
2026Russiaall1431383%
2026Russiainterstate1431383%
2026Russiastate-based1431383%
2026Colombianon-state conflict2783180%
2026Iraqstate-based (unknown)13273%
2026Chadintrastate (internationalized)58973%
2026Africa (UCDP)non-state conflict6219972%
2026Ethiopiaone-sided violence30571%
2026Nigeriaone-sided violence5799971%
2026Colombiaall47710065%
2026Israelall13362%
2026Israelstate-based13362%
2026Democratic Republic of Congointrastate3608761%
2026Democratic Republic of Congointrastate (internationalized)3608761%
2026Democratic Republic of Congostate-based3608761%
2026Chadall1273359%
2026Worldnon-state conflict134235059%
2026Myanmarone-sided violence882359%
2026Sudannon-state conflict1373658%
2026Nigeriaall205758556%
2026Democratic Republic of Congoall136439855%
2026Democratic Republic of Congoone-sided violence82124854%
2026Lebanonintrastate4350137752%
2026Lebanonintrastate (non-internationalized)4350137752%
2026Lebanonall4365138952%
2026Lebanonstate-based4365138952%
2026Maliall81826651%
2026Israelstate-based (unknown)9350%
2026Afghanistanintrastate622149%
2026Afghanistanintrastate (non-internationalized)622149%
2026Middle East (UCDP)intrastate (non-internationalized)5089173349%
2026Democratic Republic of Congonon-state conflict1836349%
2026Americas (UCDP)non-state conflict72125148%
2026Middle East (UCDP)intrastate5357187248%
2026Africa (UCDP)one-sided violence225178848%
2026Nigerintrastate39713948%
2026Nigerstate-based39713948%
2026Maliintrastate55919748%
2026Maliintrastate (internationalized)55919748%
2026Malistate-based55919748%
2026Nigeriaintrastate137648648%
2026Nigeriaintrastate (internationalized)137648648%
2026Nigeriastate-based137648648%
2026Worldone-sided violence255791048%
2026Pakistaninterstate702646%
2026Asia and Oceania (UCDP)one-sided violence1686445%
2026Americas (UCDP)all103841143%
2026Chadintrastate823343%
2026Chadstate-based823343%
2026Americas (UCDP)one-sided violence1345641%
2026Nigerall56525638%
2026Yemenall1597337%
2026Yemenintrastate1597337%
2026Yemenintrastate (internationalized)1597337%
~ ucdp_preview.number_deaths_ongoing_conflicts_low_per_capita 🔴 median anomaly score 36%changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
-     not to be part of an armed conflict. In addition, data for 2026 only covers the first half of
+     not to be part of an armed conflict. In addition, data for 2026 only covers the first quarter of
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 208 / 82,108 (0.25%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_low_per_capita -number_deaths_ongoing_conflicts_low_per_capita +anomaly score
2026Mauritaniaall2.74658823013305660.0100%
2026Mauritaniaintrastate2.74658823013305660.0100%
2026Mauritaniaintrastate (internationalized)2.74658823013305660.0100%
2026Mauritaniastate-based2.74658823013305660.0100%
2026Nigerintrastate (non-internationalized)0.478919267654418950.0100%
2026Malinon-state conflict0.45503139495849610.0100%
2026Cameroonintrastate0.33941656351089480.0100%
2026Cameroonstate-based0.33941656351089480.0100%
2026Ecuadorall0.26566180586814880.0100%
2026Ecuadornon-state conflict0.26566180586814880.0100%
2026Cameroonintrastate (non-internationalized)0.248035177588462830.0100%
2026Chadnon-state conflict0.208716124296188350.0100%
2026Burkina Fasonon-state conflict0.142266601324081420.0100%
2026Beninall0.138427287340164180.0100%
2026Beninintrastate0.138427287340164180.0100%
2026Beninintrastate (non-internationalized)0.138427287340164180.0100%
2026Beninstate-based0.138427287340164180.0100%
2026Colombiaone-sided violence0.135345011949539180.0100%
2026Cameroonintrastate (internationalized)0.091381378471851350.0100%
2026Congoall0.090391583740711210.0100%
2026Congointrastate0.090391583740711210.0100%
2026Congointrastate (internationalized)0.090391583740711210.0100%
2026Congostate-based0.090391583740711210.0100%
2026Iraqintrastate0.072905376553535460.0100%
2026Iraqintrastate (internationalized)0.072905376553535460.0100%
2026Philippinesall0.062858641147613530.0100%
2026Philippinesintrastate0.062858641147613530.0100%
2026Philippinesintrastate (non-internationalized)0.062858641147613530.0100%
2026Philippinesstate-based0.062858641147613530.0100%
2026Mozambiqueone-sided violence0.0600439049303531650.0100%
2026Nigerianon-state conflict0.042073681950569150.0100%
2026Israelintrastate0.0414607077836990360.0100%
2026Israelintrastate (non-internationalized)0.0414607077836990360.0100%
2026Burkina Fasointrastate (non-internationalized)0.0284533202648162840.0100%
2026Afghanistanone-sided violence0.024418903514742850.0100%
2026Thailandall0.0195641070604324340.0100%
2026Thailandintrastate0.0195641070604324340.0100%
2026Thailandintrastate (non-internationalized)0.0195641070604324340.0100%
2026Thailandstate-based0.0195641070604324340.0100%
2026Nigernon-state conflict0.0034704294521361590.0100%
2026Bangladeshall0.00.0005623726174235344100%
2026Bangladeshone-sided violence0.00.0005623726174235344100%
2026Cameroonall0.58418810367584230.01305448263883590796%
2026Iraqall0.099984511733055110.00416602147743105992%
2026Iraqstate-based0.099984511733055110.00416602147743105992%
2026Cameroonone-sided violence0.24477155506610870.01305448263883590790%
2026Russiaall0.09972491115331650.00906590092927217583%
2026Russiainterstate0.09972491115331650.00906590092927217583%
2026Russiastate-based0.09972491115331650.00906590092927217583%
2026Colombianon-state conflict0.51542347669601440.0574752800166606980%
2026Iraqstate-based (unknown)0.0270791389048099520.00416602147743105973%
2026Chadintrastate (internationalized)0.269011884927749630.0417432263493537973%
2026Africa (UCDP)non-state conflict0.042479444295167920.006772085558623075572%
2026Ethiopiaone-sided violence0.0215979330241680150.003599655348807573371%
2026Nigeriaone-sided violence0.238830015063285830.0408362224698066771%
2026Colombiaall0.88437771797180180.1854041367769241365%
2026Israelall0.134747296571731570.03109552897512912862%
2026Israelstate-based0.134747296571731570.03109552897512912862%
2026Democratic Republic of Congointrastate0.309139817953109740.0747087895870208761%
2026Democratic Republic of Congointrastate (internationalized)0.309139817953109740.0747087895870208761%
2026Democratic Republic of Congostate-based0.309139817953109740.0747087895870208761%
2026Chadall0.58904325962066650.153058484196662959%
2026Worldnon-state conflict0.0162124056369066240.00422827247530221959%
2026Myanmarone-sided violence0.159464120864868160.0416781231760978759%
2026Sudannon-state conflict0.25711902976036070.0675641223788261458%
2026Nigeriaall0.84848594665527340.2413049489259719856%
2026Democratic Republic of Congoall1.17129635810852050.341771245002746655%
2026Democratic Republic of Congoone-sided violence0.70501053333282470.2129629850387573254%
2026Lebanonintrastate73.7605438232421923.34902763366699252%
2026Lebanonintrastate (non-internationalized)73.7605438232421923.34902763366699252%
2026Lebanonall74.01489257812523.5525035858154352%
2026Lebanonstate-based74.01489257812523.5525035858154352%
2026Maliall3.1543700695037841.025748729705810551%
2026Israelstate-based (unknown)0.093286588788032530.03109552897512912850%
2026Afghanistanintrastate0.1376338154077530.0466179065406322549%
2026Afghanistanintrastate (non-internationalized)0.1376338154077530.0466179065406322549%
2026Middle East (UCDP)intrastate (non-internationalized)1.0015038251876830.3410505056381225649%
2026Democratic Republic of Congonon-state conflict0.157146066427230830.05409946665167808549%
2026Americas (UCDP)non-state conflict0.068230547010898590.02375293523073196448%
2026Middle East (UCDP)intrastate1.05424559116363530.3684054017066955648%
2026Africa (UCDP)one-sided violence0.153979435563087460.05390306562185287548%
2026Nigerintrastate1.37776052951812740.482389688491821348%
2026Nigerstate-based1.37776052951812740.482389688491821348%
2026Maliintrastate2.15561485290527340.759671032428741548%
2026Maliintrastate (internationalized)2.15561485290527340.759671032428741548%
2026Malistate-based2.15561485290527340.759671032428741548%
2026Nigeriaintrastate0.56758224964141850.2004687190055847248%
2026Nigeriaintrastate (internationalized)0.56758224964141850.2004687190055847248%
2026Nigeriastate-based0.56758224964141850.2004687190055847248%
2026Worldone-sided violence0.030890550464391710.01099350862205028548%
2026Pakistaninterstate0.026995779946446420.01002700347453355846%
2026Asia and Oceania (UCDP)one-sided violence0.00374233420006930830.001425651134923100545%
2026Americas (UCDP)all0.098229274153709410.03889425098896026643%
2026Chadintrastate0.380327165126800540.153058484196662943%
2026Chadstate-based0.380327165126800540.153058484196662943%
2026Americas (UCDP)one-sided violence0.0126808499917387960.005299459677189588541%
2026Nigerall1.96079266071319580.888429939746856738%
2026Yemenall0.370097428560256960.169918939471244837%
2026Yemenintrastate0.370097428560256960.169918939471244837%
2026Yemenintrastate (internationalized)0.370097428560256960.169918939471244837%
~ ucdp_preview.number_deaths_ongoing_conflicts_high 🔴 median anomaly score 36%changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
-     not to be part of an armed conflict. In addition, data for 2026 only covers the first half of
+     not to be part of an armed conflict. In addition, data for 2026 only covers the first quarter of
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 208 / 82,108 (0.25%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_high -number_deaths_ongoing_conflicts_high +anomaly score
2026Nigerianon-state conflict2760100%
2026Nigerintrastate (non-internationalized)2720100%
2026Malinon-state conflict2010100%
2026Mauritaniaall1500100%
2026Mauritaniaintrastate1500100%
2026Mauritaniaintrastate (internationalized)1500100%
2026Mauritaniastate-based1500100%
2026Cameroonintrastate1220100%
2026Cameroonstate-based1220100%
2026Burkina Fasonon-state conflict1030100%
2026Cameroonintrastate (non-internationalized)920100%
2026Philippinesall770100%
2026Philippinesintrastate770100%
2026Philippinesintrastate (non-internationalized)770100%
2026Philippinesstate-based770100%
2026Colombiaone-sided violence760100%
2026Chadnon-state conflict540100%
2026Ecuadorall520100%
2026Ecuadornon-state conflict520100%
2026Nigernon-state conflict490100%
2026Beninall450100%
2026Beninintrastate450100%
2026Beninintrastate (non-internationalized)450100%
2026Beninstate-based450100%
2026Iraqintrastate350100%
2026Iraqintrastate (internationalized)350100%
2026Cameroonintrastate (internationalized)300100%
2026Mozambiqueone-sided violence270100%
2026Thailandall270100%
2026Thailandintrastate270100%
2026Thailandintrastate (non-internationalized)270100%
2026Thailandstate-based270100%
2026Afghanistanone-sided violence210100%
2026Burkina Fasointrastate (non-internationalized)150100%
2026Congoall110100%
2026Congointrastate110100%
2026Congointrastate (internationalized)110100%
2026Congostate-based110100%
2026Israelintrastate40100%
2026Israelintrastate (non-internationalized)40100%
2026Bangladeshall01100%
2026Bangladeshone-sided violence01100%
2026Cameroonall207496%
2026Iraqall48292%
2026Iraqstate-based48292%
2026Cameroonone-sided violence85491%
2026Colombianon-state conflict2923280%
2026Africa (UCDP)non-state conflict115113779%
2026Russiaall3044176%
2026Russiainterstate3044176%
2026Russiastate-based3044176%
2026Iraqstate-based (unknown)13273%
2026Chadintrastate (internationalized)631170%
2026Colombiaall49510166%
2026Sudannon-state conflict1733666%
2026Israelall13362%
2026Israelstate-based13362%
2026Nigeriaone-sided violence76418960%
2026Chadall1413560%
2026Democratic Republic of Congoone-sided violence114028560%
2026Worldnon-state conflict241163358%
2026Myanmarone-sided violence932558%
2026Maliall148940857%
2026Nigerintrastate71120256%
2026Nigerstate-based71120256%
2026Maliintrastate108332654%
2026Maliintrastate (internationalized)108332654%
2026Malistate-based108332654%
2026Asia and Oceania (UCDP)one-sided violence2277152%
2026Nigeriaall285490652%
2026Israelstate-based (unknown)9350%
2026Lebanonintrastate4050137749%
2026Lebanonintrastate (non-internationalized)4050137749%
2026Lebanonall4065138949%
2026Lebanonstate-based4065138949%
2026Democratic Republic of Congonon-state conflict29510149%
2026Nigerall92932149%
2026Africa (UCDP)one-sided violence2964102948%
2026Worldone-sided violence3346117248%
2026Democratic Republic of Congoall254191847%
2026Middle East (UCDP)intrastate (non-internationalized)4835175247%
2026Middle East (UCDP)intrastate5123189946%
2026Americas (UCDP)non-state conflict126049644%
2026Nigeriaintrastate181471743%
2026Nigeriaintrastate (internationalized)181471743%
2026Nigeriastate-based181471743%
2026Pakistanone-sided violence1134543%
2026Malione-sided violence2058243%
2026Chadintrastate873543%
2026Chadstate-based873543%
2026Americas (UCDP)all164471539%
2026Yemenall1788038%
2026Yemenintrastate1788038%
2026Yemenintrastate (internationalized)1788038%
2026Yemenstate-based1788038%
2026Burkina Fasoall2479113437%
2026Nigerintrastate (internationalized)43920237%
2026Africa (UCDP)intrastate (internationalized)10531487237%
2026Americas (UCDP)one-sided violence1517037%
2026Worldintrastate (internationalized)10925509936%
~ ucdp_preview.number_deaths_ongoing_conflicts_high_per_capita 🔴 median anomaly score 36%changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
-     not to be part of an armed conflict. In addition, data for 2026 only covers the first half of
+     not to be part of an armed conflict. In addition, data for 2026 only covers the first quarter of
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 208 / 82,108 (0.25%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_high_per_capita -number_deaths_ongoing_conflicts_high_per_capita +anomaly score
2026Mauritaniaall2.74658823013305660.0100%
2026Mauritaniaintrastate2.74658823013305660.0100%
2026Mauritaniaintrastate (internationalized)2.74658823013305660.0100%
2026Mauritaniastate-based2.74658823013305660.0100%
2026Nigerintrastate (non-internationalized)0.94395679235458370.0100%
2026Malinon-state conflict0.77509582042694090.0100%
2026Burkina Fasonon-state conflict0.418670266866683960.0100%
2026Cameroonintrastate0.398161739110946660.0100%
2026Cameroonstate-based0.398161739110946660.0100%
2026Cameroonintrastate (non-internationalized)0.300253123044967650.0100%
2026Beninall0.29662990570068360.0100%
2026Beninintrastate0.29662990570068360.0100%
2026Beninintrastate (non-internationalized)0.29662990570068360.0100%
2026Beninstate-based0.29662990570068360.0100%
2026Ecuadorall0.281926810741424560.0100%
2026Ecuadornon-state conflict0.281926810741424560.0100%
2026Chadnon-state conflict0.250459343194961550.0100%
2026Nigernon-state conflict0.170051038265228270.0100%
2026Congoall0.165717899799346920.0100%
2026Congointrastate0.165717899799346920.0100%
2026Congointrastate (internationalized)0.165717899799346920.0100%
2026Congostate-based0.165717899799346920.0100%
2026Colombiaone-sided violence0.14090713858604430.0100%
2026Nigerianon-state conflict0.113846436142921450.0100%
2026Cameroonintrastate (internationalized)0.09790862351655960.0100%
2026Mozambiqueone-sided violence0.07369025051593780.0100%
2026Iraqintrastate0.072905376553535460.0100%
2026Iraqintrastate (internationalized)0.072905376553535460.0100%
2026Philippinesall0.065406963229179380.0100%
2026Philippinesintrastate0.065406963229179380.0100%
2026Philippinesintrastate (non-internationalized)0.065406963229179380.0100%
2026Philippinesstate-based0.065406963229179380.0100%
2026Burkina Fasointrastate (non-internationalized)0.0609713979065418240.0100%
2026Afghanistanone-sided violence0.046617906540632250.0100%
2026Israelintrastate0.0414607077836990360.0100%
2026Israelintrastate (non-internationalized)0.0414607077836990360.0100%
2026Thailandall0.037730775773525240.0100%
2026Thailandintrastate0.037730775773525240.0100%
2026Thailandintrastate (non-internationalized)0.037730775773525240.0100%
2026Thailandstate-based0.037730775773525240.0100%
2026Bangladeshall0.00.0005623726174235344100%
2026Bangladeshone-sided violence0.00.0005623726174235344100%
2026Cameroonall0.6755694746971130.01305448263883590796%
2026Iraqall0.099984511733055110.00416602147743105992%
2026Iraqstate-based0.099984511733055110.00416602147743105992%
2026Cameroonone-sided violence0.277407765388488770.01305448263883590791%
2026Colombianon-state conflict0.54138004779815670.059329323470592580%
2026Africa (UCDP)non-state conflict0.078734047710895540.00937147159129381279%
2026Russiaall0.212002620100975040.02859245799481868776%
2026Russiainterstate0.212002620100975040.02859245799481868776%
2026Russiastate-based0.212002620100975040.02859245799481868776%
2026Iraqstate-based (unknown)0.0270791389048099520.00416602147743105973%
2026Chadintrastate (internationalized)0.292202562093734740.0510194972157478370%
2026Colombiaall0.91775041818618770.1872581690549850566%
2026Sudannon-state conflict0.324683159589767460.0675641223788261466%
2026Israelall0.134747296571731570.03109552897512912862%
2026Israelstate-based0.134747296571731570.03109552897512912862%
2026Nigeriaone-sided violence0.315140128135681150.077960059046745360%
2026Chadall0.65397721529006960.1623347699642181460%
2026Democratic Republic of Congoone-sided violence0.97894275188446040.244735687971115160%
2026Worldnon-state conflict0.0291267577558755870.00764713296666741458%
2026Myanmarone-sided violence0.16852459311485290.0453023090958595358%
2026Maliall5.7418789863586431.573328852653503457%
2026Nigerintrastate2.4674754142761230.701026737689971956%
2026Nigerstate-based2.4674754142761230.701026737689971956%
2026Maliintrastate4.1762628555297851.257120609283447354%
2026Maliintrastate (internationalized)4.1762628555297851.257120609283447354%
2026Malistate-based4.1762628555297851.257120609283447354%
2026Asia and Oceania (UCDP)one-sided violence0.00505660660564899440.00158158177509903952%
2026Nigeriaall1.17723810672760.3737132847309112552%
2026Israelstate-based (unknown)0.093286588788032530.03109552897512912850%
2026Lebanonintrastate68.673606872558623.34902763366699249%
2026Lebanonintrastate (non-internationalized)68.673606872558623.34902763366699249%
2026Lebanonall68.927955627441423.5525035858154349%
2026Lebanonstate-based68.927955627441423.5525035858154349%
2026Democratic Republic of Congonon-state conflict0.253322899341583250.0867308899760246349%
2026Nigerall3.22402882575988771.11400783061981249%
2026Africa (UCDP)one-sided violence0.202752128243446350.0703886449337005648%
2026Worldone-sided violence0.0404222868382930760.01415867265313863848%
2026Democratic Republic of Congoall2.1820118427276610.788306534290313747%
2026Middle East (UCDP)intrastate (non-internationalized)0.95151716470718380.3447896838188171447%
2026Middle East (UCDP)intrastate1.0081949234008790.373718947172164946%
2026Americas (UCDP)non-state conflict0.119237847626209260.0469380728900432644%
2026Nigeriaintrastate0.74825155735015870.2957532405853271543%
2026Nigeriaintrastate (internationalized)0.74825155735015870.2957532405853271543%
2026Nigeriastate-based0.74825155735015870.2957532405853271543%
2026Pakistanone-sided violence0.043578900396823880.0173544287681579643%
2026Malione-sided violence0.79052060842514040.3162082433700561543%
2026Chadintrastate0.403517842292785640.1623347699642181443%
2026Chadstate-based0.403517842292785640.1623347699642181443%
2026Americas (UCDP)all0.155577003955841060.0676627457141876239%
2026Yemenall0.41432291269302370.1862125396728515638%
2026Yemenintrastate0.41432291269302370.1862125396728515638%
2026Yemenintrastate (internationalized)0.41432291269302370.1862125396728515638%
2026Yemenstate-based0.41432291269302370.1862125396728515638%
2026Burkina Fasoall10.0765399932861334.60943794250488337%
2026Nigerintrastate (internationalized)1.52351856231689450.701026737689971937%
2026Africa (UCDP)intrastate (internationalized)0.72037202119827270.333268702030181937%
2026Americas (UCDP)one-sided violence0.0142896147444844250.006624324712902307537%
2026Worldintrastate (internationalized)0.131982505321502690.06159989163279533436%
~ ucdp_preview.number_deaths_ongoing_conflicts_combatants 🔴 median anomaly score 36%changed metadatachanged data
metadata diff
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate,
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate,
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
-   Best estimate of the number of deaths of << people_type >> in internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> from one-sided violence that was
+   The best estimate of the number of deaths of << people_type >> from one-sided violence that was
-   Best estimate of the number of deaths of << people_type >> in non-state conflicts that were
+   The best estimate of the number of deaths of << people_type >> in non-state conflicts that were
-   Best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts that
-   were ongoing that year<< per_capita >>.
+   The best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts
+   that were ongoing that year<< per_capita >>.
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 171 / 82,108 (0.21%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_combatants -number_deaths_ongoing_conflicts_combatants +anomaly score
2026Mauritaniaall1500100%
2026Mauritaniaintrastate1500100%
2026Mauritaniaintrastate (internationalized)1500100%
2026Mauritaniastate-based1500100%
2026Nigerintrastate (non-internationalized)1350100%
2026Cameroonall770100%
2026Cameroonintrastate770100%
2026Cameroonstate-based770100%
2026Nigerianon-state conflict730100%
2026Philippinesall600100%
2026Philippinesintrastate600100%
2026Philippinesintrastate (non-internationalized)600100%
2026Philippinesstate-based600100%
2026Cameroonintrastate (non-internationalized)540100%
2026Malinon-state conflict520100%
2026Burkina Fasonon-state conflict350100%
2026Iraqintrastate260100%
2026Iraqintrastate (internationalized)260100%
2026Cameroonintrastate (internationalized)230100%
2026Thailandall230100%
2026Thailandintrastate230100%
2026Thailandintrastate (non-internationalized)230100%
2026Thailandstate-based230100%
2026Beninall220100%
2026Beninintrastate220100%
2026Beninintrastate (non-internationalized)220100%
2026Beninstate-based220100%
2026Mexicoall100100%
2026Mexiconon-state conflict100100%
2026Burkina Fasointrastate (non-internationalized)70100%
2026Congoall60100%
2026Congointrastate60100%
2026Congointrastate (internationalized)60100%
2026Congostate-based60100%
2026Israelall40100%
2026Israelintrastate40100%
2026Israelintrastate (non-internationalized)40100%
2026Israelstate-based40100%
2026Ecuadorall10100%
2026Ecuadornon-state conflict10100%
2026Iraqall29193%
2026Iraqstate-based29193%
2026Americas (UCDP)non-state conflict861276%
2026Colombianon-state conflict751272%
2026Russiaall1132267%
2026Russiainterstate1132267%
2026Russiastate-based1132267%
2026Worldnon-state conflict3938166%
2026Africa (UCDP)non-state conflict3076963%
2026Chadall35959%
2026Chadintrastate35959%
2026Chadintrastate (internationalized)35959%
2026Chadstate-based35959%
2026Pakistaninterstate551655%
2026Democratic Republic of Congonon-state conflict1063353%
2026Nigerall37512052%
2026Nigerintrastate37512052%
2026Nigerstate-based37512052%
2026Democratic Republic of Congoall41413750%
2026Iraqstate-based (unknown)3150%
2026Democratic Republic of Congointrastate30810450%
2026Democratic Republic of Congointrastate (internationalized)30810450%
2026Democratic Republic of Congostate-based30810450%
2026Maliall53118349%
2026Colombiaall1896947%
2026Nigeriaall146455845%
2026Maliintrastate47918345%
2026Maliintrastate (internationalized)47918345%
2026Malistate-based47918345%
2026Nigeriaintrastate139155843%
2026Nigeriaintrastate (internationalized)139155843%
2026Nigeriastate-based139155843%
2026Yemenall893741%
2026Yemenintrastate893741%
2026Yemenintrastate (internationalized)893741%
2026Yemenstate-based893741%
2026Myanmarall1536838%
2026Myanmarintrastate1536838%
2026Myanmarintrastate (non-internationalized)1536838%
2026Myanmarstate-based1536838%
2026Africa (UCDP)intrastate (internationalized)4329195538%
2026Worldintrastate (internationalized)4578210537%
2026Pakistanall150670936%
2026Pakistanstate-based150670936%
2026Asia and Oceania (UCDP)intrastate177784136%
2026Asia and Oceania (UCDP)intrastate (non-internationalized)177784136%
2026Middle East (UCDP)intrastate (internationalized)1527236%
2026Africa (UCDP)all6657317335%
2026Pakistanintrastate145169335%
2026Pakistanintrastate (non-internationalized)145169335%
2026Africa (UCDP)intrastate6350310434%
2026Africa (UCDP)state-based6350310434%
2026Worldintrastate9380463034%
2026Palestineall1688334%
2026Palestineintrastate1688334%
2026Palestineintrastate (non-internationalized)1688334%
2026Palestinestate-based1688334%
2026Americas (UCDP)all29714734%
2026Nigerintrastate (internationalized)24012033%
2026Americas (UCDP)intrastate (non-internationalized)1145733%
~ ucdp_preview.number_deaths_ongoing_conflicts 🔴 median anomaly score 35%changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
-     not to be part of an armed conflict. In addition, data for 2026 only covers the first half of
+     not to be part of an armed conflict. In addition, data for 2026 only covers the first quarter of
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 208 / 82,108 (0.25%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts -number_deaths_ongoing_conflicts +anomaly score
2026Nigerintrastate (non-internationalized)2080100%
2026Mauritaniaall1500100%
2026Mauritaniaintrastate1500100%
2026Mauritaniaintrastate (internationalized)1500100%
2026Mauritaniastate-based1500100%
2026Malinon-state conflict1180100%
2026Cameroonintrastate1090100%
2026Cameroonstate-based1090100%
2026Nigerianon-state conflict1050100%
2026Cameroonintrastate (non-internationalized)790100%
2026Colombiaone-sided violence760100%
2026Philippinesall740100%
2026Philippinesintrastate740100%
2026Philippinesintrastate (non-internationalized)740100%
2026Philippinesstate-based740100%
2026Ecuadorall490100%
2026Ecuadornon-state conflict490100%
2026Chadnon-state conflict450100%
2026Burkina Fasonon-state conflict350100%
2026Iraqintrastate350100%
2026Iraqintrastate (internationalized)350100%
2026Cameroonintrastate (internationalized)300100%
2026Thailandall270100%
2026Thailandintrastate270100%
2026Thailandintrastate (non-internationalized)270100%
2026Thailandstate-based270100%
2026Mozambiqueone-sided violence250100%
2026Beninall220100%
2026Beninintrastate220100%
2026Beninintrastate (non-internationalized)220100%
2026Beninstate-based220100%
2026Afghanistanone-sided violence110100%
2026Burkina Fasointrastate (non-internationalized)70100%
2026Congoall60100%
2026Congointrastate60100%
2026Congointrastate (internationalized)60100%
2026Congostate-based60100%
2026Israelintrastate40100%
2026Israelintrastate (non-internationalized)40100%
2026Bangladeshall01100%
2026Bangladeshone-sided violence01100%
2026Nigernon-state conflict10100%
2026Cameroonall191496%
2026Iraqall48292%
2026Iraqstate-based48292%
2026Cameroonone-sided violence82491%
2026Colombianon-state conflict2923280%
2026Russiaall2112678%
2026Russiainterstate2112678%
2026Russiastate-based2112678%
2026Chadintrastate (internationalized)59974%
2026Iraqstate-based (unknown)13273%
2026Africa (UCDP)non-state conflict68113168%
2026Nigeriaone-sided violence63012766%
2026Colombiaall49510166%
2026Israelall13362%
2026Israelstate-based13362%
2026Chadall1283359%
2026Myanmarone-sided violence892359%
2026Sudannon-state conflict1373658%
2026Democratic Republic of Congoone-sided violence98227356%
2026Worldnon-state conflict171750355%
2026Democratic Republic of Congointrastate54516055%
2026Democratic Republic of Congointrastate (internationalized)54516055%
2026Democratic Republic of Congostate-based54516055%
2026Democratic Republic of Congoall176752854%
2026Nigerintrastate47414254%
2026Nigerstate-based47414254%
2026Lebanonintrastate4350137752%
2026Lebanonintrastate (non-internationalized)4350137752%
2026Nigeriaall229172652%
2026Lebanonall4365138952%
2026Lebanonstate-based4365138952%
2026Maliall86127651%
2026Asia and Oceania (UCDP)one-sided violence2036651%
2026Israelstate-based (unknown)9350%
2026Middle East (UCDP)intrastate (non-internationalized)5108174249%
2026Africa (UCDP)one-sided violence259390348%
2026Worldone-sided violence2937102748%
2026Middle East (UCDP)intrastate5394188748%
2026Maliintrastate56820347%
2026Maliintrastate (internationalized)56820347%
2026Malistate-based56820347%
2026Americas (UCDP)non-state conflict103637247%
2026Afghanistanintrastate793045%
2026Afghanistanintrastate (non-internationalized)793045%
2026Pakistaninterstate712745%
2026Nigeriaintrastate155659944%
2026Nigeriaintrastate (internationalized)155659944%
2026Nigeriastate-based155659944%
2026Democratic Republic of Congonon-state conflict2409543%
2026Chadintrastate833343%
2026Chadstate-based833343%
2026Nigerall64225943%
2026Pakistanone-sided violence1034242%
2026Americas (UCDP)one-sided violence1375642%
2026Americas (UCDP)all140357542%
2026Malione-sided violence1757341%
2026Yemenall1777938%
2026Yemenintrastate1777938%
~ ucdp_preview.number_deaths_ongoing_conflicts_per_capita 🔴 median anomaly score 35%changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
-     not to be part of an armed conflict. In addition, data for 2026 only covers the first half of
+     not to be part of an armed conflict. In addition, data for 2026 only covers the first quarter of
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 208 / 82,108 (0.25%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_per_capita -number_deaths_ongoing_conflicts_per_capita +anomaly score
2026Mauritaniaall2.74658823013305660.0100%
2026Mauritaniaintrastate2.74658823013305660.0100%
2026Mauritaniaintrastate (internationalized)2.74658823013305660.0100%
2026Mauritaniastate-based2.74658823013305660.0100%
2026Nigerintrastate (non-internationalized)0.72184932231903080.0100%
2026Malinon-state conflict0.45503139495849610.0100%
2026Cameroonintrastate0.35573467612266540.0100%
2026Cameroonstate-based0.35573467612266540.0100%
2026Ecuadorall0.26566180586814880.0100%
2026Ecuadornon-state conflict0.26566180586814880.0100%
2026Cameroonintrastate (non-internationalized)0.2578260302543640.0100%
2026Chadnon-state conflict0.208716124296188350.0100%
2026Beninall0.1450190693140030.0100%
2026Beninintrastate0.1450190693140030.0100%
2026Beninintrastate (non-internationalized)0.1450190693140030.0100%
2026Beninstate-based0.1450190693140030.0100%
2026Burkina Fasonon-state conflict0.142266601324081420.0100%
2026Colombiaone-sided violence0.14090713858604430.0100%
2026Cameroonintrastate (internationalized)0.09790862351655960.0100%
2026Congoall0.090391583740711210.0100%
2026Congointrastate0.090391583740711210.0100%
2026Congointrastate (internationalized)0.090391583740711210.0100%
2026Congostate-based0.090391583740711210.0100%
2026Iraqintrastate0.072905376553535460.0100%
2026Iraqintrastate (internationalized)0.072905376553535460.0100%
2026Mozambiqueone-sided violence0.068231709301471710.0100%
2026Philippinesall0.062858641147613530.0100%
2026Philippinesintrastate0.062858641147613530.0100%
2026Philippinesintrastate (non-internationalized)0.062858641147613530.0100%
2026Philippinesstate-based0.062858641147613530.0100%
2026Nigerianon-state conflict0.043311145156621930.0100%
2026Israelintrastate0.0414607077836990360.0100%
2026Israelintrastate (non-internationalized)0.0414607077836990360.0100%
2026Thailandall0.037730775773525240.0100%
2026Thailandintrastate0.037730775773525240.0100%
2026Thailandintrastate (non-internationalized)0.037730775773525240.0100%
2026Thailandstate-based0.037730775773525240.0100%
2026Burkina Fasointrastate (non-internationalized)0.0284533202648162840.0100%
2026Afghanistanone-sided violence0.024418903514742850.0100%
2026Nigernon-state conflict0.0034704294521361590.0100%
2026Bangladeshall0.00.0005623726174235344100%
2026Bangladeshone-sided violence0.00.0005623726174235344100%
2026Cameroonall0.62335157394409180.01305448263883590796%
2026Iraqall0.099984511733055110.00416602147743105992%
2026Iraqstate-based0.099984511733055110.00416602147743105992%
2026Cameroonone-sided violence0.26761689782142640.01305448263883590791%
2026Colombianon-state conflict0.54138004779815670.059329323470592580%
2026Russiaall0.14714655280113220.0181318018585443578%
2026Russiainterstate0.14714655280113220.0181318018585443578%
2026Russiastate-based0.14714655280113220.0181318018585443578%
2026Chadintrastate (internationalized)0.273650020360946660.0417432263493537974%
2026Iraqstate-based (unknown)0.0270791389048099520.00416602147743105973%
2026Africa (UCDP)non-state conflict0.0465837381780147550.00896104238927364368%
2026Nigeriaone-sided violence0.2598668634891510.05238585919141769466%
2026Colombiaall0.91775041818618770.1872581690549850566%
2026Israelall0.134747296571731570.03109552897512912862%
2026Israelstate-based0.134747296571731570.03109552897512912862%
2026Chadall0.59368139505386350.153058484196662959%
2026Myanmarone-sided violence0.16127622127532960.0416781231760978759%
2026Sudannon-state conflict0.25711902976036070.0675641223788261458%
2026Democratic Republic of Congoone-sided violence0.84326469898223880.2344310283660888756%
2026Worldnon-state conflict0.020742697641253470.00607663160189986255%
2026Democratic Republic of Congointrastate0.46800333261489870.137395471334457455%
2026Democratic Republic of Congointrastate (internationalized)0.46800333261489870.137395471334457455%
2026Democratic Republic of Congostate-based0.46800333261489870.137395471334457455%
2026Democratic Republic of Congoall1.51736128330230710.453405052423477254%
2026Nigerintrastate1.64498353004455570.492800980806350754%
2026Nigerstate-based1.64498353004455570.492800980806350754%
2026Lebanonintrastate73.7605438232421923.34902763366699252%
2026Lebanonintrastate (non-internationalized)73.7605438232421923.34902763366699252%
2026Nigeriaall0.94500792026519780.299465626478195252%
2026Lebanonall74.01489257812523.5525035858154352%
2026Lebanonstate-based74.01489257812523.5525035858154352%
2026Maliall3.32018661499023441.064310669898986851%
2026Asia and Oceania (UCDP)one-sided violence0.0045219874009490010.001470202696509659351%
2026Israelstate-based (unknown)0.093286588788032530.03109552897512912850%
2026Middle East (UCDP)intrastate (non-internationalized)1.0052429437637330.342821687459945749%
2026Africa (UCDP)one-sided violence0.177373915910720830.06176962703466415448%
2026Worldone-sided violence0.0354812480509281160.01240696012973785448%
2026Middle East (UCDP)intrastate1.0615271329879760.3713573813438415548%
2026Maliintrastate2.19032049179077150.78280824422836347%
2026Maliintrastate (internationalized)2.19032049179077150.78280824422836347%
2026Malistate-based2.19032049179077150.78280824422836347%
2026Americas (UCDP)non-state conflict0.098040007054805760.0352035537362098747%
2026Afghanistanintrastate0.175372123718261720.0665970072150230445%
2026Afghanistanintrastate (non-internationalized)0.175372123718261720.0665970072150230445%
2026Pakistaninterstate0.027381433174014090.01041265763342380545%
2026Nigeriaintrastate0.64182990789413450.247079759836196944%
2026Nigeriaintrastate (internationalized)0.64182990789413450.247079759836196944%
2026Nigeriastate-based0.64182990789413450.247079759836196944%
2026Democratic Republic of Congonon-state conflict0.20609320700168610.081578560173511543%
2026Chadintrastate0.384965300559997560.153058484196662943%
2026Chadstate-based0.384965300559997560.153058484196662943%
2026Nigerall2.2280156612396240.898841202259063743%
2026Pakistanone-sided violence0.039722360670566560.0161974672228097942%
2026Americas (UCDP)one-sided violence0.0129647497087717060.005299459677189588542%
2026Americas (UCDP)all0.13277038931846620.0544140972197055842%
2026Malione-sided violence0.6748346686363220.2815024554729461741%
2026Yemenall0.41199523210525510.183884888887405438%
2026Yemenintrastate0.41199523210525510.183884888887405438%
~ ucdp_preview.number_deaths_ongoing_conflicts_civilians 🔴 median anomaly score 35%changed metadatachanged data
metadata diff
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate,
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate,
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
-   Best estimate of the number of deaths of << people_type >> in internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> from one-sided violence that was
+   The best estimate of the number of deaths of << people_type >> from one-sided violence that was
-   Best estimate of the number of deaths of << people_type >> in non-state conflicts that were
+   The best estimate of the number of deaths of << people_type >> in non-state conflicts that were
-   Best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts that
-   were ongoing that year<< per_capita >>.
+   The best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts
+   that were ongoing that year<< per_capita >>.
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 179 / 82,108 (0.22%) — showing the 100 most anomalous rows
yearcountryconflict_typenumber_deaths_ongoing_conflicts_civilians -number_deaths_ongoing_conflicts_civilians +anomaly score
2026Colombiaone-sided violence610100%
2026Chadintrastate (internationalized)240100%
2026Mozambiqueone-sided violence230100%
2026Colombianon-state conflict180100%
2026Malinon-state conflict140100%
2026Afghanistanone-sided violence110100%
2026Cameroonintrastate100100%
2026Cameroonstate-based100100%
2026Philippinesall100100%
2026Philippinesintrastate100100%
2026Philippinesintrastate (non-internationalized)100100%
2026Philippinesstate-based100100%
2026Cameroonintrastate (non-internationalized)90100%
2026Nigerintrastate (non-internationalized)90100%
2026Americas (UCDP)intrastate (internationalized)60100%
2026Haitiintrastate60100%
2026Haitiintrastate (internationalized)60100%
2026Haitistate-based60100%
2026Nigerianon-state conflict60100%
2026Iraqall30100%
2026Iraqstate-based30100%
2026Thailandall30100%
2026Thailandintrastate30100%
2026Thailandintrastate (non-internationalized)30100%
2026Thailandstate-based30100%
2026Iraqstate-based (unknown)20100%
2026Bangladeshall01100%
2026Bangladeshone-sided violence01100%
2026Cameroonintrastate (internationalized)10100%
2026Ethiopiaintrastate (internationalized)10100%
2026Iraqintrastate10100%
2026Iraqintrastate (internationalized)10100%
2026Russiaall89296%
2026Russiainterstate89296%
2026Russiastate-based89296%
2026Cameroonall91492%
2026Cameroonone-sided violence81491%
2026Colombiaall86687%
2026Americas (UCDP)non-state conflict26379%
2026Mozambiqueall26379%
2026Maliintrastate60974%
2026Maliintrastate (internationalized)60974%
2026Malistate-based60974%
2026Nigeriaone-sided violence62712467%
2026Democratic Republic of Congointrastate1923966%
2026Democratic Republic of Congointrastate (internationalized)1923966%
2026Democratic Republic of Congostate-based1923966%
2026Nigeriaall78816466%
2026Nigeriaintrastate1554059%
2026Nigeriaintrastate (internationalized)1554059%
2026Nigeriastate-based1554059%
2026Myanmarone-sided violence872358%
2026Democratic Republic of Congoone-sided violence92527354%
2026Democratic Republic of Congoall125137454%
2026Africa (UCDP)intrastate (internationalized)52816453%
2026Afghanistanintrastate732451%
2026Afghanistanintrastate (non-internationalized)732451%
2026Maliall2498250%
2026Asia and Oceania (UCDP)one-sided violence1996650%
2026Israelall9350%
2026Israelstate-based9350%
2026Israelstate-based (unknown)9350%
2026Europe (UCDP)all136946250%
2026Europe (UCDP)interstate136946250%
2026Europe (UCDP)state-based136946250%
2026Lebanonintrastate28810048%
2026Lebanonintrastate (non-internationalized)28810048%
2026Lebanonall29010248%
2026Lebanonstate-based29010248%
2026Africa (UCDP)one-sided violence252790047%
2026Worldintrastate (internationalized)64022847%
2026Ukraineall128046047%
2026Ukraineinterstate128046047%
2026Ukrainestate-based128046047%
2026Worldone-sided violence2847102447%
2026Worldnon-state conflict1806547%
2026Mexicoall8345%
2026Mexiconon-state conflict8345%
2026Middle East (UCDP)intrastate (non-internationalized)44817843%
2026Africa (UCDP)non-state conflict1546243%
2026Pakistanone-sided violence1014241%
2026Worldinterstate182175841%
2026Americas (UCDP)all1566541%
2026Malione-sided violence1757341%
2026Middle East (UCDP)intrastate55424239%
2026Africa (UCDP)all4544201838%
2026Americas (UCDP)intrastate13637%
2026Americas (UCDP)state-based13637%
2026Democratic Republic of Congonon-state conflict1346237%
2026Americas (UCDP)one-sided violence1175635%
2026Palestineall1607834%
2026Palestineintrastate1607834%
2026Palestineintrastate (non-internationalized)1607834%
2026Palestinestate-based1607834%
2026Chadall482433%
2026Chadintrastate482433%
2026Chadstate-based482433%
2026Middle East (UCDP)one-sided violence4233%
2026Syriaone-sided violence4233%
2026Worldall9748525930%
~ ucdp_preview.number_ongoing_conflicts_per_country 🔴 median anomaly score 15%changed metadatachanged data
metadata diff
-   Number of conflicts divided by the number of all states. This accounts for the changing number of
-   states over time. <%- if conflict_type == "all" -%>
+   The number of conflicts divided by the number of all states. This accounts for the changing number
+   of states over time. <%- if conflict_type == "all" -%>
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 26 / 82,108 (0.03%)
yearcountryconflict_typenumber_ongoing_conflicts_per_country -number_ongoing_conflicts_per_country +anomaly score
2026Africa (UCDP)non-state conflict0.169811323285102840.0377358496189117464%
2026Americas (UCDP)one-sided violence0.085714288055896760.0285714287310838750%
2026Worldnon-state conflict0.086294412612915040.0406091362237930336%
2026Africa (UCDP)intrastate (non-internationalized)0.113207548856735230.05660377442836761533%
2026Worldone-sided violence0.086294412612915040.0507614202797412926%
2026Africa (UCDP)all0.75471699237823490.452830195426940925%
2026Africa (UCDP)one-sided violence0.226415097713470460.1509433984756469720%
2026Asia and Oceania (UCDP)one-sided violence0.068181820213794710.0454545468091964720%
2026Middle East (UCDP)intrastate (internationalized)0.200000002980232240.1333333402872085620%
2026Worldall0.370558381080627440.2487309575080871620%
2026Americas (UCDP)all0.371428579092025760.257142871618270918%
2026Africa (UCDP)intrastate0.358490556478500370.264150947332382215%
2026Africa (UCDP)state-based0.358490556478500370.264150947332382215%
2026Worldintrastate (non-internationalized)0.09644670039415360.071065992116928115%
2026Americas (UCDP)non-state conflict0.228571429848670960.1714285761117935214%
2026Worldintrastate0.182741120457649230.142131984233856212%
2026Worldstate-based0.197969540953636170.1573604047298431411%
2026Asia and Oceania (UCDP)intrastate0.227272734045982360.181818187236785911%
2026Asia and Oceania (UCDP)intrastate (non-internationalized)0.227272734045982360.181818187236785911%
2026Asia and Oceania (UCDP)all0.340909093618392940.2727272808551788311%
2026Middle East (UCDP)intrastate0.33333334326744080.266666680574417111%
2026Worldintrastate (internationalized)0.086294412612915040.07106599211692819.7%
2026Asia and Oceania (UCDP)state-based0.272727280855178830.227272734045982369.1%
2026Middle East (UCDP)state-based0.40000000596046450.33333334326744089.1%
2026Africa (UCDP)intrastate (internationalized)0.245283022522926330.20754717290401468.3%
2026Middle East (UCDP)all0.466666668653488160.40000000596046457.7%
~ ucdp_preview.number_ongoing_conflicts_per_country_pair 🔴 median anomaly score 15%changed metadatachanged data
metadata diff
-   Number of conflicts divided by the number of all state-pairs. This accounts for the changing
+   The number of conflicts divided by the number of all state-pairs. This accounts for the changing
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ Changed values: 26 / 82,108 (0.03%)
yearcountryconflict_typenumber_ongoing_conflicts_per_country_pair -number_ongoing_conflicts_per_country_pair +anomaly score
2026Africa (UCDP)non-state conflict0.006531204562634230.001451378804631531264%
2026Americas (UCDP)one-sided violence0.0050420169718563560.001680672285147011350%
2026Worldnon-state conflict0.00088055524975061420.0004143789410591125536%
2026Africa (UCDP)intrastate (non-internationalized)0.00435413653030991550.002177068265154957833%
2026Worldone-sided violence0.00088055524975061420.000517973676323890726%
2026Africa (UCDP)all0.0290275756269693370.01741654612123966225%
2026Middle East (UCDP)intrastate (internationalized)0.028571428731083870.0190476197749376320%
2026Africa (UCDP)one-sided violence0.0087082730606198310.00580551521852612520%
2026Asia and Oceania (UCDP)one-sided violence0.00317124743014574050.00211416487582027920%
2026Worldall0.0037812078371644020.002538071013987064420%
2026Americas (UCDP)all0.0218487400561571120.0151260504499077818%
2026Africa (UCDP)intrastate0.0137880984693765640.0101596517488360415%
2026Africa (UCDP)state-based0.0137880984693765640.0101596517488360415%
2026Worldintrastate (non-internationalized)0.00098414998501539230.00072516314685344715%
2026Americas (UCDP)non-state conflict0.013445378281176090.01008403394371271114%
2026Worldintrastate0.00186470523476600650.00145032629370689412%
2026Worldstate-based0.00202009733766317370.001605718396604061111%
2026Middle East (UCDP)intrastate0.04761904850602150.0380952395498752611%
2026Asia and Oceania (UCDP)all0.0158562362194061280.01268498972058296211%
2026Asia and Oceania (UCDP)intrastate0.0105708241462707520.00845665950328111611%
2026Asia and Oceania (UCDP)intrastate (non-internationalized)0.0105708241462707520.00845665950328111611%
2026Worldintrastate (internationalized)0.00088055524975061420.0007251631468534479.7%
2026Asia and Oceania (UCDP)state-based0.0126849897205829620.0105708241462707529.1%
2026Middle East (UCDP)state-based0.057142857462167740.04761904850602159.1%
2026Africa (UCDP)intrastate (internationalized)0.0094339624047279360.0079825837165117268.3%
2026Middle East (UCDP)all0.066666670143604280.057142857462167747.7%
~ ucdp_preview.number_new_conflicts changed metadata
metadata diff
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ ucdp_preview.number_new_conflicts_per_country changed metadata
metadata diff
-   Number of conflicts divided by the number of all states. This accounts for the changing number of
-   states over time. <%- if conflict_type == "all" -%>
+   The number of conflicts divided by the number of all states. This accounts for the changing number
+   of states over time. <%- if conflict_type == "all" -%>
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ ucdp_preview.number_new_conflicts_per_country_pair changed metadata
metadata diff
-   Number of conflicts divided by the number of all state-pairs. This accounts for the changing
+   The number of conflicts divided by the number of all state-pairs. This accounts for the changing
-       Data for 2026 is based on quarterly reports from the source, which come with a higher level of
-       uncertainty, and in many cases can be underestimates.
+       Data for 2026 is incomplete and includes deaths within the first quarter. It is based on
+       quarterly reports from the source, which come with a higher level of uncertainty, and in many
+       cases can be underestimates.
~ garden/emissions/2025-12-04/owid_co2🔴 2 · 🟡 54 · 🟢 14 column(s) changed↕ 🟡 4 · 🟢 8 column(s) w/ shifted coveragedataset metadata, 70 columns in 1 table
dataset metadata diff
-   Our complete CO2 and Greenhouse Gas Emissions dataset is a collection of key metrics maintained by
-   Our World in Data. It includes data on CO2 emissions (annual, per capita, cumulative, and
-   consumption-based), other greenhouse gases, and energy mix.
+   OWID CO2 dataset.
-   It is compiled from a variety of secondary sources, including the Global Carbon Project's Global
-   Carbon Budget, Jones et al.'s national contributions to climate change, and the Energy Institute's
-   Statistical Review of World Energy, alongside auxiliary population, income group, and GDP data
-   used to calculate per-capita and per-GDP indicators.
- licenses:
-   - name: CC BY 4.0
-     url: https://creativecommons.org/licenses/by/4.0/
+   This dataset will be loaded by [the co2-data repository](https://github.com/owid/co2-data), to
+   create a csv file of the dataset that can be downloaded in one click.
~ Table owid_co2🔴 2 · 🟡 54 · 🟢 14 column(s) changed↕ 🟡 4 · 🟢 8 column(s) w/ shifted coverage
table metadata diff
-     title_snapshot: Global Carbon Budget – Fossil CO2 emissions
+     title_snapshot: Global Carbon Budget - Fossil CO2 emissions
-     title_snapshot: Global Carbon Budget – Global emissions
+     title_snapshot: Global Carbon Budget - Global emissions
-     title_snapshot: Global Carbon Budget – Land-use change emissions
+     title_snapshot: Global Carbon Budget - Land-use change emissions
-     title_snapshot: Global Carbon Budget – National emissions
+     title_snapshot: Global Carbon Budget - National emissions
-     citation_full: U.S. Energy Information Administration (EIA) – International Energy Data (2026).
+     citation_full: U.S. Energy Information Administration (EIA) - International Energy Data (2026).
-     title_snapshot: National contributions to climate change – Annual emissions
+     title_snapshot: National contributions to climate change - Annual emissions
-     title_snapshot: National contributions to climate change – Cumulative emissions
+     title_snapshot: National contributions to climate change - Cumulative emissions
-     title_snapshot: National contributions to climate change – Temperature response
+     title_snapshot: National contributions to climate change - Temperature response
+     producer: Various sources
+     title: Population
+     description: |-
+       Our World in Data builds and maintains a long-run dataset on population by country, region,
+       and for the world, based on various sources.
+ 
+       You can find more information on these sources and how our time series is constructed on this
+       page: https://ourworldindata.org/population-sources
+     title_snapshot: null
+     description_snapshot: null
+     citation_full: |-
+       The long-run data on population is based on various sources, described on this page:
+       https://ourworldindata.org/population-sources
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
+     version_producer: null
+     url_main: https://ourworldindata.org/population-sources
+     url_download: null
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY 4.0
+       url: https://creativecommons.org/licenses/by/4.0/
+   - !!python/object:owid.catalog.core.meta.Origin
-     title_snapshot: Statistical Review of World Energy – Key data
-     description_snapshot: null
-     citation_full: Energy Institute – Statistical Review of World Energy (2025).
-     attribution: Energy Institute – Statistical Review of World Energy (2025)
+     title_snapshot: Statistical Review of World Energy - Key data
+     description_snapshot: null
+     citation_full: Energy Institute - Statistical Review of World Energy (2025).
+     attribution: Energy Institute - Statistical Review of World Energy (2025)
~ owid_co2.share_global_cumulative_flaring_co2 🔴 median anomaly score 25%changed data
~ Changed values: 150 / 50,411 (0.30%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_flaring_co2 -share_global_cumulative_flaring_co2 +anomaly score
Lower-middle-income countries195441.3331069946289060.0100%
Lower-middle-income countries195240.6353530883789060.0100%
Lower-middle-income countries195540.599121093750.0100%
Lower-middle-income countries195340.505077362060550.0100%
Lower-middle-income countries195840.200683593750.0100%
Lower-middle-income countries195740.1585922241210940.0100%
Lower-middle-income countries195940.069057464599610.0100%
Lower-middle-income countries195640.0588760375976560.0100%
Lower-middle-income countries195139.934101104736330.0100%
Lower-middle-income countries196039.6717567443847660.0100%
Lower-middle-income countries196139.219882965087890.0100%
Lower-middle-income countries195037.782421112060550.0100%
Lower-middle-income countries196239.265312194824220.0037991285789757967100%
Lower-middle-income countries196338.9440536499023440.1062944680452346899%
Lower-middle-income countries196438.1909141540527340.2819873690605163699%
Lower-middle-income countries196537.3882408142089840.643957138061523497%
Lower-middle-income countries196636.32274246215820.960111081600189295%
Lower-middle-income countries196734.808208465576171.206279039382934693%
Lower-middle-income countries196833.179519653320311.290952920913696393%
Lower-middle-income countries196931.6176795959472661.64104640483856290%
Lower-middle-income countries197030.4666042327880862.329523086547851686%
Upper-middle-income countries19503.64785504341125541.43027496337890684%
Upper-middle-income countries19514.1557245254516644.0898246765136783%
Upper-middle-income countries19524.26125812530517644.8966140747070383%
Upper-middle-income countries19534.33896875381469744.8440437316894582%
Upper-middle-income countries19544.46676683425903345.7998733520507882%
Lower-middle-income countries197129.27673339843753.22963094711303780%
Upper-middle-income countries19556.94181966781616247.5409393310546975%
Lower-middle-income countries197228.2126617431640624.14050865173339874%
Upper-middle-income countries19568.59169960021972748.65057754516601670%
Lower-middle-income countries197327.1632785797119145.024579524993896569%
Upper-middle-income countries19579.40339756011962949.56198883056640668%
Upper-middle-income countries195810.47478389739990250.6754684448242266%
Upper-middle-income countries195911.74512100219726651.8141822814941463%
Lower-middle-income countries197426.484687805175786.07617616653442463%
Upper-middle-income countries196012.94389343261718852.6156539916992261%
Lower-middle-income countries197525.6408405303955086.68377780914306659%
Upper-middle-income countries196113.99328708648681653.2131690979003958%
Upper-middle-income countries196214.75663089752197354.0181465148925857%
Upper-middle-income countries196315.65877246856689554.4965324401855555%
Lower-middle-income countries197624.743843078613287.23182535171508855%
Upper-middle-income countries196416.54001998901367254.4489479064941453%
Lower-middle-income countries197723.8837299346923837.55910730361938552%
Upper-middle-income countries196518.01254081726074254.7568206787109450%
Lower-middle-income countries197823.082790374755867.825572013854980549%
Upper-middle-income countries196619.84575271606445355.2083816528320347%
Lower-middle-income countries197922.811143875122078.40219306945800846%
Lower-middle-income countries198022.544237136840828.7924938201904344%
Upper-middle-income countries196721.75423431396484455.3561668395996144%
Lower-middle-income countries198122.3785591125488289.06865215301513742%
Lower-middle-income countries198222.1574897766113289.25919532775878941%
Upper-middle-income countries196823.88405799865722755.7726249694824240%
Lower-middle-income countries198322.0273551940917979.47291946411132840%
Lower-middle-income countries198422.0285797119140629.75158119201660239%
Lower-middle-income countries198522.0626010894775410.04415607452392637%
Upper-middle-income countries196925.464605331420955.4412345886230537%
Lower-middle-income countries198622.1456699371337910.3202781677246136%
Lower-middle-income countries198722.25547790527343810.57788944244384836%
Lower-middle-income countries198822.3914260864257810.8908557891845735%
Upper-middle-income countries197026.7612037658691454.89828491210937534%
Lower-middle-income countries198922.25336074829101610.90711212158203134%
Lower-middle-income countries199021.8701705932617210.7880620956420934%
Lower-middle-income countries199121.4514427185058610.63710403442382834%
Lower-middle-income countries199221.07918548583984410.46826934814453134%
Lower-middle-income countries199320.7747116088867210.31934738159179734%
Lower-middle-income countries199420.8202171325683610.7066278457641632%
Upper-middle-income countries197127.68211364746093853.72921752929687532%
Lower-middle-income countries199520.92909240722656211.1303443908691431%
Upper-middle-income countries197228.3513317108154352.4234809875488330%
Lower-middle-income countries199621.11905479431152311.63781547546386729%
Upper-middle-income countries197328.97855758666992251.1172561645507828%
Lower-middle-income countries199721.2502517700195312.05709838867187528%
Lower-middle-income countries199821.36082458496093812.41732215881347726%
Upper-middle-income countries197429.44584465026855549.854358673095726%
Lower-middle-income countries199921.4349765777587912.72825336456298825%
Lower-middle-income countries200021.5232887268066413.04307079315185525%
Upper-middle-income countries197530.04806327819824249.00513076782226624%
Lower-middle-income countries200121.60940742492675813.3422508239746124%
Lower-middle-income countries200221.60270500183105513.53723526000976623%
Lower-middle-income countries200321.59396171569824213.73427391052246122%
Upper-middle-income countries197630.7641868591308648.27620697021484422%
Lower-middle-income countries200421.57307624816894513.90299606323242222%
Lower-middle-income countries200521.53404617309570314.04659080505371121%
Upper-middle-income countries197731.45972061157226647.7843437194824221%
Lower-middle-income countries200621.45544052124023414.14155483245849621%
Lower-middle-income countries200721.33141708374023414.17811965942382820%
Lower-middle-income countries200821.2347488403320314.22280597686767620%
Lower-middle-income countries200921.12961959838867214.25027751922607419%
Upper-middle-income countries197832.1730499267578147.43026733398437519%
Lower-middle-income countries201021.02183914184570314.2731561660766619%
Lower-middle-income countries201120.90032577514648414.25307273864746119%
Lower-middle-income countries201220.77130317687988314.19851779937744119%
Lower-middle-income countries201320.64215278625488314.1322526931762719%
Lower-middle-income countries201420.52188110351562514.06448268890380919%
Lower-middle-income countries201520.40214347839355514.00039768218994119%
Lower-middle-income countries201620.28703880310058613.9340953826904319%
Lower-middle-income countries202418.8929233551025412.99858093261718818%
Lower-middle-income countries202319.0626907348632813.117065429687518%
Lower-middle-income countries201720.12524795532226613.84891033172607418%
Lower-middle-income countries202219.24315261840820313.24442672729492218%
~ owid_co2.cumulative_flaring_co2 🔴 median anomaly score 25%changed data
~ Changed values: 150 / 50,411 (0.30%) — showing the 100 most anomalous rows
countryyearcumulative_flaring_co2 -cumulative_flaring_co2 +anomaly score
Lower-middle-income countries1961420.19680786132810.0100%
Lower-middle-income countries1960390.833496093750.0100%
Lower-middle-income countries1959359.029968261718750.0100%
Lower-middle-income countries1958323.347961425781250.0100%
Lower-middle-income countries1957284.81262207031250.0100%
Lower-middle-income countries1956241.489471435546880.0100%
Lower-middle-income countries1955200.82868957519530.0100%
Lower-middle-income countries1954164.434173583984380.0100%
Lower-middle-income countries1953129.701934814453120.0100%
Lower-middle-income countries195297.063026428222660.0100%
Lower-middle-income countries195161.298721313476560.0100%
Lower-middle-income countries195027.8170871734619140.0100%
Lower-middle-income countries1962454.42453002929690.04396799951791763100%
Lower-middle-income countries1963485.95327758789061.32636797428131199%
Lower-middle-income countries1964519.63165283203123.836765050888061599%
Lower-middle-income countries1965557.48059082031259.60177898406982497%
Lower-middle-income countries1966594.10375976562515.70381355285644595%
Lower-middle-income countries1967635.7397460937522.03157234191894593%
Lower-middle-income countries1968673.613220214843826.20903015136718893%
Lower-middle-income countries1969719.062805175781237.32138061523437590%
Lower-middle-income countries1970777.504516601562559.4491844177246186%
Upper-middle-income countries19502.685712099075317430.5027999877929784%
Upper-middle-income countries19516.37902402877807667.6777420043945383%
Upper-middle-income countries195210.178589820861816107.2416152954101683%
Upper-middle-income countries195313.893878936767578143.5958099365234482%
Upper-middle-income countries195417.769996643066406182.2041625976562582%
Lower-middle-income countries1971841.255981445312592.8022308349609480%
Upper-middle-income countries195534.338592529296875235.167282104492275%
Lower-middle-income countries1972908.5540161132812133.3399963378906274%
Upper-middle-income countries195651.793888092041016293.283355712890670%
Lower-middle-income countries1973984.0068969726562182.018554687569%
Upper-middle-income countries195766.69074249267578351.5033569335937568%
Upper-middle-income countries195884.2522964477539407.600250244140666%
Upper-middle-income countries1959105.23957061767578464.269561767578163%
Lower-middle-income countries19741063.082763671875243.894821166992263%
Upper-middle-income countries1960127.51911163330078518.352661132812561%
Lower-middle-income countries19751115.5511474609375290.789825439453159%
Upper-middle-income countries1961149.9222869873047570.119079589843858%
Upper-middle-income countries1962170.78115844726562625.161743164062557%
Upper-middle-income countries1963195.39393615722656680.020874023437555%
Lower-middle-income countries19761174.3704833984375343.2305297851562555%
Upper-middle-income countries1964225.04615783691406740.84106445312553%
Lower-middle-income countries19771224.6619873046875387.600738525390652%
Upper-middle-income countries1965268.5775451660156816.45629882812550%
Lower-middle-income countries19781273.65966796875431.7985229492187549%
Upper-middle-income countries1966324.6020202636719903.00195312547%
Lower-middle-income countries19791340.8271484375493.8765258789062546%
Lower-middle-income countries19801396.4810791015625544.64257812544%
Upper-middle-income countries1967397.32101440429691011.029235839843844%
Lower-middle-income countries19811439.2952880859375583.257751464843842%
Lower-middle-income countries19821477.276123046875617.3256835937541%
Upper-middle-income countries1968484.896057128906251132.3002929687540%
Lower-middle-income countries19831515.4844970703125651.737976074218840%
Lower-middle-income countries19841556.707763671875689.121276855468839%
Lower-middle-income countries19851599.1441650390625728.021850585937537%
Upper-middle-income countries1969579.1269531251260.86840820312537%
Lower-middle-income countries19861642.73974609375765.546020507812536%
Lower-middle-income countries19871687.1636962890625801.898315429687536%
Lower-middle-income countries19881739.0347900390625845.84057617187535%
Upper-middle-income countries1970682.9431152343751400.998413085937534%
Lower-middle-income countries19891761.908447265625863.569946289062534%
Lower-middle-income countries19901787.7291259765625881.846496582031234%
Lower-middle-income countries19911811.8836669921875898.45678710937534%
Lower-middle-income countries19921830.98779296875909.29858398437534%
Lower-middle-income countries19931852.8291015625920.3491210937534%
Lower-middle-income countries19941922.0396728515625988.393371582031232%
Upper-middle-income countries1971795.43511962890621543.88891601562532%
Lower-middle-income countries19951999.97717285156251063.61206054687531%
Upper-middle-income countries1972913.0197753906251688.233764648437530%
Lower-middle-income countries19962091.7399902343751152.66918945312529%
Upper-middle-income countries19731049.76647949218751851.754882812528%
Lower-middle-income countries19972179.275878906251236.490844726562528%
Lower-middle-income countries19982262.170410156251315.028686523437526%
Upper-middle-income countries19741181.94226074218752001.1303710937526%
Lower-middle-income countries19992340.4196777343751389.7592773437525%
Lower-middle-income countries20002424.4416503906251469.206909179687525%
Upper-middle-income countries19751307.29528808593752132.05664062524%
Lower-middle-income countries20012506.3342285156251547.480590820312524%
Lower-middle-income countries20022575.3574218751613.835815429687523%
Lower-middle-income countries20032648.4772949218751684.4946289062522%
Upper-middle-income countries19761460.1027832031252291.2426757812522%
Lower-middle-income countries20042719.5778808593751752.660522460937522%
Lower-middle-income countries20052789.2844238281251819.4414062521%
Upper-middle-income countries19771613.12854003906252450.18969726562521%
Lower-middle-income countries20062853.461425781251880.752807617187521%
Lower-middle-income countries20072909.97363281251934.14038085937520%
Lower-middle-income countries20082967.64355468751987.695922851562520%
Lower-middle-income countries20093022.3908691406252038.366577148437519%
Upper-middle-income countries19781775.2409667968752617.1020507812519%
Lower-middle-income countries20103078.3937988281252090.13085937519%
Lower-middle-income countries20113135.057128906252137.96655273437519%
Lower-middle-income countries20123193.4006347656252182.8940429687519%
Lower-middle-income countries20133252.4016113281252226.69409179687519%
Lower-middle-income countries20143312.2087402343752269.99194335937519%
Lower-middle-income countries20153370.654785156252313.0170898437519%
Lower-middle-income countries20163427.0061035156252353.8295898437519%
Lower-middle-income countries20243805.2946777343752618.09301757812518%
Lower-middle-income countries20233760.2429199218752587.42895507812518%
Lower-middle-income countries20173476.999511718752392.6489257812518%
Lower-middle-income countries20223716.6853027343752558.07153320312518%
~ owid_co2.cumulative_gas_co2 🟡 median anomaly score 8.2%changed data
~ Changed values: 200 / 50,411 (0.40%) — showing the 100 most anomalous rows
countryyearcumulative_gas_co2 -cumulative_gas_co2 +anomaly score
Lower-middle-income countries194417.507575988769535.10234880447387755%
Lower-middle-income countries193812.3323240280151373.616477012634277355%
Lower-middle-income countries19356.42565107345581051.920703053474426354%
Lower-middle-income countries19368.2450742721557622.465054035186767654%
Lower-middle-income countries193710.144422531127933.038034915924072354%
Lower-middle-income countries194519.806707382202156.1010608673095753%
Lower-middle-income countries194316.3790645599365235.10234880447387752%
Lower-middle-income countries19344.7692937850952151.491035938262939552%
Lower-middle-income countries194622.5224418640136727.2229561805725151%
Lower-middle-income countries193912.9128704071044924.19702291488647551%
Lower-middle-income countries194215.690233230590825.10234880447387751%
Lower-middle-income countries194726.1257839202880868.58433151245117251%
Lower-middle-income countries194829.9263439178466810.0469226837158250%
Lower-middle-income countries194114.8477802276611335.10234880447387749%
Lower-middle-income countries194933.5944557189941411.5530023574829149%
Lower-middle-income countries19333.25376200675964361.136991977691650448%
Lower-middle-income countries195571.4370574951171925.30882835388183648%
Lower-middle-income countries195462.8475532531738322.38753128051757847%
Lower-middle-income countries195037.8522262573242213.50611495971679747%
Lower-middle-income countries195681.6401443481445329.3347568511962947%
Lower-middle-income countries195355.3784637451171919.96707153320312547%
Lower-middle-income countries195142.9331245422363315.61550903320312547%
Lower-middle-income countries195248.6622734069824217.73195266723632847%
Lower-middle-income countries194013.8181962966918955.10234880447387746%
Lower-middle-income countries195795.0042343139648435.2242889404296946%
Lower-middle-income countries1958111.144065856933643.2598953247070344%
Lower-middle-income countries1959129.4496765136718852.91799163818359442%
Lower-middle-income countries1960150.6642456054687564.6317977905273440%
Lower-middle-income countries1961174.8825073242187578.737426757812538%
Lower-middle-income countries19321.93218398094177250.870645999908447338%
Lower-middle-income countries1962201.9634399414062595.1260833740234436%
Lower-middle-income countries1963232.8540802001953114.45678710937534%
Lower-middle-income countries1964268.3165283203125137.2006835937532%
Lower-middle-income countries1965307.7120361328125163.1228332519531231%
Lower-middle-income countries1966350.4190673828125191.5036468505859429%
Lower-middle-income countries1967396.7415771484375222.1323547363281228%
Lower-middle-income countries1968445.5535583496094254.744918823242227%
Lower-middle-income countries1969497.5124206542969290.029754638671926%
Lower-middle-income countries1970549.5365600585938323.2686157226562526%
Lower-middle-income countries1971605.146240234375359.310028076171925%
Lower-middle-income countries1972663.8825073242188398.2654418945312525%
Lower-middle-income countries1973729.0082397460938439.7717895507812525%
Lower-middle-income countries1974797.796875484.2559204101562524%
Lower-middle-income countries1975869.0103149414062531.838867187524%
Lower-middle-income countries1976944.4031372070312584.930358886718824%
Lower-middle-income countries19771033.2335205078125648.653503417968823%
Lower-middle-income countries19781124.1915283203125713.6557617187522%
Lower-middle-income countries19791222.926513671875782.351745605468822%
Lower-middle-income countries19801326.005859375852.528442382812522%
Lower-middle-income countries19811439.472412109375934.388000488281221%
Lower-middle-income countries19821559.7829589843751021.78979492187521%
Lower-middle-income countries19831680.60852050781251108.516967773437521%
Lower-middle-income countries19841811.45996093751201.852661132812520%
Lower-middle-income countries19851953.7028808593751307.5898437520%
Lower-middle-income countries19862100.9123535156251413.86132812520%
Lower-middle-income countries19872263.3630371093751535.41821289062519%
Lower-middle-income countries19882436.057128906251665.4047851562519%
Lower-middle-income countries19892617.3593751807.674194335937518%
Lower-middle-income countries19902809.484863281251957.692993164062518%
Lower-middle-income countries19913009.247558593752114.60522460937517%
Lower-middle-income countries19923207.1037597656252293.3686523437517%
Lower-middle-income countries19933434.4685058593752481.186523437516%
Lower-middle-income countries19943674.642089843752671.81030273437516%
Lower-middle-income countries19953940.2058105468752881.08032226562516%
Lower-middle-income countries19964223.71582031253101.53320312515%
Lower-middle-income countries19974516.3417968753330.10278320312515%
Lower-middle-income countries19984814.668457031253576.14624023437515%
Lower-middle-income countries19995123.30957031253839.4956054687514%
Lower-middle-income countries20005445.689941406254115.3945312514%
Lower-middle-income countries20015771.583496093754397.87304687514%
Lower-middle-income countries20026135.972167968754714.3442382812513%
Lower-middle-income countries20036520.949218755058.1674804687513%
Lower-middle-income countries20046915.569824218755417.942382812512%
Upper-middle-income countries1958249.96791076660156317.8520507812512%
Upper-middle-income countries1957221.50621032714844281.286163330078112%
Upper-middle-income countries1959284.8197021484375361.351409912109412%
Lower-middle-income countries20057317.88769531255794.799804687512%
Upper-middle-income countries1956199.80831909179688252.113693237304712%
Upper-middle-income countries1960329.1158447265625415.148284912109412%
Upper-middle-income countries1955182.9082489013672229.036499023437511%
Upper-middle-income countries1961385.0520935058594481.197174072265611%
Lower-middle-income countries20067758.7968756210.9848632812511%
Upper-middle-income countries1954168.57920837402344209.039230346679711%
Lower-middle-income countries20078218.777343756649.295898437511%
Upper-middle-income countries1962453.2593078613281560.096618652343811%
Upper-middle-income countries1953157.15664672851562192.568038940429710%
Lower-middle-income countries20088685.42871093757098.5063476562510%
Upper-middle-income countries1963530.4761962890625648.873474121093810%
Lower-middle-income countries20099158.27832031257557.566894531259.6%
Upper-middle-income countries1964621.0391845703125752.1550292968759.5%
Upper-middle-income countries1952146.6883087158203177.618621826171889.5%
Lower-middle-income countries20109661.9316406258043.890136718759.1%
Upper-middle-income countries1951136.86590576171875164.18351745605479.1%
Upper-middle-income countries1965724.6576538085938869.2468261718759.1%
Lower-middle-income countries201110200.20410156258560.175781258.7%
Upper-middle-income countries1950128.00460815429688152.350738525390628.7%
Upper-middle-income countries1966838.2568969726562997.172363281258.7%
Lower-middle-income countries201210734.21777343759071.19433593758.4%
Upper-middle-income countries1949121.29959106445312143.341049194335948.3%
Upper-middle-income countries1967961.68731689453121136.296386718758.3%
~ owid_co2.share_global_cumulative_gas_co2 🟡 median anomaly score 8.2%changed data
~ Changed values: 200 / 50,411 (0.40%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_gas_co2 -share_global_cumulative_gas_co2 +anomaly score
Lower-middle-income countries19440.5407791733741760.1576028615236282355%
Lower-middle-income countries19380.54990994930267330.161262124776840255%
Lower-middle-income countries19350.349030166864395140.1043292433023452854%
Lower-middle-income countries19360.41926944255828860.12535022199153954%
Lower-middle-income countries19370.481437444686889650.144180089235305854%
Lower-middle-income countries19450.57341396808624270.176628723740577753%
Lower-middle-income countries19430.53880780935287480.1678475290536880552%
Lower-middle-income countries19340.27574115991592410.086205624043941552%
Lower-middle-income countries19460.61235398054122920.1963821798563003551%
Lower-middle-income countries19390.54166102409362790.1760541051626205451%
Lower-middle-income countries19420.54919111728668210.1785929352045059251%
Lower-middle-income countries19470.66547203063964840.2186588197946548551%
Lower-middle-income countries19480.71151047945022580.2388695180416107250%
Lower-middle-income countries19410.55177283287048340.1896133869886398349%
Lower-middle-income countries19490.74546843767166140.256363689899444649%
Lower-middle-income countries19330.199902370572090150.0698537230491638248%
Lower-middle-income countries19550.98587638139724730.349277764558792148%
Lower-middle-income countries19540.93819057941436770.334201931953430247%
Lower-middle-income countries19500.77890926599502560.277923882007598947%
Lower-middle-income countries19561.04222059249877930.374488413333892847%
Lower-middle-income countries19530.89356881380081180.3221821486949920747%
Lower-middle-income countries19510.81376975774765010.2959819138050079347%
Lower-middle-income countries19520.85030525922775270.30984112620353747%
Lower-middle-income countries19400.54456824064254760.201081037521362346%
Lower-middle-income countries19571.12033617496490480.415381968021392846%
Lower-middle-income countries19581.20995128154754640.470941632986068744%
Lower-middle-income countries19591.30177521705627440.532155275344848642%
Lower-middle-income countries19601.397795319557190.599624812602996840%
Lower-middle-income countries19611.49974298477172850.675229907035827638%
Lower-middle-income countries19320.125731259584426880.0566547624766826638%
Lower-middle-income countries19621.59924781322479250.753255963325500536%
Lower-middle-income countries19631.70269715785980220.836941421031951934%
Lower-middle-income countries19641.80945384502410890.92524415254592932%
Lower-middle-income countries19651.9161034822463991.015755653381347731%
Lower-middle-income countries19662.0139906406402591.100643754005432129%
Lower-middle-income countries19672.1067035198211671.179526090621948228%
Lower-middle-income countries19682.18493342399597171.249233961105346727%
Lower-middle-income countries19692.25110483169555661.312303781509399426%
Lower-middle-income countries19702.3001103401184081.353055596351623526%
Lower-middle-income countries19712.3432269096374511.391308188438415525%
Lower-middle-income countries19722.38141202926635741.428617358207702625%
Lower-middle-income countries19732.4235322475433351.461987614631652825%
Lower-middle-income countries19742.4671373367309571.49753153324127224%
Lower-middle-income countries19752.51317310333251951.538075089454650924%
Lower-middle-income countries19762.5567791461944581.583579897880554224%
Lower-middle-income countries19772.62582278251647951.648464918136596723%
Lower-middle-income countries19782.68363189697265621.703614711761474622%
Lower-middle-income countries19792.74452662467956541.75577604770660422%
Lower-middle-income countries19802.8033800125122071.802375912666320822%
Lower-middle-income countries19812.87528562545776371.866400837898254421%
Lower-middle-income countries19822.95608639717102051.93648684024810821%
Lower-middle-income countries19833.02767324447631841.997031092643737821%
Lower-middle-income countries19843.09755682945251462.055141687393188520%
Lower-middle-income countries19853.17314195632934572.12374591827392620%
Lower-middle-income countries19863.2529623508453372.18916225433349620%
Lower-middle-income countries19873.33503961563110352.26242113113403319%
Lower-middle-income countries19883.416527748107912.335701465606689519%
Lower-middle-income countries19893.49414134025573732.41322207450866718%
Lower-middle-income countries19903.56999015808105472.487625122070312518%
Lower-middle-income countries19913.64541721343994142.56164336204528817%
Lower-middle-income countries19923.70977234840393072.652822017669677717%
Lower-middle-income countries19933.79675674438476562.742916822433471716%
Lower-middle-income countries19943.8885872364044192.827368497848510716%
Lower-middle-income countries19953.9923067092895512.919176340103149416%
Lower-middle-income countries19964.0976490974426273.00896048545837415%
Lower-middle-income countries19974.2023572921752933.0985877513885515%
Lower-middle-income countries19984.30207109451293953.19540905952453615%
Lower-middle-income countries19994.3976416587829593.295667648315429714%
Lower-middle-income countries20004.4920639991760253.394724369049072314%
Lower-middle-income countries20014.5805916786193853.490352392196655314%
Lower-middle-income countries20024.6870079040527343.601086854934692413%
Lower-middle-income countries20034.794438838958743.718948602676391613%
Lower-middle-income countries20044.89534235000610353.835213184356689512%
Upper-middle-income countries19582.7212340831756593.460243701934814512%
Upper-middle-income countries19572.61210918426513673.31706357002258312%
Upper-middle-income countries19592.8642113208770753.6338315010070812%
Lower-middle-income countries20054.9902176856994633.951592683792114312%
Upper-middle-income countries19562.55075931549072273.21849131584167512%
Upper-middle-income countries19603.0533890724182133.85155963897705112%
Upper-middle-income countries19552.52424907684326173.160847902297973611%
Upper-middle-income countries19613.3020980358123784.12661123275756811%
Lower-middle-income countries20065.0985794067382814.08145761489868211%
Upper-middle-income countries19542.5165567398071293.120545625686645511%
Lower-middle-income countries20075.2046465873718264.21075201034545911%
Upper-middle-income countries19623.5891344547271734.43512582778930711%
Upper-middle-income countries19532.5358281135559083.1072149276733410%
Lower-middle-income countries20085.3018832206726074.33317136764526410%
Upper-middle-income countries19633.8789973258972174.74475288391113310%
Lower-middle-income countries20095.4004540443420414.4565467834472669.6%
Upper-middle-income countries19644.1881194114685065.0723290443420419.5%
Upper-middle-income countries19522.5631732940673833.1036372184753429.5%
Lower-middle-income countries20105.4963150024414064.5758709907531749.1%
Upper-middle-income countries19512.5942051410675053.11199307441711439.1%
Upper-middle-income countries19654.5123977661132815.4127449989318859.1%
Lower-middle-income countries20115.5990138053894044.6987819671630868.7%
Upper-middle-income countries19502.63403201103210453.13501763343811048.7%
Upper-middle-income countries19664.8177785873413095.7311258316040048.7%
Lower-middle-income countries20125.6884574890136724.8071599006652838.4%
Upper-middle-income countries19492.6916649341583253.1807699203491218.3%
Upper-middle-income countries19675.1065740585327156.0337510108947758.3%
~ owid_co2.co2_including_luc_growth_prct 🟡 median anomaly score 8.2%changed data
~ Changed values: 384 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2_including_luc_growth_prct -co2_including_luc_growth_prct +anomaly score
Lower-middle-income countries1907-2.816390991210937544.69137191772461100%
Lower-middle-income countries1892-1.123934984207153345.536590576171875100%
Lower-middle-income countries1890-4.7565755844116210.9879708290100098100%
Lower-middle-income countries19090.05670785903930664-4.733043670654297100%
Lower-middle-income countries19141.007401943206787-3.564387559890747100%
Lower-middle-income countries19083.1258344650268555-1.109403371810913100%
Lower-middle-income countries19802.873694896697998-0.8733928203582764100%
Lower-middle-income countries1991-1.15597844123840331.744091510772705100%
Lower-middle-income countries1900-1.85713171958923340.5907058715820312100%
Lower-middle-income countries19161.0136961936950684-1.3347387313842773100%
Low-income countries19521.1635661125183105-0.7242202758789062100%
Upper-middle-income countries19750.9098649024963379-0.8461594581604004100%
Lower-middle-income countries18941.5564441680908203-0.16266107559204102100%
Lower-middle-income countries18960.18265247344970703-1.4981389045715332100%
Lower-middle-income countries19190.22470951080322266-1.2446105480194092100%
Lower-middle-income countries1897-1.27497911453247070.16914606094360352100%
Lower-middle-income countries19290.7990479469299316-0.5133152008056641100%
Lower-middle-income countries19970.9086728096008301-0.30431151390075684100%
Upper-middle-income countries19950.1994609832763672-0.868523120880127100%
Upper-middle-income countries19710.7360339164733887-0.220566987991333100%
Upper-middle-income countries19530.10371208190917969-0.8408725261688232100%
Lower-middle-income countries1886-0.055438280105590820.7651686668395996100%
Upper-middle-income countries19910.23980140686035156-0.39531588554382324100%
Upper-middle-income countries1926-0.235313177108764650.36693811416625977100%
Upper-middle-income countries19740.2211928367614746-0.25766491889953613100%
Lower-middle-income countries18990.39589405059814453-0.07849335670471191100%
Lower-middle-income countries19390.17690658569335938-0.2149522304534912100%
Lower-middle-income countries19320.37386417388916016-0.017344951629638672100%
Low-income countries1987-0.17912387847900390.09094476699829102100%
Upper-middle-income countries19240.11913776397705078-0.10157227516174316100%
Upper-middle-income countries19560.17731189727783203-0.03965497016906738100%
Lower-middle-income countries1898-0.07209777832031250.03517866134643555100%
Lower-middle-income countries1942-0.28601884841918945-5.53978061676025490%
Upper-middle-income countries18927.37098455429077150.3836154937744140690%
Lower-middle-income countries1975-8.064783096313477-0.4607498645782470789%
Upper-middle-income countries19151.18801593780517580.0694751739501953189%
Upper-middle-income countries19160.0306844711303710940.503945350646972789%
Lower-middle-income countries1995-4.295337200164795-0.33279657363891686%
Lower-middle-income countries1891-3.6257803440093994-0.2983152866363525485%
Lower-middle-income countries19406.19347095489501950.525617599487304784%
Upper-middle-income countries1973-0.07649660110473633-0.788229703903198282%
Lower-middle-income countries1871-0.3129720687866211-2.199506759643554775%
Lower-middle-income countries19310.58443546295166024.10721302032470775%
Lower-middle-income countries19360.056123733520507810.3741979598999023474%
Upper-middle-income countries19290.098431110382080080.596976280212402372%
Lower-middle-income countries1973-3.6455392837524414-0.621283054351806671%
Lower-middle-income countries1893-3.4514963626861572-0.623750686645507869%
Lower-middle-income countries19450.66536664962768553.640198707580566469%
Lower-middle-income countries1878361.22488403320311969.736694335937569%
Lower-middle-income countries19660.71771144866943363.90560626983642669%
Lower-middle-income countries19413.54512929916381840.678789615631103568%
Lower-middle-income countries1873-5.033516883850098-23.19046783447265664%
Low-income countries1951-0.5690693855285645-2.553278207778930764%
Lower-middle-income countries2019-1.1388182640075684-0.263643264770507862%
Lower-middle-income countries19341.2191891670227050.2918481826782226661%
Upper-middle-income countries1905-0.021642446517944336-0.0886738300323486361%
Lower-middle-income countries1870-2376.946044921875-582.886291503906261%
Lower-middle-income countries20051.1715769767761230.2912998199462890660%
Upper-middle-income countries19080.17858743667602540.709950923919677760%
Lower-middle-income countries19870.267028808593751.036572456359863359%
Lower-middle-income countries18727.37177133560180728.07777023315429758%
Upper-middle-income countries1927-0.13865232467651367-0.036513805389404358%
Lower-middle-income countries19441.17253065109252930.318360328674316457%
Lower-middle-income countries19114.1227102279663091.146030426025390656%
Lower-middle-income countries19061.80674791336059570.509357452392578156%
Lower-middle-income countries1971-5.340475082397461-1.547640562057495155%
Upper-middle-income countries1922-1.0335862636566162-0.305080413818359454%
Lower-middle-income countries1947-0.34650564193725586-1.155829429626464854%
Lower-middle-income countries1875-8.80526351928711-29.11281013488769554%
Low-income countries19770.75477361679077152.490949630737304753%
Lower-middle-income countries18746.94476366043090822.06300544738769552%
Lower-middle-income countries18951.65171623229980475.195081233978271552%
Upper-middle-income countries19210.70399045944213872.114319801330566450%
Lower-middle-income countries19262.86870002746582030.96237659454345750%
Lower-middle-income countries20090.69704055786132812.041554450988769549%
Upper-middle-income countries19800.444221496582031251.264238357543945348%
Lower-middle-income countries18870.434184074401855471.2245059013366748%
Upper-middle-income countries19623.15115451812744141.12426280975341847%
Lower-middle-income countries19180.70736408233642581.98073387145996147%
Upper-middle-income countries18960.221180915832519530.578713417053222745%
Lower-middle-income countries19132.53319740295410160.986599922180175844%
Low-income countries1985-0.15867352485656738-0.39909482002258343%
Lower-middle-income countries19102.0229935646057135.06343841552734443%
Upper-middle-income countries20150.40239095687866210.955712795257568441%
Lower-middle-income countries20144.33167219161987310.25852012634277341%
Lower-middle-income countries20002.0002841949462894.62015867233276440%
Lower-middle-income countries19234.9480915069580082.24900245666503938%
Lower-middle-income countries187610.39803028106689522.8274459838867237%
Upper-middle-income countries1925-0.5316793918609619-0.2444207668304443437%
Upper-middle-income countries20143.02771329879760741.418173313140869136%
Low-income countries2001-0.13549327850341797-0.287765264511108436%
Low-income countries1979-0.4694998264312744-0.971472263336181635%
Lower-middle-income countries19741.59612894058227543.2936215400695835%
Lower-middle-income countries192068.073829650878933.2166213989257834%
Upper-middle-income countries19202.4099946022033694.91322278976440434%
Lower-middle-income countries20213.03411483764648441.511657238006591833%
Upper-middle-income countries18880.178885459899902340.351226329803466833%
Lower-middle-income countries197720.07723999023437510.3276844024658232%
Lower-middle-income countries19860.52163600921630860.2721905708312988331%
Lower-middle-income countries2018-3.667360544204712-1.938998699188232431%
~ owid_co2.co2_including_luc_growth_abs 🟡 median anomaly score 7.8%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2_including_luc_growth_abs -co2_including_luc_growth_abs +anomaly score
Upper-middle-income countries197571.56633758544922-64.50125122070312100%
Upper-middle-income countries199522.08358383178711-95.43577575683594100%
Lower-middle-income countries1907-4.40300798416137798.9949722290039100%
Upper-middle-income countries197151.5522575378418-15.277055740356445100%
Lower-middle-income countries1892-1.75572800636291564.37732696533203100%
Lower-middle-income countries198048.00998306274414-16.63475227355957100%
Lower-middle-income countries1991-24.91507148742675838.33958435058594100%
Upper-middle-income countries199123.928831100463867-39.25094223022461100%
Upper-middle-income countries19534.925951957702637-39.718910217285156100%
Upper-middle-income countries197417.359359741210938-19.692031860351562100%
Lower-middle-income countries199726.55615997314453-9.54470443725586100%
Lower-middle-income countries19090.08884800225496292-15.001248359680176100%
Low-income countries19528.661248207092285-5.772031784057617100%
Lower-middle-income countries19141.775439977645874-12.05724811553955100%
Upper-middle-income countries1926-5.1688961982727057.8521599769592285100%
Upper-middle-income countries19569.422847747802734-2.0654079914093018100%
Lower-middle-income countries19296.471231937408447-4.378687858581543100%
Lower-middle-income countries1890-8.0949764251708981.3872159719467163100%
Lower-middle-income countries19162.7919039726257324-5.955071926116943100%
Lower-middle-income countries19084.749152183532715-3.5556800365448100%
Lower-middle-income countries19190.6353920102119446-5.620959758758545100%
Upper-middle-income countries19242.627840042114258-2.181119918823242100%
Lower-middle-income countries1900-2.83687996864318851.2510559558868408100%
Lower-middle-income countries19391.630784034729004-2.0974080562591553100%
Lower-middle-income countries18960.28118398785591125-3.2171199321746826100%
Lower-middle-income countries19323.1600639820098877-0.15724800527095795100%
Lower-middle-income countries18942.3210558891296387-0.3325920104980469100%
Lower-middle-income countries1897-1.96640002727508540.3577919900417328100%
Low-income countries1987-0.94649600982666020.4852159917354584100%
Lower-middle-income countries1886-0.108464002609252931.266495943069458100%
Lower-middle-income countries18990.6023679971694946-0.16636799275875092100%
Lower-middle-income countries1898-0.109775997698307040.07452800124883652100%
Upper-middle-income countries189269.82387542724613.69088006019592390%
Lower-middle-income countries1942-2.9042561054229736-54.5900154113769590%
Upper-middle-income countries191523.83385658264161.290752053260803290%
Lower-middle-income countries1975-145.7100830078125-9.43910408020019588%
Upper-middle-income countries19160.62284797430038459.36985588073730588%
Lower-middle-income countries1891-5.877024173736572-0.42300799489021387%
Lower-middle-income countries1995-126.98419189453125-10.08870410919189585%
Lower-middle-income countries194057.194110870361335.11776018142700284%
Upper-middle-income countries1973-6.008319854736328-60.719104766845782%
Lower-middle-income countries19314.91123199462890635.76895904541015676%
Lower-middle-income countries19360.50118398666381843.536063909530639675%
Upper-middle-income countries19292.192895889282226613.04268836975097771%
Lower-middle-income countries196611.87392044067382868.9451522827148471%
Lower-middle-income countries1973-67.2837142944336-12.3989763259887769%
Lower-middle-income countries194134.7654380798339846.64377593994140668%
Lower-middle-income countries19456.84255981445312534.0715522766113367%
Low-income countries1951-4.260223865509033-20.88281631469726666%
Lower-middle-income countries19103.171456098556518615.28886413574218866%
Lower-middle-income countries19181.98608005046844488.77171230316162163%
Lower-middle-income countries18952.50147199630737310.60505580902099662%
Lower-middle-income countries1893-5.331088066101074-1.283375978469848661%
Lower-middle-income countries187029.958156585693367.34648418426513761%
Lower-middle-income countries194411.9185276031494142.97036790847778360%
Lower-middle-income countries19875.55097579956054721.82015991210937559%
Lower-middle-income countries193410.618944168090822.712447881698608459%
Lower-middle-income countries2019-58.76019287109375-15.0661115646362359%
Upper-middle-income countries1905-0.2951680123806-1.150848031044006359%
Upper-middle-income countries1927-3.038464069366455-0.784255981445312559%
Lower-middle-income countries200539.1308784484863310.54924774169921958%
Upper-middle-income countries19083.193599939346313511.49849605560302757%
Upper-middle-income countries1922-22.466047286987305-6.35699176788330156%
Lower-middle-income countries1971-96.52607727050781-29.14982414245605554%
Low-income countries19774.01785612106323213.27359962463378954%
Lower-middle-income countries200928.2913284301757888.7992324829101652%
Lower-middle-income countries1947-3.9288320541381836-12.23500823974609451%
Lower-middle-income countries1877-2.8004939556121826-0.933629512786865250%
Upper-middle-income countries192115.19487953186035243.1439361572265648%
Upper-middle-income countries1962184.4044799804687565.1601943969726648%
Upper-middle-income countries198038.01036834716797105.1274261474609447%
Lower-middle-income countries192620.416191101074227.394879817962646547%
Lower-middle-income countries19125.34880018234252914.0944318771362345%
Lower-middle-income countries18762.95820403099060061.15659046173095744%
Low-income countries1985-0.8669440150260925-2.20153594017028843%
Lower-middle-income countries2014203.4017333984375510.664184570312543%
Lower-middle-income countries19062.77444791793823241.122544050216674842%
Upper-middle-income countries18962.38169598579406745.88000011444091842%
Lower-middle-income countries200062.31193542480469153.5137329101562542%
Lower-middle-income countries18870.84900802373886112.04228806495666541%
Lower-middle-income countries19050.6545280218124391.510175943374633840%
Upper-middle-income countries201577.93049621582031179.402755737304739%
Lower-middle-income countries197428.3850231170654365.3226242065429739%
Upper-middle-income countries1925-11.741439819335938-5.24326419830322338%
Upper-middle-income countries2014569.1371459960938262.492156982421937%
Low-income countries2001-1.1614079475402832-2.490815877914428736%
Low-income countries1979-2.3506879806518555-4.95951986312866236%
Upper-middle-income countries18881.00864005088806152.077248096466064535%
Lower-middle-income countries192331.25011253356933615.86316776275634833%
Upper-middle-income countries189516.8158073425292978.7122564315795932%
Lower-middle-income countries2015-112.29183959960938-212.974075317382831%
Lower-middle-income countries198610.7871999740600595.71417617797851631%
Upper-middle-income countries192050.7933425903320395.5622406005859431%
Lower-middle-income countries18882.28468799591064451.216079950332641631%
Lower-middle-income countries2001-114.51058959960938-209.0810852050781229%
Lower-middle-income countries19433.96409606933593752.18105602264404329%
Lower-middle-income countries19116.5939359664916993.635616064071655329%
Lower-middle-income countries1967-49.704193115234375-90.1309432983398429%
Upper-middle-income countries1914-31.323007583618164-17.4903030395507828%
Lower-middle-income countries2021148.2900543212890683.1687698364257828%
~ owid_co2.flaring_co2_per_capita 🟡 median anomaly score 7.3%changed data
~ Changed values: 227 / 50,411 (0.45%) (205 revised, 22 appeared) — showing the 100 most anomalous rows
countryyearflaring_co2_per_capita -flaring_co2_per_capita +anomaly score
Lower-middle-income countries19570.061306741088628770.0100%
Lower-middle-income countries19560.058900572359561920.0100%
Lower-middle-income countries19520.056795004755258560.0100%
Lower-middle-income countries19510.054354809224605560.0100%
Lower-middle-income countries19550.0539784356951713560.0100%
Lower-middle-income countries19580.053266227245330810.0100%
Lower-middle-income countries19540.052728362381458280.0100%
Lower-middle-income countries19530.050689727067947390.0100%
Lower-middle-income countries19590.048150639981031420.0100%
Lower-middle-income countries19500.0461353138089180.0100%
Lower-middle-income countries19600.041886191815137860.0100%
Lower-middle-income countries19610.0377342216670513150.0100%
Lower-middle-income countries19620.0429184585809707645.0997547077713534e-05100%
Lower-middle-income countries19630.038577083498239520.001450984505936503493%
Lower-middle-income countries19640.0402090065181255340.002770890714600682387%
Upper-middle-income countries19500.00275584030896425250.032876148819923485%
Upper-middle-income countries19520.00373775721527636050.0408974103629589183%
Upper-middle-income countries19510.0037138597108423710.03927327692508697583%
Upper-middle-income countries19540.00364167406223714350.0381356701254844783%
Upper-middle-income countries19530.00357187539339065550.0367347374558448882%
Lower-middle-income countries19680.041124682873487470.00419074716046452582%
Lower-middle-income countries19670.046293564140796660.00650055147707462375%
Lower-middle-income countries19650.0441128313541412350.00621034810319542975%
Lower-middle-income countries19660.0416925214231014250.00641935039311647473%
Lower-middle-income countries19690.048203296959400180.0108883203938603463%
Upper-middle-income countries19570.0130346715450286870.0536175519227981661%
Upper-middle-income countries19560.0156445130705833440.05480025708675384556%
Upper-middle-income countries19580.0150031615048646930.0504652746021747654%
Upper-middle-income countries19550.0152005692943930630.05110191553831100554%
Lower-middle-income countries19700.0605181865394115450.02117169648408889848%
Upper-middle-income countries19590.0175878331065177920.05004440620541572648%
Upper-middle-income countries19620.0166834909468889240.0464932620525360147%
Upper-middle-income countries19600.0184130370616912840.04714494571089744644%
Upper-middle-income countries19610.0182768031954765320.0445807725191116342%
Upper-middle-income countries19630.0191479064524173740.0450730323791503940%
Upper-middle-income countries19640.0224363673478364940.0486014001071453137%
Lower-middle-income countries19930.0128442356362938880.00602560909464955336%
Lower-middle-income countries19710.064505800604820250.03118357807397842435%
Lower-middle-income countries19920.0114903487265110020.00604650750756263731%
Upper-middle-income countries19650.032102625817060470.0588958188891410829%
Lower-middle-income countries19720.066525474190711980.03703248873353004528%
Lower-middle-income countries19730.072784267365932460.04340627789497375525%
Upper-middle-income countries19660.040281530469655990.0657246112823486324%
Lower-middle-income countries20220.0155082037672400470.0095212180167436624%
Lower-middle-income countries20230.0151772964745759960.00952178798615932523%
Lower-middle-income countries20240.0154947405681014060.0098209818825125722%
Lower-middle-income countries20190.018914530053734780.01202007289975881622%
Upper-middle-income countries19670.0510024689137935640.0800288841128349322%
Lower-middle-income countries19910.01486454438418150.00947744026780128522%
Lower-middle-income countries20210.016298299655318260.0104270922020077722%
Lower-middle-income countries20200.017557464540004730.01136628817766904821%
Lower-middle-income countries19900.0162704642862081530.0106764165684580821%
Lower-middle-income countries20180.0186518635600805280.01250192243605852120%
Lower-middle-income countries20140.0235891100019216540.01589458808302879319%
Lower-middle-income countries20160.02156830020248890.01453701220452785519%
Upper-middle-income countries19680.059885129332542420.0875891447067260719%
Lower-middle-income countries20150.022705394774675370.01555506046861410119%
Lower-middle-income countries20130.023643421009182930.0163381416350603118%
Upper-middle-income countries19690.062807515263557430.0905048325657844518%
Upper-middle-income countries19700.067488484084606170.096199654042720818%
Lower-middle-income countries20120.0237647518515586850.01703492179512977616%
Lower-middle-income countries19890.0147655997425317760.01060832012444734616%
Lower-middle-income countries20170.018858751282095910.01362675800919532816%
Lower-middle-income countries19740.074413307011127470.0538420937955379516%
Upper-middle-income countries19710.071378119289875030.0957379043102264415%
Lower-middle-income countries19870.0301065482199192050.02282616309821605714%
Upper-middle-income countries19720.072904944419860840.0944960191845893913%
Lower-middle-income countries19880.034303035587072370.02692998759448528312%
Lower-middle-income countries20110.023468233644962310.0184401776641607312%
Upper-middle-income countries19730.082919493317604060.1046864911913871812%
Lower-middle-income countries19860.030289156362414360.02414973452687263511%
Lower-middle-income countries19770.043950691819190980.0358650349080562610%
Lower-middle-income countries19760.052684448659420010.043446201831102379.6%
Lower-middle-income countries19750.048162698745727540.0398145429790029.5%
Lower-middle-income countries19820.029208036139607430.024251468479633339.3%
Upper-middle-income countries19930.034567743539810180.041550498455762869.2%
Lower-middle-income countries19830.0286400802433490750.023880267515778549.1%
Lower-middle-income countries19780.041787158697843550.034862335771322259.0%
Lower-middle-income countries19810.03378828614950180.0282043348997831349.0%
Upper-middle-income countries19740.078469112515449520.093624874949455268.8%
Upper-middle-income countries20190.0493719577789306640.058882888406515128.8%
Upper-middle-income countries20140.0510202981531620.060781963169574748.7%
Lower-middle-income countries19840.0301249716430902480.025294762104749688.7%
Upper-middle-income countries19870.03066980652511120.036488760262727748.7%
Upper-middle-income countries20130.049659390002489090.058860566467046748.5%
Lower-middle-income countries19800.045091763138771060.038058973848819738.5%
Upper-middle-income countries20200.048319309949874880.057197529822587978.4%
Upper-middle-income countries20160.0515196695923805240.060921516269445428.4%
Upper-middle-income countries20150.051736239343881610.061129767447710048.3%
Upper-middle-income countries20220.050925087183713910.060101747512817388.3%
Lower-middle-income countries19850.030235677957534790.0256675723940134058.2%
Upper-middle-income countries19880.0327371135354042050.0385444872081279758.1%
Upper-middle-income countries20120.049551319330930710.0581017248332500467.9%
Upper-middle-income countries20210.0523530617356300350.0613734982907772067.9%
Upper-middle-income countries20180.051450632512569430.060286525636911397.9%
Upper-middle-income countries20230.053369138389825820.062490720301866537.9%
Upper-middle-income countries20240.0545118898153305050.063796535134315497.8%
Lower-middle-income countries19790.0558688119053840640.047764003276824957.8%
Upper-middle-income countries19920.036451939493417740.042441383004188547.6%
Lower-middle-income countries20100.0235943309962749480.0202955771237611777.5%
~ owid_co2.gas_co2 🟡 median anomaly score 7.0%changed data
~ Changed values: 195 / 50,411 (0.39%) — showing the 100 most anomalous rows
countryyeargas_co2 -gas_co2 +anomaly score
Lower-middle-income countries19441.12851202487945560.0100%
Lower-middle-income countries19411.02958405017852780.0100%
Lower-middle-income countries19420.84245300292968750.0100%
Lower-middle-income countries19430.68883198499679570.0100%
Lower-middle-income countries19321.273671030998230.212133005261421271%
Lower-middle-income countries19331.3215780258178710.266346007585525566%
Lower-middle-income countries19341.51553201675415040.3540439903736114562%
Lower-middle-income countries19351.65635704994201660.4296669960021972759%
Lower-middle-income countries19382.1879010200500490.578441977500915558%
Lower-middle-income countries19361.8194229602813720.544350981712341354%
Lower-middle-income countries19371.89934897422790530.572980999946594254%
Lower-middle-income countries19547.4690899848937992.42045903205871651%
Lower-middle-income countries19536.7161931991577152.23512101173400950%
Lower-middle-income countries19558.589504241943362.921295881271362349%
Lower-middle-income countries19525.72914600372314452.116441965103149446%
Lower-middle-income countries19473.60334300994873051.361376047134399445%
Lower-middle-income countries19483.8005580902099611.462591052055358944%
Lower-middle-income countries195610.2030858993530274.02592992782592843%
Lower-middle-income countries19493.66811490058898931.506078958511352542%
Lower-middle-income countries19462.71573495864868161.121894955635070842%
Lower-middle-income countries19515.0808978080749512.10939407348632841%
Lower-middle-income countries19452.29912996292114260.998712003231048639%
Lower-middle-income countries195713.3640909194946295.88953113555908239%
Lower-middle-income countries19504.25776910781860351.953112959861755437%
Lower-middle-income countries195816.1398296356201178.0356073379516634%
Lower-middle-income countries195918.3056201934814459.65809535980224631%
Lower-middle-income countries196021.2145595550537111.71380710601806629%
Lower-middle-income countries196124.21826362609863314.1056251525878926%
Lower-middle-income countries196227.080932617187516.38865470886230525%
Lower-middle-income countries196330.8906326293945319.33071136474609423%
Lower-middle-income countries197365.125755310058641.50630950927734422%
Lower-middle-income countries197052.02416610717773433.2388420104980522%
Lower-middle-income countries196435.46246719360351622.74390029907226622%
Lower-middle-income countries197468.7886581420898444.48416137695312521%
Lower-middle-income countries197155.60965728759765636.04137802124023421%
Lower-middle-income countries196539.3954811096191425.9221401214599621%
Lower-middle-income countries196746.3224906921386730.62870597839355520%
Lower-middle-income countries197258.73622894287109438.9554519653320320%
Lower-middle-income countries196642.7070655822753928.38082313537597720%
Lower-middle-income countries196848.812000274658232.61254882812520%
Lower-middle-income countries197571.2134094238281247.5829124450683620%
Lower-middle-income countries196951.958850860595735.2848701477050819%
Lower-middle-income countries1980103.079444885253970.1767272949218819%
Upper-middle-income countries195411.42257499694824216.47120666503906218%
Lower-middle-income countries197998.7349014282226668.6959915161132818%
Upper-middle-income countries195310.46833229064941414.94940376281738318%
Lower-middle-income countries197675.3928604125976653.0915184020996117%
Lower-middle-income countries1984130.8513793945312593.3356781005859417%
Lower-middle-income countries197890.9580383300781265.0022659301757817%
Upper-middle-income countries195514.32905197143554719.9972591400146517%
Lower-middle-income countries197788.8303070068359463.723133087158216%
Lower-middle-income countries1983120.825660705566486.7271347045898416%
Lower-middle-income countries1981113.4664611816406281.8595352172851616%
Lower-middle-income countries1986147.2093048095703106.2714462280273416%
Lower-middle-income countries1982120.3105773925781287.4018173217773416%
Upper-middle-income countries19529.82240295410156213.43510723114013716%
Upper-middle-income countries195616.9000511169433623.07720756530761715%
Upper-middle-income countries19322.99559998512268074.05713796615600615%
Lower-middle-income countries1985142.24302673339844105.7372741699218815%
Upper-middle-income countries195721.6979026794433629.17246246337890615%
Upper-middle-income countries19506.7050261497497569.00968170166015615%
Lower-middle-income countries1987162.45077514648438121.556861877441414%
Upper-middle-income countries19518.86128139495849611.83278465270996114%
Lower-middle-income countries1988172.69412231445312129.9865570068359414%
Upper-middle-income countries19477.21907520294189459.46104240417480513%
Upper-middle-income countries19487.5882291793823249.92619609832763713%
Lower-middle-income countries1996283.51025390625220.452804565429713%
Upper-middle-income countries195828.46168899536132836.5659103393554712%
Lower-middle-income countries1990192.12550354003906150.0188140869140612%
Lower-middle-income countries1997292.6256103515625228.5698242187512%
Upper-middle-income countries19344.19629716873168955.35778474807739312%
Lower-middle-income countries1989181.3020782470703142.2694702148437512%
Upper-middle-income countries19444.1159338951110845.2444458007812512%
Lower-middle-income countries1991199.76272583007812156.9123229980468812%
Lower-middle-income countries1995265.5635681152344209.2699584960937512%
Lower-middle-income countries1994240.17344665527344190.6237487792968812%
Upper-middle-income countries19466.3711991310119637.96503877639770511%
Upper-middle-income countries195934.85180664062543.4993362426757811%
Upper-middle-income countries19498.80818367004394510.97021961212158211%
Upper-middle-income countries19414.3235201835632325.35310411453247111%
Upper-middle-income countries19455.91608715057373057.216505050659189.9%
Upper-middle-income countries19334.8174529075622565.8726849555969249.9%
Upper-middle-income countries19355.6202030181884776.8468928337097179.8%
Upper-middle-income countries19365.8654389381408697.14051103591918959.8%
Upper-middle-income countries196044.29611206054687553.79686355590829.7%
Lower-middle-income countries1998298.32666015625246.043365478515629.6%
Lower-middle-income countries1993227.36485290527344187.818008422851569.5%
Upper-middle-income countries19424.1622929573059085.0047459602355969.2%
Upper-middle-income countries19388.2719516754150399.8814105987548838.9%
Upper-middle-income countries19433.80371403694152834.4925460815429698.3%
Upper-middle-income countries196155.9362716674804766.048912048339848.3%
Lower-middle-income countries1999308.64129638671875263.34939575195317.9%
Lower-middle-income countries2000322.3802795410156275.89877319335947.8%
Upper-middle-income countries19378.0048360824584969.3312044143676767.7%
Upper-middle-income countries196268.2071990966796978.899482727050787.3%
Lower-middle-income countries2001325.8935546875282.47885131835947.1%
Lower-middle-income countries2002364.38885498046875316.47106933593757.0%
Upper-middle-income countries196377.216918945312588.776840209960947.0%
Upper-middle-income countries196490.56294250488281103.281509399414066.6%
Upper-middle-income countries1965103.6185073852539117.091850280761726.1%
~ owid_co2.share_global_gas_co2 🟡 median anomaly score 7.0%changed data
~ Changed values: 195 / 50,411 (0.39%) — showing the 100 most anomalous rows
countryyearshare_global_gas_co2 -share_global_gas_co2 +anomaly score
Lower-middle-income countries19410.6708995103836060.0100%
Lower-middle-income countries19440.57110691070556640.0100%
Lower-middle-income countries19420.50735217332839970.0100%
Lower-middle-income countries19430.37661692500114440.0100%
Lower-middle-income countries19321.44374644756317140.2404594719409942671%
Lower-middle-income countries19331.45358443260192870.292950093746185366%
Lower-middle-income countries19341.48651826381683350.347266077995300362%
Lower-middle-income countries19351.48719727993011470.3857861757278442459%
Lower-middle-income countries19381.61472690105438230.426905006170272858%
Lower-middle-income countries19361.4493713378906250.433635681867599554%
Lower-middle-income countries19371.35110223293304440.407590121030807554%
Lower-middle-income countries19541.48977756500244140.482782483100891151%
Lower-middle-income countries19531.41533505916595460.471017569303512650%
Lower-middle-income countries19551.56959855556488040.533821463584899949%
Lower-middle-income countries19521.28144168853759770.4733858704566955646%
Lower-middle-income countries19471.45359051227569580.549179792404174845%
Lower-middle-income countries19481.35672557353973390.522116661071777344%
Lower-middle-income countries19561.737458586692810.685565769672393843%
Lower-middle-income countries19491.22083401679992680.501258194446563742%
Lower-middle-income countries19461.21326255798339840.501209855079650942%
Lower-middle-income countries19511.2208228111267090.506838798522949241%
Lower-middle-income countries19451.0609719753265380.460872381925582939%
Lower-middle-income countries19572.0665466785430910.910723388195037839%
Lower-middle-income countries19501.20563399791717530.55304539203643837%
Lower-middle-income countries19582.28657054901123051.138424754142761234%
Lower-middle-income countries19592.4141614437103271.27371799945831331%
Lower-middle-income countries19602.54182910919189451.403493523597717329%
Lower-middle-income countries19612.7454438209533691.599049568176269526%
Lower-middle-income countries19622.79813742637634281.693357944488525425%
Lower-middle-income countries19632.9505352973937991.846383333206176823%
Lower-middle-income countries19732.95660257339477541.88431847095489522%
Lower-middle-income countries19702.90485882759094241.855947971343994122%
Lower-middle-income countries19643.07569146156311041.97259867191314722%
Lower-middle-income countries19743.0484123229980471.971343278884887721%
Lower-middle-income countries19712.87598228454589841.863963603973388721%
Lower-middle-income countries19653.20114946365356452.10634946823120121%
Lower-middle-income countries19673.2323307991027832.137236118316650420%
Lower-middle-income countries19722.86190271377563481.898091077804565420%
Lower-middle-income countries19663.18714189529418952.118003368377685520%
Lower-middle-income countries19683.129474163055422.09088182449340820%
Lower-middle-income countries19753.17737364768981932.123036861419677720%
Lower-middle-income countries19693.04080533981323242.06498861312866219%
Lower-middle-income countries19803.75994563102722172.559779882431030319%
Upper-middle-income countries19542.27833604812622073.285331249237060518%
Lower-middle-income countries19793.7006182670593262.5747494697570818%
Upper-middle-income countries19532.2060408592224123.150358438491821318%
Lower-middle-income countries19763.19595456123352052.250585556030273417%
Lower-middle-income countries19844.402765750885013.14047217369079617%
Lower-middle-income countries19783.57857751846313482.557395219802856417%
Upper-middle-income countries19552.61841177940368653.65418863296508817%
Lower-middle-income countries19773.68327522277832032.642227172851562516%
Lower-middle-income countries19834.40468072891235353.161624431610107416%
Lower-middle-income countries19814.1060853004455572.962305068969726616%
Lower-middle-income countries19864.8832015991210943.525218009948730516%
Lower-middle-income countries19824.4534754753112793.235308647155761716%
Upper-middle-income countries19522.19698309898376463.005038738250732416%
Upper-middle-income countries19562.877868652343753.929761171340942415%
Upper-middle-income countries19323.39560747146606454.59889411926269515%
Lower-middle-income countries19854.6037807464599613.42225027084350615%
Upper-middle-income countries19573.35523962974548344.51106309890747115%
Upper-middle-income countries19501.8986017704010012.551190376281738315%
Lower-middle-income countries19874.9504017829895023.704232215881347714%
Upper-middle-income countries19512.1291618347167972.843145608901977514%
Lower-middle-income countries19885.0260543823242193.78310203552246114%
Upper-middle-income countries19472.91217875480651863.8165893554687513%
Upper-middle-income countries19482.7088506221771243.54345941543579113%
Lower-middle-income countries19966.4704747200012215.03133249282836913%
Upper-middle-income countries19584.032239913940435.18038511276245112%
Lower-middle-income countries19905.0690312385559083.9580900669097912%
Lower-middle-income countries19976.6580605506896975.20061016082763712%
Upper-middle-income countries19344.1159620285034185.25521421432495112%
Lower-middle-income countries19895.0292420387268073.946494102478027312%
Upper-middle-income countries19442.0829539299011232.654060840606689512%
Lower-middle-income countries19915.1865940093994144.07403612136840812%
Lower-middle-income countries19956.3276920318603524.98636054992675812%
Lower-middle-income countries19945.9446315765380864.71820640563964812%
Upper-middle-income countries19462.84635162353515623.558404207229614311%
Upper-middle-income countries19594.5962872505187995.73673057556152311%
Upper-middle-income countries19492.93156886100769043.65114450454711911%
Upper-middle-income countries19412.8173003196716313.488199710845947311%
Upper-middle-income countries19452.73007750511169433.3301770687103279.9%
Upper-middle-income countries19335.2986464500427256.4592804908752449.9%
Upper-middle-income countries19355.0462255477905276.1476364135742199.8%
Upper-middle-income countries19364.6724696159362795.6882052421569829.8%
Upper-middle-income countries19605.3073525428771976.4456882476806649.7%
Lower-middle-income countries19986.7137694358825685.537146568298349.6%
Lower-middle-income countries19935.6730527877807624.6863074302673349.5%
Upper-middle-income countries19422.5066664218902593.01401853561401379.2%
Upper-middle-income countries19386.1049122810363777.2927341461181648.9%
Upper-middle-income countries19432.0796697139739992.4562866687774668.3%
Upper-middle-income countries19616.341077804565437.4874720573425298.3%
Lower-middle-income countries19996.7298336029052735.7422561645507817.9%
Lower-middle-income countries20006.8187894821166995.8356413841247567.8%
Upper-middle-income countries19375.6942410469055186.6377534866333017.7%
Upper-middle-income countries19627.0475096702575688.1522893905639657.3%
Lower-middle-income countries20016.8296947479248055.9198598861694347.1%
Lower-middle-income countries20027.415845870971686.4406490325927737.0%
Upper-middle-income countries19637.3754158020019538.4795675277709967.0%
Upper-middle-income countries19647.8546051979064948.9576969146728526.6%
Upper-middle-income countries19658.4197053909301769.5145063400268556.1%
~ owid_co2.share_global_flaring_co2 🟡 median anomaly score 5.8%changed data
~ Changed values: 150 / 50,411 (0.30%) — showing the 100 most anomalous rows
countryyearshare_global_flaring_co2 -share_global_flaring_co2 +anomaly score
Lower-middle-income countries195444.749248504638670.0100%
Lower-middle-income countries195141.917400360107420.0100%
Lower-middle-income countries195241.8963317871093750.0100%
Lower-middle-income countries195740.723617553710940.0100%
Lower-middle-income countries195840.5145568847656250.0100%
Lower-middle-income countries195340.122543334960940.0100%
Lower-middle-income countries195938.914470672607420.0100%
Lower-middle-income countries195037.782421112060550.0100%
Lower-middle-income countries195637.588413238525390.0100%
Lower-middle-income countries195537.5837020874023440.0100%
Lower-middle-income countries196035.678108215332030.0100%
Lower-middle-income countries196134.056613922119140.0100%
Lower-middle-income countries196239.831741333007810.05116674304008484100%
Lower-middle-income countries196334.835990905761721.416920185089111392%
Lower-middle-income countries196429.8588905334472662.22568964958190986%
Upper-middle-income countries19503.64785504341125541.43027496337890684%
Upper-middle-income countries19524.45102691650390646.3473625183105582%
Upper-middle-income countries19514.62384986877441446.541248321533282%
Upper-middle-income countries19544.99401664733886749.74326324462890682%
Upper-middle-income countries19534.56715106964111344.68969345092773481%
Lower-middle-income countries196818.583625793457032.049779891967773480%
Lower-middle-income countries196721.8237667083740233.316731691360473674%
Lower-middle-income countries196529.0157489776611334.4195742607116774%
Lower-middle-income countries196625.3331584930419924.22093152999877971%
Lower-middle-income countries196918.6242046356201174.55359315872192461%
Upper-middle-income countries195714.00299739837646554.7266159057617259%
Upper-middle-income countries195616.136358261108453.7247734069824254%
Upper-middle-income countries195517.10997390747070354.6936759948730552%
Upper-middle-income countries195818.4635219573974658.9780807495117252%
Upper-middle-income countries195922.8885154724121161.8029861450195346%
Lower-middle-income countries197021.0413665771484387.96689987182617245%
Upper-middle-income countries196224.27402496337890664.0546035766601645%
Upper-middle-income countries196024.99383163452148460.6719436645507842%
Upper-middle-income countries196125.98401832580566460.0406341552734440%
Upper-middle-income countries196327.19458961486816460.6136627197265638%
Upper-middle-income countries196426.28932189941406253.92252349853515634%
Lower-middle-income countries19939.3965654373168954.75416612625122133%
Lower-middle-income countries197119.831048965454110.37506866455078131%
Lower-middle-income countries19927.9668908119201664.52129840850830128%
Upper-middle-income countries196533.37201309204101657.9681854248046927%
Lower-middle-income countries197219.39903259277343811.6852312088012725%
Lower-middle-income countries197318.7606945037841812.10349655151367222%
Upper-middle-income countries196638.7535476684570359.8657722473144521%
Lower-middle-income countries202211.0135574340820317.2667608261108420%
Upper-middle-income countries196738.116088867187556.6231231689453120%
Lower-middle-income countries202310.5891056060791027.1369071006774919%
Lower-middle-income countries202410.8373603820800787.376442432403564519%
Lower-middle-income countries201911.919301033020028.14345073699951219%
Lower-middle-income countries19918.8750772476196296.10311460494995119%
Lower-middle-income countries202111.3349218368530277.79542636871337919%
Lower-middle-income countries202012.1224222183227548.43729877471923818%
Lower-middle-income countries199010.0552911758422857.11738777160644517%
Lower-middle-income countries201812.4089851379394538.94021129608154316%
Upper-middle-income countries196842.9710235595703159.504871368408216%
Lower-middle-income countries201415.58397769927978511.2821893692016616%
Lower-middle-income countries201615.16827964782714810.98563385009765616%
Upper-middle-income countries196938.6137237548828152.6843338012695315%
Lower-middle-income countries201515.33241558074951211.28693103790283215%
Upper-middle-income countries197037.37798690795898450.45244979858398415%
Lower-middle-income countries201315.44459915161132811.4654779434204115%
Lower-middle-income countries201215.59738063812255912.01083469390869113%
Lower-middle-income countries198915.15081691741943411.74341201782226613%
Lower-middle-income countries201713.01187133789062510.10365009307861313%
Lower-middle-income countries197420.20389938354492215.80938625335693412%
Upper-middle-income countries197134.992687225341844.44866561889648412%
Upper-middle-income countries197233.89440536499023441.6082038879394510%
Lower-middle-income countries198727.2524814605712922.30073738098144510.0%
Upper-middle-income countries197334.0008735656738340.65806961059578.9%
Lower-middle-income countries201115.90544700622558613.4275016784667978.4%
Lower-middle-income countries198827.9433937072753923.672052383422858.3%
Lower-middle-income countries198625.69429779052734422.116027832031257.5%
Lower-middle-income countries197713.18302154541015611.6308422088623056.3%
Upper-middle-income countries199335.1358909606933639.7782974243164066.2%
Upper-middle-income countries197433.7709236145019538.165439605712896.1%
Upper-middle-income countries198740.3046951293945345.256435394287115.8%
Lower-middle-income countries197614.87473392486572313.2616539001464845.7%
Lower-middle-income countries197515.58179855346679713.9266738891601565.6%
Lower-middle-income countries198216.12212753295898414.4611406326293955.4%
Upper-middle-income countries201438.67862701416015642.980415344238285.3%
Upper-middle-income countries198838.4849319458007842.756275177001955.3%
Lower-middle-income countries198317.95097923278808616.1675224304199225.2%
Upper-middle-income countries201934.6038742065429738.379726409912115.2%
Lower-middle-income countries198118.0515804290771516.28112792968755.2%
Lower-middle-income countries197812.5574102401733411.3272781372070315.2%
Upper-middle-income countries201337.4580764770507841.437194824218755.0%
Lower-middle-income countries198422.07366561889648420.0175399780273444.9%
Upper-middle-income countries201641.0710372924804745.2536849975585944.8%
Upper-middle-income countries201539.8525924682617243.89808273315434.8%
Upper-middle-income countries202036.8079757690429740.4930992126464844.8%
Upper-middle-income countries199235.4447517395019538.890346527099614.6%
Lower-middle-income countries198017.58659362792968816.0420570373535164.6%
Upper-middle-income countries202239.15808486938476642.9048843383789064.6%
Upper-middle-income countries201237.7974052429199241.383956909179694.5%
Upper-middle-income countries199130.31079483032226633.0827598571777344.4%
Lower-middle-income countries198523.38758277893066421.438882827758794.3%
Upper-middle-income countries201838.332641601562541.8014144897460944.3%
Upper-middle-income countries202139.81997680664062543.359470367431644.3%
Upper-middle-income countries202339.8834915161132843.3356895446777344.1%
Upper-middle-income countries202440.4300956726074243.8910140991210944.1%
Upper-middle-income countries199034.8818283081054737.8197326660156254.0%
~ owid_co2.flaring_co2 🟡 median anomaly score 5.8%changed data
~ Changed values: 150 / 50,411 (0.30%) — showing the 100 most anomalous rows
countryyearflaring_co2 -flaring_co2 +anomaly score
Lower-middle-income countries195743.323135375976560.0100%
Lower-middle-income countries195640.66077804565430.0100%
Lower-middle-income countries195838.535358428955080.0100%
Lower-middle-income countries195536.394512176513670.0100%
Lower-middle-income countries195235.7643051147460940.0100%
Lower-middle-income countries195935.6820373535156250.0100%
Lower-middle-income countries195434.7322349548339840.0100%
Lower-middle-income countries195133.4816322326660160.0100%
Lower-middle-income countries195332.6389122009277340.0100%
Lower-middle-income countries196031.803520202636720.0100%
Lower-middle-income countries196129.3632965087890620.0100%
Lower-middle-income countries195027.8170871734619140.0100%
Lower-middle-income countries196234.227741241455080.04396799951791763100%
Lower-middle-income countries196331.528720855712891.282400012016296492%
Lower-middle-income countries196433.678398132324222.51039695739746186%
Upper-middle-income countries19502.685712099075317430.5027999877929784%
Upper-middle-income countries19523.799566030502319339.56387329101562582%
Upper-middle-income countries19513.69331192970275937.1749420166015682%
Upper-middle-income countries19543.876117944717407238.6083526611328182%
Upper-middle-income countries19533.715288877487182636.3541984558105581%
Lower-middle-income countries196837.873481750488284.17745685577392680%
Lower-middle-income countries196741.636028289794926.327758789062574%
Lower-middle-income countries196537.8489341735839845.76501417160034274%
Lower-middle-income countries196636.62315750122076.10203504562377971%
Lower-middle-income countries196945.4495353698730511.11234951019287161%
Upper-middle-income countries195714.89685440063476658.21999359130859459%
Upper-middle-income countries195617.4552955627441458.116077423095754%
Upper-middle-income countries195516.5685958862304752.9631080627441452%
Upper-middle-income countries195817.56155204772949256.096912384033252%
Upper-middle-income countries195920.9872779846191456.669311523437546%
Lower-middle-income countries197058.44170761108398422.12780380249023445%
Upper-middle-income countries196220.85886764526367255.04264068603515645%
Upper-middle-income countries196022.27953910827636754.0830612182617242%
Upper-middle-income countries196122.40317916870117251.76647567749023440%
Upper-middle-income countries196324.6127796173095754.85910034179687538%
Upper-middle-income countries196429.652215957641660.82022094726562534%
Lower-middle-income countries199321.8413963317871111.05059337615966833%
Lower-middle-income countries197163.7514724731445333.3530464172363331%
Lower-middle-income countries199219.10411453247070310.84179496765136728%
Upper-middle-income countries196543.53136825561523475.6152877807617227%
Lower-middle-income countries197267.2980499267578140.5377616882324225%
Lower-middle-income countries197375.4528961181640648.678577423095722%
Upper-middle-income countries196656.0244827270507886.5456008911132821%
Lower-middle-income countries202243.9299049377441428.9850120544433620%
Upper-middle-income countries196772.71900177001953108.0272674560546920%
Lower-middle-income countries202343.5575141906738329.35714721679687519%
Lower-middle-income countries202445.05173492431640630.6644363403320319%
Lower-middle-income countries201951.53808975219726635.2116165161132819%
Lower-middle-income countries199124.15442085266113316.6102428436279319%
Lower-middle-income countries202145.5908927917480531.35446739196777319%
Lower-middle-income countries202048.48984527587890633.74930572509765618%
Lower-middle-income countries199025.82075119018554718.27657508850097717%
Lower-middle-income countries201850.13736724853515636.12210845947265616%
Upper-middle-income countries196887.57506561279297121.2710876464843816%
Lower-middle-income countries201459.80697631835937543.2979125976562516%
Lower-middle-income countries201656.3513984680175840.8125267028808616%
Upper-middle-income countries196994.23090362548828128.5680847167968815%
Lower-middle-income countries201558.4462013244628943.02506256103515615%
Upper-middle-income countries1970103.81612396240234140.1300354003906215%
Lower-middle-income countries201359.0010108947753943.80008697509765615%
Lower-middle-income countries201258.34337997436523444.9275856018066413%
Lower-middle-income countries198922.87361335754394517.72935867309570313%
Lower-middle-income countries201749.9932060241699238.819458007812513%
Lower-middle-income countries197479.075904846191461.8762474060058612%
Upper-middle-income countries1971112.49205780029297142.8904724121093812%
Upper-middle-income countries1972117.5845947265625144.3448791503906210%
Lower-middle-income countries198744.42403411865234436.3522453308105510.0%
Upper-middle-income countries1973136.74676513671875163.521087646484388.9%
Lower-middle-income countries201156.6632957458496147.835590362548838.4%
Lower-middle-income countries198851.8711204528808643.94226074218758.3%
Lower-middle-income countries198643.5954780578613337.524230957031257.5%
Lower-middle-income countries197750.29156875610351644.3702011108398446.3%
Upper-middle-income countries199381.6699371337890692.460746765136726.2%
Upper-middle-income countries1974132.17579650878906149.375457763671886.1%
Upper-middle-income countries198765.700340270996173.772132873535165.8%
Lower-middle-income countries197658.81933212280273452.440715789794925.7%
Lower-middle-income countries197552.46826553344726646.8949966430664065.6%
Lower-middle-income countries198237.98093414306640634.0679359436035165.4%
Upper-middle-income countries2014148.4378204345703164.94689941406255.3%
Upper-middle-income countries198871.4393005371093879.36816406255.3%
Lower-middle-income countries198338.20835113525390634.4122962951660165.2%
Upper-middle-income countries2019149.62432861328125165.950820922851565.2%
Lower-middle-income countries198142.8142776489257838.615165710449225.2%
Lower-middle-income countries197848.9976348876953144.197795867919925.2%
Upper-middle-income countries2013143.09625244140625158.297180175781255.0%
Lower-middle-income countries198441.2231788635253937.383308410644534.9%
Upper-middle-income countries2016152.582275390625168.121154785156254.8%
Upper-middle-income countries2015151.91555786132812167.336700439453124.8%
Upper-middle-income countries2020147.23236083984375161.972915649414064.8%
Upper-middle-income countries199284.9943389892578193.256652832031254.6%
Lower-middle-income countries198055.65383148193359450.7660560607910164.6%
Upper-middle-income countries2022156.1903076171875171.135192871093754.6%
Upper-middle-income countries2012141.384521484375154.80033874511724.5%
Upper-middle-income countries199182.4938888549804790.03806304931644.4%
Lower-middle-income countries198542.43643188476562538.9005432128906254.3%
Upper-middle-income countries2018154.87953186035156168.894805908203124.3%
Upper-middle-income countries2021160.1623992919922174.398818969726564.3%
Upper-middle-income countries2023164.05784606933594178.258209228515624.1%
Upper-middle-income countries2024168.0709991455078182.45829772949224.1%
Upper-middle-income countries199089.572242736816497.116416931152344.0%
~ owid_co2.energy_per_capita 🟡 median anomaly score 3.3%changed data
~ Changed values: 165 / 50,411 (0.33%) — showing the 100 most anomalous rows
countryyearenergy_per_capita -energy_per_capita +anomaly score
Lower-middle-income countries19801731.24206542968751428.94616699218759.6%
Lower-middle-income countries19811835.5056152343751518.31677246093759.5%
Lower-middle-income countries19821824.57580566406251510.17053222656259.4%
Lower-middle-income countries19841916.5964355468751597.44982910156259.1%
Lower-middle-income countries19831855.60876464843751550.80529785156258.9%
Lower-middle-income countries19791669.08593751400.42810058593758.8%
Lower-middle-income countries19862349.597167968751976.9216308593758.6%
Lower-middle-income countries19651168.523681640625984.08917236328128.6%
Lower-middle-income countries19771570.98254394531251323.11047363281258.6%
Lower-middle-income countries19852290.4431152343751935.7502441406258.4%
Lower-middle-income countries19781595.19055175781251349.52722167968758.3%
Lower-middle-income countries19761499.19226074218751273.05383300781258.2%
Lower-middle-income countries19872415.2419433593752056.460449218758.0%
Lower-middle-income countries19882500.371582031252135.5471191406257.9%
Lower-middle-income countries19922766.77050781252374.910644531257.6%
Lower-middle-income countries19902695.3049316406252318.1271972656257.5%
Lower-middle-income countries19892602.875488281252240.187988281257.5%
Lower-middle-income countries19912721.6960449218752343.769042968757.5%
Lower-middle-income countries19942853.6755371093752468.90332031257.2%
Lower-middle-income countries19741380.830566406251197.35974121093757.1%
Lower-middle-income countries19932777.130371093752411.1481933593757.1%
Lower-middle-income countries19661177.5917968751022.8493652343757.0%
Lower-middle-income countries19952956.6269531252585.495605468756.7%
Lower-middle-income countries19751437.00598144531251256.91052246093756.7%
Lower-middle-income countries19671179.901855468751041.99133300781256.2%
Lower-middle-income countries19681241.79162597656251099.8776855468756.1%
Lower-middle-income countries19962989.57714843752649.567871093756.0%
Lower-middle-income countries19973045.6462402343752708.878417968755.9%
Lower-middle-income countries19731332.93420410156251188.1047363281255.7%
Lower-middle-income countries19983120.05761718752786.5847167968755.6%
Lower-middle-income countries20013238.020996093752904.8229980468755.4%
Lower-middle-income countries19993160.957031252843.8776855468755.3%
Lower-middle-income countries20003240.177246093752915.784667968755.3%
Lower-middle-income countries19691283.12780761718751156.9020996093755.2%
Lower-middle-income countries19721305.83337402343751177.39941406255.2%
Lower-middle-income countries20023264.4582519531252944.58886718755.2%
Lower-middle-income countries20063659.8723144531253310.972167968755.0%
Lower-middle-income countries19711274.6862792968751155.5417480468754.9%
Lower-middle-income countries20073851.935058593753492.237792968754.9%
Lower-middle-income countries19701256.07238769531251143.6916503906254.7%
Lower-middle-income countries20083948.979003906253612.2968754.5%
Lower-middle-income countries20094094.527343753751.176269531254.4%
Lower-middle-income countries20043443.7832031253159.9660644531254.3%
Lower-middle-income countries20033242.5996093752977.4685058593754.3%
Lower-middle-income countries20053547.2448730468753257.414550781254.3%
Upper-middle-income countries19868499.6259160.4511718753.7%
Upper-middle-income countries19929417.471679687510148.88574218753.7%
Upper-middle-income countries19949660.51757812510409.37597656253.7%
Upper-middle-income countries19858351.63281258989.76074218753.7%
Upper-middle-income countries19959811.553710937510559.0800781253.7%
Upper-middle-income countries19919403.36914062510119.04785156253.7%
Upper-middle-income countries19939495.3789062510216.46972656253.7%
Upper-middle-income countries19878782.92871093759448.80371093753.7%
Upper-middle-income countries19909368.90429687510078.61425781253.6%
Upper-middle-income countries19889049.42480468759734.2031253.6%
Lower-middle-income countries20104137.699707031253848.24902343753.6%
Upper-middle-income countries19899101.4531259785.0175781253.6%
Upper-middle-income countries200110705.99414062511503.27636718753.6%
Lower-middle-income countries20124367.061035156254066.628417968753.6%
Upper-middle-income countries200716202.09570312517397.4667968753.6%
Upper-middle-income countries199810084.305664062510828.16113281253.6%
Upper-middle-income countries199610109.756835937510854.605468753.6%
Upper-middle-income countries199710189.864257812510940.51855468753.6%
Upper-middle-income countries200615319.092773437516445.1425781253.5%
Upper-middle-income countries200211178.354492187511999.218753.5%
Lower-middle-income countries20114273.47558593753981.6599121093753.5%
Upper-middle-income countries200010484.42187511252.82128906253.5%
Upper-middle-income countries200916816.35937518042.4277343753.5%
Upper-middle-income countries199910197.180664062510938.769531253.5%
Upper-middle-income countries200816632.37517839.808593753.5%
Upper-middle-income countries201219209.210937520570.2558593753.4%
Upper-middle-income countries201118674.429687519986.81253.4%
Upper-middle-income countries201017716.45117187518959.128906253.4%
Upper-middle-income countries200514473.0351562515485.7031253.4%
Upper-middle-income countries201319525.15429687520889.156253.4%
Upper-middle-income countries200413447.711914062514387.09472656253.4%
Upper-middle-income countries200312178.842773437513023.566406253.4%
Upper-middle-income countries198413337.87514259.5175781253.3%
Upper-middle-income countries198212751.745117187513629.4707031253.3%
Upper-middle-income countries198112540.71289062513403.00781253.3%
Upper-middle-income countries198312942.004882812513827.12792968753.3%
Upper-middle-income countries201419767.695312521118.199218753.3%
Upper-middle-income countries198012537.945312513389.7167968753.3%
Lower-middle-income countries20134413.97558593754140.0781253.2%
Upper-middle-income countries197912456.61914062513277.347656253.2%
Upper-middle-income countries201519710.49023437521005.1718753.2%
Upper-middle-income countries19657633.74511718758131.951660156253.2%
Upper-middle-income countries197711735.10351562512494.03027343753.1%
Upper-middle-income countries197812208.09570312512996.78027343753.1%
Upper-middle-income countries197611269.049804687511984.57910156253.1%
Upper-middle-income countries201619834.0820312521078.1621093753.0%
Upper-middle-income countries19667961.13769531258455.886718753.0%
Upper-middle-income countries197410488.1992187511130.24511718753.0%
Upper-middle-income countries201720351.35351562521594.8144531253.0%
Upper-middle-income countries197510962.83789062511627.47558593752.9%
Upper-middle-income countries19677977.213378906258460.72949218752.9%
Upper-middle-income countries19688108.9218758598.90722656252.9%
Upper-middle-income countries197310181.799804687510781.441406252.9%
Upper-middle-income countries19698478.83300781258975.29785156252.8%
Upper-middle-income countries19729804.948242187510373.6699218752.8%
~ owid_co2.share_global_luc_co2 🟡 median anomaly score 2.8%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearshare_global_luc_co2 -share_global_luc_co2 +anomaly score
Low-income countries1908-0.0226800292730331420.0020340783521533012100%
Low-income countries19070.0128957154229283330.0378632023930549649%
Low-income countries19060.035517737269401550.06050946563482284526%
Low-income countries19100.0375865250825881960.06105124950408935524%
Low-income countries1909-0.07596825808286667-0.05165389552712440519%
Lower-middle-income countries19078.573422431945812.2288312911987318%
Low-income countries19110.056106150150299070.0789607092738151617%
Lower-middle-income countries19058.9442481994628912.5379610061645517%
Lower-middle-income countries19088.56339645385742211.99575042724609417%
Lower-middle-income countries19069.07103347778320312.58666229248046916%
Lower-middle-income countries19049.25995540618896512.77926158905029316%
Lower-middle-income countries19139.88072204589843813.53331661224365216%
Lower-middle-income countries19109.31004333496093812.7487287521362316%
Lower-middle-income countries19129.8763933181762713.519473075866716%
Lower-middle-income countries19098.43447780609130911.54135417938232416%
Lower-middle-income countries191510.62822628021240214.51743793487548815%
Lower-middle-income countries191710.31062221527099614.08357429504394515%
Lower-middle-income countries191910.7510614395141614.61820888519287115%
Lower-middle-income countries19039.4211158752441412.80803585052490215%
Lower-middle-income countries191811.0342302322387714.99734592437744115%
Lower-middle-income countries19119.50210857391357412.90696811676025415%
Lower-middle-income countries197617.72799491882324224.0448818206787115%
Lower-middle-income countries191610.45415782928466814.173159599304215%
Lower-middle-income countries197517.72370910644531223.97177124023437515%
Lower-middle-income countries19019.92559432983398413.20480155944824214%
Lower-middle-income countries190210.27244186401367213.63437652587890614%
Lower-middle-income countries191410.59825515747070313.97260189056396514%
Lower-middle-income countries190010.37865638732910213.48143291473388713%
Lower-middle-income countries201424.29978179931640631.21894836425781212%
Lower-middle-income countries197916.6007614135742220.86936569213867211%
Lower-middle-income countries18789.34428405761718811.56997585296630911%
Lower-middle-income countries18799.1313238143920911.27993583679199211%
Lower-middle-income countries187210.67414474487304713.16594028472900410%
Low-income countries19050.10873026400804520.1340760290622711210%
Lower-middle-income countries189812.58534336090087915.48735713958740210%
Lower-middle-income countries187410.2431402206420912.5710582733154310%
Lower-middle-income countries187110.92002582550048813.35333633422851610%
Lower-middle-income countries18759.96921539306640612.18817043304443410%
Lower-middle-income countries187310.60279560089111312.95648956298828110.0%
Lower-middle-income countries197816.9380970001220720.6882591247558610.0%
Lower-middle-income countries189513.09772396087646515.9830875396728529.9%
Lower-middle-income countries189912.53684902191162115.2983522415161139.9%
Lower-middle-income countries189712.93950653076171915.749548912048349.8%
Lower-middle-income countries189612.89097690582275415.6680889129638679.7%
Lower-middle-income countries200022.0875034332275426.838676452636729.7%
Lower-middle-income countries197419.57066726684570323.7309989929199229.6%
Lower-middle-income countries201520.8219127655029325.2351493835449229.6%
Lower-middle-income countries188010.48122692108154312.6807203292846689.5%
Lower-middle-income countries187011.45324325561523413.8364906311035169.4%
Lower-middle-income countries198016.25713920593261719.5740776062011729.3%
Lower-middle-income countries18779.48364257812511.3478107452392588.9%
Lower-middle-income countries200724.6789417266845729.5069904327392588.9%
Lower-middle-income countries189113.58700656890869116.240064620971688.9%
Lower-middle-income countries18769.87849330902099611.7953042984008798.8%
Low-income countries19120.119227439165115360.14210027456283578.8%
Lower-middle-income countries189413.11455535888671915.6254577636718758.7%
Lower-middle-income countries197720.93071365356445324.8914508819580088.6%
Lower-middle-income countries189213.65232563018798816.233350753784188.6%
Lower-middle-income countries186713.46501731872558615.9901676177978528.6%
Lower-middle-income countries188112.01270771026611314.2597961425781258.6%
Lower-middle-income countries188212.69977474212646515.0662546157836918.5%
Lower-middle-income countries189313.24535655975341815.7053165435791028.5%
Lower-middle-income countries200922.48268508911132826.6398620605468758.5%
Lower-middle-income countries188412.98584938049316415.3212003707885748.3%
Lower-middle-income countries200420.21924781799316423.851509094238288.2%
Lower-middle-income countries201826.33104324340820330.9835319519042978.1%
Lower-middle-income countries186813.04668235778808615.3079996109008798.0%
Lower-middle-income countries188312.65942478179931614.8396987915039067.9%
Lower-middle-income countries201023.04363822937011726.9319572448730477.8%
Lower-middle-income countries197319.90249824523925823.249776840209967.8%
Lower-middle-income countries189013.70756244659423815.9808502197265627.7%
Lower-middle-income countries192015.84823608398437518.4237499237060557.5%
Lower-middle-income countries198215.183529853820817.6454277038574227.5%
Lower-middle-income countries200521.0540161132812524.4642181396484387.5%
Lower-middle-income countries200620.9478416442871124.32019615173347.4%
Lower-middle-income countries202120.06753540039062523.292188644409187.4%
Lower-middle-income countries202220.4860153198242223.7746677398681647.4%
Lower-middle-income countries202421.19115066528320324.588296890258797.4%
Low-income countries194810.66249179840087912.368137359619147.4%
Lower-middle-income countries202320.58836746215820323.8801860809326177.4%
Lower-middle-income countries196322.05900382995605525.577907562255867.4%
Lower-middle-income countries186912.97670745849609415.038109779357917.4%
Low-income countries194910.8817749023437512.6019849777221687.3%
Lower-middle-income countries199920.62933731079101623.884922027587897.3%
Lower-middle-income countries201626.9169845581054731.1558990478515627.3%
Lower-middle-income countries200320.27577209472656223.453748703002937.3%
Lower-middle-income countries199621.1310558319091824.4408817291259777.3%
Low-income countries194710.51218891143798812.1332063674926767.2%
Lower-middle-income countries201123.2947864532470726.880641937255867.1%
Lower-middle-income countries188913.48669815063476615.5502281188964847.1%
Lower-middle-income countries188713.33040428161621115.3561706542968757.1%
Low-income countries194610.14475536346435511.6813106536865237.0%
Lower-middle-income countries199522.06310081481933625.3985309600830087.0%
Lower-middle-income countries201924.374023437528.0293693542480477.0%
Lower-middle-income countries199116.68839073181152319.1903266906738287.0%
Lower-middle-income countries188813.32059669494628915.294847488403326.9%
Lower-middle-income countries200220.32723236083984423.324666976928716.9%
Lower-middle-income countries188613.4030389785766615.3773717880249026.9%
Low-income countries19130.155667394399642940.1784566491842276.8%
Lower-middle-income countries186613.7054176330566415.7061033248901376.8%
~ owid_co2.land_use_change_co2 🟡 median anomaly score 2.8%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearland_use_change_co2 -land_use_change_co2 +anomaly score
Low-income countries1908-1.11616098880767820.10010387748479843100%
Low-income countries19070.62852287292480471.845410466194152849%
Low-income countries19061.73024952411651612.94772338867187526%
Low-income countries19101.8034596443176272.92933344841003424%
Low-income countries1909-3.7981748580932617-2.582532882690429719%
Lower-middle-income countries1907417.859130859375596.019714355468818%
Low-income countries19112.6738049983978273.76296567916870117%
Lower-middle-income countries1905429.6722717285156602.310485839843817%
Lower-middle-income countries1908421.4336853027344590.351501464843817%
Lower-middle-income countries1906441.8961181640625613.160278320312516%
Lower-middle-income countries1904441.8765869140625609.814575195312516%
Lower-middle-income countries1913456.51580810546875625.275451660156216%
Lower-middle-income countries1910446.7102966308594611.703735351562516%
Lower-middle-income countries1912460.9609680175781630.994506835937516%
Lower-middle-income countries1909421.6974792480469577.031555175781216%
Lower-middle-income countries1915483.93914794921875661.02807617187515%
Lower-middle-income countries1917459.7748107910156628.019592285156215%
Lower-middle-income countries1919471.4591979980469641.042602539062515%
Lower-middle-income countries1903439.3160400390625597.251525878906215%
Lower-middle-income countries1918487.3604736328125662.40356445312515%
Lower-middle-income countries1911452.834228515625615.096801757812515%
Lower-middle-income countries19761074.36633300781251457.187377929687515%
Lower-middle-income countries1916474.75933837890625643.652038574218815%
Lower-middle-income countries19751085.31066894531251467.910522460937515%
Lower-middle-income countries1901455.13287353515625605.499206542968814%
Lower-middle-income countries1902475.3833923339844630.965454101562514%
Lower-middle-income countries1914490.3511657714844646.4726562514%
Lower-middle-income countries1900462.9645690917969601.371276855468813%
Lower-middle-income countries20141557.59436035156252001.106811523437512%
Lower-middle-income countries1979972.11218261718751222.074340820312511%
Lower-middle-income countries1878329.9931640625408.593414306640611%
Lower-middle-income countries1879327.68731689453125404.792602539062511%
Lower-middle-income countries1872337.0688171386719415.754882812510%
Low-income countries19055.2232875823974616.44087076187133810%
Lower-middle-income countries1898552.654541015625680.0893554687510%
Lower-middle-income countries1874339.1188659667969416.189117431640610%
Lower-middle-income countries1871327.27777099609375400.20507812510%
Lower-middle-income countries1875332.1966857910156406.137237548828110%
Lower-middle-income countries1873340.26361083984375415.7980346679687510.0%
Lower-middle-income countries19781111.799316406251357.956054687510.0%
Lower-middle-income countries1895561.9011840820312685.68524169921889.9%
Lower-middle-income countries1899555.00830078125677.26055908203129.9%
Lower-middle-income countries1897566.1618041992188689.11383056640629.8%
Lower-middle-income countries1896554.990234375674.55212402343759.7%
Lower-middle-income countries20001357.44531251649.4411621093759.7%
Lower-middle-income countries19741235.49597167968751498.13769531259.6%
Lower-middle-income countries20151356.053222656251643.47082519531259.6%
Lower-middle-income countries1880379.746337890625459.43637084960949.5%
Lower-middle-income countries1870333.4527587890625402.83926391601569.4%
Lower-middle-income countries1980975.64196777343751174.7019042968759.3%
Lower-middle-income countries1877329.7139892578125394.52474975585948.9%
Lower-middle-income countries20071380.34411621093751650.3869628906258.9%
Lower-middle-income countries1891571.4882202148438683.07946777343758.9%
Lower-middle-income countries1876334.63543701171875399.567687988281258.8%
Low-income countries19125.5647034645080576.6322469711303718.8%
Lower-middle-income countries1894564.4140014648438672.47619628906258.7%
Lower-middle-income countries19771385.63220214843751647.8366699218758.6%
Lower-middle-income countries1892570.8973999023438678.82781982421888.6%
Lower-middle-income countries1867346.7255554199219411.748474121093758.6%
Lower-middle-income countries1881432.8728942871094513.84582519531258.6%
Lower-middle-income countries1882467.8184814453125554.9919433593758.5%
Lower-middle-income countries1893558.8068237304688662.58978271484388.5%
Lower-middle-income countries20091469.2023925781251740.8664550781258.5%
Lower-middle-income countries1884486.878173828125574.43743896484388.3%
Lower-middle-income countries20041302.900878906251536.9589843758.2%
Lower-middle-income countries20181285.48767089843751512.62341308593758.1%
Lower-middle-income countries1868334.4205322265625392.3840332031258.0%
Lower-middle-income countries1883473.9886474609375555.62152099609387.9%
Lower-middle-income countries20101501.944824218751755.37878417968757.8%
Lower-middle-income countries19731244.75488281251454.10253906257.8%
Lower-middle-income countries1890564.2522583007812657.82891845703127.7%
Lower-middle-income countries1920757.02783203125880.05316162109387.5%
Lower-middle-income countries1982839.8849487304688976.0661621093757.5%
Lower-middle-income countries20051248.73730468751451.0002441406257.5%
Lower-middle-income countries20061263.93847656251467.41760253906257.4%
Lower-middle-income countries2021934.56573486328121084.74121093757.4%
Lower-middle-income countries2022980.33605957031251137.71093757.4%
Lower-middle-income countries2024971.72204589843751127.49841308593757.4%
Low-income countries1948610.4016723632812708.04571533203127.4%
Lower-middle-income countries2023977.03161621093751133.24645996093757.4%
Lower-middle-income countries19631533.8356933593751778.51672363281257.4%
Lower-middle-income countries1869331.68072509765625384.36953735351567.4%
Low-income countries1949618.4456787109375716.2106933593757.3%
Lower-middle-income countries19991353.6677246093751567.29455566406257.3%
Lower-middle-income countries20161447.20605468751675.11364746093757.3%
Lower-middle-income countries20031484.43176269531251717.098144531257.3%
Lower-middle-income countries19961382.35729980468751598.88024902343757.3%
Low-income countries1947607.4193115234375701.08551025390627.2%
Lower-middle-income countries20111489.132324218751718.3601074218757.1%
Lower-middle-income countries1889517.2196655273438596.35675048828127.1%
Lower-middle-income countries1887507.7319030761719584.88977050781257.1%
Low-income countries1946591.1974487304688680.7419433593757.0%
Lower-middle-income countries19951385.139160156251594.54016113281257.0%
Lower-middle-income countries20191191.20178222656251369.84509277343757.0%
Lower-middle-income countries1991954.6257324218751097.7438964843757.0%
Lower-middle-income countries1888506.24066162109375581.27081298828126.9%
Lower-middle-income countries20021238.67968751421.3342285156256.9%
Lower-middle-income countries1886502.626220703125576.665527343756.9%
Low-income countries19137.19225025177001958.2451744079589846.8%
Lower-middle-income countries1866359.21478271484375411.65213012695316.8%
~ owid_co2.temperature_change_from_co2 🟡 median anomaly score 2.7%changed data
~ Changed values: 522 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyeartemperature_change_from_co2 -temperature_change_from_co2 +anomaly score
Lower-middle-income countries19190.0121139520779252050.01488931849598884610%
Lower-middle-income countries19200.0123879527673125270.01521398406475782410%
Lower-middle-income countries19180.0119042471051216130.0146154845133423810%
Lower-middle-income countries19170.0116900205612182620.01433310285210609410%
Lower-middle-income countries19210.012696000747382640.01556441932916641210%
Lower-middle-income countries19160.0114869251847267150.01406496390700340310%
Lower-middle-income countries19220.0130252735689282420.015930663794279110%
Lower-middle-income countries19150.0112806921824812890.01379392482340335810%
Lower-middle-income countries19140.011072929017245770.0135186733677983289.9%
Lower-middle-income countries19230.0133636770769953730.0163006093353033079.9%
Lower-middle-income countries19130.0108637828379869460.0132502233609557159.9%
Lower-middle-income countries19120.0106676658615469930.0129891755059361469.8%
Lower-middle-income countries19240.013713341206312180.016684321686625489.8%
Lower-middle-income countries19110.0104713495820760730.0127285169437527669.7%
Lower-middle-income countries19100.0102810757234692570.0124756898730993279.6%
Lower-middle-income countries19250.0140731418505311010.0170756615698337559.6%
Lower-middle-income countries19090.0100925602018833160.0122232548892498029.5%
Lower-middle-income countries19260.0144407404586672780.017469109967350969.5%
Lower-middle-income countries19080.0099133169278502460.0119838723912835129.5%
Lower-middle-income countries19270.0148179223760962490.0178709104657173169.3%
Lower-middle-income countries19070.009736100211739540.0117415888234972959.3%
Lower-middle-income countries19060.0095640821382403370.0115022445097565659.2%
Lower-middle-income countries19280.015204511582851410.0182828921824693689.2%
Lower-middle-income countries19050.0093829147517681120.0112559944391250619.1%
Lower-middle-income countries19290.0155942756682634350.018692649900913249.0%
Lower-middle-income countries19040.0092090619727969170.011016712523996838.9%
Lower-middle-income countries19300.015997117385268210.0191132687032222758.9%
Lower-middle-income countries19030.0090319104492664340.0107744801789522178.8%
Lower-middle-income countries19310.016404213383793830.0195493251085281378.7%
Lower-middle-income countries19020.0088597340509295460.0105425920337438588.7%
Lower-middle-income countries19320.016816567629575730.0199884884059429178.6%
Lower-middle-income countries19010.0086757000535726550.0102997357025742538.6%
Lower-middle-income countries19330.017240298911929130.0204391386359930048.5%
Lower-middle-income countries19000.0084985680878162380.010064565576612958.4%
Lower-middle-income countries19340.017668180167675020.0208919905126094828.4%
Lower-middle-income countries18990.0083180060610175130.0098296320065855988.3%
Lower-middle-income countries18980.0081008933484554290.0095636546611785898.3%
Lower-middle-income countries19350.0181046649813652040.021352034062147148.2%
Lower-middle-income countries18970.0078860586509108540.0092982025817036638.2%
Lower-middle-income countries18960.0076683103106915950.0090314084663987168.2%
Lower-middle-income countries19360.018542628735303880.02181534282863148.1%
Lower-middle-income countries18950.00745502533391118050.0087707461789250378.1%
Lower-middle-income countries18940.0072409878484904770.0085081364959478388.0%
Lower-middle-income countries18930.0070271594449877740.0082509769126772888.0%
Lower-middle-income countries19370.0189919527620077130.022289043292403228.0%
Lower-middle-income countries18920.006816809531301260.0079990644007921228.0%
Lower-middle-income countries18910.0066023999825119970.0077409981749951847.9%
Lower-middle-income countries18900.0063894912600517270.00748284952715039257.9%
Lower-middle-income countries19380.019448826089501380.0227710455656051647.9%
Lower-middle-income countries18890.0061811436899006370.0072351330891251567.9%
Lower-middle-income countries18880.0059973173774778840.0070168492384254937.8%
Lower-middle-income countries18870.0058182049542665480.0068043586798012267.8%
Lower-middle-income countries18860.0056395488791167740.00659239990636706357.8%
Lower-middle-income countries18850.0054634828120470050.0063841589726507667.8%
Lower-middle-income countries18840.0052876216359436510.0061773718334734447.8%
Lower-middle-income countries19390.0199070330709218980.0232529360800981527.8%
Lower-middle-income countries18830.0051175639964640140.0059698130935430537.7%
Lower-middle-income countries18820.0049522682093083860.00576845696195960047.6%
Lower-middle-income countries19400.0204115267843008040.0237574838101863867.6%
Lower-middle-income countries18810.0047882772050797940.0055667688138782987.5%
Lower-middle-income countries18800.0046352278441190720.0053788693621754657.4%
Lower-middle-income countries19410.0209473054856061940.0242815632373094567.4%
Lower-middle-income countries18790.0045001781545579430.005209435708820827.3%
Lower-middle-income countries19420.0214897803962230680.0248052813112735757.2%
Lower-middle-income countries18780.0043809656053781510.0050566736608743677.2%
Lower-middle-income countries18770.0042618010193109510.0049033872783184057.0%
Lower-middle-income countries19430.0220410116016864780.0253355614840984347.0%
Lower-middle-income countries18760.00414348673075437550.0047563551925122746.9%
Lower-middle-income countries18750.00402377545833587650.0046073487028479586.8%
Lower-middle-income countries19440.0226031150668859480.025874428451061256.7%
Lower-middle-income countries18740.00390526140108704570.0044567780569195756.6%
Lower-middle-income countries19450.023171631619334220.0264177434146404276.5%
Lower-middle-income countries18730.0037851200904697180.0043033049441874036.4%
Lower-middle-income countries19460.0237494204193353650.0269645266234874736.3%
Lower-middle-income countries18720.00366492429748177530.004150015302002436.2%
Lower-middle-income countries19470.0243352912366390230.0275154914706945426.1%
Lower-middle-income countries18710.003546021878719330.0039971214719116696.0%
Lower-middle-income countries19480.024932429194450380.0280728209763765345.9%
Lower-middle-income countries18700.00343111786060035230.00385092594660818585.8%
Lower-middle-income countries19490.0255395751446485520.0286392811685800555.7%
Lower-middle-income countries19500.026228383183479310.0293119307607412345.6%
Lower-middle-income countries18690.0033148098737001420.0037038086447864775.5%
Lower-middle-income countries19510.0269641745835542680.030037702992558485.4%
Lower-middle-income countries18680.00319978548213839530.00356395286507904535.4%
Lower-middle-income countries19520.027737429365515710.03081125207245355.3%
Lower-middle-income countries18670.003084657946601510.00342228286899626265.2%
Lower-middle-income countries19530.0285401474684476850.031630963087081915.1%
Lower-middle-income countries19540.0293722562491893770.032487343996763235.0%
Lower-middle-income countries19550.0302442554384470.033387105911970144.9%
Lower-middle-income countries18660.00296564796008169650.0032734433189034464.9%
Lower-middle-income countries19560.0311435628682374950.03431895375251774.9%
Lower-middle-income countries19570.03207615390419960.035292953252792364.8%
Lower-middle-income countries18650.00284367380663752560.003126746742054824.7%
Lower-middle-income countries19580.033029902726411820.036293685436248784.7%
Lower-middle-income countries19800.048621460795402530.053403068333864214.7%
Lower-middle-income countries19790.047913834452629090.052624460309743884.7%
Lower-middle-income countries19810.049370374530553820.054207742214202884.7%
Lower-middle-income countries19780.047228634357452390.0518463999032974244.7%
Lower-middle-income countries19820.0500708594918251040.0549603030085563664.7%
Lower-middle-income countries19590.03405591472983360.037377160042524344.6%
~ owid_co2.co2_growth_abs 🟡 median anomaly score 2.6%changed data
~ Changed values: 381 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2_growth_abs -co2_growth_abs +anomaly score
Lower-middle-income countries1958-5.25702381134033212.500687599182129100%
Lower-middle-income countries1936-1.78948402404785162.1634600162506104100%
Lower-middle-income countries19321.3667320013046265-2.448364019393921100%
Upper-middle-income countries1931-0.411743998527526860.2085600048303604100%
Lower-middle-income countries18940.09512999653816223-0.2501479983329773100%
Lower-middle-income countries19300.101400002837181092.02051997184753490%
Lower-middle-income countries19413.4328000545501710.2593919932842254686%
Lower-middle-income countries1933-0.678380012512207-0.0630320012569427583%
Lower-middle-income countries20012.935168027877807621.38201522827148476%
Lower-middle-income countries19753.468544006347656219.78163146972656270%
Upper-middle-income countries1938-0.9953920245170593-4.415455818176269563%
Lower-middle-income countries201935.525630950927734127.712768554687556%
Lower-middle-income countries19531.45555198192596444.37243175506591850%
Low-income countries2009-1.5684319734573364-0.555552005767822348%
Lower-middle-income countries194410.3173923492431644.19237613677978542%
Lower-middle-income countries195116.8464317321777347.469431877136230539%
Lower-middle-income countries196610.01366424560546922.05689620971679738%
Lower-middle-income countries19488.8277282714843754.07545614242553737%
Lower-middle-income countries19463.7044560909271241.710831999778747637%
Lower-middle-income countries19383.0524640083312996.47254419326782236%
Upper-middle-income countries19323.46025609970092777.27532815933227536%
Lower-middle-income countries196010.65395164489746121.04294395446777333%
Lower-middle-income countries19616.75404787063598613.05856037139892632%
Lower-middle-income countries193712.231984138488776.35850811004638732%
Lower-middle-income countries18930.48080399632453920.924588978290557932%
Lower-middle-income countries195919.3600807189941410.15275192260742231%
Lower-middle-income countries194012.4353437423706056.80389595031738329%
Lower-middle-income countries19140.36136400699615480.647895991802215628%
Lower-middle-income countries1910-0.699068009853363-0.391970008611679128%
Upper-middle-income countries19431.3887679576873780.78406399488449128%
Lower-middle-income countries195614.9555196762084968.54443168640136727%
Low-income countries1998-0.9617919921875-0.55081599950790427%
Upper-middle-income countries198019.78956794738769534.1189117431640627%
Lower-middle-income countries197439.58841705322265623.2317447662353526%
Upper-middle-income countries2015-87.04204559326172-142.7630004882812524%
Lower-middle-income countries19476.4374880790710453.960783958435058624%
Lower-middle-income countries201589.24928283691406144.6620178222656224%
Low-income countries2010-0.16415999829769135-0.1041280031204223622%
Lower-middle-income countries19677.6711997985839844.87731218338012722%
Lower-middle-income countries197119.12492752075195329.90080070495605522%
Lower-middle-income countries19261.86270797252655031.20091605186462422%
Lower-middle-income countries19030.32395601272583010.4979139864444732721%
Lower-middle-income countries19250.097828000783920290.1483719944953918521%
Lower-middle-income countries200270.9235229492187546.8486404418945320%
Lower-middle-income countries18920.50425702333450320.736392974853515619%
Upper-middle-income countries1900-0.6498280167579651-0.445831984281539919%
Lower-middle-income countries198044.1018867492675830.35935974121093818%
Lower-middle-income countries2018133.35244750976562192.4477386474609418%
Upper-middle-income countries2014201.80685424804688140.4702758789062518%
Lower-middle-income countries195521.3826084136962914.97027206420898418%
Upper-middle-income countries2016-78.81318664550781-111.5238418579101617%
Lower-middle-income countries194910.9582958221435557.95288801193237316%
Lower-middle-income countries19348.774379730224616.38752412796020516%
Lower-middle-income countries2014166.4647674560547227.9470062255859416%
Lower-middle-income countries200478.22950744628906106.8468475341796915%
Lower-middle-income countries199249.4549751281738367.206909179687515%
Upper-middle-income countries193716.4846725463867222.35811233520507815%
Low-income countries19820.32147198915481570.432864010334014915%
Upper-middle-income countries1949-11.881664276123047-8.8762235641479514%
Lower-middle-income countries199366.2616348266601649.57043075561523414%
Lower-middle-income countries196410.09244823455810513.45875167846679714%
Lower-middle-income countries18960.59408897161483760.785950005054473914%
Lower-middle-income countries19455.8994960784912114.4705438613891614%
Lower-middle-income countries1909-0.5684360265731812-0.4321619868278503414%
Low-income countries19971.62555193901062011.239375948905944813%
Lower-middle-income countries2011124.47974395751953161.5401000976562513%
Lower-middle-income countries2017119.65977478027344154.6670074462890613%
Upper-middle-income countries2020-111.8545913696289-143.8863372802734413%
Lower-middle-income countries198429.6408958435058623.26182365417480512%
Upper-middle-income countries1926-3.0926079750061035-2.430815935134887712%
Lower-middle-income countries200365.0136337280273482.6913299560546912%
Lower-middle-income countries196819.3110084533691424.53158378601074212%
Upper-middle-income countries19309.1563520431518557.23723220825195312%
Upper-middle-income countries1941-15.263872146606445-12.09043216705322312%
Upper-middle-income countries1967-13.48300838470459-10.707455635070811%
Lower-middle-income countries2024166.73382568359375209.3926391601562511%
Lower-middle-income countries199134.2964477539062542.7500801086425811%
Upper-middle-income countries19468.46307182312011710.45670413970947311%
Upper-middle-income countries199294.6508789062576.9182739257812510%
Upper-middle-income countries18941.5199420452117921.865219950675964410%
Upper-middle-income countries19272.9690880775451662.4252479076385510%
Lower-middle-income countries18770.005580000113695860.0045750001445412649.9%
Lower-middle-income countries200058.53427124023437571.367424011230479.9%
Low-income countries19803.38838410377502442.8014879226684579.5%
Lower-middle-income countries199475.2524795532226690.905212402343759.4%
Upper-middle-income countries2024249.1822052001953206.442489624023449.4%
Lower-middle-income countries2020-187.0645751953125-155.421691894531259.2%
Lower-middle-income countries1922-0.7844799757003784-0.65265202522277839.2%
Lower-middle-income countries19272.79743194580078123.3412799835205088.9%
Upper-middle-income countries197485.31865692138672101.696258544921888.8%
Upper-middle-income countries194824.78800010681152329.540256500244148.7%
Upper-middle-income countries2019586.2963256835938493.779968261718758.6%
Lower-middle-income countries195212.01380825042724610.1350479125976568.5%
Lower-middle-income countries198647.2066574096679739.876480102539068.4%
Lower-middle-income countries197819.41158485412597716.3992328643798838.4%
Lower-middle-income countries18970.8872709870338441.04362201690673838.1%
Lower-middle-income countries19391.36316800117492681.15918397903442388.1%
Upper-middle-income countries19283.23190402984619142.74926400184631358.1%
Lower-middle-income countries19212.92821192741394043.4321360588073737.9%
Lower-middle-income countries1931-3.627403974533081-4.2476921081542977.9%
~ owid_co2.trade_co2_share 🟡 median anomaly score 2.5%changed data
~ Changed values: 102 / 50,411 (0.20%) — showing the 100 most anomalous rows
countryyeartrade_co2_share -trade_co2_share +anomaly score
Lower-middle-income countries1990-13.076708793640137-8.7433815002441420%
Lower-middle-income countries2018-11.986686706542969-8.73845291137695316%
Lower-middle-income countries1992-10.08159065246582-7.36003637313842816%
Lower-middle-income countries2002-19.178253173828125-14.08735656738281215%
Lower-middle-income countries1999-15.855237007141113-11.68227386474609415%
Lower-middle-income countries2016-11.552018165588379-8.81384754180908213%
Lower-middle-income countries1991-13.521778106689453-10.34060096740722713%
Lower-middle-income countries2012-9.59804630279541-7.38443374633789113%
Lower-middle-income countries2011-10.667885780334473-8.2545299530029313%
Lower-middle-income countries2000-19.49893569946289-15.09621429443359413%
Lower-middle-income countries1994-13.486806869506836-10.46538829803466813%
Lower-middle-income countries2013-15.350632667541504-11.93205642700195313%
Lower-middle-income countries2008-11.032236099243164-8.5943365097045912%
Lower-middle-income countries2005-14.427521705627441-11.25129604339599612%
Lower-middle-income countries2010-9.769097328186035-7.656840324401855512%
Lower-middle-income countries1996-15.454360961914062-12.18373203277587912%
Lower-middle-income countries1993-13.166716575622559-10.40856456756591812%
Lower-middle-income countries2015-10.79725170135498-8.53936195373535212%
Lower-middle-income countries2017-11.077570915222168-8.77468776702880912%
Lower-middle-income countries1995-13.671133041381836-10.92109012603759811%
Lower-middle-income countries2001-17.802518844604492-14.26984214782714811%
Lower-middle-income countries2004-15.838135719299316-12.69849395751953111%
Lower-middle-income countries2003-16.54431915283203-13.28275775909423811%
Lower-middle-income countries1997-15.261112213134766-12.42253875732421910%
Lower-middle-income countries2007-12.074673652648926-9.83258533477783210%
Lower-middle-income countries2019-10.998811721801758-9.096926689147959.5%
Lower-middle-income countries2006-14.881393432617188-12.4501886367797858.9%
Lower-middle-income countries2009-8.426922798156738-7.0645890235900888.8%
Lower-middle-income countries2014-10.822307586669922-9.2993707656860357.6%
Lower-middle-income countries1998-15.145697593688965-13.3844757080078126.2%
Lower-middle-income countries2022-12.10329818725586-10.8592519760131845.4%
Lower-middle-income countries2021-10.72753620147705-9.7251796722412114.9%
Lower-middle-income countries2023-12.592225074768066-11.4879379272460944.6%
Upper-middle-income countries2018-10.039921760559082-10.8967161178588874.1%
Upper-middle-income countries1999-12.46573543548584-13.491940498352054.0%
Upper-middle-income countries2002-15.162189483642578-16.3883094787597663.9%
Upper-middle-income countries1990-10.533182144165039-11.3667964935302733.8%
Upper-middle-income countries2000-14.160987854003906-15.2593545913696293.7%
Upper-middle-income countries1996-11.493724822998047-12.2249393463134773.1%
Upper-middle-income countries1993-9.30289077758789-9.8862142562866213.0%
Low-income countries2022-67.6241226196289-63.6780700683593753.0%
Upper-middle-income countries2013-11.501720428466797-12.2092781066894533.0%
Upper-middle-income countries2001-14.1097412109375-14.97259807586673.0%
Upper-middle-income countries2016-11.396154403686523-12.0925884246826173.0%
Low-income countries2021-68.21269989013672-64.443023681640622.8%
Low-income countries2023-68.30686950683594-64.577507019042972.8%
Upper-middle-income countries1992-9.828163146972656-10.3746061325073242.7%
Upper-middle-income countries1991-11.28476333618164-11.9084253311157232.7%
Upper-middle-income countries2017-11.001412391662598-11.5966024398803712.6%
Low-income countries2018-71.4931640625-67.826965332031252.6%
Upper-middle-income countries1997-12.432256698608398-13.0829381942749022.6%
Upper-middle-income countries2019-10.234334945678711-10.7531194686889652.5%
Upper-middle-income countries1994-12.778188705444336-13.4249429702758792.5%
Upper-middle-income countries2015-10.604862213134766-11.1412782669067382.5%
Lower-middle-income countries2020-9.841476440429688-9.3723678588867192.4%
Low-income countries2019-72.42363739013672-69.001525878906252.4%
Low-income countries2020-72.40930938720703-69.137092590332032.3%
Upper-middle-income countries1995-12.99566650390625-13.5864086151123052.2%
Upper-middle-income countries2003-17.71744155883789-18.4473705291748052.0%
Upper-middle-income countries2004-18.232358932495117-18.9372920989990231.9%
Upper-middle-income countries2012-12.516335487365723-13.0001420974731451.9%
Upper-middle-income countries2011-13.797398567199707-14.3129930496215821.8%
Upper-middle-income countries2005-19.1824951171875-19.8847637176513671.8%
Upper-middle-income countries2010-14.427105903625488-14.8908243179321291.6%
Upper-middle-income countries2008-17.357376098632812-17.906690597534181.6%
Upper-middle-income countries1998-13.787364959716797-14.2118625640869141.5%
Upper-middle-income countries2022-11.95333194732666-12.31659221649171.5%
Upper-middle-income countries2014-11.901134490966797-12.2564468383789061.5%
Upper-middle-income countries2006-18.975997924804688-19.526067733764651.4%
Upper-middle-income countries2007-17.470149993896484-17.9670715332031251.4%
Upper-middle-income countries2021-11.42111587524414-11.739807128906251.4%
Upper-middle-income countries2023-11.64052677154541-11.9516324996948241.3%
Upper-middle-income countries2009-14.367798805236816-14.6972293853759771.1%
Low-income countries2006-89.62895202636719-87.768936157226561.0%
Upper-middle-income countries2020-10.768187522888184-10.9458284378051760.82%
Low-income countries2016-70.37482452392578-69.372611999511720.72%
Low-income countries2015-70.93633270263672-70.104301452636720.59%
Low-income countries2012-82.3779067993164-81.560417175292970.50%
Low-income countries2017-73.00609588623047-72.376136779785160.43%
Low-income countries2009-87.35462951660156-86.616165161132810.42%
Low-income countries2011-84.32676696777344-83.623054504394530.42%
Low-income countries2010-87.67024993896484-86.947792053222660.41%
Low-income countries1996-92.51438903808594-91.786026000976560.40%
Low-income countries1998-92.37169647216797-91.660484313964840.39%
Low-income countries1995-93.65299224853516-92.94838714599610.38%
Low-income countries1999-90.80912017822266-90.136711120605470.37%
Low-income countries2014-73.697265625-73.166824340820310.36%
Low-income countries1993-93.88048553466797-93.277542114257810.32%
Low-income countries2013-76.74114227294922-76.255332946777340.32%
Low-income countries2007-88.65321350097656-88.093208312988280.32%
Low-income countries2002-88.8629379272461-88.316085815429690.31%
Low-income countries1994-94.16026306152344-93.582351684570310.31%
Low-income countries1992-94.42652130126953-93.873687744140620.29%
Low-income countries2003-89.9546127319336-89.430099487304690.29%
Low-income countries2000-88.83808898925781-88.331626892089840.29%
Low-income countries2005-89.56707763671875-89.057678222656250.29%
Low-income countries2008-87.65978240966797-87.162635803222660.28%
Low-income countries1997-92.93714141845703-92.439216613769530.27%
Low-income countries1991-95.00910949707031-94.504470825195310.27%
Low-income countries2004-89.99668884277344-89.521469116210940.26%
~ owid_co2.cumulative_luc_co2 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearcumulative_luc_co2 -cumulative_luc_co2 +anomaly score
Lower-middle-income countries191934714.695312541536.386718758.9%
Lower-middle-income countries192035471.7187542416.43758.9%
Lower-middle-income countries191834243.2304687540895.343758.9%
Lower-middle-income countries192136349.648437543387.843758.8%
Lower-middle-income countries191733755.8710937540232.93758.8%
Lower-middle-income countries192237305.710937544420.77343758.7%
Lower-middle-income countries191633296.0976562539604.9218758.7%
Lower-middle-income countries192338309.476562545485.8593758.6%
Lower-middle-income countries191532821.3398437538961.2656258.6%
Lower-middle-income countries191432337.40039062538300.24218758.4%
Lower-middle-income countries192439350.3164062546591.527343758.4%
Lower-middle-income countries191331847.04687537653.7656258.4%
Lower-middle-income countries192540424.7148437547723.917968758.3%
Lower-middle-income countries191231390.5312537028.49218758.2%
Lower-middle-income countries192641528.7187548873.406258.1%
Lower-middle-income countries191130929.57226562536397.58.1%
Lower-middle-income countries191030476.73632812535782.402343758.0%
Lower-middle-income countries192742658.1445312550045.457031258.0%
Lower-middle-income countries190930030.0273437535170.69531257.9%
Lower-middle-income countries192843811.7148437551243.3906257.8%
Lower-middle-income countries190829608.33007812534593.66406257.8%
Lower-middle-income countries192944977.2539062552442.39843757.7%
Lower-middle-income countries190729186.89648437534003.316406257.6%
Lower-middle-income countries193046186.42187553681.69531257.5%
Lower-middle-income countries190628769.03710937533407.2968757.5%
Lower-middle-income countries193147417.3632812554974.4218757.4%
Lower-middle-income countries190528327.13867187532794.13281257.3%
Lower-middle-income countries193248658.73437556278.425781257.3%
Lower-middle-income countries190427897.46679687532191.824218757.1%
Lower-middle-income countries193349931.04687557613.082031257.1%
Lower-middle-income countries193451206.2558945.191406257.0%
Lower-middle-income countries190327455.5898437531582.0097656257.0%
Lower-middle-income countries193552501.9570312560299.63281256.9%
Lower-middle-income countries190227016.27539062530984.75781256.8%
Lower-middle-income countries193653802.6679687561658.91406256.8%
Lower-middle-income countries193755118.4101562563037.589843756.7%
Lower-middle-income countries190126540.89257812530353.792968756.7%
Lower-middle-income countries193856443.632812564423.011718756.6%
Lower-middle-income countries190026085.75976562529748.292968756.6%
Lower-middle-income countries193957772.67187565808.3906256.5%
Lower-middle-income countries189925622.79492187529146.9199218756.4%
Lower-middle-income countries189825067.78710937528469.6621093756.4%
Lower-middle-income countries194059251.132812567265.57031256.3%
Lower-middle-income countries189724515.13085937527789.5722656256.3%
Lower-middle-income countries189623948.97070312527100.4589843756.2%
Lower-middle-income countries194160823.695312568779.7031256.1%
Lower-middle-income countries189523393.9804687526425.9042968756.1%
Lower-middle-income countries189422832.07812525740.2207031256.0%
Lower-middle-income countries194262433.5585937570307.156255.9%
Lower-middle-income countries189322267.664062525067.746093755.9%
Lower-middle-income countries189221708.85742187524405.156255.8%
Lower-middle-income countries189121137.960937523726.3281255.8%
Lower-middle-income countries194364081.5898437571860.7968755.7%
Lower-middle-income countries189020566.4726562523043.2480468755.7%
Lower-middle-income countries188920002.22070312522385.417968755.6%
Lower-middle-income countries188819485.021789.0605468755.6%
Lower-middle-income countries188718978.757812521207.7910156255.5%
Lower-middle-income countries194465751.757812573432.75781255.5%
Lower-middle-income countries188618471.0273437520622.9003906255.5%
Lower-middle-income countries188517968.40039062520046.2363281255.5%
Lower-middle-income countries188417464.914062519474.3183593755.4%
Lower-middle-income countries188316978.0351562518899.88281255.4%
Lower-middle-income countries194567431.437575006.99218755.3%
Lower-middle-income countries188216504.04687518344.2597656255.3%
Lower-middle-income countries2024183275.484375203412.281255.2%
Lower-middle-income countries2023182303.765625202284.781255.2%
Lower-middle-income countries2022181326.734375201151.531255.2%
Lower-middle-income countries188116036.22851562517789.2675781255.2%
Lower-middle-income countries2021180346.40625200013.8281255.2%
Lower-middle-income countries2020179411.84375198929.0781255.2%
Lower-middle-income countries2019178247.125197601.5468755.1%
Lower-middle-income countries2018177055.921875196231.7031255.1%
Lower-middle-income countries194669135.242187576590.89843755.1%
Lower-middle-income countries2017175770.4375194719.093755.1%
Lower-middle-income countries2016174155.171875192901.05.1%
Lower-middle-income countries2015172707.953125191225.906255.1%
Lower-middle-income countries188015603.3554687517275.4218755.1%
Lower-middle-income countries2014171351.90625189582.4218755.1%
Lower-middle-income countries2013169794.3125187581.31255.0%
Lower-middle-income countries187915223.60937516815.9863281255.0%
Lower-middle-income countries2012168273.65625185862.93755.0%
Lower-middle-income countries2011166782.28125184179.2031255.0%
Lower-middle-income countries2010165293.140625182460.843754.9%
Lower-middle-income countries194770846.92187578173.83593754.9%
Lower-middle-income countries2009163791.203125180705.4531254.9%
Lower-middle-income countries2008162322.0178964.593754.9%
Lower-middle-income countries2007160766.171875177184.3593754.9%
Lower-middle-income countries187814895.920898437516411.191406254.8%
Lower-middle-income countries2006159385.828125175533.968754.8%
Lower-middle-income countries2005158121.890625174066.5468754.8%
Lower-middle-income countries2004156873.140625172615.5468754.8%
Lower-middle-income countries2003155570.25171078.5781254.7%
Lower-middle-income countries2002154085.8125169361.4843754.7%
Lower-middle-income countries194872578.312579768.68754.7%
Lower-middle-income countries2001152847.140625167940.156254.7%
Lower-middle-income countries187714565.92773437516002.59863281254.7%
Lower-middle-income countries2000151607.140625166521.1718754.7%
Lower-middle-income countries1999150249.703125164871.7343754.6%
Lower-middle-income countries1998148896.015625163304.43754.6%
Lower-middle-income countries1997147322.375161529.7343754.6%
~ owid_co2.share_global_cumulative_luc_co2 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_luc_co2 -share_global_cumulative_luc_co2 +anomaly score
Lower-middle-income countries191913.20414543151855515.7988557815551768.9%
Lower-middle-income countries192013.25132751464843815.8456974029541028.9%
Lower-middle-income countries191813.2457542419433615.8188838958740238.9%
Lower-middle-income countries192113.33100891113281215.9122228622436528.8%
Lower-middle-income countries191713.28419494628906215.8331623077392588.8%
Lower-middle-income countries192213.43253612518310515.9944314956665048.7%
Lower-middle-income countries191613.33730888366699215.864414215087898.7%
Lower-middle-income countries192313.54195880889892616.0787258148193368.6%
Lower-middle-income countries191513.39072895050048815.8957500457763678.6%
Lower-middle-income countries191413.44302082061767615.9218416213989268.4%
Lower-middle-income countries192413.66289806365966816.1771335601806648.4%
Lower-middle-income countries191313.49880790710449215.9600658416748058.4%
Lower-middle-income countries192513.78472042083740216.273729324340828.3%
Lower-middle-income countries191213.5710792541503916.00853919982918.2%
Lower-middle-income countries192613.91136550903320316.3717021942138678.1%
Lower-middle-income countries191113.6471662521362316.0597991943359388.1%
Lower-middle-income countries191013.73619747161865216.1275196075439458.0%
Lower-middle-income countries192714.04175949096679716.473436355590828.0%
Lower-middle-income countries190913.83403301239013716.202201843261727.9%
Lower-middle-income countries192814.17297267913818416.577100753784187.8%
Lower-middle-income countries190813.96132850646972716.3120841979980477.8%
Lower-middle-income countries192914.3010120391845716.6746368408203127.7%
Lower-middle-income countries190714.08956813812255916.4146270751953127.6%
Lower-middle-income countries193014.43587207794189516.77857017517097.5%
Lower-middle-income countries190614.22247982025146516.5154857635498057.5%
Lower-middle-income countries193114.56905364990234416.890970230102547.4%
Lower-middle-income countries190514.34960365295410216.6124382019042977.3%
Lower-middle-income countries193214.69911575317382817.0009174346923837.3%
Lower-middle-income countries190414.48442363739013716.7140617370605477.1%
Lower-middle-income countries193314.83602905273437517.1185951232910167.1%
Lower-middle-income countries193414.9670276641845717.2290363311767587.0%
Lower-middle-income countries190314.6171531677246116.814025878906257.0%
Lower-middle-income countries193515.10245513916015617.3454952239990236.9%
Lower-middle-income countries190214.74943351745605516.9160118103027346.8%
Lower-middle-income countries193615.2293224334716817.4531021118164066.8%
Lower-middle-income countries193715.35719490051269517.563652038574226.7%
Lower-middle-income countries190114.86547756195068417.001071929931646.7%
Lower-middle-income countries193815.48202800750732417.6707057952880866.6%
Lower-middle-income countries190014.99569129943847717.101140975952156.6%
Lower-middle-income countries193915.6053438186645517.7759246826171886.5%
Lower-middle-income countries189915.11720180511474617.196403503417976.4%
Lower-middle-income countries189815.18640804290771517.2473106384277346.4%
Lower-middle-income countries194015.76019954681396517.8919582366943366.3%
Lower-middle-income countries189715.25749301910400417.2954082489013676.3%
Lower-middle-income countries189615.32238292694091817.338684082031256.2%
Lower-middle-income countries194115.9288806915283218.0124492645263676.1%
Lower-middle-income countries189515.39125156402587917.3860015869140626.1%
Lower-middle-income countries189415.45786762237548817.426750183105476.0%
Lower-middle-income countries194216.10146903991699218.132053375244145.9%
Lower-middle-income countries189315.52819347381591817.480808258056645.9%
Lower-middle-income countries189215.59739112854003917.534627914428715.8%
Lower-middle-income countries189115.65763950347900417.5749359130859385.8%
Lower-middle-income countries194316.27902984619140618.255228042602545.7%
Lower-middle-income countries189015.72422790527343817.6178627014160165.7%
Lower-middle-income countries188915.78975868225097717.671054840087895.6%
Lower-middle-income countries188815.8616571426391617.737264633178715.6%
Lower-middle-income countries188715.94277954101562517.815240859985355.5%
Lower-middle-income countries194416.45970535278320318.382499694824225.5%
Lower-middle-income countries188616.0291271209716817.896518707275395.5%
Lower-middle-income countries188516.11746406555175817.9812583923339845.5%
Lower-middle-income countries188416.21191024780273418.0771522521972665.4%
Lower-middle-income countries188316.3282337188720718.176527023315435.4%
Lower-middle-income countries194516.63600158691406218.504964828491215.3%
Lower-middle-income countries188216.4652767181396518.3011665344238285.3%
Lower-middle-income countries202420.2078113555908222.4280776977539065.2%
Lower-middle-income countries202320.2028141021728522.4170989990234385.2%
Lower-middle-income countries202220.20077514648437522.409362792968755.2%
Lower-middle-income countries188116.6089401245117218.4245853424072275.2%
Lower-middle-income countries202120.19924736022949222.402046203613285.2%
Lower-middle-income countries202020.1999378204345722.3973770141601565.2%
Lower-middle-income countries201920.17137718200683622.361625671386725.1%
Lower-middle-income countries201820.1480026245117222.330104827880865.1%
Lower-middle-income countries194616.81459808349609418.6279106140136725.1%
Lower-middle-income countries201720.11346244812011722.2817630767822275.1%
Lower-middle-income countries201620.0504074096679722.2086086273193365.1%
Lower-middle-income countries201520.00763893127441422.1528816223144535.1%
Lower-middle-income countries188016.78712844848632818.5860500335693365.1%
Lower-middle-income countries201420.00144767761230522.129449844360355.1%
Lower-middle-income countries201319.96904373168945322.060926437377935.0%
Lower-middle-income countries187917.0429000854492218.8255729675292975.0%
Lower-middle-income countries201219.93839073181152322.0225067138671885.0%
Lower-middle-income countries201119.9193935394287121.997165679931645.0%
Lower-middle-income countries201019.8934249877929721.9595966339111334.9%
Lower-middle-income countries194716.99210166931152318.7494087219238284.9%
Lower-middle-income countries200919.86851882934570321.9202842712402344.9%
Lower-middle-income countries200819.8476295471191421.8825721740722664.9%
Lower-middle-income countries200719.80147552490234421.823696136474614.9%
Lower-middle-income countries187817.37404823303222719.1414031982421884.8%
Lower-middle-income countries200619.76764297485351621.7703971862792974.8%
Lower-middle-income countries200519.75874519348144521.7511749267578124.8%
Lower-middle-income countries200419.74907493591308621.730916976928714.8%
Lower-middle-income countries200319.7452316284179721.7135734558105474.7%
Lower-middle-income countries200219.7402553558349621.697252273559574.7%
Lower-middle-income countries194817.17158889770507818.872789382934574.7%
Lower-middle-income countries200119.7356357574462921.68444824218754.7%
Lower-middle-income countries187717.7190017700195319.46666908264164.7%
Lower-middle-income countries200019.7145328521728521.6539077758789064.7%
Lower-middle-income countries199919.69541549682617221.6121387481689454.6%
Lower-middle-income countries199819.6873111724853521.5924186706542974.6%
Lower-middle-income countries199719.65576362609863321.5513134002685554.6%
~ owid_co2.co2_growth_prct 🟡 median anomaly score 2.5%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2_growth_prct -co2_growth_prct +anomaly score
Lower-middle-income countries1958-2.0338654518127446.2111735343933105100%
Lower-middle-income countries19322.6349544525146484-4.329699516296387100%
Lower-middle-income countries1936-2.7429461479187013.3765792846679688100%
Lower-middle-income countries18941.370835304260254-3.327423334121704100%
Upper-middle-income countries1931-0.17643570899963380.0914454460144043100%
Lower-middle-income countries19300.18304586410522463.437697887420654390%
Lower-middle-income countries19413.70981693267822270.298047065734863385%
Lower-middle-income countries1933-1.2742877006530762-0.1165091991424560583%
Lower-middle-income countries20010.161266326904296881.170480251312255976%
Lower-middle-income countries19750.59701204299926763.53102684020996171%
Upper-middle-income countries1938-0.2644002437591553-1.163321733474731463%
Lower-middle-income countries19530.7794260978698733.036248683929443459%
Lower-middle-income countries20190.91696977615356453.039324283599853554%
Low-income countries2009-0.7526576519012451-0.26466250419616748%
Lower-middle-income countries19603.90858650207519539.39774513244628941%
Lower-middle-income countries19662.65636444091796886.35100603103637741%
Lower-middle-income countries19612.3846387863159185.33094406127929738%
Lower-middle-income countries194413.4409065246582036.06160163879394538%
Lower-middle-income countries19384.03327941894531258.91603279113769538%
Upper-middle-income countries19321.48535966873168953.187048435211181636%
Lower-middle-income countries193719.2781333923339849.59978103637695334%
Lower-middle-income countries18937.44419097900390614.02339935302734431%
Lower-middle-income countries1910-2.492159605026245-1.347547769546508830%
Lower-middle-income countries194015.525234222412118.48089408874511729%
Lower-middle-income countries19463.9842247962951662.198290824890136729%
Upper-middle-income countries19430.38653612136840820.2133607864379882829%
Lower-middle-income countries195110.6699104309082035.909192562103271529%
Low-income countries1998-0.6459653377532959-0.3677725791931152327%
Lower-middle-income countries19488.5606460571289064.88094091415405327%
Lower-middle-income countries19140.98975896835327151.713943481445312527%
Upper-middle-income countries19800.471794605255126950.810587406158447326%
Lower-middle-income countries19747.3123335838317874.32628393173217826%
Upper-middle-income countries2015-0.5600929260253906-0.927448272705078125%
Lower-middle-income countries19264.0797591209411622.464389801025390625%
Lower-middle-income countries19714.1277766227722176.694734096527124%
Lower-middle-income countries19597.6456308364868164.74956035614013723%
Low-income countries2010-0.0793755054473877-0.0497400760650634823%
Lower-middle-income countries20152.67094373703002934.14799451828002922%
Lower-middle-income countries20023.89057397842407232.534902095794677721%
Lower-middle-income countries19031.88398361206054692.838194370269775420%
Lower-middle-income countries19671.98231935501098631.32049322128295920%
Lower-middle-income countries18928.46847343444824212.5733137130737320%
Lower-middle-income countries19643.0108451843261724.43776845932006819%
Upper-middle-income countries2016-0.5100011825561523-0.7312834262847918%
Upper-middle-income countries1900-1.6228139400482178-1.1325895786285418%
Upper-middle-income countries20141.31566524505615230.920951366424560518%
Lower-middle-income countries19250.214731693267822270.305402278900146517%
Lower-middle-income countries19806.2343478202819824.39113378524780317%
Lower-middle-income countries193416.69477272033691411.82070922851562517%
Upper-middle-income countries1949-2.607637643814087-1.84912085533142117%
Lower-middle-income countries19924.1774272918701175.85967302322387717%
Lower-middle-income countries19566.7490935325622564.9110293388366716%
Upper-middle-income countries19374.5792698860168466.25929832458496116%
Lower-middle-income countries1909-1.9862115383148193-1.463973522186279315%
Lower-middle-income countries20043.9935469627380375.40262460708618215%
Lower-middle-income countries20183.56470346450805664.7997117042541515%
Low-income countries19820.19247531890869140.2580761909484863315%
Lower-middle-income countries19684.8931598663330086.55518770217895515%
Lower-middle-income countries19476.6583871841430664.97982501983642614%
Lower-middle-income countries20145.242943763732916.993174552917480514%
Lower-middle-income countries2020-4.784518241882324-3.5896420478820814%
Low-income countries19971.1038184165954590.834417343139648414%
Upper-middle-income countries2020-0.6654858589172363-0.878125429153442414%
Lower-middle-income countries19935.3726315498352054.08273935317993214%
Lower-middle-income countries18966.8712115287780768.97828292846679713%
Lower-middle-income countries202110.1655597686767587.808601856231689513%
Lower-middle-income countries19912.9834270477294923.87161970138549813%
Upper-middle-income countries1941-3.520035743713379-2.753263711929321312%
Lower-middle-income countries20033.43282222747802734.36366796493530312%
Upper-middle-income countries1967-0.7252693176269531-0.570613145828247112%
Lower-middle-income countries1922-1.8892288208007812-1.488393545150756812%
Lower-middle-income countries20114.4845938682556155.6900501251220712%
Upper-middle-income countries18946.9621324539184578.77610397338867212%
Upper-middle-income countries1926-1.4570236206054688-1.162058115005493211%
Upper-middle-income countries19304.08378839492797853.27725410461425811%
Lower-middle-income countries19945.7905316352844247.19348192214965811%
Upper-middle-income countries19921.5888810157775881.283478736877441411%
Lower-middle-income countries19843.550696372985842.87950038909912110%
Lower-middle-income countries19873.25338840484619144.00402545928955110%
Lower-middle-income countries20003.32299470901489264.06559705734252910%
Low-income countries19802.1467685699462891.75952911376953129.9%
Lower-middle-income countries20173.30437421798706054.01222705841064459.7%
Lower-middle-income countries18771.7192125320434571.41686201095581059.6%
Upper-middle-income countries19271.4195084571838381.17303133010864269.5%
Upper-middle-income countries19534.0583133697509773.37884426116943369.1%
Lower-middle-income countries19115.59104681015014654.6620011329650889.1%
Upper-middle-income countries19742.79654264450073243.3290147781372078.7%
Upper-middle-income countries19462.27074623107910162.6960492134094248.6%
Lower-middle-income countries19627.2190403938293468.5424423217773448.4%
Lower-middle-income countries19391.73134803771972661.46608352661132818.3%
Upper-middle-income countries20241.34968757629394531.14492177963256848.2%
Lower-middle-income countries19783.06861400604248052.61788368225097667.9%
Lower-middle-income countries19966.6450238227844247.7615857124328617.8%
Lower-middle-income countries19892.2169828414916992.58264541625976567.6%
Lower-middle-income countries190017.41230392456054714.9573802947998057.6%
Upper-middle-income countries20193.61429452896118163.1071305274963387.5%
Lower-middle-income countries19694.0554404258728034.7071933746337897.4%
Upper-middle-income countries19368.8303451538085947.6084494590759287.4%
Upper-middle-income countries19281.52354240417480471.31433010101318367.4%
Upper-middle-income countries19409.40945148468017610.833835601806647.0%
~ owid_co2.consumption_co2_per_capita 🟡 median anomaly score 2.5%changed data
~ Changed values: 102 / 50,411 (0.20%) — showing the 100 most anomalous rows
countryyearconsumption_co2_per_capita -consumption_co2_per_capita +anomaly score
Low-income countries20060.043352425098419190.050909038633108148.0%
Low-income countries20180.088612660765647890.099866189062595376.0%
Low-income countries20220.091468356549739840.102849729359149935.9%
Low-income countries20190.089685522019863130.100761339068412785.8%
Low-income countries20200.084092967212200160.094238005578517915.7%
Low-income countries20210.090828515589237210.101779669523239145.7%
Low-income countries20230.090003021061420440.100755415856838235.6%
Low-income countries19950.0293463394045829770.032452933490276345.0%
Low-income countries19910.0312529876828193660.03416709229350094.5%
Low-income countries19960.032025221735239030.035006791353225714.4%
Low-income countries19940.0282860286533832550.0309126675128936774.4%
Low-income countries19930.031516496092081070.034425191581249244.4%
Low-income countries19920.0311040580272674560.033958729356527334.4%
Low-income countries19980.030982725322246550.033745005726814274.3%
Low-income countries19900.0320078618824481960.034769434481859214.1%
Lower-middle-income countries19930.66361606121063230.61735057830810553.6%
Lower-middle-income countries19910.63003271818161010.58674806356430053.6%
Low-income countries19990.038579821586608890.041374225169420243.5%
Lower-middle-income countries19900.62965297698974610.58862525224685673.4%
Low-income countries19970.0296981874853372570.031583633273839953.1%
Lower-middle-income countries19920.6670062541961670.62729680538177493.1%
Upper-middle-income countries19932.3770256042480472.52159404754638673.0%
Upper-middle-income countries19912.2989995479583742.4358899593353272.9%
Upper-middle-income countries20104.1397867202758794.3842158317565922.9%
Low-income countries20100.049636989831924440.052557829767465592.9%
Upper-middle-income countries19982.3717982769012452.5111131668090822.9%
Upper-middle-income countries20093.88260531425476074.1096148490905762.8%
Upper-middle-income countries19902.31019186973571782.44509983062744142.8%
Low-income countries20090.0524068772792816160.055465921759605412.8%
Upper-middle-income countries20124.6288552284240724.8986096382141112.8%
Upper-middle-income countries19952.39837813377380372.5376350879669192.8%
Upper-middle-income countries19922.3403460979461672.4758203029632572.8%
Upper-middle-income countries20144.7058463096618654.9770598411560062.8%
Upper-middle-income countries19942.31441402435302732.4475755691528322.8%
Lower-middle-income countries19940.68406331539154050.6468792557716372.8%
Lower-middle-income countries19950.70139759778976440.66328269243240362.8%
Upper-middle-income countries20073.5029630661010743.7037494182586672.8%
Upper-middle-income countries20134.7108616828918464.9790396690368652.8%
Upper-middle-income countries20114.4760909080505374.7296133041381842.8%
Upper-middle-income countries20063.28931975364685063.4749829769134522.7%
Upper-middle-income countries20083.6766827106475833.88274550437927252.7%
Upper-middle-income countries19972.48317027091982.61934089660644532.7%
Lower-middle-income countries19980.74143201112747190.70293569564819342.7%
Upper-middle-income countries20032.76640319824218752.9177668094635012.7%
Upper-middle-income countries19962.4935255050659182.62979650497436522.7%
Upper-middle-income countries19992.46305632591247562.59387850761413572.6%
Upper-middle-income countries20053.08645987510681153.24872875213623052.6%
Upper-middle-income countries20042.9097411632537843.0618257522583012.5%
Upper-middle-income countries20154.7047467231750494.9504199028015142.5%
Lower-middle-income countries20191.27707421779632571.34356892108917242.5%
Upper-middle-income countries20012.4815933704376222.6093304157257082.5%
Upper-middle-income countries20002.44634008407592772.57031369209289552.5%
Upper-middle-income countries20022.55870985984802252.68805551528930662.5%
Low-income countries20030.042018797248601910.044125393033027652.4%
Upper-middle-income countries20235.3067841529846195.5655531883239752.4%
Upper-middle-income countries20164.599712848663334.82243824005126952.4%
Lower-middle-income countries20201.21528577804565431.27408504486083982.4%
Upper-middle-income countries20225.1283130645751955.3760261535644532.4%
Upper-middle-income countries20174.6973199844360354.924067020416262.4%
Upper-middle-income countries20215.0144238471984865.25434875488281252.3%
Low-income countries20120.0569395869970321660.0596030727028846742.3%
Lower-middle-income countries20181.26852190494537351.32723796367645262.3%
Low-income countries20050.042882621288299560.0448539480566978452.2%
Low-income countries20110.05621264502406120.0587893649935722352.2%
Low-income countries20020.0420180410146713260.043918494135141372.2%
Low-income countries20040.0411678366363048550.043020598590373992.2%
Low-income countries20070.047271504998207090.0493853725492954252.2%
Upper-middle-income countries20204.889348506927495.10765075683593752.2%
Upper-middle-income countries20184.8477535247802735.0544223785400392.1%
Upper-middle-income countries20194.9785404205322275.1887803077697752.1%
Low-income countries20000.0473103001713752750.049248538911342622.0%
Lower-middle-income countries19960.71683233976364140.68966418504714971.9%
Lower-middle-income countries19970.73355907201766970.70614218711853031.9%
Low-income countries20160.077437609434127810.080264285206794741.8%
Low-income countries20080.0530169159173965450.054884102195501331.7%
Lower-middle-income countries20221.31026101112365721.35458087921142581.7%
Lower-middle-income countries20231.35569071769714361.40089845657348631.6%
Lower-middle-income countries20211.30884492397308351.35103857517242431.6%
Lower-middle-income countries19990.76611816883087160.74379998445510861.5%
Low-income countries20150.074851781129837040.076983064413070681.4%
Low-income countries20010.047161713242530820.0484754815697671.4%
Lower-middle-income countries20091.02766001224517820.99996352195739751.4%
Lower-middle-income countries20070.92952328920364380.90521377325057981.3%
Lower-middle-income countries20060.86860144138336180.84602791070938111.3%
Lower-middle-income countries20101.0551803112030031.0278742313385011.3%
Lower-middle-income countries20030.78052133321762080.76101380586624151.3%
Lower-middle-income countries20171.25484561920166021.28397202491760251.1%
Lower-middle-income countries20161.22590696811676031.25205469131469731.1%
Low-income countries20170.087278775870800020.089113593101501461.0%
Lower-middle-income countries20080.9712765812873840.95301747322082520.95%
Low-income countries20130.069213122129440310.070495165884494780.92%
Lower-middle-income countries20010.74358177185058590.73019856214523320.91%
Lower-middle-income countries20121.12931430339813231.10973691940307620.87%
Lower-middle-income countries20000.7419720292091370.72922074794769290.87%
Low-income countries20140.07986572384834290.081189930438995360.82%
Lower-middle-income countries20040.80325490236282350.79274177551269530.66%
Lower-middle-income countries20050.83858305215835570.82817840576171880.62%
Lower-middle-income countries20141.17532086372375491.16120350360870360.60%
Lower-middle-income countries20020.74484777450561520.7360293269157410.60%
Lower-middle-income countries20111.07303583621978761.06119871139526370.55%
~ owid_co2.ghg_excluding_lucf_per_capita 🟡 median anomaly score 2.5%changed data
~ Changed values: 21,181 / 50,411 (42.02%) (20,335 revised, 746 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearghg_excluding_lucf_per_capita -ghg_excluding_lucf_per_capita +anomaly score
Turks and Caicos Islands19101.921537995338440.115432731807231989%
Turks and Caicos Islands19001.54868876934051510.0954079404473304788%
Turks and Caicos Islands18701.48537778854370120.0929371342062950188%
Turks and Caicos Islands18801.51791846752166750.0973496660590171888%
Turks and Caicos Islands18901.5306128263473510.1012723892927169888%
Turks and Caicos Islands18601.47788798809051510.0979668945074081488%
Turks and Caicos Islands19202.1027383804321290.157156050205230786%
Turks and Caicos Islands18501.45739424228668210.1229265406727790884%
Turks and Caicos Islands19302.2565045356750490.2218185663223266682%
Turks and Caicos Islands19402.34522795677185060.261882960796356280%
Jordan18500.258250087499618531.32617795467376767%
Jordan18510.25938192009925841.317950844764709567%
Jordan18520.26137557625770571.309665679931640667%
Jordan18530.26425310969352721.301321744918823266%
Jordan18540.267127215862274171.292852401733398466%
Jordan18550.2699890136718751.28421473503112865%
Jordan18560.272827506065368651.275367736816406265%
Jordan18570.275630235671997071.266271471977233964%
Jordan18580.278386354446411131.25688743591308664%
Jordan18590.281083494424819951.24715840816497863%
Jordan18600.28371000289916991.236675143241882363%
Jordan18610.286275565624237061.22384405136108462%
Jordan18620.28885027766227721.211068153381347761%
Bhutan18500.57702475786209112.404190301895141661%
Bhutan18510.58467793464660642.41541433334350661%
Jordan18630.29144024848937991.198367476463317961%
Bhutan18520.59238725900650022.426514625549316461%
Bhutan18530.60015243291854862.4374601840972960%
Jordan18640.294047415256500241.18577933311462460%
Bhutan18540.60797339677810672.448280334472656260%
Bhutan18550.61585175991058352.458973884582519560%
Bhutan18560.62378531694412232.46951007843017660%
Jordan18650.29667708277702331.17330324649810860%
Bhutan18570.63177406787872312.479918479919433659%
Bhutan18580.63981962203979492.490198135375976659%
Jordan18660.29933363199234011.160973906517028859%
Bhutan18590.6479197740554812.500318288803100659%
Bhutan18600.65607428550720212.51030802726745659%
Jordan18670.302022874355316161.14877319335937558%
Bhutan18610.66631650924682622.52787399291992258%
Bhutan18620.67663794755935672.545235157012939558%
Jordan18680.30474835634231571.136734724044799858%
Bhutan18630.68703705072402952.562423229217529358%
Bhutan18640.69751441478729252.579440593719482457%
Bhutan18650.70807296037673952.59625935554504457%
Jordan18690.306905001401901251.124889969825744657%
Bhutan18660.71871334314346312.612911462783813557%
Jordan18700.30847743153572081.113220691680908257%
Bhutan18670.72943389415740972.62939906120300357%
Bhutan18680.74023759365081792.645694017410278356%
Brunei18500.88040512800216670.2469829767942428656%
Jordan18710.314028471708297731.118018984794616756%
Bhutan18690.7511251568794252.661798238754272556%
Jordan18720.31997048854827881.126116871833801356%
Bhutan18700.76209473609924322.6777741909027156%
Brunei18510.87158113718032840.2497370541095733655%
Jordan18730.326044082641601561.136600494384765655%
Bhutan18710.77401524782180792.696579217910766655%
Bhutan18720.78607398271560672.715328693389892655%
Jordan18740.33264470100402831.148575067520141655%
Bhutan18730.7982618212699892.734017610549926855%
Jordan18750.33953475952148441.161195278167724655%
Brunei18520.86284637451171880.2524688541889190755%
Bhutan18740.81056618690490722.752609014511108455%
Jordan18760.34648540616035461.173665761947631854%
Bhutan18750.82298231124877932.77106618881225654%
Jordan18770.353262841701507571.185207009315490754%
Brunei18530.85377204418182370.255163997411727954%
Bhutan18760.83549481630325322.78929257392883354%
Jordan18780.359633803367614751.19393122196197554%
Bhutan18770.84809607267379762.807345867156982454%
Jordan18790.36536824703216551.200115323066711453%
Bhutan18780.86077541112899782.82512974739074753%
Brunei18540.84471899271011350.2578082382678985653%
Bhutan18790.87352228164672852.842610597610473653%
Jordan18800.37023678421974181.20200991630554253%
Bhutan18800.88632553815841672.859817504882812553%
Jordan18810.37052887678146361.189193725585937552%
Brunei18550.83528846502304080.2603872418403625552%
Bhutan18810.90017396211624152.87982225418090852%
Jordan18820.37070277333259581.176277637481689552%
Bhutan18820.91412293910980222.899614334106445352%
Bhutan18830.92817419767379762.91919875144958552%
Brunei18560.82582229375839230.2628867626190185552%
Jordan18830.3707832694053651.162122964859008852%
Bhutan18840.94232934713363652.93854975700378451%
Jordan18840.370796442031860351.149316191673278851%
Bhutan18850.95659011602401732.957703828811645551%
Brunei18570.8159495592117310.265292406082153351%
Bhutan18860.97096180915832522.976666927337646551%
Jordan18850.370763987302780151.135461568832397551%
Bhutan18870.98543930053710942.9953799247741750%
Jordan18860.37071198225021361.12074184417724650%
Bhutan18881.00003135204315193.01394462585449250%
Brunei18580.80583190917968750.267589926719665550%
Bhutan18891.0147365331649783.032269477844238350%
Jordan18870.370666354894638061.107513308525085450%
Bhutan18901.0300420522689823.051895141601562550%
Jordan18880.370650202035903931.094675540924072349%
Brunei18590.79545396566390990.269764959812164349%
~ owid_co2.ghg_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,381 / 50,411 (42.41%) (20,535 revised, 746 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearghg_per_capita -ghg_per_capita +anomaly score
Turks and Caicos Islands19101.921537995338440.115432731807231989%
Turks and Caicos Islands19001.54868876934051510.0954079404473304788%
Turks and Caicos Islands18701.48537778854370120.0929371342062950188%
Turks and Caicos Islands18801.51791846752166750.0973496660590171888%
Turks and Caicos Islands18901.5306128263473510.1012723892927169888%
Turks and Caicos Islands18601.47788798809051510.0979668945074081488%
Turks and Caicos Islands19202.1027383804321290.157156050205230786%
Turks and Caicos Islands18501.45739424228668210.1229265406727790884%
Turks and Caicos Islands19302.2565045356750490.2218185663223266682%
Turks and Caicos Islands19402.34522795677185060.261882960796356280%
Jordan18500.42644178867340092.189883947372436567%
Jordan18510.42787176370620732.174068212509155367%
Jordan18520.43107774853706362.159986495971679767%
Jordan18530.43575710058212282.145898103713989366%
Jordan18540.440437048673629762.131644010543823266%
Jordan18550.44513598084449772.11730909347534265%
Jordan18560.44965496659278872.10197067260742265%
Jordan18570.454046487808227542.08593249320983964%
Jordan18580.458324491977691652.069290637969970764%
Jordan18590.462369233369827272.051517248153686563%
Jordan18600.46168354153633122.01245117187563%
Jordan18610.462785154581069951.97843229770660462%
Jordan18620.464964985847473141.94946742057800361%
Bhutan18503.67739915847778315.32199001312255961%
Bhutan18514.51999759674072318.6729602813720761%
Jordan18630.46808397769927981.924705266952514661%
Bhutan18521.64323532581329356.73095941543579161%
Bhutan18532.86484265327453611.63527679443359460%
Jordan18640.471249163150787351.900365471839904860%
Bhutan18544.69897317886352518.92254447937011760%
Bhutan18553.24091529846191412.9403314590454160%
Bhutan18561.6846642494201666.66943454742431660%
Jordan18650.474567830562591551.876828432083129960%
Bhutan18574.69039344787597718.41131973266601659%
Bhutan18583.83702683448791514.93382835388183659%
Jordan18660.478007793426513671.853966593742370659%
Bhutan18591.9943298101425177.69610548019409259%
Bhutan18605.27459859848022520.18196105957031259%
Jordan18670.48148992657661441.831393361091613858%
Bhutan18613.44208717346191413.05860233306884858%
Bhutan18621.67412698268890386.297380924224853558%
Jordan18680.485024422407150271.80917835235595758%
Bhutan18635.465049266815185520.38284492492675858%
Bhutan18644.20989418029785215.56838417053222757%
Bhutan18653.105392217636108411.38640213012695357%
Jordan18690.487751483917236331.787741303443908757%
Bhutan18665.59210014343261720.33030700683593857%
Jordan18700.60976928472518922.200510501861572357%
Bhutan18676.96078920364379925.0916404724121157%
Bhutan18682.4926309585571298.9089488983154356%
Brunei185012.6164493560791023.53933453559875556%
Jordan18710.6885914802551272.451555967330932656%
Bhutan18695.41324281692504919.18316841125488356%
Jordan18720.74363684654235842.61718511581420956%
Bhutan18704.92396211624145517.3013362884521556%
Brunei185113.1863842010498053.77833867073059155%
Jordan18730.78019177913665772.719774723052978555%
Bhutan18711.90741300582885746.64520502090454155%
Bhutan18727.1428780555725124.67358398437555%
Jordan18740.81298905611038212.80713605880737355%
Bhutan18735.31842184066772518.2154006958007855%
Jordan18750.84317409992218022.883621692657470755%
Brunei185212.8614330291748053.763255119323730555%
Bhutan18745.46169042587280318.5474033355712955%
Jordan18760.87127459049224852.95130801200866754%
Bhutan18756.432649135589621.65939331054687554%
Jordan18770.89707159996032713.009701013565063554%
Brunei185315.224514007568364.55009984970092854%
Bhutan18767.38296270370483424.64796066284179754%
Jordan18780.92044371366500853.055737495422363354%
Bhutan18775.81845617294311519.2601051330566454%
Jordan18790.94083833694458013.09034633636474653%
Bhutan18786.80034446716308622.31924247741699253%
Brunei185413.631323814392094.16028022766113353%
Bhutan18795.89468908309936519.1824607849121153%
Jordan18800.96846932172775273.14423036575317453%
Bhutan18806.66773557662963921.51411056518554753%
Jordan18810.98254525661468513.153429508209228552%
Brunei185512.9200515747070314.02761077880859452%
Bhutan18815.1802740097045916.57265090942382852%
Jordan18820.9934750795364383.15239763259887752%
Bhutan18827.44265937805175823.60824775695800852%
Bhutan18835.68099927902221717.86730003356933652%
Brunei185612.050706863403323.83614158630371152%
Jordan18831.00205814838409423.14068841934204152%
Bhutan18845.56514072418212917.35427665710449251%
Jordan18841.00933885574340823.128534555435180751%
Bhutan18856.57379865646362320.3256835937551%
Brunei185712.6365776062011724.10857248306274451%
Bhutan18866.909798145294189521.18329048156738351%
Jordan18851.01420962810516363.10600829124450751%
Bhutan18876.95812511444091821.15019035339355550%
Jordan18861.0183936357498173.078822851181030350%
Bhutan18887.53196763992309622.70022010803222750%
Brunei185811.5495967864990233.835236310958862350%
Bhutan18896.91882514953613320.67506599426269550%
Jordan18871.02210617065429693.053949117660522550%
Bhutan18909.15423107147216827.12292289733886750%
Jordan18881.02540826797485353.02843284606933649%
Brunei185910.7806558609008793.656079769134521549%
~ owid_co2.methane_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,381 / 50,411 (42.41%) (20,535 revised, 746 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearmethane_per_capita -methane_per_capita +anomaly score
Turks and Caicos Islands19101.67683804035186770.1007328480482101489%
Turks and Caicos Islands19001.32479572296142580.0816148743033409188%
Turks and Caicos Islands18701.31689405441284180.0823954343795776488%
Turks and Caicos Islands18801.315350055694580.0843582078814506588%
Turks and Caicos Islands18901.31892263889312740.087265990674495788%
Turks and Caicos Islands18601.31398534774780270.0871020406484603988%
Turks and Caicos Islands19201.88485658168792720.140871837735176186%
Turks and Caicos Islands18501.30548989772796630.1101138964295387384%
Turks and Caicos Islands19302.06377148628234860.2028725445270538382%
Turks and Caicos Islands19402.17798686027526860.2432077527046203680%
Jordan18500.322954595088958741.658451557159423867%
Jordan18510.32357767224311831.644137263298034767%
Jordan18520.325288951396942141.629914283752441467%
Jordan18530.32812044024467471.615838289260864366%
Jordan18540.33097833395004271.60188150405883866%
Jordan18550.333864897489547731.58804321289062565%
Jordan18560.33678039908409121.574323892593383865%
Jordan18570.339723765850067141.56072306632995664%
Jordan18580.342696279287338261.547240495681762764%
Jordan18590.34569808840751651.533851265907287663%
Jordan18600.34873062372207641.520096063613891663%
Jordan18610.351768463850021361.503829717636108462%
Jordan18620.3548355698585511.48772585391998361%
Bhutan18501.26231420040130625.259468555450439561%
Bhutan18511.27904117107391365.2839593887329161%
Jordan18630.357934743165969851.471784830093383861%
Bhutan18521.29589295387268075.30818843841552761%
Bhutan18531.31287026405334475.33209371566772560%
Jordan18640.361063480377197271.456029176712036160%
Bhutan18541.3299738168716435.3557419776916560%
Bhutan18551.34720838069915775.37913560867309660%
Bhutan18561.36457037925720215.40221166610717860%
Jordan18650.36422321200370791.44043576717376760%
Bhutan18571.38206076622009285.42503738403320359%
Bhutan18581.3996841907501225.44761514663696359%
Jordan18660.367414116859436041.425026059150695859%
Bhutan18591.41743731498718265.46988105773925859%
Bhutan18601.43532061576843265.49190330505371159%
Jordan18670.370637804269790651.409756660461425858%
Bhutan18611.45782184600830085.53068971633911158%
Bhutan18621.48049998283386235.56903553009033258%
Jordan18680.373893022537231451.39464962482452458%
Bhutan18631.5033510923385625.607007503509521558%
Bhutan18641.52637600898742685.64460897445678757%
Bhutan18651.5495806932449345.681777954101562557%
Jordan18690.37643170356750491.37972414493560857%
Bhutan18661.572966217994695.71858263015747157%
Jordan18700.378229707479476931.3649398088455257%
Bhutan18671.59652853012084965.75502586364746157%
Bhutan18681.62027394771575935.7910447120666556%
Brunei18501.85066425800323490.519173026084899956%
Jordan18710.38517853617668151.371330857276916556%
Bhutan18691.64420318603515625.8266415596008356%
Jordan18720.39137491583824161.377420544624328656%
Bhutan18701.66831207275390625.8619518280029356%
Brunei18511.82775247097015380.523711979389190755%
Jordan18730.396787971258163451.38321614265441955%
Bhutan18711.69446539878845215.903320312555%
Bhutan18721.72082233428955085.944221973419189555%
Jordan18740.40219017863273621.388705611228942955%
Bhutan18731.74738466739654545.98472881317138755%
Jordan18750.40757682919502261.393896341323852555%
Brunei18521.80537199974060060.528251826763153155%
Bhutan18741.77414727210998546.02484273910522555%
Jordan18760.412953078746795651.398814678192138754%
Bhutan18751.80112326145172126.06456756591796954%
Jordan18770.41831749677658081.403467297554016154%
Brunei18531.78270971775054930.532792508602142354%
Bhutan18761.82830190658569346.10377073287963954%
Jordan18780.42366856336593631.406517148017883354%
Bhutan18771.85569024085998546.14265823364257854%
Jordan18790.429008215665817261.409151792526245153%
Bhutan18781.88328945636749276.18109798431396553%
Brunei18541.76059663295745850.537334084510803253%
Bhutan18791.91110110282897956.21909332275390653%
Jordan18800.43433830142021181.410121798515319853%
Bhutan18801.9391258955001836.25678253173828153%
Jordan18810.43377396464347841.392175674438476652%
Brunei18551.7382695674896240.541876554489135752%
Bhutan18811.969524860382086.30087280273437552%
Jordan18820.43321520090103151.374635815620422452%
Bhutan18822.00015902519226076.34454011917114352%
Bhutan18832.031029701232916.38778734207153352%
Brunei18561.71650254726409910.546419978141784752%
Jordan18830.43266203999519351.356065630912780852%
Bhutan18842.0621383190155036.43054962158203151%
Jordan18840.43211612105369571.339381814002990751%
Bhutan18852.09348583221435556.47289848327636751%
Brunei18571.69457936286926270.550964236259460451%
Bhutan18862.12508130073547366.51483774185180751%
Jordan18850.43157398700714111.321691751480102551%
Bhutan18872.15691113471984866.5562319755554250%
Jordan18860.431037366390228271.303118467330932650%
Bhutan18882.18899178504943856.59729290008544950%
Brunei18581.6728855371475220.555509507656097450%
Bhutan18892.22131729125976566.63781452178955150%
Jordan18870.43050789833068851.286313652992248550%
Bhutan18902.25388860702514656.67800998687744150%
Jordan18880.429983854293823241.269911050796508849%
Brunei18591.65143215656280520.560055732727050849%
~ owid_co2.land_use_change_co2_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 20,519 / 50,411 (40.70%) (20,129 revised, 290 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearland_use_change_co2_per_capita -land_use_change_co2_per_capita +anomaly score
Low-income countries1908-0.0142777366563677790.00144353904761374100%
Jordan18500.0405881516635417940.208430185914039667%
Jordan18510.038461674004793170.1954284161329269467%
Jordan18520.0368194915354251860.184490174055099567%
Jordan18530.035150855779647830.1731013804674148666%
Jordan18540.0335751585662364960.162498325109481866%
Jordan18550.032095596194267270.1526641249656677265%
Jordan18560.0304570831358432770.1423756033182144265%
Jordan18570.0289159286767244340.132842510938644464%
Jordan18580.027343872934579850.1234549358487129264%
Jordan18590.0257403999567031860.1142093315720558263%
Jordan18600.015668306499719620.0682972222566604663%
Jordan18610.0101373409852385520.0433376953005790762%
Jordan18620.00627553788945078850.02631156705319881461%
Bhutan18502.3637413978576669.84859657287597761%
Bhutan18513.16348552703857413.06895256042480561%
Jordan18630.00344247044995427130.01415502652525901861%
Bhutan18520.26339620351791381.07891368865966861%
Bhutan18531.4559668302536015.91326618194580160%
Jordan18640.00083391496445983650.003362856106832623560%
Bhutan18543.267744064331054713.15905094146728560%
Bhutan18551.79293835163116467.15884733200073260%
Bhutan18560.224827706813812260.890072703361511260%
Jordan1865-0.0014028638834133744-0.00554806832224130660%
Bhutan18573.220460176467895512.64135265350341859%
Bhutan18582.35943460464477549.1829938888549859%
Jordan1866-0.00354001484811306-0.01373004633933305759%
Bhutan18590.51492905616760251.987107872962951759%
Bhutan18603.830830812454223614.65773773193359459%
Jordan1867-0.005574231967329979-0.02120213024318218258%
Bhutan18612.0025939941406257.59744834899902358%
Bhutan18620.235374987125396730.885384440422058158%
Jordan1868-0.007790648844093084-0.02905971743166446758%
Bhutan18634.02736806869506815.0207653045654358%
Bhutan18642.76971626281738310.24253940582275457%
Bhutan18651.66005837917327886.08686161041259857%
Jordan1869-0.009737684391438961-0.0356912501156330157%
Bhutan18664.13976287841796915.05027580261230557%
Jordan18700.22458805143833160.810484111309051557%
Bhutan18675.50023746490478519.82677268981933657%
Bhutan18681.02278220653533943.65554070472717356%
Brunei185011.3890495300292973.195008039474487356%
Jordan18710.351726859807968141.25223469734191956%
Bhutan18693.93299317359924313.93753528594970756%
Jordan18720.432661682367324831.522726774215698256%
Bhutan18703.44323945045471212.09851837158203156%
Brunei185111.883704185485843.405077457427978555%
Jordan18730.489028304815292361.704769015312194855%
Bhutan18710.40929278731346131.425928473472595255%
Bhutan18725.62447166442871119.42856407165527355%
Jordan18740.53184330463409421.836379528045654355%
Bhutan18733.778005123138427712.93953037261962955%
Jordan18750.56625568866729741.936571836471557655%
Brunei185211.5204372406005863.37087988853454655%
Bhutan18743.895586490631103513.22905731201171955%
Jordan18760.59521746635437012.01620697975158754%
Bhutan18754.85466337203979516.3461513519287154%
Jordan18770.62005436420440672.080300331115722754%
Brunei185317.78466224670415.31524276733398454%
Bhutan18765.767295360565185519.2540683746337954%
Jordan18780.64194208383560182.13115310668945354%
Low-income countries19070.0080450056120753290.02664265967905521454%
Bhutan18774.16761112213134813.79551982879638754%
Jordan18790.66118127107620242.17176437377929753%
Bhutan18785.11862659454345716.79971885681152353%
Brunei185413.4458713531494144.1036801338195853%
Bhutan18794.180564403533935513.6043672561645553%
Jordan18800.70145380496978762.277338266372680753%
Bhutan18804.89246177673339815.7860136032104553%
Jordan18810.72912806272506712.34009981155395552%
Brunei185512.1924381256103523.800789356231689552%
Bhutan18813.360850334167480510.75197887420654352%
Jordan18820.7506509423255922.381891727447509852%
Bhutan18825.58592653274536117.71865844726562552%
Bhutan18833.7870855331420911.91075515747070352%
Brunei185611.0572233200073243.51988291740417552%
Jordan18830.76836723089218142.4082455635070852%
Bhutan18843.63691878318786611.34132862091064551%
Jordan18840.78345316648483282.42838215827941951%
Bhutan18854.61430692672729514.26708602905273451%
Brunei185711.5321712493896483.7494931221008351%
Bhutan18864.91853427886962915.07869529724121151%
Jordan18850.79663586616516112.43969058990478551%
Bhutan18874.93536090850830115.00171661376953150%
Jordan18860.80792135000228882.442519903182983450%
Bhutan18885.47762203216552716.50872993469238350%
Brunei185810.3866052627563483.44904541969299350%
Bhutan18894.83282089233398414.44159793853759850%
Jordan18870.81789875030517582.44379806518554750%
Bhutan18907.06907606124877920.9448509216308650%
Jordan18880.8264213204383852.44074630737304749%
Brunei18599.6011638641357423.256074666976928749%
Bhutan18917.88903045654296923.17580986022949249%
Jordan18890.83377891778945922.43439626693725649%
Bhutan18925.85203886032104517.0456409454345749%
Bhutan18937.17768096923828120.72945404052734449%
Brunei18609.6272573471069343.33424019813537649%
Jordan18900.82863807678222662.39205718040466349%
Bhutan18945.74863529205322316.4613113403320348%
Jordan18910.82816064357757572.36397814750671448%
~ owid_co2.nitrous_oxide_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,371 / 50,411 (42.39%) (20,435 revised, 836 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearnitrous_oxide_per_capita -nitrous_oxide_per_capita +anomaly score
Turks and Caicos Islands19100.244699999690055850.01469988655298948389%
Turks and Caicos Islands19000.223893001675605770.01379306893795728788%
Turks and Caicos Islands18700.168483808636665340.01054169610142707888%
Turks and Caicos Islands18800.20256839692592620.0129914525896310888%
Turks and Caicos Islands18900.211690217256546020.01400639954954385888%
Turks and Caicos Islands18600.16390264034271240.0108648510649800388%
Turks and Caicos Islands19200.217881768941879270.01628421247005462686%
Turks and Caicos Islands18500.151904344558715820.01281264517456293184%
Turks and Caicos Islands19300.192733079195022580.0189460162073373882%
Turks and Caicos Islands19400.167241111397743230.01867519691586494480%
Jordan18500.08378940820693970.4302792847156524767%
Jordan18510.085660986602306370.435253828763961867%
Jordan18520.087793678045272830.439904779195785567%
Jordan18530.090186759829521180.4441272318363189766%
Jordan18540.092523328959941860.447797924280166666%
Jordan18550.09477572888135910.450804978609085165%
Jordan18560.096914701163768770.453040421009063765%
Jordan18570.098909586668014530.45439997315406864%
Jordan18580.10072932392358780.454783141613006664%
Jordan18590.10234142094850540.454085588455200263%
Jordan18600.103712633252143860.452077239751815863%
Jordan18610.104934290051460270.448599934577941962%
Jordan18620.106127597391605380.444963216781616261%
Bhutan18500.056263618171215060.2344239801168441861%
Bhutan18510.0576647222042083740.2382238060235977261%
Jordan18630.10730344057083130.4412189126014709561%
Bhutan18520.059048488736152650.2418722212314605761%
Bhutan18530.060396641492843630.2452950179576873860%
Jordan18640.108471542596817020.437423735857009960%
Bhutan18540.0616905689239501950.2484250217676162760%
Bhutan18550.062911540269851680.251193284988403360%
Bhutan18560.064040087163448330.253528952598571860%
Jordan18650.109643168747425080.4336185455322265660%
Bhutan18570.065056599676609040.2553682923316955659%
Bhutan18580.065941326320171360.2566457092761993459%
Jordan18660.1108296588063240.4298559427261352559%
Bhutan18590.066673755645751950.2572935819625854559%
Bhutan18600.067233234643936160.257251530885696459%
Jordan18670.112043179571628570.426167041063308758%
Bhutan18610.067684061825275420.256780028343200758%
Bhutan18620.068108901381492610.2561978399753570658%
Jordan18680.113295488059520720.422600835561752358%
Bhutan18630.06851462274789810.2555371224880218558%
Bhutan18640.068908393383026120.254826426506042557%
Bhutan18650.069297768175601960.254090994596481357%
Jordan18690.11437188088893890.419203937053680457%
Bhutan18660.069690212607383730.253361582756042557%
Jordan18700.115275941789150240.416003078222274857%
Bhutan18670.070093095302581790.252665400505065957%
Bhutan18680.070514373481273650.252026468515396156%
Brunei18500.494162797927856450.1386291384696960456%
Jordan18710.117506429553031920.41835194826126156%
Bhutan18690.070961937308311460.2514712214469909756%
Jordan18720.122154988348484040.429917156696319656%
Bhutan18700.071443557739257810.2510313987731933656%
Brunei18510.49223178625106810.1410408169031143255%
Jordan18730.128594607114791870.448285102844238355%
Bhutan18710.072935834527015690.2540999650955255%
Bhutan18720.076161861419677730.26308527588844355%
Jordan18740.13644577562808990.471127927303314255%
Bhutan18730.080744616687297820.27654737234115655%
Jordan18750.145093262195587160.496213138103485155%
Brunei18520.490094691514968870.1434016972780227755%
Bhutan18740.086299717426300050.2930659949779510555%
Jordan18760.15392675995826720.521403074264526454%
Bhutan18750.092436484992504120.311243176460266154%
Jordan18770.16233509778976440.54463899135589654%
Brunei18530.487442821264266970.1456804126501083454%
Bhutan18760.09875585883855820.3296956121921539354%
Jordan18780.16970847547054290.563407123088836754%
Bhutan18770.10485234856605530.347079545259475754%
Jordan18790.175439611077308650.576261818408966153%
Bhutan18780.110312774777412410.3620548248291015653%
Brunei18540.484421819448471070.147845536470413253%
Bhutan18790.114716485142707820.373309671878814753%
Jordan18800.17892260849475860.580889761447906553%
Bhutan18800.117635279893875120.379561930894851753%
Jordan18810.18089658021926880.580578446388244652%
Brunei18550.48074942827224730.1498656272888183652%
Bhutan18810.119550950825214390.3824655115604400652%
Jordan18820.182550027966499330.579249799251556452%
Bhutan18820.121261887252330780.3846448957920074552%
Bhutan18830.122809574007987980.386248171329498352%
Brunei18560.47657370567321780.1517092883586883552%
Jordan18830.183947905898094180.576536476612091152%
Bhutan18840.124236248433589940.387416988611221351%
Jordan18840.185155838727951050.573906779289245651%
Bhutan18850.12558494508266450.388299077749252351%
Brunei18570.471637666225433350.1533451229333877651%
Bhutan18860.126899957656860350.3890357911586761551%
Jordan18850.186236992478370670.570349276065826451%
Bhutan18870.128225028514862060.3897578120231628450%
Jordan18860.187256738543510440.566117346286773750%
Bhutan18880.129606530070304870.390614628791809150%
Brunei18580.46599587798118590.1547417044639587450%
Bhutan18890.131090298295021060.3917284011840820350%
Jordan18870.188280254602432250.562562227249145550%
Bhutan18900.137043207883834840.406043112277984650%
Jordan18880.189371094107627870.559287130832672149%
Brunei18590.45960566401481630.1558676064014434849%
~ owid_co2.consumption_co2 🟡 median anomaly score 2.3%changed data
~ Changed values: 102 / 50,411 (0.20%) — showing the 100 most anomalous rows
countryyearconsumption_co2 -consumption_co2 +anomaly score
Low-income countries200619.84387397766113323.586338043212898.6%
Low-income countries201856.1739997863769564.052742004394536.6%
Low-income countries202264.739112854003973.624435424804696.4%
Low-income countries201958.4978637695312566.489913940429696.4%
Low-income countries202056.4172210693359463.9573669433593756.3%
Low-income countries202162.61144638061523470.968223571777346.3%
Low-income countries202365.4467849731445374.09411621093756.2%
Lower-middle-income countries20193479.7565917968753935.85253906256.2%
Lower-middle-income countries20203356.3513183593753783.071777343756.0%
Lower-middle-income countries20183409.8654785156253834.820800781255.9%
Low-income countries19959.81035614013671910.9822740554809575.6%
Lower-middle-income countries20223711.5607910156254123.688964843755.3%
Lower-middle-income countries20233890.7141113281254319.187011718755.2%
Lower-middle-income countries20213661.204589843754062.599121093755.2%
Low-income countries19919.26768016815185510.2624301910400395.1%
Low-income countries199611.02379703521728512.2003383636474615.1%
Low-income countries19949.19005203247070310.1641283035278325.0%
Low-income countries19929.50033855438232410.5058078765869145.0%
Low-income countries19939.93998050689697310.991197586059575.0%
Low-income countries199811.28456115722656212.4442367553710944.9%
Low-income countries19909.24865818023681610.1757478713989264.8%
Lower-middle-income countries20173326.50683593753657.73730468754.7%
Lower-middle-income countries20163202.921386718753515.1320800781254.6%
Low-income countries199914.4558715820312515.6959781646728524.1%
Lower-middle-income countries20153060.3161621093753322.0095214843754.1%
Low-income countries199710.51602649688720711.323849678039553.7%
Low-income countries201025.47973823547363327.3115386962890623.5%
Low-income countries200926.1527709960937528.019395828247073.4%
Lower-middle-income countries20132687.641113281252870.63183593753.3%
Lower-middle-income countries20021530.669433593751628.0397949218753.1%
Low-income countries200317.627935409545918.7391319274902343.1%
Lower-middle-income countries20112590.8105468752752.85156253.0%
Lower-middle-income countries20051823.05383300781251935.6452636718753.0%
Lower-middle-income countries20142979.86621093753163.19531253.0%
Lower-middle-income countries20041714.48339843751819.8283691406253.0%
Low-income countries201230.88124275207519532.722366333007812.9%
Low-income countries201129.67422485351562531.41662025451662.9%
Low-income countries200519.05322456359863320.1719074249267582.9%
Lower-middle-income countries20001465.13903808593751550.99157714843752.8%
Low-income countries200217.1121692657470718.10692787170412.8%
Low-income countries200417.7715930938720718.7986125946044922.8%
Low-income countries200722.2820510864257823.5623397827148442.8%
Lower-middle-income countries20011498.42687988281251584.41833496093752.8%
Lower-middle-income countries20122772.5100097656252926.799316406252.7%
Lower-middle-income countries20082226.8308105468752348.5187988281252.7%
Low-income countries200018.2116165161132819.193311691284182.6%
Lower-middle-income countries20031634.81066894531251714.99450683593752.4%
Low-income countries201646.4632835388183648.737289428710942.4%
Low-income countries200825.71520042419433626.9466533660888672.3%
Lower-middle-income countries20061922.4870605468752012.77331542968752.3%
Lower-middle-income countries20072094.30175781252192.2761230468752.3%
Lower-middle-income countries20102504.558105468752621.6140136718752.3%
Lower-middle-income countries19991482.20178222656251550.3261718752.2%
Lower-middle-income countries20092397.2790527343752506.944824218752.2%
Low-income countries201543.7517852783203145.541931152343752.0%
Low-income countries200118.65151214599609419.4088115692138672.0%
Lower-middle-income countries19971361.31188964843751412.09655761718751.8%
Lower-middle-income countries19961302.1457519531251350.2585449218751.8%
Low-income countries201753.8073539733886755.5912246704101561.6%
Upper-middle-income countries201915087.7304687514623.64355468751.6%
Low-income countries201338.4991950988769539.691608428955081.5%
Upper-middle-income countries201814592.97460937514160.1406251.5%
Upper-middle-income countries202014898.1914062514463.93066406251.5%
Low-income countries201445.5325660705566446.850784301757811.4%
Upper-middle-income countries202316313.16601562515876.04589843751.4%
Upper-middle-income countries202215728.8437515307.8300781251.4%
Upper-middle-income countries202115340.514930.7480468751.4%
Upper-middle-income countries201714029.37304687513696.3593751.2%
Upper-middle-income countries201613622.65429687513308.16894531251.2%
Lower-middle-income countries19981405.2126464843751435.44934082031251.1%
Lower-middle-income countries19941189.4108886718751212.8562011718750.98%
Lower-middle-income countries19951246.76269531251271.0214843750.96%
Upper-middle-income countries201513814.768554687513551.285156250.96%
Upper-middle-income countries20026665.289550781256566.92480468750.74%
Lower-middle-income countries19921108.9797363281251124.7854003906250.71%
Upper-middle-income countries20006251.73535156256164.90136718750.70%
Upper-middle-income countries20047716.913574218757610.541503906250.69%
Upper-middle-income countries20058260.13183593758146.421386718750.69%
Upper-middle-income countries201313574.606445312513390.4238281250.68%
Upper-middle-income countries20016405.336425781256318.5878906250.68%
Upper-middle-income countries201413691.13085937513506.48339843750.68%
Upper-middle-income countries201112650.8476562512487.0644531250.65%
Upper-middle-income countries200810107.08691406259984.167968750.61%
Upper-middle-income countries201213207.4882812513051.35839843750.59%
Upper-middle-income countries20037270.90136718757189.60644531250.56%
Upper-middle-income countries19996229.824707031256160.460449218750.56%
Upper-middle-income countries20068882.82031258788.7910156250.53%
Upper-middle-income countries20079543.2363281259443.9824218750.52%
Upper-middle-income countries200910773.229492187510661.6972656250.52%
Upper-middle-income countries201011594.352539062511475.464843750.52%
Upper-middle-income countries19976148.04589843756096.453613281250.42%
Lower-middle-income countries1990999.24090576171881007.64654541015620.42%
Upper-middle-income countries19966105.083496093756055.793457031250.41%
Upper-middle-income countries19985936.324218755904.9277343750.27%
Lower-middle-income countries19911023.78350830078121028.3395996093750.22%
Upper-middle-income countries19945535.22656255510.807128906250.22%
Upper-middle-income countries19955804.333496093755778.902832031250.22%
Lower-middle-income countries19931128.46740722656251132.18261718750.16%
Upper-middle-income countries19925456.942871093755440.132324218750.15%
Upper-middle-income countries19905225.031255215.69824218750.09%
~ owid_co2.co2_including_luc_per_capita 🟡 median anomaly score 2.2%changed data
~ Changed values: 8,798 / 50,411 (17.45%) (8,759 revised, 39 appeared) — showing the 100 most anomalous rows
countryyearco2_including_luc_per_capita -co2_including_luc_per_capita +anomaly score
Lower-middle-income countries18750.076466970145702360.01403856091201305469%
Lower-middle-income countries18770.076506406068801880.01456235162913799368%
Lower-middle-income countries18760.084207355976104740.01718589290976524466%
Lower-middle-income countries18730.078794300556182860.01632662490010261566%
Lower-middle-income countries18710.077672339975833890.01670045964419841865%
Lower-middle-income countries18700.07814437896013260.01717457920312881564%
Lower-middle-income countries18740.084058679640293120.01986486464738845862%
Lower-middle-income countries18720.083174355328083040.02132353745400905659%
Lower-middle-income countries19070.34391084313392640.744216144084930437%
Lower-middle-income countries19080.35249936580657960.731013536453247135%
Serbia18907.906390666961673.90057802200317434%
Lower-middle-income countries19100.35621449351310730.722027719020843534%
Serbia18917.8124222755432133.86297369003295934%
Serbia18927.7281112670898443.84040236473083534%
Serbia18937.6621956825256353.817384481430053733%
Serbia18858.4485960006713874.21179866790771533%
Serbia18947.5275735855102543.75801897048950233%
Serbia18957.3987636566162113.6967349052429233%
Serbia18967.3890924453735353.70002436637878433%
Serbia18977.2026538848876953.611371040344238333%
Serbia18987.1301789283752443.58626413345336933%
Serbia18997.080914020538333.56824445724487333%
Lower-middle-income countries19120.38001307845115660.752874910831451433%
Serbia19007.0386376380920413.556124925613403333%
Serbia19016.8626132011413573.47794938087463433%
Lower-middle-income countries19090.35079759359359740.691755354404449533%
Serbia19026.7883996963500983.452069997787475633%
Lower-middle-income countries19110.369414001703262330.725065767765045232%
Serbia19036.7175788879394533.42889380455017132%
Serbia19046.6696734428405763.414774656295776432%
Lower-middle-income countries19130.3886142969131470.755339443683624332%
Serbia19056.5215182304382323.35719203948974632%
Serbia19066.4425601959228523.326267004013061532%
Serbia19076.4185600280761723.321949243545532232%
Serbia19086.3133273124694823.279744386672973632%
Serbia19096.1904530525207523.23391962051391631%
Serbia19106.01079511642456053.14844679832458531%
Serbia19115.9671769142150883.149328231811523431%
Serbia19125.7733006477355963.070962190628051831%
Lower-middle-income countries19140.39149037003517150.724290788173675530%
Serbia19136.0235671997070313.303339242935180729%
Saudi Arabia19495.87356615066528310.03421020507812526%
Montenegro19094.9409055709838878.43246936798095726%
Montenegro19084.9541959762573248.44087219238281226%
Montenegro19104.6451396942138677.87426900863647526%
Montenegro19074.9689579010009778.41948604583740226%
Montenegro19065.0150585174560558.46201705932617226%
Montenegro19114.7022719383239757.91289138793945325%
Montenegro19055.15171575546264658.65195560455322325%
Montenegro19134.6836280822753917.819776058197021525%
Montenegro19045.275677204132088.79644107818603525%
Montenegro19124.7051687240600597.81924772262573225%
Montenegro19035.2542991638183598.71895885467529325%
Montenegro19195.0161075592041028.28602600097656225%
Montenegro19025.2182435989379888.61158657073974625%
Montenegro19015.3301024436950688.74889755249023424%
Montenegro19005.4333610534667978.87108612060546924%
Lower-middle-income countries19150.60408955812454220.984261572360992424%
Montenegro18995.4379549026489268.83387660980224624%
Lower-middle-income countries19180.61494678258895870.99818724393844624%
Montenegro18985.6862244606018079.19480228424072324%
Saudi Arabia19485.7953190803527839.36416053771972724%
Lower-middle-income countries19190.61353033781051640.986671864986419723%
Montenegro18975.7085523605346689.17489051818847723%
Montenegro19205.1566967964172368.28745937347412123%
Montenegro18965.7357997894287119.1795759201049823%
Montenegro18955.7866492271423349.21344757080078123%
Montenegro18945.9499402046203619.43787002563476623%
Lower-middle-income countries19160.60857975482940670.965319216251373323%
Montenegro18936.07689380645751959.59121227264404322%
Lower-middle-income countries19170.61252385377883910.965492248535156222%
Montenegro19215.43952703475952158.55763721466064522%
Serbia19195.2064375877380373.309831857681274422%
Serbia19205.1634831428527833.282668590545654322%
Montenegro18926.0607132911682139.51327991485595722%
Serbia19215.1760597229003913.31112170219421422%
Montenegro18916.0327658653259289.39197349548339822%
Serbia19225.2804136276245123.397283554077148422%
Montenegro18906.36289978027343759.8488292694091822%
Serbia19235.2216095924377443.38084268569946321%
Montenegro19225.3103036880493168.17432498931884821%
Serbia19245.0508828163146973.29111409187316921%
Saudi Arabia194712.4777727127075219.14812088012695321%
Montenegro18856.59449434280395510.09910106658935521%
Serbia19255.0845355987548833.3334987163543721%
Serbia19264.9014697074890143.23296165466308621%
Montenegro19235.2849283218383797.96487236022949220%
Serbia19275.0062184333801273.324227333068847720%
Serbia19285.0503187179565433.37495565414428720%
Germany18702.41148328781127933.60592937469482420%
Serbia19294.9298429489135743.315572023391723620%
Germany18954.9339566230773937.31737327575683619%
Germany18965.2209839820861827.73866128921508819%
Germany18944.82737255096435557.1523437519%
Germany18975.4758625030517588.10378074645996119%
Germany18934.7110633850097666.96315050125122119%
Serbia19304.7294344902038573.20089912414550819%
Germany18985.6230483055114758.30734252929687519%
Montenegro19245.184312820434577.649577140808105519%
Germany18995.8779997825622568.6726684570312519%
~ owid_co2.co2_per_capita 🟡 median anomaly score 2.2%changed data
~ Changed values: 9,829 / 50,411 (19.50%) (9,768 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearco2_per_capita -co2_per_capita +anomaly score
Australia18050.00103801512159407140.000420477241277694742%
Australia18060.002833711216226220.001171738607808947641%
Australia18070.0026282691396772860.001108045922592282341%
Australia18080.0032052195165306330.001376331318169832240%
Australia18090.0049977372400462630.002186542144045233739%
Australia18100.0048680147156119350.0021760698873549738%
Australia18110.008302429690957070.00379550131037831337%
Australia18120.00809224322438240.003780462080612778736%
Australia18130.010139380581676960.004835917148739099535%
Australia18140.0120428111404180530.00587595300748944334%
Serbia18900.019211733713746070.00947801209986209934%
Serbia18910.0221425928175449370.0109487501904368434%
Serbia18920.0242121573537588120.01203197240829467834%
Serbia18930.042413424700498580.02113080210983753233%
Australia18150.0093638179823756220.004667185246944427533%
Serbia18850.0067809312604367730.003380433423444628733%
Serbia18940.079947233200073240.0399123579263687133%
Serbia18950.07893663644790650.0394400767982006133%
Serbia18960.086846433579921720.0434876047074794833%
Serbia18970.066693626344203950.03343981876969337533%
Serbia18980.099862158298492430.0502276457846164733%
Serbia18990.115005441009998320.05795403197407722533%
Serbia19000.153679460287094120.0776433497667312633%
Serbia19010.165538102388381960.0838941559195518533%
Serbia19020.152997866272926330.0778032168745994633%
Serbia19030.163739442825317380.0835785046219825732%
Serbia19040.17215429246425630.0881404653191566532%
Serbia19050.184253826737403870.0948514491319656432%
Serbia19060.217402756214141850.112244144082069432%
Serbia19070.21824158728122710.1129517331719398532%
Serbia19080.231639742851257320.1203357726335525532%
Serbia19090.234407037496566770.1224552541971206731%
Serbia19100.228215649724006650.119539059698581731%
Serbia19110.242973491549491880.1282353997230529831%
Serbia19120.244489520788192750.1300500482320785531%
Australia18160.00756199425086379050.00403155246749520330%
Serbia19130.65865170955657960.361206233501434329%
Oceania18090.00084793136920779940.0004705090832430869329%
Oceania18080.0005305536906234920.0002944025036413222629%
Oceania18070.000424350582761690.0002355402102693915429%
Oceania18060.000446163088781759140.0002477215894032269729%
Oceania18050.000159338334924541418.849259029375389e-0529%
Oceania18110.00147949752863496540.000822703179437667129%
Oceania18120.00147706328425556420.000822400324977934428%
Oceania18130.00189524365123361350.001056589419022202528%
Oceania18140.0023046676069498060.001287340768612921228%
Oceania18150.00183427799493074420.001026474288664758228%
Oceania18160.0015159510076045990.000858724873978644628%
Australia18170.0066079865209758280.00375858996994793427%
Oceania18100.0008257692679762840.0004702605947386473427%
Oceania18170.0013553772587329150.000776702712755650327%
Oceania18180.0012476185802370310.000722871744073927427%
Oceania18190.00233314558863639830.00136533670593053126%
Saudi Arabia19496.03232049942016610.30541992187526%
Montenegro19090.046608023345470430.0795442685484886226%
Montenegro19080.045879237353801730.0781682431697845526%
Montenegro19100.0458066090941429140.0776496678590774526%
Montenegro19070.043301690369844440.0733711123466491726%
Montenegro19060.043210029602050780.0729092210531234726%
Oceania18210.00206565042026340960.001224430743604898526%
Montenegro19110.049499727785587310.0832971706986427325%
Oceania18220.00257865106686949730.001532502123154699825%
Oceania18240.0030883220024406910.00183808139991015225%
Oceania18230.00309110502712428570.001839898410253226825%
Montenegro19050.036687646061182020.0616144016385078425%
Oceania18250.0018761529354378580.00111782061867415925%
Montenegro19130.140531376004219060.2346308976411819525%
Montenegro19040.034338615834712980.0572547577321529425%
Montenegro19120.050834219902753830.084478452801704425%
Oceania18260.0041537894867360590.002502834424376487725%
Montenegro19030.0327167473733425140.0542900152504444125%
Australia18180.0059462320059537890.00359902181662619125%
Montenegro19190.10480779409408570.1731302589178085325%
Montenegro19020.0306234825402498250.05053745955228805525%
Oceania18200.003938014619052410.00239383196458220524%
Oceania18270.00385109032504260540.00234464625827968124%
Montenegro19010.0331997461616992950.0544944815337657924%
Montenegro19000.0308910142630338670.05043597519397735624%
Oceania18280.0024680767673999070.00151792459655553124%
Montenegro18990.0231726150959730150.03764356672763824524%
Montenegro18980.020177155733108520.0326270908117294324%
Saudi Arabia19485.9543108940124519.62106227874755924%
Oceania18290.0039253360591828820.002437585033476352723%
Montenegro18970.0135154332965612410.02172225341200828623%
Montenegro19200.140070289373397830.2251105308532714823%
Montenegro18960.0176516715437173840.02824974060058593823%
Montenegro18950.0160906501114368440.025619382038712523%
Oceania18310.00091998878633603450.000579222163651138523%
Montenegro18940.016344703733921050.02592617459595203423%
Oceania18320.0072489706799387930.00459234602749347722%
Montenegro18930.0086971651762723920.01372680906206369422%
Montenegro19210.15012684464454650.2361843436956405622%
Serbia19190.41925466060638430.266528189182281522%
Serbia19200.54510968923568730.346551805734634422%
Oceania18330.0068814037367701530.00437860609963536322%
Montenegro18920.0049780416302382950.00781385041773319222%
Australia18190.0109278485178947450.00698018353432416922%
Serbia19210.56838852167129520.3635977208614349422%
Oceania18340.0085356160998344420.00547050312161445622%
Montenegro18910.0045676114968955520.00711098173633217822%
~ owid_co2.oil_co2_per_capita 🟡 median anomaly score 2.2%changed data
~ Changed values: 5,538 / 50,411 (10.99%) (5,477 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearoil_co2_per_capita -oil_co2_per_capita +anomaly score
Lower-middle-income countries19480.06303527206182480.02355684340000152646%
Lower-middle-income countries19490.072595804929733280.02759385481476783845%
Lower-middle-income countries19470.0508205443620681760.01977459713816642844%
Lower-middle-income countries19460.045413378626108170.01768738962709903744%
Lower-middle-income countries19450.042197462171316150.0177265219390392341%
Lower-middle-income countries19440.0464169867336750.0227448269724845934%
Lower-middle-income countries19420.037743005901575090.0199308823794126531%
Lower-middle-income countries19430.035102799534797670.01892233826220035630%
Lower-middle-income countries19410.051016170531511310.02770325914025306730%
Lower-middle-income countries19400.046738971024751660.02621911466121673628%
Saudi Arabia19496.03111886978149410.30336761474609426%
Lower-middle-income countries19370.034369166940450670.0205537602305412325%
Saudi Arabia19485.9543108940124519.62106227874755924%
Serbia19220.0113111417740583420.00727730058133602122%
Serbia19230.0106977624818682670.00692649511620402321%
Montenegro19220.00500077381730079650.00769785512238740921%
Serbia19240.0108279902487993240.00705543067306280121%
Saudi Arabia194712.63663196563720719.39190292358398421%
Serbia19250.014439283870160580.0094666136428713821%
Serbia19260.0158791244029998780.01047371514141559621%
Montenegro19230.0048677781596779820.00733618903905153320%
Serbia19270.018398515880107880.01221697591245174420%
Serbia19280.0197487827390432360.01319743786007165920%
Germany18700.0073903151787817480.01105085574090480820%
Serbia19290.0204692203551530840.0137665998190641420%
Lower-middle-income countries19390.035249855369329450.02372227050364017520%
Germany18950.0488125160336494450.0723920837044715919%
Germany18960.050851553678512570.075373329222202319%
Germany18940.047919556498527530.0709986984729766819%
Germany18970.0526906698942184450.0779774263501167319%
Germany18930.047208823263645170.0697766318917274519%
Serbia19300.0270688645541667940.0183203108608722719%
Germany18980.052712768316268920.0778764411807060219%
Montenegro19240.0050634252838790420.00747120520099997519%
Germany18990.052310865372419360.0771818310022354119%
Germany19000.054327327758073810.0801516100764274619%
Germany18920.046542495489120480.0685122311115264919%
Germany19100.0552545338869094850.0812924429774284419%
Germany18860.0293992646038532260.0432167202234268219%
Germany19010.05263749510049820.0773433446884155319%
Germany18850.032370291650295260.0475622043013572719%
Germany18870.03378054127097130.0496114902198314719%
Germany18910.0430593937635421750.0632036551833152819%
Serbia19310.013861300423741340.0094494400545954719%
Germany18880.0370763242244720460.0543589517474174519%
Germany18900.041702847927808760.0611231438815593719%
Germany18840.031401742249727250.0460162647068500519%
Germany18890.040500577539205550.05932518839836120619%
Germany18830.0252483878284692760.0369446240365505219%
Germany18740.0116015085950493810.01697318255901336719%
Germany19020.0528237596154212950.0772641450166702319%
Germany18730.0130705246701836590.0191172491759061819%
Germany18750.0148058375343680380.0216313712298870119%
Saudi Arabia19468.50150775909423812.41173458099365219%
Germany19110.0535929240286350250.0781995505094528219%
Germany18820.0239422451704740520.0349281132221221919%
Germany18720.0095018818974494930.01386026758700609219%
Germany18760.015427118167281150.02249694615602493319%
Germany19030.054865714162588120.0799775421619415319%
Germany18670.0048447637818753720.00705672660842537919%
Serbia19320.0193555746227502820.01329245418310165419%
Germany18770.0180041287094354630.02620536275207996419%
Germany18660.0026837731711566450.00390554312616586719%
Germany18780.01789528690278530.0260203741490840919%
Germany18810.0203120764344930650.0295299217104911818%
Germany19040.055472023785114290.0806383118033409118%
Germany18710.0096020614728331570.01393911708146333718%
Latvia19080.176063820719718930.255453199148178118%
Germany19050.053000342100858690.0768685713410377518%
Latvia19070.17818920314311980.258380949497222918%
Germany18800.0148683488368988040.02155915275216102618%
Latvia19060.165636971592903140.240165829658508318%
Germany18790.017875377088785170.0259161069989204418%
Latvia19050.147709578275680540.2138558626174926818%
Germany19060.0529320724308490750.076620422303676618%
Germany18650.00096710404613986610.001398796681314706818%
Germany18680.0056489589624106880.00816630106419324918%
Serbia19330.017318820580840110.01198121625930070918%
Germany19070.055873777717351910.0807181149721145618%
Montenegro19250.0069278054870665070.01000613253563642518%
Latvia19040.181123167276382450.261560797691345218%
Latvia19020.180531531572341920.2604548633098602318%
Latvia18980.14695815742015840.2120062708854675318%
Latvia19030.1692195087671280.2441058754920959518%
Germany19080.058249238878488540.0840233936905860918%
Germany19120.0596957840025424960.0861085429787635818%
Latvia19010.19130814075469970.2759197056293487518%
Latvia18970.132855653762817380.1915994733572006218%
Latvia18990.163241982460021970.2353935688734054618%
Latvia19000.183836236596107480.264945834875106818%
Latvia19090.18576391041278840.2674258649349212618%
Germany18690.00708892336115241050.01019154675304889718%
Latvia18960.117348521947860720.1687020212411880518%
Germany19090.0540737919509410860.0776215642690658618%
Serbia19340.0157193075865507130.01095578167587518718%
Lower-middle-income countries19350.0275303982198238370.0192137733101844818%
Latvia18950.118083611130714420.1687463074922561618%
Latvia18780.022089276462793350.03156070783734321618%
Latvia18770.0180930159986019130.02584992535412311618%
Serbia19350.0142263565212488170.0099916979670524617%
~ owid_co2.coal_co2_per_capita 🟡 median anomaly score 2.1%changed data
~ Changed values: 9,434 / 50,411 (18.71%) (9,373 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearcoal_co2_per_capita -coal_co2_per_capita +anomaly score
Australia18050.00103801512159407140.000420477241277694742%
Australia18060.002833711216226220.001171738607808947641%
Australia18070.0026282691396772860.001108045922592282341%
Australia18080.0032052195165306330.001376331318169832240%
Australia18090.0049977372400462630.002186542144045233739%
Australia18100.0048680147156119350.0021760698873549738%
Australia18110.008302429690957070.00379550131037831337%
Australia18120.00809224322438240.003780462080612778736%
Australia18130.010139380581676960.004835917148739099535%
Australia18140.0120428111404180530.00587595300748944334%
Serbia18900.019211733713746070.00947801209986209934%
Serbia18910.0221425928175449370.0109487501904368434%
Serbia18920.0242121573537588120.01203197240829467834%
Serbia18930.042413424700498580.02113080210983753233%
Australia18150.0093638179823756220.004667185246944427533%
Serbia18850.0067809312604367730.003380433423444628733%
Serbia18940.079947233200073240.0399123579263687133%
Serbia18950.07893663644790650.0394400767982006133%
Serbia18960.086846433579921720.0434876047074794833%
Serbia18970.066693626344203950.03343981876969337533%
Serbia18980.099862158298492430.0502276457846164733%
Serbia18990.115005441009998320.05795403197407722533%
Serbia19000.153679460287094120.0776433497667312633%
Serbia19010.165538102388381960.0838941559195518533%
Serbia19020.152997866272926330.0778032168745994633%
Serbia19030.163739442825317380.0835785046219825732%
Serbia19040.17215429246425630.0881404653191566532%
Serbia19050.184253826737403870.0948514491319656432%
Serbia19060.217402756214141850.112244144082069432%
Serbia19070.21824158728122710.1129517331719398532%
Serbia19080.231639742851257320.1203357726335525532%
Serbia19090.234407037496566770.1224552541971206731%
Serbia19100.228215649724006650.119539059698581731%
Serbia19110.242973491549491880.1282353997230529831%
Serbia19120.244489520788192750.1300500482320785531%
Australia18160.00756199425086379050.00403155246749520330%
Serbia19130.65865170955657960.361206233501434329%
Oceania18090.00084793136920779940.0004705090832430869329%
Oceania18080.0005305536906234920.0002944025036413222629%
Oceania18070.000424350582761690.0002355402102693915429%
Oceania18060.000446163088781759140.0002477215894032269729%
Oceania18050.000159338334924541418.849259029375389e-0529%
Oceania18110.00147949752863496540.000822703179437667129%
Oceania18120.00147706328425556420.000822400324977934428%
Oceania18130.00189524365123361350.001056589419022202528%
Oceania18140.0023046676069498060.001287340768612921228%
Oceania18150.00183427799493074420.001026474288664758228%
Oceania18160.0015159510076045990.000858724873978644628%
Australia18170.0066079865209758280.00375858996994793427%
Oceania18100.0008257692679762840.0004702605947386473427%
Oceania18170.0013553772587329150.000776702712755650327%
Oceania18180.0012476185802370310.000722871744073927427%
Oceania18190.00233314558863639830.00136533670593053126%
Montenegro19090.046608023345470430.0795442685484886226%
Montenegro19080.045879237353801730.0781682431697845526%
Montenegro19100.0458066090941429140.0776496678590774526%
Montenegro19070.043301690369844440.0733711123466491726%
Montenegro19060.043210029602050780.0729092210531234726%
Oceania18210.00206565042026340960.001224430743604898526%
Montenegro19110.049499727785587310.0832971706986427325%
Oceania18220.00257865106686949730.001532502123154699825%
Oceania18240.0030883220024406910.00183808139991015225%
Oceania18230.00309110502712428570.001839898410253226825%
Montenegro19050.036687646061182020.0616144016385078425%
Oceania18250.0018761529354378580.00111782061867415925%
Montenegro19130.140531376004219060.2346308976411819525%
Montenegro19040.034338615834712980.0572547577321529425%
Montenegro19120.050834219902753830.084478452801704425%
Oceania18260.0041537894867360590.002502834424376487725%
Montenegro19030.0327167473733425140.0542900152504444125%
Australia18180.0059462320059537890.00359902181662619125%
Montenegro19190.10480779409408570.1731302589178085325%
Montenegro19020.0306234825402498250.05053745955228805525%
Oceania18200.003938014619052410.00239383196458220524%
Oceania18270.00385109032504260540.00234464625827968124%
Montenegro19010.0331997461616992950.0544944815337657924%
Montenegro19000.0308910142630338670.05043597519397735624%
Oceania18280.0024680767673999070.00151792459655553124%
Montenegro18990.0231726150959730150.03764356672763824524%
Montenegro18980.020177155733108520.0326270908117294324%
Oceania18290.0039253360591828820.002437585033476352723%
Montenegro18970.0135154332965612410.02172225341200828623%
Montenegro19200.140070289373397830.2251105308532714823%
Montenegro18960.0176516715437173840.02824974060058593823%
Montenegro18950.0160906501114368440.025619382038712523%
Oceania18310.00091998878633603450.000579222163651138523%
Montenegro18940.016344703733921050.02592617459595203423%
Oceania18320.0072489706799387930.00459234602749347722%
Montenegro18930.0086971651762723920.01372680906206369422%
Montenegro19210.15012684464454650.2361843436956405622%
Serbia19190.41925466060638430.266528189182281522%
Serbia19200.54510968923568730.346551805734634422%
Oceania18330.0068814037367701530.00437860609963536322%
Montenegro18920.0049780416302382950.00781385041773319222%
Australia18190.0109278485178947450.00698018353432416922%
Serbia19210.56838852167129520.3635977208614349422%
Oceania18340.0085356160998344420.00547050312161445622%
Montenegro18910.0045676114968955520.00711098173633217822%
Oceania18300.00363341905176639560.00233516725711524522%
Serbia19220.79756987094879150.513136148452758822%
~ owid_co2.cement_co2 🟡 median anomaly score 2.1%changed data
~ Changed values: 240 / 50,411 (0.48%) — showing the 100 most anomalous rows
countryyearcement_co2 -cement_co2 +anomaly score
Lower-middle-income countries19380.59197199344635010.788213014602661114%
Lower-middle-income countries2020218.29127502441406286.6725463867187514%
Lower-middle-income countries2019239.044921875305.5125122070312512%
Lower-middle-income countries2021262.2822570800781333.740844726562512%
Lower-middle-income countries19280.429535984992980960.542199015617370612%
Lower-middle-income countries19290.496423989534378050.625643014907836912%
Lower-middle-income countries2018231.4806671142578291.734039306640612%
Lower-middle-income countries2022271.9320983886719338.183319091796911%
Lower-middle-income countries2017211.29867553710938262.4541625976562511%
Lower-middle-income countries19300.58595699071884160.720426023006439210%
Lower-middle-income countries19390.51937997341156010.62840902805328379.5%
Lower-middle-income countries2016209.7740478515625253.710876464843759.5%
Lower-middle-income countries19320.66618597507476810.80559802055358899.5%
Lower-middle-income countries2011153.87193298339844185.309997558593759.3%
Lower-middle-income countries2015201.28268432617188242.08271789550789.2%
Lower-middle-income countries2014192.4788818359375231.16691589355479.1%
Lower-middle-income countries19310.61556696891784670.73913300037384039.1%
Lower-middle-income countries2012165.85348510742188198.550308227539069.0%
Lower-middle-income countries2013181.68576049804688217.109756469726568.9%
Lower-middle-income countries19400.492500990629196170.58699297904968268.8%
Lower-middle-income countries2023287.0577087402344341.81726074218758.7%
Lower-middle-income countries2024292.8821105957031347.64169311523448.5%
Lower-middle-income countries2010148.78048706054688176.560638427734388.5%
Lower-middle-income countries2009144.0838623046875166.619689941406257.3%
Lower-middle-income countries2005103.92115020751953120.042404174804697.2%
Upper-middle-income countries19301.02647101879119870.89200198650360117.0%
Lower-middle-income countries19330.68747597932815550.78923600912094126.9%
Lower-middle-income countries19371.1322939395904541.29947102069854746.9%
Lower-middle-income countries200496.55319213867188110.671684265136726.8%
Lower-middle-income countries2008127.74723052978516146.102355957031256.7%
Upper-middle-income countries19280.90244400501251220.78978097438812266.7%
Lower-middle-income countries2007123.26766967773438140.069107055664066.4%
Lower-middle-income countries19340.78366500139236450.88906002044677736.3%
Lower-middle-income countries200285.9040374755859497.359680175781256.3%
Lower-middle-income countries200390.5724105834961102.33957672119146.1%
Upper-middle-income countries19291.20717394351959231.07795500755310065.7%
Low-income countries20056.5870471000671397.3706541061401375.6%
Low-income countries20036.3786878585815437.1208591461181645.5%
Low-income countries20046.4230799674987797.1704010963439945.5%
Lower-middle-income countries19361.05991601943969731.17984795570373545.4%
Lower-middle-income countries2006114.83558654785156127.81357574462895.3%
Lower-middle-income countries19411.61846601963043211.80017995834350595.3%
Low-income countries19995.5676951408386236.1833610534667975.2%
Lower-middle-income countries199766.8958587646484474.091888427734385.1%
Upper-middle-income countries19321.46057903766632081.32116699218755.0%
Low-income countries20066.6837759017944347.3635458946228034.8%
Lower-middle-income countries19350.98009496927261351.07822704315185554.8%
Upper-middle-income countries19311.39851903915405271.2749530076980594.6%
Lower-middle-income countries200079.4352416992187586.920272827148444.5%
Lower-middle-income countries199870.0484771728515676.607925415039064.5%
Lower-middle-income countries199662.48849487304687568.306549072265624.4%
Lower-middle-income countries200182.4024963378906289.63767242431644.2%
Low-income countries20076.8889021873474127.49331808090214.2%
Low-income countries19914.6983680725097665.0996460914611824.1%
Lower-middle-income countries199454.5510940551757859.114936828613284.0%
Lower-middle-income countries199976.2916946411132882.64540863037114.0%
Low-income countries19965.0098438262939455.4213027954101563.9%
Low-income countries19934.6524157524108895.032391071319583.9%
Low-income countries20026.0121579170227056.5029010772705083.9%
Lower-middle-income countries199558.15346527099609462.891819000244143.9%
Low-income countries19924.5801668167114264.951142787933353.9%
Upper-middle-income countries19331.39123499393463131.28947496414184573.8%
Low-income countries19955.0688991546630865.4668722152709963.8%
Low-income countries19984.7785038948059085.152471065521243.8%
Low-income countries19905.2098379135131845.6122341156005863.7%
Low-income countries20097.3188939094543467.8649959564208983.6%
Low-income countries201511.0846319198608411.8987684249877933.5%
Low-income countries202213.05400180816650414.0019693374633793.5%
Low-income countries202313.2463350296020514.194301605224613.5%
Low-income countries202413.2463350296020514.194301605224613.5%
Low-income countries201912.89927959442138713.8193645477294923.4%
Upper-middle-income countries19382.96291494369506842.7666740417480473.4%
Low-income countries202012.34169292449951213.2060146331787113.4%
Low-income countries202113.27311706542968814.1932020187377933.3%
Low-income countries20119.0201196670532239.6444082260131843.3%
Upper-middle-income countries20221045.6439208984375978.44476318359383.3%
Low-income countries19895.5942401885986335.9772229194641113.3%
Low-income countries201612.01171684265136712.8314285278320313.3%
Upper-middle-income countries20211138.93005371093751066.55139160156253.3%
Lower-middle-income countries196917.02385520935058618.1650772094726563.2%
Low-income countries20108.2845125198364268.8356990814208983.2%
Low-income countries19944.79493713378906255.1127839088439943.2%
Low-income countries20015.9869918823242196.3837928771972663.2%
Lower-middle-income countries19577.3613829612731936.9069910049438483.2%
Upper-middle-income countries19341.73513197898864751.62973701953887943.1%
Upper-middle-income countries20191114.731933593751047.344238281253.1%
Lower-middle-income countries199352.9363555908203156.33729171752933.1%
Upper-middle-income countries20201150.59387207031251081.34826660156253.1%
Low-income countries20087.3679227828979497.8391327857971193.1%
Upper-middle-income countries2024932.9202270507812877.2126464843753.1%
Upper-middle-income countries20181053.6986083984375992.825683593753.0%
Low-income countries201712.59729957580566413.3612499237060552.9%
Low-income countries19885.9568448066711436.3157339096069342.9%
Lower-middle-income countries197822.3381881713867223.6648445129394532.9%
Lower-middle-income countries197722.35623359680175823.6833610534667972.9%
Upper-middle-income countries20231001.06103515625945.35345458984382.9%
Low-income countries201210.38738059997558610.9945135116577152.8%
Low-income countries20005.5549488067626955.8750572204589842.8%
Lower-middle-income countries197622.19416999816894523.4645214080810552.8%
Upper-middle-income countries19373.15490889549255372.987731933593752.7%
~ owid_co2.share_global_cement_co2 🟡 median anomaly score 2.1%changed data
~ Changed values: 240 / 50,411 (0.48%) — showing the 100 most anomalous rows
countryyearshare_global_cement_co2 -share_global_cement_co2 +anomaly score
Lower-middle-income countries19381.5367503166198732.046188831329345714%
Lower-middle-income countries202013.4411487579345717.65168190002441414%
Lower-middle-income countries201914.7948875427246118.90867614746093812%
Lower-middle-income countries202115.73487472534179720.02182769775390612%
Lower-middle-income countries19281.20713770389556881.52375781536102312%
Lower-middle-income countries19291.34631705284118651.696762919425964412%
Lower-middle-income countries201814.96466159820556618.8598976135253912%
Lower-middle-income countries202217.22463417053222721.42110061645507811%
Lower-middle-income countries201714.08707809448242217.4975662231445311%
Lower-middle-income countries19301.64774882793426512.025884151458740210%
Lower-middle-income countries19391.45650279521942141.7622539997100839.5%
Lower-middle-income countries201614.2109136581420917.1873683929443369.5%
Lower-middle-income countries19322.697756528854373.26231312751779.5%
Lower-middle-income countries201111.44244575500488313.7802886962890629.3%
Lower-middle-income countries201513.9715070724487316.803533554077159.2%
Lower-middle-income countries201412.89683055877685515.4890785217285169.1%
Lower-middle-income countries19311.99249422550201422.3924579620361339.1%
Lower-middle-income countries201212.04145526885986314.4153404235839849.0%
Lower-middle-income countries201312.60539150238037115.0631141662597668.9%
Lower-middle-income countries19401.56694686412811281.86758375167846688.8%
Lower-middle-income countries202318.63664627075195322.1918010711669928.7%
Lower-middle-income countries202419.8858375549316423.6038532257080088.5%
Lower-middle-income countries201011.885195732116714.1043882369995128.5%
Lower-middle-income countries200912.3084850311279314.2336282730102547.3%
Lower-middle-income countries200510.74924468994140612.4167709350585947.2%
Upper-middle-income countries19302.8865025043487552.50836706161499027.0%
Lower-middle-income countries19332.8838245868682863.310687541961676.9%
Lower-middle-income countries19372.77496457099914553.18467307090759286.9%
Lower-middle-income countries200410.77687358856201212.352722167968756.8%
Lower-middle-income countries200811.2315406799316412.845323562622076.7%
Upper-middle-income countries19282.53616499900817872.21954464912414556.7%
Lower-middle-income countries200710.9454612731933612.4373311996459966.4%
Lower-middle-income countries19342.74831843376159673.11793947219848636.3%
Lower-middle-income countries200211.0274152755737312.4979639053344736.3%
Lower-middle-income countries200310.56318283081054711.9355506896972666.1%
Upper-middle-income countries19293.2738928794860842.92344713211059575.7%
Low-income countries20050.68134135007858280.76239496469497685.6%
Low-income countries20030.74392682313919070.83048391342163095.5%
Low-income countries20040.71691793203353880.80033093690872195.5%
Lower-middle-income countries19362.73624181747436523.0458540916442875.4%
Lower-middle-income countries200610.96497821807861312.2041711807250985.3%
Lower-middle-income countries19413.73840188980102544.1581330299377445.3%
Low-income countries19990.80920284986495970.89868319034576425.2%
Lower-middle-income countries199710.153750419616711.245995521545415.1%
Upper-middle-income countries19325.9146943092346195.3501381874084475.0%
Low-income countries20060.63819468021392820.70310199260711674.8%
Lower-middle-income countries19353.0572886466979983.36339950561523444.8%
Upper-middle-income countries19314.5267877578735354.1268239021301274.6%
Lower-middle-income countries200011.06085586547851612.1030998229980474.5%
Lower-middle-income countries199810.66842746734619111.6674356460571294.5%
Lower-middle-income countries19969.86309146881103510.7814044952392584.4%
Lower-middle-income countries200110.97605323791503911.939782142639164.2%
Low-income countries20070.6116948723793030.66536355018615724.2%
Low-income countries19910.93093466758728031.0104439258575444.1%
Lower-middle-income countries19949.29726314544677710.0750885009765624.0%
Lower-middle-income countries199911.08815479278564512.0115957260131844.0%
Low-income countries19960.79074633121490480.85569041967391973.9%
Low-income countries19930.84656059741973880.91570144891738893.9%
Low-income countries20020.77177470922470090.8347709178924563.9%
Lower-middle-income countries19959.3764991760253910.1404991149902343.9%
Low-income countries19920.87088394165039060.94142222404479983.9%
Upper-middle-income countries19335.8359532356262215.4090905189514163.8%
Low-income countries19950.81729489564895630.88146299123764043.8%
Low-income countries19980.72776919603347780.78472459316253663.8%
Low-income countries19901.05778789520263671.13948905467987063.7%
Low-income countries20090.62522268295288090.6718739271163943.6%
Low-income countries20150.76941055059432980.82592159509658813.5%
Low-income countries20220.82686239480972290.8869082331657413.5%
Low-income countries20230.85999178886413570.92153662443161013.5%
Low-income countries20240.89938735961914060.9637514948844913.5%
Low-income countries20190.79835778474807740.85530346632003783.4%
Upper-middle-income countries19387.6916818618774417.1822433471679693.4%
Low-income countries20200.75993204116821290.81315207481384283.4%
Low-income countries20210.79628270864486690.85148060321807863.3%
Low-income countries20110.67076712846755980.71719133853912353.3%
Upper-middle-income countries202266.2328414916992261.97632980346683.3%
Low-income countries19891.1368715763092041.21470212936401373.3%
Low-income countries20160.8137207031250.86925119161605833.3%
Upper-middle-income countries202168.3268508911132863.984699249267583.3%
Lower-middle-income countries19696.2911686897277836.7129073143005373.2%
Low-income countries20100.66180092096328740.70583188533782963.2%
Low-income countries19940.81721162796020510.87138295173645023.2%
Low-income countries20010.79747027158737180.85032439231872563.2%
Lower-middle-income countries19576.0116696357727055.6405901908874513.2%
Upper-middle-income countries19346.0851197242736825.7154989242553713.1%
Upper-middle-income countries201968.9926071166992264.82187652587893.1%
Lower-middle-income countries19939.63237953186035210.251217842102053.1%
Upper-middle-income countries202070.8470993041992266.583343505859383.1%
Low-income countries20080.64778804779052730.68921679258346563.1%
Upper-middle-income countries202463.3425559997558659.56016921997073.1%
Upper-middle-income countries201868.1190490722656264.183761596679693.0%
Low-income countries20170.83984982967376710.89078164100646972.9%
Low-income countries19881.23604321479797361.31051254272460942.9%
Lower-middle-income countries19785.6141762733459475.94759988784792.9%
Lower-middle-income countries19775.9982943534851076.3543696403503422.9%
Upper-middle-income countries202364.9918899536132861.3751792907714842.9%
Low-income countries20120.75415468215942380.79823428392410282.8%
Low-income countries20000.7734916210174560.81806468963623052.8%
Lower-middle-income countries19766.2333946228027346.5901823043823242.8%
Upper-middle-income countries19377.7318797111511237.3221707344055182.7%
~ owid_co2.trade_co2 🟡 median anomaly score 1.9%changed data
~ Changed values: 102 / 50,411 (0.20%) — showing the 100 most anomalous rows
countryyeartrade_co2 -trade_co2 +anomaly score
Lower-middle-income countries1990-150.325439453125-96.5435485839843822%
Lower-middle-income countries1992-124.33805084228516-89.3616638183593816%
Lower-middle-income countries1999-279.2884521484375-205.0702056884765615%
Lower-middle-income countries2002-363.21368408203125-266.954620361328115%
Lower-middle-income countries1991-160.0792999267578-118.6005096435546915%
Lower-middle-income countries1994-185.42092895507812-141.766525268554713%
Lower-middle-income countries1993-171.1119384765625-131.5348510742187513%
Lower-middle-income countries2000-354.8853759765625-275.7721557617187513%
Lower-middle-income countries1996-238.02330017089844-187.3364410400390612%
Lower-middle-income countries1995-197.438720703125-155.8274536132812512%
Lower-middle-income countries2018-464.3955078125-367.190795898437512%
Lower-middle-income countries2012-294.35955810546875-233.3598785400390612%
Lower-middle-income countries2013-487.3868713378906-388.9331054687511%
Lower-middle-income countries2005-307.3669128417969-245.3953247070312511%
Lower-middle-income countries2008-276.13287353515625-220.8174133300781211%
Lower-middle-income countries2011-309.39007568359375-247.6797485351562511%
Lower-middle-income countries2010-271.1628723144531-217.377029418945311%
Lower-middle-income countries2003-324.0861511230469-262.691192626953110%
Lower-middle-income countries2016-418.3273010253906-339.764739990234410%
Lower-middle-income countries2001-324.5327453613281-263.7274780273437510%
Lower-middle-income countries1997-245.1664581298828-200.3006744384765610%
Lower-middle-income countries2004-322.642822265625-264.70425415039069.9%
Lower-middle-income countries2007-287.6078186035156-239.06355285644539.2%
Lower-middle-income countries2015-370.42584228515625-310.164489746093758.9%
Lower-middle-income countries2017-414.40179443359375-351.82669067382818.2%
Lower-middle-income countries2006-336.11083984375-286.230285644531258.0%
Lower-middle-income countries2009-220.60723876953125-190.56819152832037.3%
Lower-middle-income countries1998-250.81727600097656-221.816314697265626.1%
Lower-middle-income countries2014-361.6266174316406-324.31668090820315.4%
Lower-middle-income countries2019-430.03009033203125-393.87185668945314.4%
Upper-middle-income countries1990-615.1577758789062-668.88909912109384.2%
Upper-middle-income countries1999-887.18798828125-960.7956542968754.0%
Upper-middle-income countries2002-1191.2186279296875-1287.15002441406253.9%
Upper-middle-income countries2000-1031.35791015625-1110.12145996093753.7%
Upper-middle-income countries1993-576.0358276367188-615.59503173828123.3%
Lower-middle-income countries2020-366.3708190917969-391.23098754882813.3%
Upper-middle-income countries1996-792.826904296875-843.425292968753.1%
Upper-middle-income countries2018-1628.63720703125-1731.68737792968753.1%
Upper-middle-income countries1991-672.2406616210938-713.66448974609383.0%
Upper-middle-income countries1992-594.7724609375-629.72363281252.9%
Upper-middle-income countries2001-1052.2454833984375-1112.6491699218752.8%
Upper-middle-income countries2013-1764.2301025390625-1862.2402343752.7%
Upper-middle-income countries1994-810.9230346679688-854.5449218752.6%
Upper-middle-income countries1997-872.8565673828125-917.65093994140622.5%
Upper-middle-income countries1995-866.9818725585938-908.5900878906252.3%
Low-income countries2022-135.22186279296875-129.075210571289062.3%
Upper-middle-income countries2016-1752.1346435546875-1830.6784667968752.2%
Low-income countries2021-134.3585205078125-128.621917724609382.2%
Low-income countries2023-141.0546875-135.0783691406252.2%
Low-income countries2018-140.88047790527344-135.035552978515622.1%
Upper-middle-income countries2003-1565.602294921875-1626.3034667968751.9%
Low-income countries2019-153.632568359375-148.00422668457031.9%
Upper-middle-income countries2015-1638.8331298828125-1699.08630371093751.8%
Upper-middle-income countries2017-1734.2177734375-1796.6643066406251.8%
Low-income countries2020-148.06198120117188-143.27311706542971.6%
Upper-middle-income countries2004-1720.6993408203125-1777.92053222656251.6%
Upper-middle-income countries2012-1889.6025390625-1950.22741699218751.6%
Upper-middle-income countries2005-1960.58935546875-2021.95812988281251.5%
Upper-middle-income countries1998-949.3534545898438-978.224121093751.5%
Upper-middle-income countries2011-2024.8668212890625-2085.8151855468751.5%
Upper-middle-income countries2010-1954.7423095703125-2007.7639160156251.3%
Upper-middle-income countries2008-2122.78466796875-2177.8073730468751.3%
Upper-middle-income countries2006-2080.375732421875-2132.498535156251.2%
Upper-middle-income countries2019-1720.1776123046875-1761.96398925781251.2%
Upper-middle-income countries2007-2020.1390380859375-2068.44628906251.2%
Upper-middle-income countries2014-1849.512939453125-1886.65136718750.99%
Lower-middle-income countries2022-511.0786437988281-502.35366821289060.86%
Upper-middle-income countries2009-1807.5863037109375-1836.95568847656250.81%
Low-income countries2006-171.49522399902344-169.253265380859380.66%
Upper-middle-income countries2020-1797.8624267578125-1777.7910156250.56%
Upper-middle-income countries2022-2135.36865234375-2150.23925781250.35%
Lower-middle-income countries2021-439.9531555175781-437.65811157226560.26%
Low-income countries2011-159.6563262939453-160.41784667968750.24%
Low-income countries2004-159.88563537597656-160.60253906250.22%
Low-income countries2003-157.85504150390625-158.548568725585940.22%
Low-income countries1999-142.8291473388672-143.439483642578120.21%
Low-income countries2010-181.1729278564453-181.93681335449220.21%
Upper-middle-income countries2021-1977.96142578125-1985.992675781250.20%
Low-income countries2009-180.6640625-181.33308410644530.18%
Low-income countries2005-163.57273864746094-164.175643920898440.18%
Low-income countries2013-127.02568054199219-127.4685058593750.17%
Upper-middle-income countries2023-2149.105712890625-2155.00488281250.14%
Low-income countries2001-147.11871337890625-147.520324707031250.14%
Low-income countries2012-144.3603515625-144.734848022460940.13%
Low-income countries2000-144.94703674316406-145.296722412109380.12%
Low-income countries2002-136.53855895996094-136.86628723144530.12%
Low-income countries2008-182.67005920410156-182.96138000488280.08%
Low-income countries2007-174.09117126464844-174.327636718750.07%
Low-income countries2014-127.57703399658203-127.749420166015620.07%
Low-income countries1998-136.6455535888672-136.77583312988280.05%
Low-income countries2017-145.524169921875-145.652282714843750.04%
Low-income countries1996-136.2425537109375-136.33117675781250.03%
Low-income countries1997-138.37586975097656-138.447036743164060.03%
Low-income countries1991-176.42416381835938-176.479217529296880.02%
Low-income countries1990-178.8382110595703-178.888763427734380.01%
Low-income countries1994-148.18092346191406-148.213516235351560.01%
Low-income countries2016-110.37385559082031-110.392486572265620.01%
Low-income countries1992-160.9557647705078-160.98078918457030.01%
Lower-middle-income countries2023-560.5078735351562-560.5852050781250.01%
Low-income countries1993-152.49085998535156-152.50846862792970.01%
~ owid_co2.gas_co2_per_capita 🟡 median anomaly score 1.9%changed data
~ Changed values: 1,874 / 50,411 (3.72%) (1,813 revised, 61 appeared) — showing the 100 most anomalous rows
countryyeargas_co2_per_capita -gas_co2_per_capita +anomaly score
Lower-middle-income countries19440.00188955641351640220.0100%
Lower-middle-income countries19410.0017388669075444340.0100%
Lower-middle-income countries19420.0014165550237521530.0100%
Lower-middle-income countries19430.00115591066423803570.0100%
Lower-middle-income countries19320.0024125946220010520.00040732370689511371%
Lower-middle-income countries19330.00246746628545224670.000504451978486031366%
Lower-middle-income countries19340.0027889774646610020.000661453872453421462%
Lower-middle-income countries19350.0030043730512261390.00079162133624777258%
Lower-middle-income countries19380.00380008202046155930.001021933625452220458%
Lower-middle-income countries19540.0113391168415546420.003413030412048101454%
Lower-middle-income countries19360.00325277820229530330.000989005784504115653%
Lower-middle-income countries19370.00334696145728230480.001026535755954682853%
Lower-middle-income countries19530.0104305557906627660.003225609660148620653%
Lower-middle-income countries19550.012739502824842930.0040222234092652852%
Lower-middle-income countries19520.009098090231418610.003124351846054196449%
Lower-middle-income countries19470.0059870141558349130.00216874992474913647%
Lower-middle-income countries19480.0062961936928331850.002304820809513330546%
Lower-middle-income countries19560.0147800315171480180.00541112525388598446%
Lower-middle-income countries19510.008248440921306610.003184208413586020544%
Lower-middle-income countries19490.0060370215214788910.002347986446693539644%
Lower-middle-income countries19460.0045246686786413190.00180697650648653543%
Lower-middle-income countries19570.018911577761173250.007728014606982469642%
Lower-middle-income countries19450.00384042295627295970.001626531244255602440%
Lower-middle-income countries19500.0070616132579743860.0030127174686640540%
Lower-middle-income countries19580.022309584543108940.01029199641197919837%
Lower-middle-income countries19590.0247022714465856550.0120679466053843534%
Lower-middle-income countries19600.0279402136802673340.01427759695798158632%
Lower-middle-income countries19610.0311224367469549180.01677153445780277330%
Lower-middle-income countries19620.033957011997699740.01900885254144668628%
Lower-middle-income countries19630.037796352058649060.02187193185091018727%
Saudi Arabia19490.00120180833619087930.002053130185231566426%
Lower-middle-income countries19730.06282237172126770.0370108261704444926%
Lower-middle-income countries19700.053872626274824140.03180264309048652626%
Lower-middle-income countries19640.0423390269279480.02510394155979156526%
Lower-middle-income countries19740.06473263353109360.0387082360684871725%
Lower-middle-income countries19710.056267648935317990.0336970500648021725%
Lower-middle-income countries19650.045915324240922930.02792456746101379424%
Lower-middle-income countries19670.051504269242286680.03146508708596229624%
Lower-middle-income countries19720.058061942458152770.0355870015919208524%
Lower-middle-income countries19660.0486185625195503230.02985667251050472324%
Lower-middle-income countries19680.053002208471298220.03271630406379724%
Lower-middle-income countries19750.06536960601806640.0403985939919948624%
Lower-middle-income countries19690.0551070086658000950.034573514014482523%
Lower-middle-income countries19800.083516873419284820.0526110231876373323%
Lower-middle-income countries19790.082126013934612270.0528560131788253822%
Lower-middle-income countries19760.06752935051918030.04398538172245025621%
Upper-middle-income countries19540.0107316896319389340.0162695497274398821%
Lower-middle-income countries19840.095623239874839780.063153959810733820%
Lower-middle-income countries19780.077572681009769440.0512724854052066820%
Lower-middle-income countries19770.077630378305912020.0515082702040672320%
Lower-middle-income countries19830.090568073093891140.0601839311420917520%
Upper-middle-income countries19530.0100642442703247070.01510588731616735520%
Lower-middle-income countries19810.089545764029026030.0597898215055465720%
Lower-middle-income countries19860.10227771103382110.0683938637375831620%
Lower-middle-income countries19820.092521041631698610.0622175149619579320%
Serbia19290.00033173820702359080.000223110953811556120%
Serbia19300.00065829633967950940.0004455374437384307419%
Upper-middle-income countries19550.0131459394469857220.01929453015327453619%
Serbia19310.00096631387714296580.000658749544527381719%
Serbia19320.000318818056257441640.0002189485239796340519%
Lower-middle-income countries19850.101347215473651890.0697681531310081518%
Lower-middle-income countries19870.110094271600246430.0763275250792503418%
Upper-middle-income countries19520.0096626188606023790.01388795021921396318%
Upper-middle-income countries19560.0151468692347407340.0217605363577604318%
Lower-middle-income countries19880.114204831421375270.0796621814370155318%
Upper-middle-income countries19570.0189855545759201050.02686630375683307617%
Serbia19360.000293504970613867040.0002075925731332972617%
Upper-middle-income countries19500.0068801054731011390.00971070304512977617%
Serbia19370.00028462707996368410.0002028101735049858717%
Upper-middle-income countries19510.0089105805382132530.01250068377703428317%
Serbia19380.00027089941431768240.0001944579271366819716%
Lower-middle-income countries19960.156072631478309630.1125994697213172916%
Lower-middle-income countries19900.121064297854900360.0876347646117210416%
Lower-middle-income countries19970.157684773206710820.1143001168966293316%
Lower-middle-income countries19890.117035903036594390.085126608610153216%
Upper-middle-income countries19320.0037304759025573730.00512627093121409416%
Lower-middle-income countries19910.12293326854705810.0895307287573814416%
Lower-middle-income countries19950.149399444460868840.1092075556516647316%
Lower-middle-income countries19940.138130426406860350.101669549942016615%
Serbia19390.0002650965761858970.0001956907508429139915%
Upper-middle-income countries19580.0243153534829616550.0328950136899948115%
Upper-middle-income countries19480.008012353442609310.010837251320481315%
Upper-middle-income countries19470.0077109918929636480.01039236411452293415%
Upper-middle-income countries19590.0292066354304552080.03841406106948852514%
Germany19350.000368288427125662570.0004822450282517820613%
Germany19360.00062691891798749570.000820875749923288813%
Germany19370.00057064095744863150.000747156096622347813%
Germany19340.00031790777575224640.000416208145907148713%
Lower-middle-income countries19980.15740601718425750.120486773550510413%
Lower-middle-income countries19930.133706092834472660.1024124175310134913%
Germany19380.00046361007844097910.00060482829576358213%
Upper-middle-income countries19490.0091736996546387670.01190497539937496213%
Upper-middle-income countries19440.0045418562367558480.00586799671873450313%
Upper-middle-income countries19340.0051264241337776180.00657228007912635812%
Germany19390.00081992533523589370.001050638151355087812%
Upper-middle-income countries19600.03660874068737030.0468954630196094512%
Upper-middle-income countries19460.00688263168558478360.00880275294184684812%
Lower-middle-income countries19990.159530058503150940.126347139477729812%
Lower-middle-income countries20000.163259014487266540.1297177374362945611%
Germany19400.00040858608554117380.000513563747517764611%
~ owid_co2.share_global_co2_including_luc 🟡 median anomaly score 1.8%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearshare_global_co2_including_luc -share_global_co2_including_luc +anomaly score
Lower-middle-income countries18750.70888906717300420.1262477338314056470%
Lower-middle-income countries18770.68427324295043950.126525133848190369%
Lower-middle-income countries18760.77015954256057740.15260195732116767%
Lower-middle-income countries18730.75189036130905150.1509306132793426567%
Lower-middle-income countries18710.80205863714218140.166878595948219366%
Lower-middle-income countries18700.83241122961044310.1765346676111221365%
Lower-middle-income countries18740.79192137718200680.1814384907484054663%
Lower-middle-income countries18720.81073570251464840.2012136280536651660%
Lower-middle-income countries19071.95314669609069824.12019062042236336%
Lower-middle-income countries19082.03172564506530764.10993576049804734%
Lower-middle-income countries19102.03788065910339364.04201889038085933%
Lower-middle-income countries19122.1699194908142094.2286987304687532%
Lower-middle-income countries19112.1180109977722174.08085536956787132%
Lower-middle-income countries19091.9827257394790653.818815469741821332%
Lower-middle-income countries19132.16373276710510254.1530389785766631%
Lower-middle-income countries19142.27509379386901864.16913414001464829%
Lower-middle-income countries19153.576216936111455.79324674606323224%
Lower-middle-income countries19183.56885862350463875.70023155212402323%
Lower-middle-income countries19163.50320339202880865.54303264617919923%
Lower-middle-income countries19173.50274491310119635.52477693557739322%
Lower-middle-income countries19193.81603670120239266.00567245483398422%
Lower-middle-income countries19052.1196966171264653.042121887207031218%
Lower-middle-income countries19042.16514635086059573.0992670059204118%
Lower-middle-income countries19022.2668175697326663.237864732742309618%
Lower-middle-income countries19032.1847250461578373.120376825332641618%
Lower-middle-income countries19012.249392271041873.196525573730468817%
Lower-middle-income countries19002.33387279510498053.316529273986816417%
Lower-middle-income countries19062.1068043708801272.985087394714355517%
Lower-middle-income countries18952.66069507598876953.71137619018554716%
Lower-middle-income countries18982.4950494766235353.475711345672607416%
Lower-middle-income countries18972.54032492637634283.53498697280883816%
Lower-middle-income countries18992.4279973506927493.366322994232177716%
Lower-middle-income countries18962.63608622550964363.61535930633544916%
Lower-middle-income countries18932.6715209484100343.662960290908813516%
Lower-middle-income countries18942.64955377578735353.57134580612182615%
Lower-middle-income countries18922.77689719200134283.699101924896240214%
Lower-middle-income countries19205.72245550155639657.13821887969970711%
Lower-middle-income countries19757.18690490722656258.82309055328369110%
Lower-middle-income countries19766.9925708770751958.58062553405761710%
Lower-middle-income countries18893.37860727310180662.7875134944915779.6%
Lower-middle-income countries18783.1110515594482422.5814089775085459.3%
Lower-middle-income countries18793.05030798912048342.5352313518524179.2%
Lower-middle-income countries18803.5038847923278812.92849397659301768.9%
Lower-middle-income countries18813.73419332504272463.14462351799011238.6%
Lower-middle-income countries18833.9157059192657473.30128765106201178.5%
Lower-middle-income countries18854.0994529724121093.4680814743041998.3%
Lower-middle-income countries18823.84186100959777833.2583005428314218.2%
Lower-middle-income countries18864.0882263183593753.486980915069587.9%
Lower-middle-income countries18843.97097945213317873.39191961288452157.9%
Lower-middle-income countries18883.9721238613128663.39965987205505377.8%
Lower-middle-income countries18874.0136461257934573.4503078460693367.5%
Lower-middle-income countries19217.2084207534790048.3181152343757.1%
Lower-middle-income countries18902.98859739303588872.61445593833923346.7%
Lower-middle-income countries19796.5866789817810067.5089917182922366.5%
Lower-middle-income countries19786.8561291694641117.782282352447516.3%
Lower-middle-income countries19747.7506432533264168.7882852554321296.3%
Lower-middle-income countries19778.041724205017099.0668220520019536.0%
Lower-middle-income countries202012.31874370574951213.8673267364501955.9%
Lower-middle-income countries201411.69914340972900413.1069593429565435.7%
Lower-middle-income countries201912.15280628204345713.5788898468017585.5%
Lower-middle-income countries19227.589665889739998.4763412475585945.5%
Lower-middle-income countries19737.6221284866333018.5005369186401375.4%
Lower-middle-income countries196310.7505121231079111.98602008819585.4%
Lower-middle-income countries202412.94383811950683614.3957262039184575.3%
Lower-middle-income countries202112.12726974487304713.450059890747075.2%
Lower-middle-income countries202212.29635143280029313.6216573715209965.1%
Lower-middle-income countries202312.67111396789550814.0361242294311525.1%
Lower-middle-income countries201812.39846515655517613.7318124771118165.1%
Lower-middle-income countries18912.80165576934814452.5355389118194585.0%
Upper-middle-income countries190722.9880027770996120.820957183837894.9%
Lower-middle-income countries201511.41993045806884812.5861854553222664.9%
Lower-middle-income countries19669.37177371978759810.3163938522338874.8%
Lower-middle-income countries19449.3587932586669928.5177764892578124.7%
Lower-middle-income countries19806.7635107040405277.42973327636718754.7%
Upper-middle-income countries190823.22944831848144521.151237487792974.7%
Lower-middle-income countries200010.03710269927978510.9807558059692384.5%
Low-income countries19505.9488840103149416.4991545677185064.4%
Upper-middle-income countries191526.35921669006347724.1421871185302734.4%
Lower-middle-income countries194910.7506961822509779.8499736785888674.4%
Lower-middle-income countries19247.8581142425537118.57391071319584.4%
Lower-middle-income countries201612.43201255798339813.5641269683837894.4%
Upper-middle-income countries191825.66051292419433623.5291385650634774.3%
Upper-middle-income countries191225.06168746948242223.0029106140136724.3%
Lower-middle-income countries19439.266333580017098.5054340362548834.3%
Upper-middle-income countries191024.50812721252441422.5039901733398444.3%
Upper-middle-income countries191124.17834281921386722.2154960632324224.2%
Lower-middle-income countries19237.4715127944946298.1297817230224614.2%
Lower-middle-income countries201712.97449207305908214.1165142059326174.2%
Lower-middle-income countries19429.2994956970214848.5492601394653324.2%
Lower-middle-income countries196410.13796138763427711.0203037261962894.2%
Upper-middle-income countries191625.56977462768554723.529947280883794.2%
Upper-middle-income countries190923.03780364990234421.201713562011724.2%
Upper-middle-income countries191325.01511764526367223.025812149047854.1%
Lower-middle-income countries200910.74197578430175811.6652631759643554.1%
Lower-middle-income countries194810.3120632171630869.4978094100952154.1%
Lower-middle-income countries196211.62228298187255912.6160268783569344.1%
Upper-middle-income countries191725.70142745971679723.679395675659184.1%
Lower-middle-income countries200710.14290618896484411.0041942596435554.1%
Lower-middle-income countries20049.52826499938964810.3312120437622074.0%
Lower-middle-income countries19717.9050841331481938.5678119659423834.0%
~ owid_co2.co2_including_luc 🟡 median anomaly score 1.8%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2_including_luc -co2_including_luc +anomaly score
Lower-middle-income countries187528.4496498107910165.06666612625122170%
Lower-middle-income countries187728.607360839843755.289627075195312569%
Lower-middle-income countries187631.4078540802001956.22325658798217867%
Lower-middle-income countries187329.1707515716552735.85558748245239367%
Lower-middle-income countries187128.6079750061035165.95225667953491266%
Lower-middle-income countries187028.6977920532226566.08612108230590865%
Lower-middle-income countries187431.1965923309326177.14750576019287163%
Lower-middle-income countries187230.716892242431647.62351703643798860%
Lower-middle-income countries1907151.93212890625320.502960205078136%
Lower-middle-income countries1908156.6812744140625316.947296142578134%
Lower-middle-income countries1910159.94158935546875317.2349243164062533%
Lower-middle-income countries1912171.8843231201172334.964965820312532%
Lower-middle-income countries1911166.5355224609375320.870513916015632%
Lower-middle-income countries1909156.77012634277344301.94604492187532%
Lower-middle-income countries1913176.23849487304688338.2697143554687531%
Lower-middle-income countries1914178.01393127441406326.212493896484429%
Lower-middle-income countries1915275.41766357421875446.159301757812524%
Lower-middle-income countries1918282.7567443847656451.623077392578123%
Lower-middle-income countries1916278.2095642089844440.204223632812523%
Lower-middle-income countries1917280.7706604003906442.851348876953122%
Lower-middle-income countries1919283.3921203613281446.002105712890622%
Lower-middle-income countries1905153.56068420410156220.385452270507818%
Lower-middle-income countries1904152.90615844726562218.8752746582031218%
Lower-middle-income countries1902151.9835662841797217.0894622802734418%
Lower-middle-income countries1903151.35101318359375216.170089721679718%
Lower-middle-income countries1901148.70901489257812211.3247070312517%
Lower-middle-income countries1900149.91912841796875213.04125976562517%
Lower-middle-income countries1906156.3351287841797221.5079956054687517%
Lower-middle-income countries1895153.94863891601562214.741378784179716%
Lower-middle-income countries1898152.1536407470703211.9565734863281216%
Lower-middle-income countries1897152.263427734375211.8820495605468816%
Lower-middle-income countries1899152.75601196289062211.790206909179716%
Lower-middle-income countries1896154.22982788085938211.5242614746093816%
Lower-middle-income countries1893149.12611389160156204.468917846679716%
Lower-middle-income countries1894151.44717407226562204.1363220214843815%
Lower-middle-income countries1892154.4571990966797205.7522888183593814%
Lower-middle-income countries1920476.3080139160156594.1489257812511%
Lower-middle-income countries19751661.03552246093752039.190429687510%
Lower-middle-income countries19761672.816894531252052.723632812510%
Lower-middle-income countries1889170.18492126464844140.410751342773449.6%
Lower-middle-income countries1878131.9442596435547109.481353759765629.3%
Lower-middle-income countries1879132.63963317871094110.24204254150399.2%
Lower-middle-income countries1880157.02088928222656131.235702514648448.9%
Lower-middle-income countries1881167.72618103027344141.2448730468758.6%
Lower-middle-income countries1883185.68348693847656156.54768371582038.5%
Lower-middle-income countries1885195.65155029296875165.518539428710948.3%
Lower-middle-income countries1882177.56443786621094150.593231201171888.2%
Lower-middle-income countries1886195.5430908203125166.78503417968757.9%
Lower-middle-income countries1884188.9812774658203161.423492431640627.9%
Lower-middle-income countries1888198.67678833007812170.04341125488287.8%
Lower-middle-income countries1887196.39208984375168.827331542968757.5%
Lower-middle-income countries1921583.9261474609375673.8181152343757.1%
Lower-middle-income countries1890162.08995056152344141.79797363281256.7%
Lower-middle-income countries19791670.67285156251904.61218261718756.5%
Lower-middle-income countries19781754.390136718751991.3801269531256.3%
Lower-middle-income countries19741806.745605468752048.629394531256.3%
Lower-middle-income countries19772008.672363281252264.7224121093756.0%
Lower-middle-income countries20204887.433105468755501.829589843755.9%
Lower-middle-income countries20144899.087402343755488.6191406255.7%
Lower-middle-income countries20195100.988281255699.56933593755.5%
Lower-middle-income countries1922631.5592651367188705.342285156255.5%
Lower-middle-income countries19731778.3605957031251983.3068847656255.4%
Lower-middle-income countries19631851.2497558593752064.0056152343755.4%
Lower-middle-income countries20245589.678222656256216.66308593755.3%
Lower-middle-income countries20215035.723144531255584.998535156255.2%
Lower-middle-income countries20225202.975097656255763.753906255.1%
Lower-middle-income countries20235428.253906256013.01855468755.1%
Lower-middle-income countries20185159.748535156255714.635253906255.1%
Lower-middle-income countries1891156.21292114257812141.37495422363285.0%
Upper-middle-income countries19071788.19958496093751619.6286621093754.9%
Lower-middle-income countries20154786.795410156255275.645019531254.9%
Lower-middle-income countries19661666.2792968751834.23059082031254.8%
Lower-middle-income countries19441028.3958740234375935.9802246093754.7%
Lower-middle-income countries19801718.6828613281251887.97741699218754.7%
Upper-middle-income countries19081791.39318847656251631.1271972656254.7%
Lower-middle-income countries20003177.4699707031253476.2048339843754.5%
Low-income countries1950748.6336059570312817.88201904296884.4%
Upper-middle-income countries19152030.02050781251859.278808593754.4%
Lower-middle-income countries19491170.46582031251072.40100097656254.4%
Lower-middle-income countries1924693.875244140625757.08044433593754.4%
Lower-middle-income countries20165068.4550781255530.01074218754.4%
Upper-middle-income countries19182033.054199218751864.1877441406254.3%
Upper-middle-income countries19121985.19396972656251822.11340332031254.3%
Lower-middle-income countries19431016.477294921875933.00982666015624.3%
Upper-middle-income countries19101923.50256347656251766.2092285156254.3%
Upper-middle-income countries19111901.10095214843751746.7658691406254.2%
Lower-middle-income countries1923662.8093872070312721.20544433593754.2%
Lower-middle-income countries20175356.17871093755827.633300781254.2%
Lower-middle-income countries19421012.51318359375930.82879638671884.2%
Lower-middle-income countries19641772.5605468751926.8327636718754.2%
Upper-middle-income countries19162030.6433105468751868.6486816406254.2%
Upper-middle-income countries19091821.5527343751676.37683105468754.2%
Upper-middle-income countries19132037.50964355468751875.47839355468754.1%
Lower-middle-income countries20094087.0886230468754438.379394531254.1%
Lower-middle-income countries19481152.12951660156251061.1560058593754.1%
Lower-middle-income countries19621962.49707031252130.2968754.1%
Upper-middle-income countries19172060.157714843751898.07702636718754.1%
Lower-middle-income countries20073762.2536621093754081.7268066406254.1%
Lower-middle-income countries20043340.0270996093753621.4914550781254.0%
Lower-middle-income countries19711710.917968751854.354003906254.0%
~ owid_co2.temperature_change_from_ch4 🟡 median anomaly score 1.6%changed data
~ Changed values: 522 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyeartemperature_change_from_ch4 -temperature_change_from_ch4 +anomaly score
Upper-middle-income countries18740.0016382237663492560.00144800101406872276.2%
Upper-middle-income countries18750.00172738695982843640.00152712920680642136.2%
Upper-middle-income countries18730.00155666936188936230.00137623783666640526.2%
Upper-middle-income countries18760.00182426325045526030.00161372683942317966.1%
Upper-middle-income countries18720.00148280418943613770.00131192104890942576.1%
Upper-middle-income countries18770.00192871165927499530.00170765281654894356.1%
Upper-middle-income countries18710.00141647050622850660.00125489255879074346.0%
Lower-middle-income countries19510.0188953857868909840.016748411580920226.0%
Upper-middle-income countries18780.00204095267690718170.0018091311212629086.0%
Lower-middle-income countries19500.0183551050722599030.016281584277749066.0%
Lower-middle-income countries19520.0194346681237220760.0172401983290910726.0%
Upper-middle-income countries18790.0021607612725347280.00191794219426810746.0%
Upper-middle-income countries18700.00135776971001178030.0012052532983943826.0%
Lower-middle-income countries19490.0178353637456893920.015838231891393665.9%
Lower-middle-income countries19530.019980944693088530.0177563726902008065.9%
Upper-middle-income countries18800.00228843581862747670.00203438499011099345.9%
Lower-middle-income countries19480.0173339471220970150.0154231097549200065.8%
Lower-middle-income countries19550.0212137512862682340.0188797619193792345.8%
Upper-middle-income countries18690.001306766876950860.00116302201058715585.8%
Lower-middle-income countries19560.0218908824026584630.0194857511669397355.8%
Upper-middle-income countries18810.00242282287217676640.0021574255079030995.8%
Lower-middle-income countries19540.0205503776669502260.0183024518191814425.8%
Lower-middle-income countries19570.0225888136774301530.020120793953537945.8%
Upper-middle-income countries18820.0025639580562710760.00228709797374904165.7%
Upper-middle-income countries18680.00125474168453365560.00111938442569226035.7%
Lower-middle-income countries19470.0168316401541233060.0150215178728103645.7%
Upper-middle-income countries18830.00271192030049860480.0024234761949628595.6%
Upper-middle-income countries18670.00120152090676128860.0010744410101324325.6%
Upper-middle-income countries18840.00286651216447353360.002566367620602255.5%
Lower-middle-income countries19460.0163310542702674870.014630077406764035.5%
Upper-middle-income countries18660.00114687206223607060.00102796137798577555.5%
Lower-middle-income countries19580.0231792945414781570.0207877587527036675.4%
Upper-middle-income countries18850.00302782515063881870.0027158618904650215.4%
Lower-middle-income countries19590.0239405166357755660.0214879456907510765.4%
Upper-middle-income countries18650.00109104183502495290.00098020792938768865.4%
Upper-middle-income countries18860.00319542246870696540.00287151895463466645.3%
Lower-middle-income countries19450.015822326764464380.0142280012369155885.3%
Upper-middle-income countries18870.00336951296776533130.0030335478950291875.2%
Upper-middle-income countries18640.00103421963285654780.00093137053772807125.2%
Lower-middle-income countries19600.024676006287336350.022229272872209555.2%
Upper-middle-income countries18880.00355029269121587280.00320216035470366485.2%
Upper-middle-income countries18630.00097617885330691930.00088122318265959625.1%
Lower-middle-income countries19440.0153206046670675280.0138361640274524695.1%
Lower-middle-income countries19130.0065687554888427260.0072715692222118385.1%
Lower-middle-income countries19140.0066665867343544960.0073794443160295495.1%
Upper-middle-income countries18890.0037377225235104560.00337731721810996535.1%
Lower-middle-income countries19120.0064781340770423410.0071651483885943895.0%
Lower-middle-income countries19150.0067715672776103020.0074885580688714985.0%
Upper-middle-income countries18620.00091676291776821020.00082960742292925725.0%
Lower-middle-income countries19110.0063900719396770.00706087984144687655.0%
Upper-middle-income countries18900.00393181573599576950.0035592901986092335.0%
Lower-middle-income countries19160.0068837055005133150.0075987605378031734.9%
Lower-middle-income countries19100.0063048806041479110.0069590564817190174.9%
Lower-middle-income countries19610.025349209085106850.0229721982032060624.9%
Upper-middle-income countries18910.0041309916414320470.0037462089676409964.9%
Lower-middle-income countries19090.00622163433581590650.0068588787689805034.9%
Upper-middle-income countries18610.00085609528468921780.00077665259595960384.9%
Lower-middle-income countries19430.0148256011307239530.0134554440155625344.8%
Lower-middle-income countries19080.0061324364505708220.0067532048560678964.8%
Lower-middle-income countries19170.007003645878285170.0077105835080146794.8%
Upper-middle-income countries18920.0043349987827241420.0039376933127641684.8%
Lower-middle-income countries19070.0060367188416421410.0066413586027920254.8%
Upper-middle-income countries18600.00079402799019590020.00072220602305606014.7%
Upper-middle-income countries18930.0045445258729159830.0041342880576848984.7%
Lower-middle-income countries19060.00593623565509915350.0065250648185610774.7%
Lower-middle-income countries19050.0058307596482336520.0064040580764412884.7%
Upper-middle-income countries18940.0047584222629666330.0043353294022381314.7%
Lower-middle-income countries19040.0057204687036573890.0062785306945443154.7%
Lower-middle-income countries19180.0071322340518236160.0078249154612421994.6%
Lower-middle-income countries19030.0056043881922960280.0061474833637475974.6%
Lower-middle-income countries19420.0143507178872823720.0130854221060872084.6%
Upper-middle-income countries18590.00073059269925579430.00066629913635551934.6%
Lower-middle-income countries19020.0054828980937600140.0060114334337413314.6%
Lower-middle-income countries19010.0053554726764559750.005869808141142134.6%
Upper-middle-income countries18950.0049773887731134890.0045413761399686344.6%
Lower-middle-income countries19000.0052226395346224310.0057229744270443924.6%
Lower-middle-income countries18990.0050843586213886740.005570959299802784.6%
Lower-middle-income countries18980.00494758598506450650.0054204594343900684.6%
Lower-middle-income countries19620.0259936004877090450.0237283762544393544.6%
Lower-middle-income countries18970.0048120580613613130.0052713896147906784.6%
Lower-middle-income countries18960.0046770763583481310.00512308627367019654.6%
Lower-middle-income countries18950.0045430799946188930.0049760038964450364.5%
Lower-middle-income countries18940.0044100987724959850.00483018672093749054.5%
Lower-middle-income countries18930.0042785257101058960.0046858415007591254.5%
Lower-middle-income countries18920.0041479775682091710.0045424443669617184.5%
Lower-middle-income countries18890.00376255251467227940.0041203657165169724.5%
Lower-middle-income countries18900.00389022752642631530.0042600790038704874.5%
Lower-middle-income countries18910.00401834771037101750.00440037436783313754.5%
Lower-middle-income countries18880.00363675225526094440.003982374444603924.5%
Lower-middle-income countries18870.0035150125622749330.00384854828007519254.5%
Lower-middle-income countries18860.0033972680103033780.0037188231945037844.5%
Upper-middle-income countries18960.005201072897762060.0047518904320895674.5%
Lower-middle-income countries18850.0032837688922882080.00359346461482346064.5%
Lower-middle-income countries18840.00317432079464197160.00347227812744677074.5%
Upper-middle-income countries18580.00066360033815726640.00060675223357975484.5%
Lower-middle-income countries18830.00306871556676924230.00335505232214927674.5%
Upper-middle-income countries18970.00543033797293901440.0049677491188049324.4%
Lower-middle-income countries18820.00296705029904842380.0032418833579868084.4%
Lower-middle-income countries19190.0072686625644564630.0079410923644900324.4%
Lower-middle-income countries18810.0028667270671576260.00313017843291163444.4%
~ owid_co2.other_co2_per_capita 🟡 median anomaly score 1.6%changed data
~ Changed values: 249 / 50,411 (0.49%) — showing the 100 most anomalous rows
countryyearother_co2_per_capita -other_co2_per_capita +anomaly score
Upper-middle-income countries20240.066869303584098820.072087801992893223.8%
Upper-middle-income countries20230.067068949341773990.07227603346109393.7%
Upper-middle-income countries20220.067268222570419310.072456941008567813.7%
Upper-middle-income countries20210.067983575165271760.073191359639167793.7%
Upper-middle-income countries20200.066925324499607090.07201250642538073.7%
Upper-middle-income countries20190.069725289940834050.074975937604904173.6%
Upper-middle-income countries20180.072614483535289760.078024417161941533.6%
Upper-middle-income countries20170.065915875136852260.07077778875827793.6%
Upper-middle-income countries20160.062755845487117770.067349366843700413.5%
Upper-middle-income countries20150.066111072897911070.070915810763835913.5%
Upper-middle-income countries20140.063475035130977630.068051092326641083.5%
Upper-middle-income countries20130.061616513878107070.066019959747791293.4%
Upper-middle-income countries20120.0567656382918357850.0607924051582813263.4%
Upper-middle-income countries20110.056747831404209140.060748461633920673.4%
Upper-middle-income countries20100.047943573445081710.051300384104251863.4%
Upper-middle-income countries20090.052240457385778430.055873308330774313.4%
Upper-middle-income countries20080.051547922194004060.055107165127992633.3%
Upper-middle-income countries20070.050509691238403320.0539661310613155363.3%
Upper-middle-income countries20060.048752173781394960.052054978907108313.3%
Upper-middle-income countries20050.046637788414955140.0497749596834182743.3%
Upper-middle-income countries20040.0436187870800495150.046540152281522753.2%
Upper-middle-income countries20030.041839063167572020.044627256691455843.2%
Upper-middle-income countries20020.040709339082241060.043407846242189413.2%
Upper-middle-income countries20010.040030244737863540.0426686257123947143.2%
Upper-middle-income countries20000.0401589870452880860.042788445949554443.2%
Upper-middle-income countries19990.040389653295278550.043013822287321093.1%
Upper-middle-income countries19980.040838625282049180.043467301875352863.1%
Upper-middle-income countries19970.044002626091241840.046808417886495593.1%
Upper-middle-income countries19960.04141695424914360.044035915285348893.1%
Upper-middle-income countries19950.041288122534751890.0438776761293411253.0%
Upper-middle-income countries19940.040665592998266220.043195880949497223.0%
Upper-middle-income countries19930.041307266801595690.043856754899024963.0%
Upper-middle-income countries19920.04185025766491890.044409632682800293.0%
Upper-middle-income countries19910.044072296470403670.046745616942644122.9%
Upper-middle-income countries19900.0374554209411144260.039713632315397262.9%
Upper-middle-income countries19890.033877134323120120.035909786820411682.9%
Upper-middle-income countries19880.035649020224809650.037779860198497772.9%
Upper-middle-income countries19870.0298372916877269740.0316142402589321142.9%
Upper-middle-income countries19860.0238052029162645340.025218470022082332.9%
Upper-middle-income countries19850.021738396957516670.0230240672826766972.9%
Upper-middle-income countries19840.0205671153962612150.0217773839831352232.9%
Upper-middle-income countries19830.019278969615697860.0204067528247833252.8%
Upper-middle-income countries19820.0182361844927072530.0192969013005495072.8%
Upper-middle-income countries19810.0178082529455423360.018839109688997272.8%
Upper-middle-income countries19800.0189179144799709320.0200074277818202972.8%
Upper-middle-income countries19790.0208532307296991350.0220485236495733262.8%
Upper-middle-income countries19780.020663086324930190.0218407809734344482.8%
Upper-middle-income countries19770.0204210858792066570.0215760376304388052.8%
Upper-middle-income countries19670.0177049282938241960.01870097592473032.7%
Upper-middle-income countries19660.017393659800291060.018371554091572762.7%
Upper-middle-income countries19680.017913889139890670.0189210139214992522.7%
Upper-middle-income countries19650.0172438435256481170.0182125456631183622.7%
Upper-middle-income countries19760.0208560395985841750.022027224302291872.7%
Upper-middle-income countries19690.0188525784760713580.0199109110981225972.7%
Upper-middle-income countries19630.0171690732240676880.018132358789443972.7%
Upper-middle-income countries19640.0183649342507123950.0193952228873968122.7%
Upper-middle-income countries19620.016882976517081260.0178296826779842382.7%
Upper-middle-income countries19700.020295543596148490.021432762965559962.7%
Upper-middle-income countries19710.0200539827346801760.021175712347030642.7%
Upper-middle-income countries19750.0200245305895805360.0211431290954351432.7%
Upper-middle-income countries19720.021437801420688630.022635277360677722.7%
Upper-middle-income countries19730.022765582427382470.0240356605499982832.7%
Upper-middle-income countries19740.022566124796867370.0238244105130434042.7%
Upper-middle-income countries19610.016656083986163140.0175825282931327822.7%
Upper-middle-income countries19600.0156408585608005520.016497392207384112.7%
North America19140.0175356511026620860.016725476831197742.4%
North America19150.0184271614998579030.0175882354378700262.3%
North America19160.0203945692628622060.01948159560561182.3%
North America19170.0184988230466842650.0176996272057294852.2%
North America19130.018909227102994920.018100796267390252.2%
United States19450.028678968548774720.0274595078080892562.2%
United States19460.0282857865095138550.0270855519920587542.2%
United States19440.031769987195730210.030422074720263482.2%
North America19420.0217170957475900650.020796807482838632.2%
United States19470.032031033188104630.030680408701300622.2%
United States19430.032211598008871080.030854023993015292.2%
North America19430.022897485643625260.0219415724277496342.1%
United States19480.033630084246397020.03222680836915972.1%
United States19420.0304451547563076020.0291764866560697562.1%
North America19410.0220622532069683070.0211512930691242222.1%
North America19440.0225041881203651430.0215857662260532382.1%
United States19490.0286265444010496140.0274680908769369132.1%
North America19250.0203576609492301940.019538011401891712.1%
North America19240.0182066801935434340.0174816399812698362.0%
United States19160.0276389308273792270.0265404712408781052.0%
United States19410.0308274179697036740.0296028573065996172.0%
North America19450.0202422756701707840.0194412060081958772.0%
United States19150.0249916594475507740.0240045879036188132.0%
North America19260.0195752922445535660.018803160637617112.0%
North America19100.0191099997609853740.0183595325797796252.0%
North America19270.0188116300851106640.018073359504342082.0%
North America19120.018573479726910590.0178478248417377472.0%
United States19170.0250516813248395920.0240738540887832642.0%
United States19140.0238015130162239070.0228761378675699232.0%
North America19110.0182413142174482350.0175342727452516562.0%
United States19250.027572199702262880.026509286835789682.0%
United States19240.0246467422693967820.0237078852951526641.9%
North America19400.017895456403493880.0172144602984191.9%
North America19280.0185295417904853820.0178244989365339281.9%
North America19460.0198919698596000670.01913584955036641.9%
~ owid_co2.share_global_cumulative_co2_including_luc 🟡 median anomaly score 1.6%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_co2_including_luc -share_global_cumulative_co2_including_luc +anomaly score
Lower-middle-income countries19192.43295454978942873.11540532112121612%
Lower-middle-income countries19202.50760269165039063.206694364547729512%
Lower-middle-income countries19212.6091780662536623.317142248153686512%
Lower-middle-income countries19182.40369486808776863.05426073074340812%
Lower-middle-income countries19222.717327594757083.42917299270629912%
Lower-middle-income countries19172.37678980827331542.993162631988525411%
Lower-middle-income countries19232.8248949050903323.535527706146240211%
Lower-middle-income countries19162.34985661506652832.93260550498962411%
Lower-middle-income countries19242.935751199722293.646497488021850611%
Lower-middle-income countries19152.3218598365783692.8692388534545911%
Lower-middle-income countries19253.0449922084808353.75398564338684110%
Lower-middle-income countries19263.1547636985778813.859048128128051810%
Lower-middle-income countries19142.29162025451660162.798747777938842810.0%
Lower-middle-income countries19273.26136374473571783.9600527286529549.7%
Lower-middle-income countries19132.29203534126281742.7643404006958019.3%
Lower-middle-income countries19283.37699007987976074.0706539154052739.3%
Lower-middle-income countries19293.48652625083923344.1724123954772959.0%
Lower-middle-income countries19303.598839759826664.2773008346557628.6%
Lower-middle-income countries19122.29547882080078122.7270698547363288.6%
Lower-middle-income countries19313.7103252410888674.3887681961059578.4%
Lower-middle-income countries18831.86367380619049071.58183741569519048.2%
Lower-middle-income countries18852.0223274230957031.71686315536499028.2%
Lower-middle-income countries18892.2634277343751.92166924476623548.2%
Lower-middle-income countries18841.94346010684967041.65037024021148688.2%
Lower-middle-income countries18862.09538674354553221.7794622182846078.2%
Lower-middle-income countries19323.82067966461181644.4988431930541998.2%
Lower-middle-income countries18821.77992868423461911.51166522502899178.1%
Lower-middle-income countries18811.69451463222503661.4393122196197518.1%
Lower-middle-income countries18872.16236186027526861.8377990722656258.1%
Lower-middle-income countries18801.60895848274230961.36778128147125248.1%
Lower-middle-income countries18902.2887029647827151.9458159208297738.1%
Lower-middle-income countries18882.2247266769409181.89162099361419688.1%
Lower-middle-income countries18791.5261925458908081.29961299896240238.0%
Lower-middle-income countries18912.30644726753234861.9662159681320198.0%
Lower-middle-income countries19333.93068385124206544.6084737777709967.9%
Lower-middle-income countries18781.45873856544494631.24492728710174567.9%
Lower-middle-income countries19112.29884386062622072.6868262290954597.8%
Lower-middle-income countries18771.38419687747955321.18463385105133067.8%
Lower-middle-income countries19344.03602838516235354.7113757133483897.7%
Lower-middle-income countries19354.1387972831726074.8119273185729987.5%
Lower-middle-income countries19364.23371887207031254.90464305877685557.3%
Lower-middle-income countries19374.3269352912902834.9951639175415047.2%
Lower-middle-income countries19384.41978454589843755.0857195854187017.0%
Lower-middle-income countries19102.3037858009338382.64872765541076667.0%
Lower-middle-income countries18761.41677129268646241.2338782548904426.9%
Lower-middle-income countries18922.32214045524597172.02402091026306156.9%
Lower-middle-income countries19394.50779247283935555.1705713272094736.8%
Lower-middle-income countries19404.5985879898071295.2482762336730966.6%
Lower-middle-income countries19414.689946651458745.321748256683356.3%
Lower-middle-income countries19092.31124305725097662.60965347290039066.1%
Lower-middle-income countries19424.77735424041748055.3829488754272466.0%
Lower-middle-income countries18751.44752228260040281.2853006124496465.9%
Lower-middle-income countries18932.33345770835876462.07710981369018555.8%
Lower-middle-income countries19434.8615069389343265.44148492813110355.6%
Lower-middle-income countries19444.9444041252136235.4981894493103035.3%
Lower-middle-income countries19082.32079458236694342.57449746131896975.2%
Lower-middle-income countries19455.0323562622070315.56611633300781255.0%
Lower-middle-income countries18741.4837882518768311.34220886230468755.0%
Lower-middle-income countries18942.34360575675964362.12508106231689454.9%
Lower-middle-income countries19465.1310458183288575.6435661315917974.8%
Lower-middle-income countries19475.22160100936889655.7118673324584964.5%
Lower-middle-income countries19485.310626506805425.7780785560607914.2%
Lower-middle-income countries19072.3292310237884522.52968597412109384.1%
Lower-middle-income countries18731.5188208818435671.4009842872619634.0%
Lower-middle-income countries19495.4017834663391115.8463096618652344.0%
Lower-middle-income countries18952.3535861968994142.17500996589660643.9%
Lower-middle-income countries19505.6068825721740726.0312600135803223.6%
Lower-middle-income countries20249.2366828918457039.9313144683837893.6%
Lower-middle-income countries20239.1775712966918959.8601284027099613.6%
Lower-middle-income countries20229.121422767639169.7930116653442383.6%
Lower-middle-income countries20219.0702095031738289.7312536239624023.5%
Lower-middle-income countries19808.0087556838989268.5866231918334963.5%
Lower-middle-income countries20209.0210390090942389.6714391708374023.5%
Lower-middle-income countries19817.9992799758911138.5751962661743163.5%
Lower-middle-income countries19827.9756650924682628.548963546752933.5%
Lower-middle-income countries19798.0347919464111338.6108121871948243.5%
Lower-middle-income countries19837.9774703979492198.5460214614868163.4%
Lower-middle-income countries20198.9695682525634779.6059494018554693.4%
Lower-middle-income countries19788.0656585693359388.6342964172363283.4%
Lower-middle-income countries19847.9813675880432138.5427904129028323.4%
Lower-middle-income countries19515.8155441284179696.2238354682922363.4%
Lower-middle-income countries20188.9161233901977549.539245605468753.4%
Lower-middle-income countries19778.0922384262084968.6530208587646483.3%
Lower-middle-income countries19857.9753994941711438.5280551910400393.3%
Lower-middle-income countries20178.8571739196777349.4682741165161133.3%
Lower-middle-income countries20168.7868537902832039.3888854980468753.3%
Lower-middle-income countries19867.9678702354431158.5115604400634773.3%
Lower-middle-income countries19768.0933456420898448.6439495086669923.3%
Lower-middle-income countries20158.7243156433105479.3172531127929693.3%
Lower-middle-income countries19877.9597735404968268.4959039688110353.3%
Lower-middle-income countries20148.6759128570556649.2585563659667973.2%
Lower-middle-income countries19887.9569740295410168.4872760772705083.2%
Lower-middle-income countries20118.5266017913818369.0898485183715823.2%
Lower-middle-income countries19526.0321273803710946.430504798889163.2%
Lower-middle-income countries20128.5713834762573249.1369028091430663.2%
Lower-middle-income countries19897.9481101036071788.4719591140747073.2%
Lower-middle-income countries20108.484897613525399.0435638427734383.2%
Lower-middle-income countries20138.620690345764169.1882610321044923.2%
Lower-middle-income countries20098.4427261352539068.9969682693481453.2%
Lower-middle-income countries20088.4008798599243168.9484062194824223.2%
~ owid_co2.cumulative_co2_including_luc 🟡 median anomaly score 1.6%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearcumulative_co2_including_luc -cumulative_co2_including_luc +anomaly score
Lower-middle-income countries19198721.2929687511167.64257812512%
Lower-middle-income countries19209197.601562511761.79101562512%
Lower-middle-income countries19219781.5273437512435.60937512%
Lower-middle-income countries19188437.901367187510721.64062512%
Lower-middle-income countries192210413.086914062513140.952148437512%
Lower-middle-income countries19178155.1445312510270.01757812511%
Lower-middle-income countries192311075.89648437513862.157226562511%
Lower-middle-income countries19167874.37402343759827.16601562511%
Lower-middle-income countries192411769.772460937514619.237304687511%
Lower-middle-income countries19157596.164550781259386.961914062511%
Lower-middle-income countries192512481.460937515387.633789062510%
Lower-middle-income countries192613213.5664062516163.424804687510%
Lower-middle-income countries19147320.74707031258940.801757812510.0%
Lower-middle-income countries192713962.844726562516954.1347656259.7%
Lower-middle-income countries19137142.732910156258614.59082031259.3%
Lower-middle-income countries192814772.710937517807.156259.3%
Lower-middle-income countries192915589.04882812518655.800781259.0%
Lower-middle-income countries193016429.38085937519526.6855468758.6%
Lower-middle-income countries19126966.494628906258276.32031258.6%
Lower-middle-income countries193117274.62304687520433.33593758.4%
Lower-middle-income countries18832253.87011718751913.02575683593758.2%
Lower-middle-income countries18852638.50292968752239.96777343758.2%
Lower-middle-income countries18893399.29980468752886.0344238281258.2%
Lower-middle-income countries18842442.85156252074.449218758.2%
Lower-middle-income countries18862834.0461425781252406.75292968758.2%
Lower-middle-income countries193218123.0273437521339.8300781258.2%
Lower-middle-income countries18822068.1867675781251756.47814941406258.1%
Lower-middle-income countries18811890.62219238281251605.88488769531258.1%
Lower-middle-income countries18873030.4382324218752575.5800781258.1%
Lower-middle-income countries18801722.89611816406251464.64001464843758.1%
Lower-middle-income countries18903561.3898925781253027.8322753906258.1%
Lower-middle-income countries18883229.1149902343752745.623535156258.1%
Lower-middle-income countries18791565.8752441406251333.40441894531258.0%
Lower-middle-income countries18913717.6027832031253169.2072753906258.0%
Lower-middle-income countries193318994.007812522269.2519531257.9%
Lower-middle-income countries18781433.2355957031251223.1623535156257.9%
Lower-middle-income countries19116794.61035156257941.355468757.8%
Lower-middle-income countries18771301.2912597656251113.68103027343757.8%
Lower-middle-income countries193419875.60937523201.386718757.7%
Lower-middle-income countries193520768.562524146.3417968757.5%
Lower-middle-income countries193621662.0195312525094.83593757.3%
Lower-middle-income countries193722576.9648437526063.63281257.2%
Lower-middle-income countries193823498.7929687527039.386718757.0%
Lower-middle-income countries19106628.074707031257620.4843757.0%
Lower-middle-income countries18761272.68395996093751108.39123535156256.9%
Lower-middle-income countries18923872.0598144531253374.9597167968756.9%
Lower-middle-income countries193924422.2528013.042968756.8%
Lower-middle-income countries194025402.9023437528991.82031256.6%
Lower-middle-income countries194126418.31835937529977.238281256.3%
Lower-middle-income countries19096468.13281257303.256.1%
Lower-middle-income countries194227430.8320312530908.066406256.0%
Lower-middle-income countries18751241.27600097656251102.16809082031255.9%
Lower-middle-income countries18934021.186035156253579.42871093755.8%
Lower-middle-income countries194328447.31054687531841.0781255.6%
Lower-middle-income countries194429475.70507812532777.05468755.3%
Lower-middle-income countries19086311.363281257001.304199218755.2%
Lower-middle-income countries194530510.94335937533747.1093755.0%
Lower-middle-income countries18741212.8264160156251097.10144042968755.0%
Lower-middle-income countries18944172.633300781253783.5646972656254.9%
Lower-middle-income countries194631644.77929687534805.652343754.8%
Lower-middle-income countries194732774.687535851.964843754.5%
Lower-middle-income countries194833926.8164062536913.11718754.2%
Lower-middle-income countries19076154.6816406256684.35644531254.1%
Lower-middle-income countries18731181.62976074218751089.9538574218754.0%
Lower-middle-income countries194935097.2812537985.52343754.0%
Lower-middle-income countries18954326.581542968753998.3063964843753.9%
Lower-middle-income countries195037135.4726562539946.21093753.6%
Lower-middle-income countries2024254147.734375273260.56253.6%
Lower-middle-income countries2023248558.0625267043.906253.6%
Lower-middle-income countries2022243129.796875261030.8753.6%
Lower-middle-income countries2021237926.828125255267.1093753.5%
Lower-middle-income countries198099369.6875106539.656253.5%
Lower-middle-income countries2020232891.109375249682.1093753.5%
Lower-middle-income countries1981101229.25108517.35156253.5%
Lower-middle-income countries1982102865.3984375110259.46093753.5%
Lower-middle-income countries197997651.0078125104651.67968753.5%
Lower-middle-income countries1983104862.4375112335.9531253.4%
Lower-middle-income countries2019228003.671875244180.281253.4%
Lower-middle-income countries197895980.328125102747.06253.4%
Lower-middle-income countries1984106979.4140625114504.5156253.4%
Lower-middle-income countries195139307.17187542066.808593753.4%
Lower-middle-income countries2018222902.6875238480.718753.4%
Lower-middle-income countries197794225.9375100755.68753.3%
Lower-middle-income countries1985109047.390625116603.843753.3%
Lower-middle-income countries2017217742.9375232766.0781253.3%
Lower-middle-income countries2016212386.765625226938.4531253.3%
Lower-middle-income countries1986111126.1484375118708.8906253.3%
Lower-middle-income countries197692217.273437598490.968753.3%
Lower-middle-income countries2015207318.296875221408.43753.3%
Lower-middle-income countries1987113210.4609375120835.74218753.3%
Lower-middle-income countries2014202531.5216132.7968753.2%
Lower-middle-income countries1988115404.6015625123095.88281253.2%
Lower-middle-income countries2011188378.5200822.3281253.2%
Lower-middle-income countries195241598.5976562544345.878906253.2%
Lower-middle-income countries2012192936.71875205666.218753.2%
Lower-middle-income countries1989117515.90625125261.218753.2%
Lower-middle-income countries2010183989.15625196103.43753.2%
Lower-middle-income countries2013197632.40625210644.1718753.2%
Lower-middle-income countries2009179711.484375191509.06253.2%
Lower-middle-income countries2008175624.40625187070.68753.2%
~ owid_co2.methane 🟡 median anomaly score 1.5%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearmethane -methane +anomaly score
Lower-middle-income countries1955846.5841674804688767.56970214843754.9%
Lower-middle-income countries1947690.889404296875630.29071044921884.6%
Lower-middle-income countries1956865.083251953125791.40924072265624.4%
Lower-middle-income countries1944666.990234375610.7363281254.4%
Lower-middle-income countries1948699.2955932617188640.81463623046884.4%
Lower-middle-income countries1945677.099853515625620.75518798828124.3%
Lower-middle-income countries1946687.5070190429688630.3591308593754.3%
Lower-middle-income countries1938598.0128784179688549.56140136718754.2%
Lower-middle-income countries1957888.1386108398438816.30358886718754.2%
Lower-middle-income countries1942640.2980346679688591.30938720703124.0%
Lower-middle-income countries1941630.3528442382812582.15545654296884.0%
Lower-middle-income countries1949706.1837158203125652.41546630859384.0%
Lower-middle-income countries1943649.7542114257812600.33105468754.0%
Lower-middle-income countries1937581.6068115234375537.93804931640623.9%
Lower-middle-income countries1936567.9140014648438526.60852050781253.8%
Lower-middle-income countries1950722.3896484375671.10540771484383.7%
Lower-middle-income countries1951740.25390625688.02716064453123.7%
Lower-middle-income countries1935555.3909301757812516.20941162109383.7%
Lower-middle-income countries1952757.8045654296875705.86553955078123.5%
Lower-middle-income countries1910379.07000732421875406.6003417968753.5%
Lower-middle-income countries1911381.4580383300781409.1374511718753.5%
Lower-middle-income countries1913386.97210693359375415.01809692382813.5%
Lower-middle-income countries1912384.312744140625412.13806152343753.5%
Lower-middle-income countries1909379.02740478515625406.11807250976563.5%
Lower-middle-income countries1934545.41162109375509.10568237304693.4%
Lower-middle-income countries1959930.9723510742188869.50274658203123.4%
Lower-middle-income countries1908379.2507019042969405.95397949218753.4%
Lower-middle-income countries1907378.6473388671875404.978332519531253.4%
Lower-middle-income countries1906378.15203857421875404.12951660156253.3%
Lower-middle-income countries20212035.636718752174.320800781253.3%
Lower-middle-income countries1905377.5811462402344403.19787597656253.3%
Lower-middle-income countries1904377.55865478515625402.828796386718753.2%
Lower-middle-income countries1903377.31121826171875402.16659545898443.2%
Lower-middle-income countries1933534.5240478515625501.64950561523443.2%
Lower-middle-income countries20222058.1936035156252193.066406253.2%
Lower-middle-income countries20202022.2512207031252154.6933593753.2%
Lower-middle-income countries20242098.39746093752235.410156253.2%
Lower-middle-income countries1902377.2762756347656401.74105834960943.1%
Lower-middle-income countries1914391.96722412109375417.383239746093753.1%
Lower-middle-income countries20192021.36560058593752151.6130371093753.1%
Lower-middle-income countries1901376.9981689453125401.15084838867193.1%
Lower-middle-income countries20232091.3144531252225.2922363281253.1%
Upper-middle-income countries19551229.28942871093751307.29394531253.1%
Lower-middle-income countries1900376.8158264160156400.624938964843753.1%
Lower-middle-income countries1953769.4932250976562723.8840332031253.1%
Lower-middle-income countries1899374.9712829589844398.52844238281253.0%
Lower-middle-income countries20182000.68225097656252126.0261230468753.0%
Lower-middle-income countries1898373.3185729980469396.53610229492193.0%
Lower-middle-income countries1940607.5108032226562571.95007324218753.0%
Lower-middle-income countries1932525.720947265625495.20895385742193.0%
Lower-middle-income countries1897371.66595458984375394.52731323242193.0%
Lower-middle-income countries1954791.0772094726562745.56683349609383.0%
Lower-middle-income countries1896370.1245422363281392.62173461914062.9%
Upper-middle-income countries1947993.42547607421881053.20593261718752.9%
Lower-middle-income countries1895368.57275390625390.69912719726562.9%
Lower-middle-income countries1939594.12841796875560.54528808593752.9%
Lower-middle-income countries1894366.83135986328125388.67834472656252.9%
Lower-middle-income countries1893365.2811279296875386.91760253906252.9%
Upper-middle-income countries1944948.04479980468751003.53314208984382.8%
Lower-middle-income countries20171997.70214843752114.5891113281252.8%
Lower-middle-income countries1892363.78582763671875384.97348022460942.8%
Upper-middle-income countries1945956.73083496093751012.29486083984382.8%
Upper-middle-income countries1946970.8933105468751027.243652343752.8%
Upper-middle-income countries1948997.01110839843751054.647949218752.8%
Lower-middle-income countries1891362.2452087402344383.0539550781252.8%
Lower-middle-income countries1915397.1125183105469419.88650512695312.8%
Upper-middle-income countries19561272.748535156251345.395019531252.8%
Lower-middle-income countries1890360.71734619140625381.210266113281252.8%
Lower-middle-income countries1889357.55291748046875377.815490722656252.8%
Lower-middle-income countries20111928.2092285156252037.29187011718752.8%
Lower-middle-income countries1888354.37445068359375374.4060058593752.7%
Lower-middle-income countries20101885.2131347656251991.672363281252.7%
Lower-middle-income countries1887351.23345947265625371.03469848632812.7%
Lower-middle-income countries1886348.0889587402344367.65954589843752.7%
Lower-middle-income countries1885344.9566955566406364.29675292968752.7%
Lower-middle-income countries20161982.6262207031252093.537597656252.7%
Lower-middle-income countries1884341.8988342285156361.01028442382812.7%
Lower-middle-income countries1883338.7999572753906357.68258666992192.7%
Lower-middle-income countries1882335.652587890625354.3068847656252.7%
Upper-middle-income countries1938863.2373046875911.07879638671882.7%
Lower-middle-income countries1881332.521728515625350.94812011718752.7%
Lower-middle-income countries20131929.72656252036.65808105468752.7%
Lower-middle-income countries1880329.47259521484375347.67153930664062.7%
Lower-middle-income countries20141949.87976074218752057.302246093752.7%
Lower-middle-income countries1879328.2955322265625346.22952270507812.7%
Lower-middle-income countries19751132.85192871093751194.674316406252.7%
Lower-middle-income countries20151971.38378906252078.8415527343752.7%
Lower-middle-income countries20091853.9387207031251954.7521972656252.6%
Lower-middle-income countries19771186.7902832031251250.99890136718752.6%
Lower-middle-income countries19781194.17687988281251258.72351074218752.6%
Lower-middle-income countries1878327.1847839355469344.85391235351562.6%
Upper-middle-income countries19571315.136718751385.92370605468752.6%
Lower-middle-income countries19761161.39221191406251223.8220214843752.6%
Lower-middle-income countries20121953.781738281252058.638183593752.6%
Lower-middle-income countries1877325.70855712890625343.11282348632812.6%
Lower-middle-income countries19851297.584472656251366.75256347656252.6%
Lower-middle-income countries19811208.9973144531251273.2326660156252.6%
Upper-middle-income countries1942910.7348022460938959.00946044921882.6%
Lower-middle-income countries1876324.5803527832031341.719909667968752.6%
Lower-middle-income countries19821220.7189941406251285.079589843752.6%
~ owid_co2.cement_co2_per_capita 🟡 median anomaly score 1.5%changed data
~ Changed values: 2,705 / 50,411 (5.37%) (2,369 revised, 336 appeared) — showing the 100 most anomalous rows
countryyearcement_co2_per_capita -cement_co2_per_capita +anomaly score
Hong Kong19390.032201927155256270.0487517379224300420%
Serbia19280.034531552344560620.02307625859975814820%
Serbia19310.035535354167222980.02422494441270828219%
Hong Kong19380.035799726843833920.0524173080921173119%
Serbia19320.026163036003708840.01796748489141464219%
Serbia19330.025056600570678710.01733423769474029518%
Serbia19340.0252636577934026720.0176078453660011318%
Serbia19350.029027033597230910.0203867629170417817%
Serbia19360.0232970416545867920.01647771894931793217%
Serbia19370.021826608106493950.01555248443037271517%
Serbia19380.0239863712340593340.01721797883510589616%
Serbia19390.0217846650630235670.01608114875853061715%
Lower-middle-income countries19380.0010281736031174660.00139253609813749815%
Hong Kong19410.032005362212657930.0427699312567710914%
Vietnam19380.0070346784777939320.00529383681714534814%
Vietnam19370.0062965289689600470.004747051745653152514%
Vietnam19360.0039627123624086380.002994300099089741714%
Vietnam19350.00299267051741480830.00226780027151107814%
Vietnam19390.008113799616694450.00616812193766236314%
Vietnam19340.00321441655978560450.002446884755045175614%
Germany19350.062518738210201260.0818634256720542913%
Germany19360.082392454147338870.1078831180930137613%
Germany19370.088195100426673890.1154763102531433113%
Germany19340.046248324215412140.06054877862334251413%
Germany19330.0283156801015138630.0370215065777301813%
Vietnam19330.00303442962467670440.002324980450794100813%
Germany19380.108422435820102690.14144851267337813%
Germany19320.020947190001606940.0272788163274526613%
Germany19310.028017269447445870.03634349256753921513%
Vietnam19400.00722485734149813650.00557343661785125713%
Vietnam19320.0046851900406181810.003617103677242994313%
Germany19300.04166836664080620.0538872294127941113%
Germany19290.0533257238566875460.0687691345810890213%
Germany19280.057465955615043640.0739124864339828513%
Vietnam19310.00429782550781965260.003351080231368541712%
Germany19390.096474811434745790.123621150851249712%
Lower-middle-income countries19280.0008550054044462740.001094789942726492912%
Lower-middle-income countries19290.00097717810422182080.001249128836207091812%
Vietnam19410.00763766327872872350.00600564712658524512%
Vietnam19300.0047184987924993040.003720596665516495712%
Germany19400.074013285338878630.093029454350471511%
Kazakhstan19320.019123548641800880.0152601953595876711%
Vietnam19290.0051293782889842990.0040960526093840611%
Kazakhstan19310.018308946862816810.0146211059764027611%
Uzbekistan19320.018668500706553460.0149340303614735611%
Uzbekistan19310.0178733132779598240.01430862396955490111%
Lower-middle-income countries19300.00113966781646013260.001422102679498493711%
Kazakhstan19300.0172612182796001430.01384636759757995611%
Uzbekistan19300.0168507285416126250.01355061493813991511%
Vietnam19420.0043614031746983530.003510943846777081511%
Tajikistan19320.0051470259204506870.004145848564803611%
Tajikistan19310.0049272794276475910.00397181650623679211%
Kazakhstan19290.0134647116065025330.01087683532387018211%
Tajikistan19300.004645671695470810.003761647734791040411%
Uzbekistan19290.0131445061415433880.01064451131969690311%
Vietnam19280.0045040957629680630.003650576807558536510%
Turkmenistan19320.0179368667304515840.01456518098711967510%
Germany19410.078046917915344240.0961003154516220110%
Turkmenistan19310.0171720180660486220.0139545481652021410%
Lower-middle-income countries19390.00089146720711141820.001096925348974764310%
Georgia19320.00278803030960261820.002267244737595319710%
Kazakhstan19380.0300138294696807860.02442432381212711310%
Georgia19310.0026692305691540240.00217226264066994210%
Kazakhstan19330.0148622579872608180.01211128383874893210%
Kazakhstan19280.010985577479004860.00895304977893829310%
Tajikistan19290.00362402200698852540.002955028554424643510%
Russia19320.0122803393751382830.01001755334436893510%
Lower-middle-income countries19320.0012618931941688060.001546855783089995410%
Uzbekistan19380.029299827292561530.0239024348556995410%
Turkmenistan19300.016189627349376680.01321535557508468610%
Russia19310.0118451192975044250.00966920889914035810%
Ukraine19320.009118434041738510.00744452932849526410%
Uzbekistan19330.0145087642595171930.01185254566371440910%
Uzbekistan19280.0107242455706000330.00876174960285425210%
Ukraine19310.0091121289879083630.00744495447725057610%
Georgia19300.0025164752732962370.002057151868939399710%
Kyrgyzstan19320.0123927630484104160.01013536937534809110%
Kyrgyzstan19310.0118649015203118320.00971092469990253410.0%
Lower-middle-income countries20200.079040080308914180.0965472608804702810.0%
Russia19300.0111687136813998220.0091575076803565039.9%
Lebanon19310.00385190220549702640.00315887387841939939.9%
Lebanon19320.0113441394641995430.0093051157891750349.9%
Ukraine19300.0085731111466884610.0070360386744141589.8%
Kazakhstan19370.029005164280533790.023810083046555529.8%
Lebanon19330.0148469144478440280.0121924318373203289.8%
Lower-middle-income countries19310.00118201365694403650.00143917312379926449.8%
Moldova19320.0057972338981926440.0047616888768970979.8%
Tajikistan19380.0080778831616044040.0066353543661534799.8%
Moldova19310.0053979055956006050.0044370135292410859.8%
Turkmenistan19290.0126285534352064130.0103809358552098279.8%
Kyrgyzstan19300.0111860306933522220.0091964518651366239.8%
Tajikistan19330.003999674227088690.00328999408520758159.7%
Tajikistan19280.0029566728044301270.0024322969838976869.7%
Uzbekistan19370.0283151641488075260.0233013201504945769.7%
Lebanon19350.050070215016603470.041213363409042369.7%
Georgia19290.00196314789354801180.00161609880160540349.7%
Lebanon19360.056170724332332610.046288534998893749.6%
Israel19320.080383464694023130.097468093037605299.6%
Europe (excl. EU-28)19320.0142017910256981850.0117158154025673879.6%
Kazakhstan19390.029747514054179190.024544635787606249.6%
~ owid_co2.population 🟡 median anomaly score 1.5%changed data
~ Changed values: 690 / 50,411 (1.37%) — showing the 100 most anomalous rows
countryyearpopulation -population +anomaly score
Lower-middle-income countries196994287190610205752294.0%
Lower-middle-income countries19689209427519968286694.0%
Lower-middle-income countries19678993912949734188014.0%
Lower-middle-income countries197096568835510451597384.0%
Lower-middle-income countries197198830602010695708293.9%
Lower-middle-income countries19668784106769505689063.9%
Lower-middle-income countries1972101161318710946539373.9%
Lower-middle-income countries19658580028569282915763.9%
Lower-middle-income countries1973103666495811214639143.9%
Lower-middle-income countries19648375834659059891943.9%
Lower-middle-income countries1974106265809211492169733.9%
Lower-middle-income countries19638172914008838136823.9%
Lower-middle-income countries1978117255249312677806483.9%
Lower-middle-income countries1975108939625611778358033.9%
Lower-middle-income countries1977114427249312371436773.9%
Lower-middle-income countries1976111644583612070265043.9%
Lower-middle-income countries19627975062898621591033.9%
Lower-middle-income countries1979120223667712996816653.9%
Lower-middle-income countries19617781609098410455543.9%
Lower-middle-income countries1980123423496113338787543.9%
Lower-middle-income countries19607592841078204326753.9%
Lower-middle-income countries1981126713375013691216323.9%
Lower-middle-income countries1982130035908914047783093.9%
Lower-middle-income countries1983133408672214410347813.9%
Lower-middle-income countries1984136840562214779070413.8%
Lower-middle-income countries19597410500868003097203.8%
Lower-middle-income countries1985140352173415155520783.8%
Lower-middle-income countries1986143930983315538155013.8%
Lower-middle-income countries1987147556058615925692153.8%
Lower-middle-income countries19587234482507807626883.8%
Lower-middle-income countries1988151214375516317222583.8%
Lower-middle-income countries1989154911510416712690973.8%
Lower-middle-income countries1990158697075017118642203.8%
Lower-middle-income countries1991162496876117526085233.8%
Lower-middle-income countries1993170048237318339379113.8%
Lower-middle-income countries1992166262261817930673763.8%
Lower-middle-income countries19577066618607621014333.8%
Lower-middle-income countries1994173874387718749344743.8%
Lower-middle-income countries1995177754065019162589723.8%
Upper-middle-income countries2024308352526028603298393.8%
Lower-middle-income countries1996181652764519578493533.7%
Lower-middle-income countries19566903291287440097293.7%
Upper-middle-income countries2023307433689828528708903.7%
Lower-middle-income countries1997185576316019997339543.7%
Lower-middle-income countries1998189526838020420777923.7%
Lower-middle-income countries1999193469073320843319683.7%
Lower-middle-income countries19556742416807262888303.7%
Upper-middle-income countries2022306736534128477300013.7%
Lower-middle-income countries2000197465534821269164053.7%
Lower-middle-income countries2001201514748821698459033.7%
Lower-middle-income countries19546587012137091817863.7%
Upper-middle-income countries2021305956919628418926103.7%
Lower-middle-income countries2002205500980022119224053.7%
Lower-middle-income countries19536438959746929297783.7%
Upper-middle-income countries2020304735538428321010283.7%
Lower-middle-income countries2003209451112422535655713.7%
Lower-middle-income countries19526297086176774019493.6%
Lower-middle-income countries2004213442015622956130933.6%
Lower-middle-income countries19516159828616624547333.6%
Upper-middle-income countries2019303082799828185948933.6%
Lower-middle-income countries19506029456666482894633.6%
Lower-middle-income countries2020276177945929692457573.6%
Lower-middle-income countries2005217396936123372322293.6%
Lower-middle-income countries2019272478811429294013033.6%
Lower-middle-income countries2021279727901730070194183.6%
Lower-middle-income countries2006221331325023790863253.6%
Lower-middle-income countries2007225309216824218325933.6%
Lower-middle-income countries2018268806208128893242393.6%
Lower-middle-income countries2008229268464824642978923.6%
Lower-middle-income countries2009233275507225070362803.6%
Lower-middle-income countries2022283268799930442547233.6%
Lower-middle-income countries2017265092897928487671853.6%
Lower-middle-income countries2016261269540028074908543.6%
Lower-middle-income countries2010237358315025505202303.6%
Lower-middle-income countries2015257411074627659849523.6%
Upper-middle-income countries2018301052493128018045683.6%
Lower-middle-income countries2014253536386227240664203.6%
Lower-middle-income countries2011241446784925940961783.6%
Lower-middle-income countries2023286991273030831548853.6%
Lower-middle-income countries2013249545161926808487843.6%
Lower-middle-income countries2012245503849526373813153.6%
Lower-middle-income countries2024290755014931223390163.6%
Upper-middle-income countries2017298694132827817787433.6%
Upper-middle-income countries2016296188724127598909043.5%
Upper-middle-income countries2015293659259627376468903.5%
Lower-middle-income countries19496076034466515757383.5%
Upper-middle-income countries2014290962348427139832793.5%
Upper-middle-income countries2013288178148126895854653.4%
Lower-middle-income countries19486036278536464762873.4%
Upper-middle-income countries2012285351393726645173983.4%
Upper-middle-income countries2011282652906926404001633.4%
Upper-middle-income countries2010280092011126176572403.4%
Upper-middle-income countries2009277494424625945320943.4%
Lower-middle-income countries19476018597546435968033.4%
Upper-middle-income countries2008274916548025716160963.3%
Upper-middle-income countries2007272452341525500345533.3%
Upper-middle-income countries2006270068873625293460023.3%
Lower-middle-income countries19466002063656408617103.3%
Upper-middle-income countries2005267642756625077515473.3%
Upper-middle-income countries2004265227135424857970973.2%
~ owid_co2.share_global_cumulative_cement_co2 🟡 median anomaly score 1.4%changed data
~ Changed values: 247 / 50,411 (0.49%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_cement_co2 -share_global_cumulative_cement_co2 +anomaly score
Lower-middle-income countries19280.166449502110481260.2101075351238250712%
Lower-middle-income countries19290.313958615064620970.3959718048572540312%
Lower-middle-income countries19300.457475095987319950.571351230144500711%
Lower-middle-income countries19310.58870136737823490.727034628391265911%
Lower-middle-income countries19320.72359871864318850.889193654060363810%
Lower-middle-income countries19330.84922760725021361.03001666069030769.6%
Lower-middle-income countries19340.97273856401443481.16580879688262949.0%
Lower-middle-income countries19401.378948688507081.6277866363525398.3%
Lower-middle-income countries19351.11477267742156981.31554508209228528.3%
Lower-middle-income countries19391.3694823980331421.6157122850418098.2%
Lower-middle-income countries19381.36421000957489011.6068335771560678.2%
Lower-middle-income countries19411.52509641647338871.78451979160308847.8%
Lower-middle-income countries19361.23811554908752441.44716727733612067.8%
Lower-middle-income countries202411.38184452056884813.2865753173828127.7%
Lower-middle-income countries202311.1221075057983412.9714555740356457.7%
Lower-middle-income countries19371.35212635993957521.5760636329650887.6%
Lower-middle-income countries202210.8741559982299812.6672201156616217.6%
Lower-middle-income countries202110.65186500549316412.3607997894287117.4%
Lower-middle-income countries202010.4567975997924812.0667982101440437.1%
Lower-middle-income countries19421.68860757350921631.9379811286926276.9%
Lower-middle-income countries201910.34087657928466811.849866867065436.8%
Upper-middle-income countries19280.349706083536148070.30604800581932076.7%
Lower-middle-income countries201810.1618413925170911.5661258697509776.5%
Upper-middle-income countries19300.94891625642776490.83504015207290656.4%
Lower-middle-income countries19431.79973113536834722.0388162136077886.2%
Lower-middle-income countries20179.9696149826049811.274204254150396.1%
Upper-middle-income countries19290.71529299020767210.63327986001968386.1%
Lower-middle-income countries20169.80336570739746111.0229244232177735.9%
Upper-middle-income countries19311.25478255748748781.1164492368698125.8%
Upper-middle-income countries19321.55283534526824951.38724029064178475.6%
Lower-middle-income countries20159.62097930908203110.7678365707397465.6%
Lower-middle-income countries19441.93636322021484382.1613137722015385.5%
Lower-middle-income countries20149.43788528442382810.513820648193365.4%
Upper-middle-income countries19331.80192196369171141.62113296985626225.3%
Lower-middle-income countries20139.28020572662353510.2870187759399415.1%
Lower-middle-income countries20129.12707424163818410.0670709609985354.9%
Lower-middle-income countries19452.08251142501831052.29625153541564944.9%
Upper-middle-income countries19342.08048796653747561.88741779327392584.9%
Lower-middle-income countries20118.9929151535034189.8669052124023444.6%
Lower-middle-income countries19462.196758747100832.39971041679382324.4%
Upper-middle-income countries19352.4085364341735842.2077641487121584.3%
Lower-middle-income countries20108.8776435852050789.6827459335327154.3%
Lower-middle-income countries19472.2725639343261722.46698355674743654.1%
Lower-middle-income countries20098.739857673645029.4801750183105474.1%
Upper-middle-income countries19362.8030726909637452.59402108192443853.9%
Lower-middle-income countries20088.580128669738779.2674150466918953.9%
Lower-middle-income countries19482.3660159111022952.5498538017272953.7%
Lower-middle-income countries20078.4595775604248059.1047401428222663.7%
Upper-middle-income countries19373.1687150001525882.9447777271270753.7%
Upper-middle-income countries19383.464745521545413.22212171554565433.6%
Lower-middle-income countries20068.3423910140991218.9476375579833983.5%
Lower-middle-income countries19492.4838397502899172.66030097007751463.4%
Lower-middle-income countries20058.2221488952636728.7983312606811523.4%
Upper-middle-income countries19393.79121160507202153.54498219490051273.4%
Lower-middle-income countries20048.1104669570922858.6384181976318363.2%
Upper-middle-income countries19404.0904045104980473.8415663242340093.1%
Upper-middle-income countries19414.3790774345397954.1196537017822273.1%
Lower-middle-income countries19502.6232562065124512.7860341072082523.0%
Lower-middle-income countries20037.9966015815734868.4798030853271482.9%
Upper-middle-income countries19424.5357060432434084.2863316535949712.8%
Lower-middle-income countries20027.8872370719909678.3325500488281252.7%
Low-income countries20240.86339974403381350.91119098663330082.7%
Low-income countries20230.86230069398880.90958565473556522.7%
Low-income countries20220.86237680912017820.90919125080108642.6%
Lower-middle-income countries19512.7783105373382572.92909646034240722.6%
Low-income countries20210.8636198639869690.90997117757797242.6%
Upper-middle-income countries19434.72206115722656254.482976436614992.6%
Low-income countries20200.86620396375656130.91221588850021362.6%
Low-income countries20190.87033182382583620.91606372594833372.6%
Lower-middle-income countries20017.7607746124267588.1647996902465822.5%
Low-income countries20170.87543922662734990.92092967033386232.5%
Low-income countries20180.87322503328323360.91850608587265012.5%
Low-income countries20160.87687629461288450.92214697599411012.5%
Low-income countries20150.87948971986770630.92433583736419682.5%
Low-income countries20120.90115976333618160.94676798582077032.5%
Low-income countries20130.89357483386993410.9386222362518312.5%
Low-income countries20110.90792685747146610.95360547304153442.5%
Low-income countries20140.88412249088287350.92847764492034912.4%
Lower-middle-income countries20007.6309461593627938.0123710632324222.4%
Low-income countries20100.9190872907638550.96473079919815062.4%
Low-income countries20090.93087452650070190.9765919446945192.4%
Low-income countries20080.94455516338348390.99023079872131352.4%
Low-income countries20070.95804816484451291.00391697883605962.3%
Upper-middle-income countries19444.9494028091430664.7244520187377932.3%
Lower-middle-income countries19997.4931392669677737.8480138778686522.3%
Low-income countries20060.97437572479248051.01987671852111822.3%
Lower-middle-income countries19987.3492155075073247.6813278198242192.2%
Low-income countries20050.98978906869888311.03440034389495852.2%
Lower-middle-income countries19522.93165636062622073.0627954006195072.2%
Upper-middle-income countries19455.1456365585327154.9318962097167972.1%
Low-income countries20041.00342059135437011.04642128944396972.1%
Lower-middle-income countries19977.2173709869384777.5229935646057132.1%
Low-income countries20031.0156555175781251.0569304227828982.0%
Upper-middle-income countries19465.3153238296508795.1123723983764651.9%
Lower-middle-income countries19967.09547901153564457.36844682693481451.9%
Upper-middle-income countries202452.92623901367187550.973712921142581.9%
Low-income countries20021.02723395824432371.06657946109771731.9%
Upper-middle-income countries202352.6080932617187550.7114562988281251.8%
Low-income countries20011.03752183914184571.07591485977172851.8%
Upper-middle-income countries202252.1994705200195350.359600067138671.8%
~ owid_co2.cumulative_cement_co2 🟡 median anomaly score 1.4%changed data
~ Changed values: 247 / 50,411 (0.49%) — showing the 100 most anomalous rows
countryyearcumulative_cement_co2 -cumulative_cement_co2 +anomaly score
Lower-middle-income countries19280.429535984992980960.542199015617370612%
Lower-middle-income countries19290.92596000432968141.167842030525207512%
Lower-middle-income countries19301.5119169950485231.88826799392700211%
Lower-middle-income countries19312.1274840831756592.627400875091552711%
Lower-middle-income countries19322.79366993904113773.432998895645141610%
Lower-middle-income countries19333.48114609718322754.2222352027893079.6%
Lower-middle-income countries19344.2648110389709475.1112952232360849.0%
Lower-middle-income countries19409.04096889495849610.6724557876586918.3%
Lower-middle-income countries19355.2449059486389166.1895217895507818.3%
Lower-middle-income countries19398.54846763610839810.085462570190438.2%
Lower-middle-income countries19388.0290880203247079.4570541381835948.2%
Lower-middle-income countries194110.65943527221679712.4726362228393557.8%
Lower-middle-income countries19366.3048219680786137.3693699836730967.8%
Lower-middle-income countries20245656.08496093756602.621093757.7%
Lower-middle-income countries20235363.2031256254.979003906257.7%
Lower-middle-income countries19377.43711614608764658.6688413619995127.6%
Lower-middle-income countries20225076.145019531255913.1621093757.6%
Lower-middle-income countries20214804.213378906255574.9785156257.4%
Lower-middle-income countries20204541.931152343755241.237792968757.1%
Lower-middle-income countries194212.45029735565185514.2889575958251956.9%
Lower-middle-income countries20194323.639160156254954.56542968756.8%
Upper-middle-income countries19280.90244400501251220.78978097438812266.7%
Lower-middle-income countries20184084.59472656254649.0527343756.5%
Upper-middle-income countries19303.13608908653259282.7597379684448246.4%
Lower-middle-income countries194313.89537143707275415.7413005828857426.2%
Lower-middle-income countries20173853.113769531254357.318847656256.1%
Upper-middle-income countries19292.10961794853210451.86773598194122316.1%
Lower-middle-income countries20163641.8151855468754094.864746093755.9%
Upper-middle-income countries19314.5346078872680664.0346908569335945.8%
Upper-middle-income countries19325.9951868057250985.3558578491210945.6%
Lower-middle-income countries20153432.0412597656253841.153808593755.6%
Lower-middle-income countries194415.38913726806640617.1769180297851565.5%
Lower-middle-income countries20143230.7585449218753599.0710449218755.4%
Upper-middle-income countries19337.3864221572875986.64533281326293955.3%
Lower-middle-income countries20133038.279785156253367.9040527343755.1%
Lower-middle-income countries20122856.5939941406253150.7941894531254.9%
Lower-middle-income countries194517.02931976318359418.7771358489990234.9%
Upper-middle-income countries19349.1215543746948248.2750701904296884.9%
Lower-middle-income countries20112690.7404785156252952.2438964843754.6%
Lower-middle-income countries194618.761114120483420.4943943023681644.4%
Upper-middle-income countries193511.33194923400878910.3873329162597664.3%
Lower-middle-income countries20102536.8684082031252766.934082031254.3%
Lower-middle-income countries194720.38891792297363322.133205413818364.1%
Lower-middle-income countries20092388.0881347656252590.3732910156254.1%
Upper-middle-income countries193614.2740106582641613.2094631195068363.9%
Lower-middle-income countries20082244.0041503906252423.7536621093753.9%
Lower-middle-income countries194822.4490413665771524.1933174133300783.7%
Lower-middle-income countries20072116.25683593752277.65136718753.7%
Upper-middle-income countries193717.4289207458496116.1971950531005863.7%
Upper-middle-income countries193820.39183616638183618.96386718753.6%
Lower-middle-income countries20061992.98913574218752137.5822753906253.5%
Lower-middle-income countries194925.01228713989257826.789251327514653.4%
Lower-middle-income countries20051878.1535644531252009.76867675781253.4%
Upper-middle-income countries193923.66518402099609422.1281890869140623.4%
Lower-middle-income countries20041774.2324218751889.72619628906253.2%
Upper-middle-income countries194026.81841659545898425.1869277954101563.1%
Upper-middle-income countries194130.6069126129150428.7937107086181643.1%
Lower-middle-income countries195028.17115974426269529.9192314147949223.0%
Lower-middle-income countries20031677.67932128906251779.05456542968752.9%
Upper-middle-income countries194233.4422798156738331.6036186218261722.8%
Lower-middle-income countries20021587.106933593751676.71496582031252.7%
Low-income countries2024429.0572509765625452.80654907226562.7%
Low-income countries2023415.8109130859375438.612243652343752.7%
Low-income countries2022402.5645751953125424.41793823242192.6%
Lower-middle-income countries195131.94130325317382833.674839019775392.6%
Low-income countries2021389.51055908203125410.415954589843752.6%
Upper-middle-income countries194336.45810699462890634.6121788024902342.6%
Low-income countries2020376.2374267578125396.22277832031252.6%
Low-income countries2019363.895751953125383.01675415039062.6%
Lower-middle-income countries20011501.20275878906251579.35534667968752.5%
Low-income countries2017338.3447265625355.92614746093752.5%
Low-income countries2018350.9964904785156369.19738769531252.5%
Low-income countries2016325.7474670410156342.564880371093752.5%
Low-income countries2015313.7357482910156329.733459472656252.5%
Low-income countries2012282.0451965332031296.31967163085942.5%
Low-income countries2013292.5506591796875307.298889160156252.5%
Low-income countries2011271.6578063964844285.32516479492192.5%
Low-income countries2014302.6510925292969317.83468627929692.4%
Lower-middle-income countries20001418.80041503906251489.71765136718752.4%
Low-income countries2010262.6376647949219275.680725097656252.4%
Low-income countries2009254.3531494140625266.845031738281252.4%
Low-income countries2008247.03427124023438258.980041503906252.4%
Low-income countries2007239.6663360595703251.14091491699222.3%
Upper-middle-income countries194439.335094451904337.547313690185552.3%
Lower-middle-income countries19991339.36511230468751402.79748535156252.3%
Low-income countries2006232.77743530273438243.647598266601562.3%
Lower-middle-income countries19981263.07336425781251320.15197753906252.2%
Low-income countries2005226.09365844726562236.284042358398442.2%
Lower-middle-income countries195236.0714721679687537.685024261474612.2%
Upper-middle-income countries194542.0774116516113340.329597473144532.1%
Low-income countries2004219.50662231445312228.913391113281252.1%
Lower-middle-income countries19971193.024902343751243.54406738281252.1%
Low-income countries2003213.0835418701172221.74299621582032.0%
Upper-middle-income countries194645.3947830200195343.661506652832031.9%
Lower-middle-income countries19961126.1291503906251169.45214843751.9%
Upper-middle-income countries202426301.12525330.839843751.9%
Low-income countries2002206.70484924316406214.62214660644531.9%
Upper-middle-income countries202325368.20507812524453.6251.8%
Low-income countries2001200.69268798828125208.119232177734381.8%
Upper-middle-income countries202224367.14257812523508.27343751.8%
~ owid_co2.share_of_temperature_change_from_ghg 🟡 median anomaly score 1.4%changed metadatachanged data
metadata diff
-       Cooling effects of sulfur dioxide and aerosols are not included – this means the net impact
+       Cooling effects of sulphur dioxide and aerosols are not included – this means the net impact
~ Changed values: 522 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearshare_of_temperature_change_from_ghg -share_of_temperature_change_from_ghg +anomaly score
Lower-middle-income countries19169.7586193084716811.3800439834594737.7%
Lower-middle-income countries19179.69699573516845711.307277679443367.7%
Lower-middle-income countries19159.82283401489257811.4525032043457037.7%
Lower-middle-income countries19189.65195941925048811.2509469985961917.6%
Lower-middle-income countries19149.88492107391357411.5173959732055667.6%
Lower-middle-income countries19199.62562847137451211.2117633819580087.6%
Lower-middle-income countries19139.9572381973266611.5945014953613287.6%
Lower-middle-income countries191210.05685997009277311.6950864791870127.5%
Lower-middle-income countries19209.60956192016601611.1713819503784187.5%
Lower-middle-income countries191110.15364170074462911.7913932800292977.5%
Lower-middle-income countries191010.25783538818359411.8953599929809577.4%
Lower-middle-income countries19219.62525653839111311.1593847274780277.4%
Lower-middle-income countries190910.36913871765136712.0052852630615237.3%
Lower-middle-income countries190810.49011802673339812.1275281906127937.2%
Lower-middle-income countries19229.64854812622070311.1503582000732427.2%
Lower-middle-income countries190710.60743808746337912.2420797348022467.2%
Lower-middle-income countries190610.73745536804199212.3687143325805667.1%
Lower-middle-income countries19239.66723823547363311.1313114166259777.0%
Lower-middle-income countries190510.8499860763549812.4768218994140627.0%
Lower-middle-income countries190410.9622535705566412.583010673522956.9%
Lower-middle-income countries19249.6957130432128911.1223878860473636.9%
Lower-middle-income countries190311.06654644012451212.6799936294555666.8%
Lower-middle-income countries190211.1714582443237312.7804603576660166.7%
Lower-middle-income countries19259.73024177551269511.1175184249877936.7%
Lower-middle-income countries190111.2586431503295912.8622236251831056.6%
Lower-middle-income countries190011.3486833572387712.9466962814331056.6%
Lower-middle-income countries189911.42915916442871113.023156166076666.5%
Lower-middle-income countries189811.47966575622558613.0729198455810556.5%
Lower-middle-income countries189711.5246953964233413.114207267761236.5%
Lower-middle-income countries19269.77442073822021511.1198034286499026.4%
Lower-middle-income countries189611.56325054168701213.1492958068847666.4%
Lower-middle-income countries189511.6002912521362313.1831035614013676.4%
Lower-middle-income countries189411.63545131683349613.2133016586303716.3%
Lower-middle-income countries189311.66921901702880913.246090888977056.3%
Lower-middle-income countries189211.69921684265136713.2752733230590826.3%
Lower-middle-income countries189111.7286748886108413.3021974563598636.3%
Lower-middle-income countries189011.76533985137939513.3349885940551766.3%
Lower-middle-income countries188911.7996959686279313.3703498840332036.2%
Lower-middle-income countries188811.83866786956787113.411926269531256.2%
Lower-middle-income countries188711.88798904418945313.4650316238403326.2%
Lower-middle-income countries19279.8185529708862311.1201686859130866.2%
Lower-middle-income countries188611.9339494705200213.513597488403326.2%
Lower-middle-income countries188511.98131465911865213.563903808593756.2%
Lower-middle-income countries188412.03625392913818413.6235647201538096.2%
Lower-middle-income countries188312.10712623596191413.6904277801513676.1%
Lower-middle-income countries188212.19448947906494113.7753906256.1%
Lower-middle-income countries188112.28032875061035213.8546390533447276.0%
Lower-middle-income countries19289.86821746826171911.1260318756103526.0%
Lower-middle-income countries188012.3813133239746113.9510173797607426.0%
Lower-middle-income countries187912.52229595184326214.087277412414555.9%
Lower-middle-income countries187812.68548488616943414.2448787689208985.8%
Lower-middle-income countries19299.9150152206420911.1257324218755.8%
Lower-middle-income countries187712.8499488830566414.400844573974615.7%
Lower-middle-income countries187613.02446937561035214.5754117965698245.6%
Lower-middle-income countries187513.19932651519775414.7478151321411135.5%
Lower-middle-income countries19309.97626399993896511.139635086059575.5%
Lower-middle-income countries187413.38597106933593814.9253969192504885.4%
Lower-middle-income countries187313.57384681701660215.0991506576538095.3%
Lower-middle-income countries193110.04869747161865211.1694955825805665.3%
Lower-middle-income countries187213.77871513366699215.2889184951782235.2%
Lower-middle-income countries187113.99108028411865215.4807338714599615.1%
Lower-middle-income countries193210.13856506347656211.208947181701665.0%
Lower-middle-income countries187014.1920509338378915.6614742279052734.9%
Lower-middle-income countries186914.38605880737304715.8321008682250984.8%
Lower-middle-income countries193310.2311534881591811.2509651184082034.7%
Lower-middle-income countries186814.5459861755371115.9772424697875984.7%
Lower-middle-income countries186714.71710777282714816.1263618469238284.6%
Lower-middle-income countries193410.31433010101318411.2829732894897464.5%
Lower-middle-income countries186614.895077705383316.2693386077880864.4%
Lower-middle-income countries186515.0887184143066416.4412937164306644.3%
Lower-middle-income countries193510.39601707458496111.3142576217651374.2%
Lower-middle-income countries185116.79238319396972718.2680358886718754.2%
Upper-middle-income countries188419.84739303588867218.248805999755864.2%
Upper-middle-income countries188319.83362197875976618.239082336425784.2%
Upper-middle-income countries188219.82063674926757818.2285346984863284.2%
Upper-middle-income countries188519.86523818969726618.2713375091552734.2%
Lower-middle-income countries186415.28865242004394516.6192913055419924.2%
Upper-middle-income countries188119.81033134460449218.2248725891113284.2%
Upper-middle-income countries188619.8926525115966818.301656723022464.2%
Upper-middle-income countries188019.8048305511474618.2240428924560554.2%
Upper-middle-income countries188719.93019485473632818.3417797088623054.2%
Upper-middle-income countries187919.8179264068603518.2419242858886724.1%
Upper-middle-income countries188819.9476108551025418.362968444824224.1%
Upper-middle-income countries188919.98513793945312518.4030876159667974.1%
Upper-middle-income countries190720.80944633483886719.16442871093754.1%
Upper-middle-income countries189120.04820823669433618.463371276855474.1%
Upper-middle-income countries189220.07967376708984418.492349624633794.1%
Upper-middle-income countries190520.71783638000488319.080497741699224.1%
Upper-middle-income countries190620.7756423950195319.1339416503906254.1%
Upper-middle-income countries187819.87495422363281218.3046073913574224.1%
Upper-middle-income countries189020.01375007629394518.43273925781254.1%
Upper-middle-income countries190820.85902595520019519.211290359497074.1%
Upper-middle-income countries190420.6633377075195319.032022476196294.1%
Upper-middle-income countries189820.32486724853515618.7206783294677734.1%
Upper-middle-income countries189320.12593460083007818.5378379821777344.1%
Upper-middle-income countries190020.39224243164062518.783433914184574.1%
Upper-middle-income countries190220.53066253662109418.910984039306644.1%
Upper-middle-income countries190120.4628353118896518.8485221862792974.1%
Upper-middle-income countries189920.3463745117187518.7415142059326174.1%
Upper-middle-income countries189720.2933425903320318.6928329467773444.1%
~ owid_co2.temperature_change_from_ghg 🟡 median anomaly score 1.4%changed metadatachanged data
metadata diff
-       Global mean surface temperature change as a result of a country or region's cumulative
+       The global mean surface temperature change as a result of a country or region's cumulative
-     note: This does not include cooling impacts from sulfur dioxide and aerosols, so the net warming
-     can be lower.
+     note: This does not include cooling impacts from sulphur dioxide and aerosols, so the net
+     warming can be lower.
~ Changed values: 522 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyeartemperature_change_from_ghg -temperature_change_from_ghg +anomaly score
Lower-middle-income countries19160.020059058442711830.0233919303864240657.7%
Lower-middle-income countries19170.020418437197804450.0238091200590133677.7%
Lower-middle-income countries19150.0197047702968120570.0229739136993885047.7%
Lower-middle-income countries19180.0207980107516050340.024243505671620377.6%
Lower-middle-income countries19140.019356528297066690.022553218528628357.6%
Lower-middle-income countries19190.021181304007768630.0246716123074293147.6%
Lower-middle-income countries19130.019014460965991020.0221409965306520467.6%
Lower-middle-income countries19120.018693007528781890.021738030016422277.5%
Lower-middle-income countries19200.0216323677450418470.025148229673504837.5%
Lower-middle-income countries19110.0183742549270391460.021337967365980157.5%
Lower-middle-income countries19100.0180647037923336030.0209484882652759557.4%
Lower-middle-income countries19210.022133184596896170.025660898536443717.4%
Lower-middle-income countries19090.0177590828388929370.020561289042234427.3%
Lower-middle-income countries19080.0174569860100746150.0201818607747554787.2%
Lower-middle-income countries19220.022669767960906030.026198348030447967.2%
Lower-middle-income countries19070.0171506181359291080.0197935849428176887.2%
Lower-middle-income countries19060.0168449170887470250.0194040369242429737.1%
Lower-middle-income countries19230.023231117054820060.0267493966966867457.0%
Lower-middle-income countries19050.016525318846106530.0190031100064516077.0%
Lower-middle-income countries19040.0162084661424160.018604870885610586.9%
Lower-middle-income countries19240.023819668218493460.0273246113210916526.9%
Lower-middle-income countries19030.0158827714622020720.0181983988732099536.8%
Lower-middle-income countries19020.015556878410279750.0177975036203861246.7%
Lower-middle-income countries19250.024433536455035210.027917115017771726.7%
Lower-middle-income countries19010.0152134196832776070.0173802822828292856.6%
Lower-middle-income countries19000.0148716643452644350.0169657487422227866.6%
Lower-middle-income countries18990.0145212179049849510.016546458005905156.5%
Lower-middle-income countries18980.0141359036788344380.0160978157073259356.5%
Lower-middle-income countries18970.0137542812153697010.015651302412152296.5%
Lower-middle-income countries19260.025069655850529670.028520325198769576.4%
Lower-middle-income countries18960.0133704598993062970.0152043867856264116.4%
Lower-middle-income countries18950.0129922507330775260.0147649897262454036.4%
Lower-middle-income countries18940.0126144634559750560.0143250748515129096.3%
Lower-middle-income countries18930.012238446623086930.0138922389596700676.3%
Lower-middle-income countries18920.0118670817464590070.0134657518938183786.3%
Lower-middle-income countries18910.0114927180111408230.0130345849320292476.3%
Lower-middle-income countries18900.0111214993521571160.012605250813066966.3%
Lower-middle-income countries18890.0107554150745272640.0121870646253228196.2%
Lower-middle-income countries18880.0104169072583317760.0118012251332402236.2%
Lower-middle-income countries18870.0100873708724975590.0114255463704466826.2%
Lower-middle-income countries19270.0257308147847652440.0291418712586164476.2%
Lower-middle-income countries18860.0097624640911817550.0110546816140413286.2%
Lower-middle-income countries18850.0094445599243044850.0106920730322599416.2%
Lower-middle-income countries18840.0091310786083340640.0103352619335055356.2%
Lower-middle-income countries18830.0088274199515581130.0099818194285035136.1%
Lower-middle-income countries18820.0085326591506600380.0096388384699821476.1%
Lower-middle-income countries18810.0082407705485820770.0092972181737422946.0%
Lower-middle-income countries19280.026416961103677750.0297840982675552376.0%
Lower-middle-income countries18800.0079640792682766910.008973766118288046.0%
Lower-middle-income countries18790.0077096018940210340.0086731137707829485.9%
Lower-middle-income countries18780.0074712224304676060.0083896405994892125.8%
Lower-middle-income countries19290.0271228514611721040.0304348096251487735.8%
Lower-middle-income countries18770.0072332769632339480.008106281049549585.7%
Lower-middle-income countries18760.0069975047372281550.007830761373043065.6%
Lower-middle-income countries18750.0067612561397254470.0075544579885900025.5%
Lower-middle-income countries19300.0278575271368026730.031106103211641315.5%
Lower-middle-income countries18740.0065272683277726170.0072779231704771525.4%
Lower-middle-income countries18730.0062925959937274460.0069996998645365245.3%
Lower-middle-income countries19310.028608847409486770.031799782067537315.3%
Lower-middle-income countries18720.0060586864128708840.0067227431572973735.2%
Lower-middle-income countries18710.00582667021080851550.0064470460638403895.1%
Lower-middle-income countries19320.0293991714715957640.0325029976665973665.0%
Lower-middle-income countries18700.00559841468930244450.006178066134452824.9%
Lower-middle-income countries18690.0053692962974309920.0059090009890496734.8%
Lower-middle-income countries19330.030213711783289910.033225327730178834.7%
Lower-middle-income countries18680.0051437383517622950.005649858154356484.7%
Lower-middle-income countries18670.00491804582998156550.0053889788687229164.6%
Lower-middle-income countries19340.0310450084507465360.033960517495870594.5%
Lower-middle-income countries18660.0046884221956133840.00512098893523216254.4%
Lower-middle-income countries18650.0044555212371051310.0048549207858741284.3%
Lower-middle-income countries19350.031895380467176440.034712579101324084.2%
Lower-middle-income countries18510.0003146634262520820.000342314917361363774.2%
Upper-middle-income countries18840.0150568522512912750.0138441137969493874.2%
Upper-middle-income countries18830.0144608812406659130.013298287056386474.2%
Upper-middle-income countries18820.0138687836006283760.0127547681331634524.2%
Upper-middle-income countries18850.0156592521816492080.0144028216600418094.2%
Lower-middle-income countries18640.0042201885953545570.0045874901115894324.2%
Upper-middle-income countries18810.0132938129827380180.0122298840433359154.2%
Upper-middle-income countries18860.01627301238477230.0149715123698115354.2%
Upper-middle-income countries18800.0127391368150711060.0117223197594285014.2%
Upper-middle-income countries18870.016911461949348450.0155636370182037354.2%
Upper-middle-income countries18790.0122013036161661150.0112310061231255534.1%
Upper-middle-income countries18880.0175520069897174840.0161576718091964724.1%
Upper-middle-income countries18890.0182164385914802550.016774401068687444.1%
Upper-middle-income countries19070.033645719289779660.030985971912741664.1%
Upper-middle-income countries18920.0203677862882614140.0187576841562986374.1%
Upper-middle-income countries18910.0196448788046836850.0180919244885444644.1%
Upper-middle-income countries19050.0315547734498977660.029060989618301394.1%
Upper-middle-income countries19060.032592825591564180.0300173237919807434.1%
Upper-middle-income countries18780.0117055196315050130.0107806520536541944.1%
Upper-middle-income countries18900.018918527290225030.017424035817384724.1%
Upper-middle-income countries19080.034712266176939010.031970206648111344.1%
Upper-middle-income countries19040.0305522046983242030.0281401909887790684.1%
Upper-middle-income countries18980.0250277649611234660.0230523888021707534.1%
Upper-middle-income countries18930.0211076829582452770.0194421187043194.1%
Upper-middle-income countries19000.02672262303531170.024614388123154644.1%
Upper-middle-income countries19020.0285900905728340150.0263345986604690554.1%
Upper-middle-income countries19010.0276507306843996050.0254693608731031424.1%
Upper-middle-income countries18990.025850908830761910.0238118655979633334.1%
Upper-middle-income countries18970.0242193266749382020.0223091784864664084.1%
~ owid_co2.total_ghg 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyeartotal_ghg -total_ghg +anomaly score
Lower-middle-income countries1907834.35284423828121011.76885986328129.6%
Lower-middle-income countries1905836.2714843751008.781259.3%
Lower-middle-income countries1908847.0222167968751019.7946777343759.3%
Lower-middle-income countries1904843.032714843751014.43670654296889.2%
Lower-middle-income countries1906853.63616943359381025.7238769531259.2%
Lower-middle-income countries1910872.87506103515621043.9611816406258.9%
Lower-middle-income countries1913899.556152343751073.52832031258.8%
Lower-middle-income countries1912896.5861816406251068.98205566406258.8%
Lower-middle-income countries1903831.2076416015625990.28619384765628.7%
Lower-middle-income countries1911879.6738281251047.90710449218758.7%
Lower-middle-income countries1909851.79229736328121014.01885986328128.7%
Lower-middle-income countries1915937.29620361328121111.783691406258.5%
Lower-middle-income countries1901840.9323120117188995.60778808593758.4%
Lower-middle-income countries1902857.00164794921881013.72937011718758.4%
Lower-middle-income countries1916939.80407714843751105.7595214843758.1%
Lower-middle-income countries1917939.06048583984381102.9045410156258.0%
Lower-middle-income countries1918970.50140380859381138.6340332031258.0%
Lower-middle-income countries1900847.951171875994.13983154296887.9%
Lower-middle-income countries1914934.32287597656251093.220214843757.8%
Lower-middle-income countries1919966.751123.37145996093757.5%
Lower-middle-income countries1898919.79675292968751057.03894042968756.9%
Lower-middle-income countries1872624.7073364257812717.29199218756.9%
Lower-middle-income countries1878648.5772094726562743.36907958984386.8%
Lower-middle-income countries1874634.5545043945312726.30334472656256.7%
Lower-middle-income countries1897924.24121093751057.62902832031256.7%
Lower-middle-income countries1895912.1906738281251043.7746582031256.7%
Lower-middle-income countries1899926.88433837890621060.58557128906256.7%
Lower-middle-income countries1873630.8867797851562721.7888183593756.7%
Lower-middle-income countries1879651.7620239257812745.58856201171886.7%
Lower-middle-income countries1896912.42547607421881041.7370605468756.6%
Lower-middle-income countries1871613.4677734375699.76110839843756.6%
Lower-middle-income countries1875635.0044555664062724.2473144531256.6%
Lower-middle-income countries1880689.3134155273438785.2844238281256.5%
Lower-middle-income countries1870614.5723266601562699.51556396484386.5%
Lower-middle-income countries1882761.0435791015625864.85656738281256.4%
Lower-middle-income countries1891902.07073974609381024.8952636718756.4%
Lower-middle-income countries19752854.4816894531253240.130371093756.3%
Lower-middle-income countries1867615.4281005859375697.47790527343756.2%
Lower-middle-income countries1884781.6964721679688885.5534667968756.2%
Lower-middle-income countries1881733.0284423828125830.27648925781256.2%
Lower-middle-income countries19762911.1718753297.2883300781256.2%
Lower-middle-income countries1892907.244628906251026.94421386718756.2%
Lower-middle-income countries1894909.644042968751029.30139160156256.2%
Lower-middle-income countries1883767.5888061523438868.00543212890626.1%
Lower-middle-income countries1876641.796875725.23138427734386.1%
Lower-middle-income countries1893900.04071044921881015.5495605468756.0%
Lower-middle-income countries1877642.6907958984375725.1672363281256.0%
Lower-middle-income countries1868608.1272583007812683.07116699218755.8%
Lower-middle-income countries1890890.130126953125999.58795166015625.8%
Lower-middle-income countries1863637.9530029296875715.10357666015625.7%
Lower-middle-income countries1889829.8929443359375928.1894531255.6%
Lower-middle-income countries1887811.2593994140625906.51080322265625.5%
Lower-middle-income countries1888815.8078002929688911.4645996093755.5%
Lower-middle-income countries1869609.2364501953125680.57586669921885.5%
Lower-middle-income countries1886801.992919921875894.49908447265625.5%
Lower-middle-income countries1864630.4744873046875702.95599365234385.4%
Lower-middle-income countries1866620.8261108398438691.34967041015625.4%
Lower-middle-income countries1885798.0341186523438887.52667236328125.3%
Lower-middle-income countries19201113.5988769531251237.75292968755.3%
Lower-middle-income countries1865624.6597290039062692.82550048828125.2%
Lower-middle-income countries20207178.708496093757919.4355468754.9%
Lower-middle-income countries1862649.2415771484375713.19299316406254.7%
Lower-middle-income countries20197360.1093758079.85839843754.7%
Lower-middle-income countries19742929.93066406253209.2590332031254.5%
Lower-middle-income countries1861676.0794067382812740.35485839843754.5%
Lower-middle-income countries19773128.3708496093753421.7204589843754.5%
Lower-middle-income countries20248096.83886718758854.38574218754.5%
Lower-middle-income countries19783023.0305175781253305.54785156254.5%
Lower-middle-income countries20217455.99316406258142.565917968754.4%
Lower-middle-income countries1850765.1714477539062835.1892089843754.4%
Lower-middle-income countries20227631.9902343758324.99316406254.3%
Lower-middle-income countries20237915.73339843758631.52050781254.3%
Lower-middle-income countries19793054.5358886718753330.53417968754.3%
Lower-middle-income countries20187353.74511718758010.2558593754.3%
Upper-middle-income countries19052167.8391113281251994.42858886718754.2%
Upper-middle-income countries19042155.079589843751982.78576660156254.2%
Lower-middle-income countries19732874.6208496093753124.2648925781254.2%
Lower-middle-income countries19211197.74108886718751301.215332031254.1%
Upper-middle-income countries19072251.1721191406252072.8425292968754.1%
Lower-middle-income countries20147011.47753906257609.047363281254.1%
Upper-middle-income countries19062228.027832031252055.0368652343754.0%
Upper-middle-income countries18721205.8732910156251112.5500488281254.0%
Upper-middle-income countries18981785.01721191406251646.93103027343754.0%
Upper-middle-income countries18951718.783691406251586.35534667968754.0%
Upper-middle-income countries19022051.209472656251893.5988769531254.0%
Upper-middle-income countries19001914.18225097656251767.1320800781254.0%
Upper-middle-income countries18731194.049316406251102.39074707031254.0%
Upper-middle-income countries19012031.31542968751875.7644042968754.0%
Upper-middle-income countries19082269.1542968752095.459472656254.0%
Upper-middle-income countries18741214.0681152343751121.5476074218754.0%
Upper-middle-income countries18781256.29138183593751160.683593754.0%
Upper-middle-income countries19032104.7268066406251944.76208496093754.0%
Upper-middle-income countries18971778.9001464843751644.66857910156253.9%
Upper-middle-income countries18911642.82531738281251519.14172363281253.9%
Upper-middle-income countries18711156.90722656251069.9001464843753.9%
Upper-middle-income countries18791259.94519042968751165.2946777343753.9%
Upper-middle-income countries18961735.9245605468751605.76916503906253.9%
Upper-middle-income countries18821399.38415527343751294.70104980468753.9%
Upper-middle-income countries18671106.13964843751023.50335693359383.9%
Upper-middle-income countries18991811.09973144531251676.55407714843753.9%
~ owid_co2.temperature_change_from_n2o 🟡 median anomaly score 1.2%changed data
~ Changed values: 522 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyeartemperature_change_from_n2o -temperature_change_from_n2o +anomaly score
Upper-middle-income countries18890.00057388324057683350.00055337767116725441.8%
Upper-middle-income countries18880.00055434071691706780.00053454167209565641.8%
Upper-middle-income countries18870.00053493335144594310.00051583594176918271.8%
Upper-middle-income countries18900.0005946616292931140.00057343725347891451.8%
Upper-middle-income countries18860.00051565060857683420.00049725041026249531.8%
Upper-middle-income countries18850.00049648730782791970.000478779984405264261.8%
Upper-middle-income countries18910.0006156892050057650.00059373973635956651.8%
Upper-middle-income countries18840.000477443187264725570.00046042454778216781.8%
Upper-middle-income countries18830.000458523340057581660.00044218893162906171.8%
Upper-middle-income countries18920.00063700048485770820.0006143202772364021.8%
Upper-middle-income countries18820.00043973792344331740.000424082914832979441.8%
Upper-middle-income countries18810.00042110227514058350.000406121194828301671.8%
Upper-middle-income countries18930.00065862567862495780.00063520943513140081.8%
Upper-middle-income countries18800.000402636855142191050.00038832347490824761.8%
Upper-middle-income countries18790.00038436730392277240.000370714406017214061.8%
Upper-middle-income countries18940.00068059039767831560.0006564332870766521.8%
Upper-middle-income countries18780.000366413994925096630.00035340961767360571.8%
Upper-middle-income countries18770.00034895620774477720.000336581433657556771.8%
Upper-middle-income countries18600.000118791765999048950.000114582027890719471.8%
Upper-middle-income countries18590.000106385101389605550.000102615100331604481.8%
Upper-middle-income countries18610.000131251130369491880.000126599989016540351.8%
Upper-middle-income countries18760.00033212453126907350.00032035532058216631.8%
Upper-middle-income countries18620.000143759505590423940.000138665476697497071.8%
Upper-middle-income countries18589.4045557489153e-059.071308886632323e-051.8%
Upper-middle-income countries18630.000156314155901782210.000150775813381187621.8%
Upper-middle-income countries18578.179610449587926e-057.889805419836193e-051.8%
Upper-middle-income countries18950.00070291588781401520.00067801336990669371.8%
Upper-middle-income countries18640.000168913305969908830.000162929325597360731.8%
Upper-middle-income countries18566.965732609387487e-056.718976510455832e-051.8%
Upper-middle-income countries18650.000181556097231805320.000175125198438763621.8%
Upper-middle-income countries18660.000194242660654708740.000187363519216887651.8%
Upper-middle-income countries18555.7647397625260055e-055.5605716624995694e-051.8%
Upper-middle-income countries18750.000316000863676890730.00030480997520498931.8%
Upper-middle-income countries18670.00020697402942460030.000199645306565798821.8%
Upper-middle-income countries18544.5782126107951626e-054.416107913129963e-051.8%
Upper-middle-income countries18680.00021975219715386630.000211972466786392031.8%
Upper-middle-income countries18740.00030061838333494960.00028997732442803681.8%
Upper-middle-income countries18690.000232580146985128520.000224347866605967281.8%
Upper-middle-income countries18533.4074921131832525e-053.2868738344404846e-051.8%
Upper-middle-income countries18700.00024546173517592250.00023677521676290781.8%
Upper-middle-income countries18730.0002859617234207690.000275842525297775861.8%
Upper-middle-income countries18710.000258520536590367560.000249373260885477071.8%
Upper-middle-income countries18720.000271966680884361270.000262343994108960031.8%
Upper-middle-income countries18522.253680577268824e-052.1739298972534016e-051.8%
Upper-middle-income countries18511.1176416592206806e-051.0781050150399096e-051.8%
Upper-middle-income countries18960.00072561902925372120.00069996662205085161.8%
Upper-middle-income countries18970.00074871216202154760.00072230573277920481.8%
Upper-middle-income countries18980.00077220314415171740.00074503856012597681.8%
Upper-middle-income countries18990.00079609558451920750.00076816865475848321.8%
Lower-middle-income countries20240.0155440131202340130.016108028590679171.8%
Upper-middle-income countries19000.00082038849359378220.00079169502714648841.8%
Upper-middle-income countries19010.00084515195339918140.0008156900294125081.8%
Upper-middle-income countries19020.00087050988804548980.00084028148557990791.8%
Lower-middle-income countries20230.0152286887168884280.015775263309478761.8%
Upper-middle-income countries19030.00089655577903613450.00086556555470451711.8%
Upper-middle-income countries19040.00092335278168320660.00089160673087462781.7%
Lower-middle-income countries20220.0149175655096769330.0154467234387993811.7%
Upper-middle-income countries19050.00095093337586149570.00091843784321099521.7%
Upper-middle-income countries19060.00097930000629276040.00094606005586683751.7%
Lower-middle-income countries20210.014612169004976750.0151246786117553711.7%
Upper-middle-income countries19070.00100842420943081380.0009744429262354971.7%
Lower-middle-income countries20200.0143107129260897640.014806499704718591.7%
Upper-middle-income countries19080.00103824760299175980.0010035242885351181.7%
Upper-middle-income countries19090.00106868112925440070.0010332105448469521.7%
Lower-middle-income countries20190.0140109052881598470.0144901601597666741.7%
Upper-middle-income countries19100.00109960511326789860.00106337608303874731.7%
Upper-middle-income countries19110.00113104889169335370.00109404476825147871.7%
Lower-middle-income countries20180.013719431124627590.0141824195161461831.7%
Upper-middle-income countries19120.00116318487562239170.0011253854027017951.7%
Upper-middle-income countries19130.00119614659342914820.00115752907004207371.6%
Lower-middle-income countries20170.0134352371096611020.013883246108889581.6%
Upper-middle-income countries19140.00123002973850816490.00119056878611445431.6%
Lower-middle-income countries20160.0131517751142382620.0135853579267859461.6%
Upper-middle-income countries19150.00126489112153649330.00122455984819680451.6%
Upper-middle-income countries19160.00130074913613498210.0012595193693414331.6%
Lower-middle-income countries20150.0128730461001396180.0132930260151624681.6%
Upper-middle-income countries19170.00133758364245295520.00129542686045169831.6%
Upper-middle-income countries19180.00137533619999885560.00133222388103604321.6%
Lower-middle-income countries20140.0125982193276286130.0130054475739598271.6%
Upper-middle-income countries19190.00141390971839427950.00136981415562331681.6%
Lower-middle-income countries20130.0123281460255384450.0127244675531983381.6%
Upper-middle-income countries19200.00145316880661994220.00140806345734745261.6%
Lower-middle-income countries20120.0120605807751417160.0124459723010659221.6%
Upper-middle-income countries19210.00149304256774485110.00144690054003149271.6%
Lower-middle-income countries20110.0117962155491113660.0121717089787125591.6%
Upper-middle-income countries19220.00153354636859148740.00148633867502212521.6%
Lower-middle-income countries20100.0115343136712908740.0118998885154724121.6%
Upper-middle-income countries19230.00157468940597027540.0015263854293152691.6%
Upper-middle-income countries19240.00161647400818765160.00156704219989478591.6%
Lower-middle-income countries20090.0112803969532251360.011635724455118181.6%
Upper-middle-income countries19250.00165889633353799580.00160830479580909011.5%
Upper-middle-income countries19260.00170194613747298720.00165016308892518281.5%
Upper-middle-income countries19270.00174560653977096080.001692600897513331.5%
Lower-middle-income countries20080.011035022325813770.0113801425322890281.5%
Upper-middle-income countries19280.00178985437378287320.00173559656832367181.5%
Lower-middle-income countries20070.0107956426218152050.0111328763887286191.5%
Upper-middle-income countries19290.00183465983718633650.00177912216167896991.5%
Upper-middle-income countries19300.00187998707406222820.0018231441499665381.5%
Upper-middle-income countries19310.00192581652663648130.00186764553654938941.5%
Upper-middle-income countries19320.00197215634398162360.00191263621672987941.5%
~ owid_co2.co2_including_luc_per_unit_energy 🟡 median anomaly score 1.2%changed data
~ Changed values: 165 / 50,411 (0.33%) — showing the 100 most anomalous rows
countryyearco2_including_luc_per_unit_energy -co2_including_luc_per_unit_energy +anomaly score
Lower-middle-income countries1976999.43231201171881335.878295898437514%
Lower-middle-income countries19751061.04650878906251377.42700195312513%
Lower-middle-income countries1979832.57385253906251046.42651367187511%
Lower-middle-income countries1978937.95349121093751163.934204101562511%
Lower-middle-income countries19771117.398925781251383.562511%
Lower-middle-income countries19741231.29772949218751488.801269531259.5%
Lower-middle-income countries1980666.7360229492188797.5839843758.9%
Lower-middle-income countries19661610.85119628906251886.50793457031257.9%
Lower-middle-income countries19651650.120605468751932.395996093757.9%
Lower-middle-income countries19731286.98278808593751488.50354003906257.3%
Lower-middle-income countries1981664.7052001953125768.04199218757.2%
Lower-middle-income countries1982575.5979614257812665.03204345703127.2%
Lower-middle-income countries19671523.3557128906251719.5207519531256.0%
Lower-middle-income countries1983677.060791015625758.19812011718755.7%
Lower-middle-income countries19681253.20910644531251401.2832031255.6%
Lower-middle-income countries2000434.6795654296875484.44833374023445.4%
Lower-middle-income countries1995467.9804382324219521.12316894531255.4%
Lower-middle-income countries1991422.6920166015625469.82028198242195.3%
Lower-middle-income countries19721397.15881347656251548.44531255.1%
Lower-middle-income countries1984679.5912475585938751.75274658203125.0%
Lower-middle-income countries1996466.66766357421875516.1574707031255.0%
Lower-middle-income countries19711358.10827636718751500.36682128906255.0%
Lower-middle-income countries2007384.1037902832031422.792968754.8%
Lower-middle-income countries1992455.6980895996094499.82479858398444.6%
Lower-middle-income countries2014369.8052062988281405.281677246093754.6%
Lower-middle-income countries1988504.2675476074219552.50671386718754.6%
Lower-middle-income countries2009382.81390380859375418.5722656254.5%
Lower-middle-income countries1997452.5915222167969493.499694824218754.3%
Lower-middle-income countries2001409.1851806640625446.10720825195314.3%
Lower-middle-income countries1986531.69921875579.08953857421884.3%
Lower-middle-income countries1998475.47869873046875517.74572753906254.3%
Lower-middle-income countries1985553.9673461914062602.43743896484384.2%
Lower-middle-income countries2004396.71868896484375431.28121948242194.2%
Lower-middle-income countries1999442.8846130371094481.25277709960944.2%
Lower-middle-income countries1987506.86688232421875550.74011230468754.1%
Lower-middle-income countries2006382.31951904296875415.03085327148444.1%
Lower-middle-income countries1989455.30126953125493.74502563476564.1%
Lower-middle-income countries2008395.38702392578125426.86825561523443.8%
Lower-middle-income countries1990441.0541687011719476.12002563476563.8%
Lower-middle-income countries1994516.396728515625556.98150634765623.8%
Lower-middle-income countries1993454.48779296875489.87088012695313.7%
Lower-middle-income countries19691800.52355957031251939.6750488281253.7%
Lower-middle-income countries2002407.629150390625439.10787963867193.7%
Lower-middle-income countries2005382.0694580078125411.457092285156253.7%
Lower-middle-income countries2003440.90301513671875473.93222045898443.6%
Upper-middle-income countries19761001.6726684570312937.924316406253.3%
Lower-middle-income countries2010387.7149963378906413.71762084960943.2%
Lower-middle-income countries2011375.90234375400.90036010742193.2%
Lower-middle-income countries2015352.01324462890625374.72702026367193.1%
Upper-middle-income countries19751054.007568359375992.48864746093753.0%
Lower-middle-income countries19701490.09240722656251575.7048339843752.8%
Lower-middle-income countries2012374.3629150390625394.773620605468752.7%
Upper-middle-income countries1977996.2291870117188947.8925781252.5%
Upper-middle-income countries1979867.9619140625827.83551025390622.4%
Upper-middle-income countries19661581.24572753906251509.55065917968752.3%
Upper-middle-income countries19651768.12805175781251690.45056152343752.2%
Lower-middle-income countries2013371.9684753417969388.97787475585942.2%
Upper-middle-income countries19741141.19567871093751091.50549316406252.2%
Upper-middle-income countries1978990.9751586914062948.41149902343752.2%
Lower-middle-income countries2016359.9043273925781374.59487915039062.0%
Upper-middle-income countries1980811.1823120117188779.4597167968752.0%
Upper-middle-income countries19671561.0773925781251505.40930175781251.8%
Upper-middle-income countries1981783.3658447265625756.50164794921881.7%
Upper-middle-income countries19731192.43811035156251152.5280761718751.7%
Upper-middle-income countries1982753.7951049804688729.86480712890621.6%
Upper-middle-income countries2000416.6980285644531403.69387817382811.6%
Upper-middle-income countries19681536.48864746093751490.1677246093751.5%
Lower-middle-income countries2018342.85430908203125353.45846557617191.5%
Lower-middle-income countries2017368.10101318359375378.965637207031251.5%
Upper-middle-income countries1995453.3669128417969440.73962402343751.4%
Upper-middle-income countries1996438.6897277832031426.76803588867191.4%
Upper-middle-income countries1983730.8697509765625711.04016113281251.4%
Lower-middle-income countries2019333.1544494628906342.432067871093751.4%
Upper-middle-income countries2014329.3424987792969320.880187988281251.3%
Lower-middle-income countries2020337.1919860839844345.933776855468751.3%
Upper-middle-income countries19711250.8073730468751220.01550292968751.2%
Upper-middle-income countries2007335.13641357421875326.90609741210941.2%
Upper-middle-income countries19721287.21093751255.83947753906251.2%
Upper-middle-income countries2001391.5513916015625382.01632690429691.2%
Upper-middle-income countries1998451.48529052734375440.618469238281251.2%
Upper-middle-income countries19691537.55090332031251500.82751464843751.2%
Upper-middle-income countries1984760.892578125742.93225097656251.2%
Upper-middle-income countries1991451.5603942871094441.00625610351561.2%
Upper-middle-income countries2009342.9367980957031335.03015136718751.2%
Upper-middle-income countries1999446.32916259765625436.10058593751.2%
Upper-middle-income countries1992451.3905029296875441.48837280273441.1%
Upper-middle-income countries2004379.6261901855469371.59680175781251.1%
Upper-middle-income countries1997511.68426513671875501.030090332031251.1%
Upper-middle-income countries2008332.60223388671875325.745422363281251.0%
Upper-middle-income countries2002402.05279541015625394.04238891601561.0%
Lower-middle-income countries2021320.4034423828125326.90075683593751.0%
Upper-middle-income countries2006360.0591125488281353.016174316406250.99%
Upper-middle-income countries1988513.1221923828125503.23538208007810.97%
Lower-middle-income countries2023317.3918762207031323.569030761718750.96%
Upper-middle-income countries1994465.7312316894531456.851745605468750.96%
Upper-middle-income countries2005355.8439636230469349.11483764648440.95%
Lower-middle-income countries2022318.49810791015625324.623840332031250.95%
Upper-middle-income countries2003425.1656494140625417.30468750.93%
Lower-middle-income countries2024313.2784729003906319.13558959960940.93%
Upper-middle-income countries1993438.8962097167969430.89096069335940.92%
~ owid_co2.nitrous_oxide 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyearnitrous_oxide -nitrous_oxide +anomaly score
Lower-middle-income countries2023690.882080078125729.55572509765622.7%
Lower-middle-income countries2019647.248779296875683.37030029296882.7%
Lower-middle-income countries2021669.4151000976562706.55072021484382.7%
Lower-middle-income countries2024700.2106323242188738.94104003906252.7%
Lower-middle-income countries2020665.7549438476562702.4665527343752.7%
Lower-middle-income countries2022678.166259765625715.13464355468752.7%
Lower-middle-income countries2018631.08251953125664.3459472656252.6%
Lower-middle-income countries2017629.4574584960938661.491699218752.5%
Lower-middle-income countries2016618.9480590820312649.15393066406252.4%
Lower-middle-income countries2015610.2822265625638.59857177734382.3%
Lower-middle-income countries2004472.8050537109375494.34194946289062.2%
Lower-middle-income countries2000438.773681640625458.01742553710942.1%
Lower-middle-income countries2003460.77862548828125480.51559448242192.1%
Lower-middle-income countries1999438.8113708496094457.518249511718752.1%
Lower-middle-income countries2002442.6075439453125461.07028198242192.0%
Lower-middle-income countries2009544.8798828125567.54724121093752.0%
Lower-middle-income countries2013594.1572875976562618.4274902343752.0%
Lower-middle-income countries2014599.7255249023438623.94696044921882.0%
Lower-middle-income countries2010563.8483276367188586.6047363281252.0%
Lower-middle-income countries1997417.51104736328125434.23410034179692.0%
Lower-middle-income countries1998432.7543640136719450.02700805664062.0%
Lower-middle-income countries1996414.7845153808594431.28613281252.0%
Lower-middle-income countries2007523.552978515625544.36468505859381.9%
Lower-middle-income countries2001442.816162109375460.35360717773441.9%
Lower-middle-income countries2005493.7972717285156513.2854003906251.9%
Lower-middle-income countries2006502.6109313964844521.87969970703121.9%
Lower-middle-income countries2011581.5812377929688603.60656738281251.9%
Upper-middle-income countries188341.71499633789062540.206352233886721.8%
Upper-middle-income countries188442.01351165771484440.4941177368164061.8%
Upper-middle-income countries188241.38245010375976639.885883331298831.8%
Upper-middle-income countries188542.289440155029340.760173797607421.8%
Upper-middle-income countries188141.0044288635253939.521720886230471.8%
Upper-middle-income countries188642.5542335510253941.015522003173831.8%
Upper-middle-income countries188742.819324493408241.271171569824221.8%
Upper-middle-income countries188843.09616851806640641.5381088256835941.8%
Upper-middle-income countries188943.39620208740234441.8273353576660161.8%
Upper-middle-income countries188040.5694847106933639.1028480529785161.8%
Upper-middle-income countries187939.867198944091838.427078247070311.8%
Lower-middle-income countries2012587.0513305664062609.0292968751.8%
Upper-middle-income countries187838.7668609619140637.3687782287597661.8%
Upper-middle-income countries187737.3765449523925836.031826019287111.8%
Upper-middle-income countries187635.80435180664062534.520095825195311.8%
Upper-middle-income countries187534.1583709716796932.937458038330081.8%
Lower-middle-income countries1973232.43370056152344241.046783447265621.8%
Upper-middle-income countries187432.5467033386230531.3877887725830081.8%
Upper-middle-income countries187331.07743072509765629.9749584197998051.8%
Upper-middle-income countries185726.9554519653320325.9994831085205081.8%
Upper-middle-income countries185827.20120048522949226.2365398406982421.8%
Upper-middle-income countries185626.66931533813476625.7236175537109381.8%
Upper-middle-income countries185927.4012584686279326.4296855926513671.8%
Upper-middle-income countries185526.34809303283691425.4140338897705081.8%
Upper-middle-income countries186027.5503196716308626.5738296508789061.8%
Upper-middle-income countries185425.9970912933349625.075832366943361.8%
Upper-middle-income countries186127.6673316955566426.6871719360351561.8%
Upper-middle-income countries185325.62161064147949224.71410560607911.8%
Upper-middle-income countries186227.77617263793945326.7926616668701171.8%
Upper-middle-income countries185225.2269496917724624.3339519500732421.8%
Upper-middle-income countries186327.87894248962402326.892320632934571.8%
Upper-middle-income countries185124.81841850280761723.9404659271240231.8%
Upper-middle-income countries186427.97774124145507826.9881610870361331.8%
Upper-middle-income countries187229.858648300170928.802843093872071.8%
Upper-middle-income countries186528.07467651367187527.0822124481201171.8%
Upper-middle-income countries185024.4013137817382823.5387420654296881.8%
Upper-middle-income countries186628.17184638977050827.1764850616455081.8%
Upper-middle-income countries186728.2713546752929727.2730083465576171.8%
Upper-middle-income countries186828.37530136108398427.3737983703613281.8%
Upper-middle-income countries187128.9984474182128927.9753170013427731.8%
Upper-middle-income countries186928.4857921600341827.4808712005615231.8%
Upper-middle-income countries187028.60492324829101627.5962543487548831.8%
Upper-middle-income countries20231172.00573730468751131.073730468751.8%
Upper-middle-income countries20241184.6267089843751143.49084472656251.8%
Upper-middle-income countries189046.1406517028808644.544319152832031.8%
Upper-middle-income countries189146.69393157958984445.083854675292971.8%
Lower-middle-income countries1994394.6798095703125408.74301147460941.8%
Upper-middle-income countries189247.323986053466845.7012901306152341.7%
Lower-middle-income countries1971217.58494567871094225.297698974609381.7%
Lower-middle-income countries1969212.77951049804688220.30253601074221.7%
Upper-middle-income countries189348.0209541320800846.38660812377931.7%
Upper-middle-income countries20221155.1833496093751116.0158691406251.7%
Upper-middle-income countries20201142.4494628906251103.8181152343751.7%
Upper-middle-income countries189448.7749748229980547.129787445068361.7%
Upper-middle-income countries20191122.64355468751084.80700683593751.7%
Upper-middle-income countries20211163.6638183593751124.64318847656251.7%
Lower-middle-income countries1995406.3715515136719420.413146972656251.7%
Upper-middle-income countries189549.5761795043945347.920803070068361.7%
Lower-middle-income countries1972224.53834533691406232.264984130859381.7%
Lower-middle-income countries1974228.52420043945312236.366394042968751.7%
Upper-middle-income countries189650.4147148132324248.749641418457031.7%
Lower-middle-income countries194092.1889801025390695.3322753906251.7%
Lower-middle-income countries193991.8139801025390694.928512573242191.7%
Lower-middle-income countries194194.6453170776367297.850013732910161.7%
Upper-middle-income countries189751.2807159423828149.606273651123051.7%
Lower-middle-income countries193891.5856781005859494.669738769531251.7%
Lower-middle-income countries193791.4735870361328194.525253295898441.6%
Upper-middle-income countries189852.1643257141113350.480678558349611.6%
Lower-middle-income countries1962173.42796325683594179.19416809082031.6%
Lower-middle-income countries1942100.53871154785156103.862518310546881.6%
Lower-middle-income countries193691.4472122192382894.464416503906251.6%
Upper-middle-income countries189953.0556716918945351.362842559814451.6%
Lower-middle-income countries2008531.5686645507812549.0803222656251.6%
~ owid_co2.coal_co2 🟡 median anomaly score 1.1%changed data
~ Changed values: 310 / 50,411 (0.61%) — showing the 100 most anomalous rows
countryyearcoal_co2 -coal_co2 +anomaly score
Lower-middle-income countries20201720.67492675781252013.45410156257.8%
Lower-middle-income countries20191810.1892089843752077.10058593756.9%
Lower-middle-income countries20242306.4074707031252635.3756.7%
Lower-middle-income countries20232230.4631347656252530.1359863281256.3%
Lower-middle-income countries20211946.171386718752200.1140136718756.1%
Lower-middle-income countries20222043.45019531252302.564941406256.0%
Lower-middle-income countries193647.65496444702148453.453685760498055.7%
Lower-middle-income countries193958.4607200622558665.427185058593755.6%
Lower-middle-income countries18934.9532938003540045.5314831733703615.5%
Lower-middle-income countries192844.869617462158250.048969268798835.5%
Lower-middle-income countries193753.1464080810546959.2495422363281255.4%
Lower-middle-income countries193239.59015274047851644.117729187011725.4%
Lower-middle-income countries192946.15649414062551.3052406311035165.3%
Lower-middle-income countries193046.6375656127929751.802230834960945.2%
Lower-middle-income countries193142.2598381042480546.815116882324225.1%
Lower-middle-income countries20181817.52941894531252009.8886718755.0%
Lower-middle-income countries193339.6263504028320343.810310363769535.0%
Lower-middle-income countries194063.6495780944824270.337585449218755.0%
Lower-middle-income countries193859.41037750244140665.636222839355475.0%
Lower-middle-income countries20171671.9589843751847.1633300781255.0%
Lower-middle-income countries20161593.21130371093751756.6467285156254.9%
Lower-middle-income countries193547.4251441955566452.1359901428222664.7%
Lower-middle-income countries20151528.18518066406251677.08142089843754.6%
Lower-middle-income countries194163.1110496520996169.23879241943364.6%
Lower-middle-income countries193444.882457733154349.094161987304694.5%
Lower-middle-income countries192743.3329315185546947.25562667846684.3%
Lower-middle-income countries192539.6619377136230543.2399902343754.3%
Lower-middle-income countries20141475.998535156251600.65075683593754.1%
Lower-middle-income countries192640.99255752563476644.3714027404785164.0%
Lower-middle-income countries192439.8444404602050843.1163902282714843.9%
Lower-middle-income countries20111129.3791503906251219.80468753.8%
Lower-middle-income countries192336.88457870483398439.6622085571289063.6%
Lower-middle-income countries2005773.0792846679688831.25988769531253.6%
Lower-middle-income countries192235.28395843505859437.891689300537113.6%
Lower-middle-income countries20131334.323730468751432.45349121093753.5%
Lower-middle-income countries2006827.0433959960938886.87652587890623.5%
Lower-middle-income countries2008965.51403808593751033.96716308593753.4%
Lower-middle-income countries2004720.6316528320312771.61114501953123.4%
Lower-middle-income countries18999.6813697814941410.360643386840823.4%
Lower-middle-income countries20101072.20935058593751146.914550781253.4%
Lower-middle-income countries18988.6797103881835949.2835416793823243.4%
Lower-middle-income countries2003671.86474609375718.59173583984383.4%
Lower-middle-income countries20121262.29455566406251347.6633300781253.3%
Lower-middle-income countries192136.1715278625488338.599792480468753.2%
Lower-middle-income countries20091037.31677246093751106.13024902343753.2%
Lower-middle-income countries2001630.0386962890625671.00378417968753.1%
Lower-middle-income countries2002646.4100952148438687.94158935546883.1%
Lower-middle-income countries2007901.1465454101562958.904785156253.1%
Lower-middle-income countries1985293.6705627441406311.8293457031253.0%
Lower-middle-income countries1979215.39300537109375228.510101318359383.0%
Lower-middle-income countries1978209.1344451904297221.797149658203122.9%
Lower-middle-income countries1982249.8372039794922264.68106079101562.9%
Lower-middle-income countries1975196.54212951660156208.209869384765622.9%
Lower-middle-income countries18977.6971678733825688.153222084045412.9%
Lower-middle-income countries191022.79117965698242224.1352519989013672.9%
Lower-middle-income countries1981245.18795776367188259.48043823242192.8%
Lower-middle-income countries2000619.5100708007812655.597656252.8%
Lower-middle-income countries1983268.9618225097656284.62539672851562.8%
Lower-middle-income countries1977213.5747528076172225.797790527343752.8%
Lower-middle-income countries1980233.99363708496094247.348907470703122.8%
Lower-middle-income countries192033.694103240966835.6022377014160162.8%
Lower-middle-income countries1987340.92108154296875360.03982543945312.7%
Lower-middle-income countries1984267.9855651855469282.593933105468752.7%
Lower-middle-income countries194259.4581642150878962.69068527221682.6%
Lower-middle-income countries1962135.11329650878906142.44860839843752.6%
Lower-middle-income countries191633.038074493408234.816257476806642.6%
Lower-middle-income countries1976205.72691345214844216.762924194335942.6%
Lower-middle-income countries1964138.37867736816406145.724945068359382.6%
Lower-middle-income countries191532.337390899658234.0245132446289062.5%
Lower-middle-income countries1986320.49871826171875337.18826293945312.5%
Lower-middle-income countries1999602.1270751953125633.45007324218752.5%
Lower-middle-income countries1966150.42678833007812158.247299194335942.5%
Lower-middle-income countries1965149.183837890625156.823272705078122.5%
Lower-middle-income countries1960122.32565307617188128.587432861328122.5%
Lower-middle-income countries191431.37067604064941432.9550781252.5%
Lower-middle-income countries194353.7086944580078156.351310729980472.4%
Lower-middle-income countries1997568.3545532226562596.10339355468752.4%
Lower-middle-income countries1961126.94895935058594133.11555480957032.4%
Lower-middle-income countries191734.8946456909179736.575942993164062.4%
Lower-middle-income countries1963142.2193145751953149.049011230468752.3%
Lower-middle-income countries190415.47408199310302716.213203430175782.3%
Lower-middle-income countries191124.20357131958007825.3561992645263672.3%
Lower-middle-income countries1988366.7956237792969384.01901245117192.3%
Lower-middle-income countries190515.95113277435302716.6966094970703122.3%
Lower-middle-income countries190922.54293632507324223.579908370971682.2%
Lower-middle-income countries1974179.35470581054688187.567642211914062.2%
Lower-middle-income countries1959113.88197326660156119.038055419921882.2%
Lower-middle-income countries1967152.28981018066406158.991226196289062.2%
Lower-middle-income countries190618.47546577453613319.275621414184572.1%
Lower-middle-income countries1998567.4952392578125592.06793212890622.1%
Lower-middle-income countries18945.45212602615356455.6850371360778812.1%
Lower-middle-income countries191838.4425201416015640.0809288024902342.1%
Lower-middle-income countries191941.50219345092773443.2520713806152342.1%
Lower-middle-income countries1969156.0081329345703162.57038879394532.1%
Lower-middle-income countries191331.0150413513183632.3064002990722662.0%
Lower-middle-income countries18967.23969316482543957.5393958091735842.0%
Lower-middle-income countries190011.52296733856201211.9982481002807622.0%
Lower-middle-income countries1968156.84454345703125163.285797119140622.0%
Lower-middle-income countries1970158.490234375164.997497558593752.0%
Lower-middle-income countries1971161.03326416015625167.415985107421881.9%
~ owid_co2.share_global_coal_co2 🟡 median anomaly score 1.1%changed data
~ Changed values: 310 / 50,411 (0.61%) — showing the 100 most anomalous rows
countryyearshare_global_coal_co2 -share_global_coal_co2 +anomaly score
Lower-middle-income countries202012.06049346923828114.1126308441162117.8%
Lower-middle-income countries201912.31173610687255914.1270952224731456.9%
Lower-middle-income countries202414.59266376495361316.674045562744146.7%
Lower-middle-income countries202314.26458168029785216.1810932159423836.3%
Lower-middle-income countries202113.00113010406494114.697557449340826.1%
Lower-middle-income countries202213.22691917419433614.904127120971686.0%
Lower-middle-income countries19361.44948327541351321.62585842609405525.7%
Lower-middle-income countries19391.70152628421783451.9042886495590215.6%
Lower-middle-income countries18930.377341300249099730.4213876426219945.5%
Lower-middle-income countries19281.35656893253326421.51315927505493165.5%
Lower-middle-income countries19371.53336799144744871.70945429801940925.4%
Lower-middle-income countries19321.56956171989440921.7490587234497075.4%
Lower-middle-income countries19291.30981910228729251.45592904090881355.3%
Lower-middle-income countries19301.45006000995635991.6106402873992925.2%
Lower-middle-income countries19311.49159634113311771.65237855911254885.1%
Lower-middle-income countries201812.31163787841796913.6146469116210945.0%
Lower-middle-income countries19331.50167679786682131.66023182868957525.0%
Lower-middle-income countries19401.6769735813140871.8531820774078375.0%
Lower-middle-income countries19381.83899712562561042.0317127704620365.0%
Lower-middle-income countries201711.53539180755615212.7441844940185555.0%
Lower-middle-income countries201611.12345504760742212.26452636718754.9%
Lower-middle-income countries19351.58169806003570561.73881185054779054.7%
Lower-middle-income countries201510.42772674560546911.443736076354984.6%
Lower-middle-income countries19411.62407743930816651.7817666530609134.6%
Lower-middle-income countries19341.55816423892974851.70438015460968024.5%
Lower-middle-income countries19271.28798425197601321.40457856655120854.3%
Lower-middle-income countries19251.25764095783233641.37109756469726564.3%
Lower-middle-income countries20149.83023643493652310.6604280471801764.1%
Lower-middle-income countries19261.32918190956115721.43874096870422364.0%
Lower-middle-income countries19241.26251721382141111.36619281768798833.9%
Lower-middle-income countries20117.680645465850838.2956085205078123.8%
Lower-middle-income countries19231.17104506492614751.25923180580139163.6%
Lower-middle-income countries20056.7233057022094737.2292900085449223.6%
Lower-middle-income countries19221.27221190929412841.36623716354370123.6%
Lower-middle-income countries20138.9233598709106459.5796079635620123.5%
Lower-middle-income countries20066.8146605491638187.307672977447513.5%
Lower-middle-income countries20087.3424968719482427.863066196441653.4%
Lower-middle-income countries20046.6642518043518077.1356992721557623.4%
Lower-middle-income countries18990.54019355773925780.57809507846832283.4%
Lower-middle-income countries20107.7036366462707528.240380287170413.4%
Lower-middle-income countries18980.52914381027221680.5659554004669193.4%
Lower-middle-income countries20036.419152259826666.8655929565429693.4%
Lower-middle-income countries20128.4901218414306649.0643081665039063.3%
Lower-middle-income countries19211.3536719083786011.44454658031463623.2%
Lower-middle-income countries20097.9774136543273938.5066194534301763.2%
Lower-middle-income countries20016.8419790267944347.2868432998657233.1%
Lower-middle-income countries20026.712336063385017.1435990333557133.1%
Lower-middle-income countries20077.0820069313049327.5359220504760743.1%
Lower-middle-income countries19853.6056096553802493.82855820655822753.0%
Lower-middle-income countries19793.16759943962097173.3605012893676763.0%
Lower-middle-income countries19783.212447404861453.40695524215698242.9%
Lower-middle-income countries19823.5352668762207033.7453117370605472.9%
Lower-middle-income countries19753.26573371887207033.4596042633056642.9%
Lower-middle-income countries18970.49509757757186890.52443188428878782.9%
Lower-middle-income countries19100.79361063241958620.84041249752044682.9%
Lower-middle-income countries19813.5314710140228273.73732733726501462.8%
Lower-middle-income countries20006.76569414138793957.15980768203735352.8%
Lower-middle-income countries19833.69999980926513673.91547727584838872.8%
Lower-middle-income countries19773.350179910659793.54191303253173832.8%
Lower-middle-income countries19803.3499493598937993.5411493778228762.8%
Lower-middle-income countries19201.0755898952484131.1365016698837282.8%
Lower-middle-income countries19873.98774051666259774.2113718986511232.7%
Lower-middle-income countries19843.53257989883422853.7251467704772952.7%
Lower-middle-income countries19421.52045297622680661.60311424732208252.6%
Lower-middle-income countries19622.74142050743103032.89025235176086432.6%
Lower-middle-income countries19161.05367624759674071.11038732528686522.6%
Lower-middle-income countries19763.3041386604309083.48138594627380372.6%
Lower-middle-income countries19642.65438270568847662.79529929161071782.6%
Lower-middle-income countries19151.11191308498382571.1699242591857912.5%
Lower-middle-income countries19863.8794414997100834.081458091735842.5%
Lower-middle-income countries19996.8352904319763187.1908655166625982.5%
Lower-middle-income countries19662.8117275238037112.95790576934814452.5%
Lower-middle-income countries19652.8205962181091312.9650340080261232.5%
Lower-middle-income countries19602.37142324447631842.4928147792816162.5%
Lower-middle-income countries19141.05581605434417721.10914099216461182.5%
Lower-middle-income countries19431.36778688430786131.43508589267730712.4%
Lower-middle-income countries19976.3664779663085946.6773095130920412.4%
Lower-middle-income countries19612.5676412582397462.69236564636230472.4%
Lower-middle-income countries19171.06854522228240971.12003004550933842.4%
Lower-middle-income countries19632.78428435325622562.9179918766021732.3%
Lower-middle-income countries19040.71163713932037350.74562859535217292.3%
Lower-middle-income countries19110.83198273181915280.87160360813140872.3%
Lower-middle-income countries19884.1509485244750984.3458619117736822.3%
Lower-middle-income countries19050.68728268146514890.71940279006958012.3%
Lower-middle-income countries19090.82248771190643310.8603221178054812.2%
Lower-middle-income countries19743.061865806579593.2020738124847412.2%
Lower-middle-income countries19592.29881978034973142.4029002189636232.2%
Lower-middle-income countries19672.89421582221984863.0215740203857422.2%
Lower-middle-income countries19060.7617338895797730.79472386837005622.1%
Lower-middle-income countries19986.5311903953552256.8139925003051762.1%
Lower-middle-income countries18940.399969041347503660.41705542802810672.1%
Lower-middle-income countries19181.19539010524749761.24633729457855222.1%
Lower-middle-income countries19191.52572906017303471.59005916118621832.1%
Lower-middle-income countries19692.8271183967590332.94603705406188962.1%
Lower-middle-income countries19130.93917977809906010.97828394174575812.0%
Lower-middle-income countries18960.487441390752792360.5076200962066652.0%
Lower-middle-income countries19000.61206281185150150.63730818033218382.0%
Lower-middle-income countries19682.9483950138092043.0694787502288822.0%
Lower-middle-income countries19702.78108739852905272.8952729701995852.0%
Lower-middle-income countries19712.8251178264617922.9370942115783691.9%
~ owid_co2.total_ghg_excluding_lucf 🟡 median anomaly score 1.0%changed data
~ Changed values: 524 / 50,411 (1.04%) — showing the 100 most anomalous rows
countryyeartotal_ghg_excluding_lucf -total_ghg_excluding_lucf +anomaly score
Lower-middle-income countries1948373.1608581542969252.8987731933593819%
Lower-middle-income countries1947363.43218994140625246.696334838867219%
Lower-middle-income countries1955550.4346923828125376.228149414062519%
Lower-middle-income countries1949383.3862609863281263.92749023437518%
Lower-middle-income countries1956569.2525024414062392.0037231445312518%
Lower-middle-income countries1946361.02069091796875251.092651367187518%
Lower-middle-income countries1957598.9390869140625418.270111083984418%
Lower-middle-income countries1944345.5021057128906241.6198120117187518%
Lower-middle-income countries1945354.2396545410156247.9780273437518%
Lower-middle-income countries1951449.78350830078125316.006744384765617%
Lower-middle-income countries1952467.0677490234375330.130462646484417%
Lower-middle-income countries1950426.8140869140625304.818817138671917%
Lower-middle-income countries1943325.1802673339844235.104202270507816%
Lower-middle-income countries1953467.37591552734375338.0112304687516%
Lower-middle-income countries1954487.5555419921875355.140502929687516%
Lower-middle-income countries1942330.7113342285156241.307205200195316%
Lower-middle-income countries1959623.1661376953125457.012176513671915%
Lower-middle-income countries1941339.4021301269531251.1505432128906215%
Lower-middle-income countries1937300.6860656738281225.8701324462890614%
Lower-middle-income countries1938312.53741455078125235.5398101806640614%
Lower-middle-income countries1935279.01904296875212.216110229492214%
Lower-middle-income countries1934269.45416259765625206.212478637695313%
Lower-middle-income countries1936282.2911682128906216.5200500488281213%
Lower-middle-income countries1933254.14199829101562197.145141601562513%
Lower-middle-income countries1940320.3522644042969248.7383728027343813%
Lower-middle-income countries1932250.40377807617188195.5810852050781212%
Lower-middle-income countries1939302.3228454589844239.1594085693359412%
Lower-middle-income countries1960616.2036743164062489.108001708984411%
Lower-middle-income countries1958540.286376953125439.205291748046910%
Lower-middle-income countries1961619.2581176757812518.5292968758.9%
Lower-middle-income countries1931234.2252197265625196.940246582031258.6%
Lower-middle-income countries1930234.04718017578125200.35539245605477.8%
Lower-middle-income countries1929229.50697326660156196.720977783203127.7%
Lower-middle-income countries1963676.460693359375583.48059082031257.4%
Lower-middle-income countries1928223.23207092285156193.317687988281257.2%
Lower-middle-income countries1927215.0525360107422187.09883117675787.0%
Lower-middle-income countries1962628.8164672851562548.25500488281256.8%
Upper-middle-income countries1946750.7109985351562860.10003662109386.8%
Upper-middle-income countries1948832.746337890625952.44635009765626.7%
Upper-middle-income countries1945737.328857421875843.05700683593756.7%
Upper-middle-income countries1947813.6768798828125929.86444091796886.7%
Lower-middle-income countries1926207.63807678222656181.796157836914066.6%
Upper-middle-income countries1949838.5088500976562957.39398193359386.6%
Upper-middle-income countries1944764.222900390625867.575683593756.3%
Upper-middle-income countries19511020.27691650390621153.39685058593756.1%
Upper-middle-income countries1950944.64318847656251065.99353027343756.0%
Upper-middle-income countries19551366.1354980468751539.65527343756.0%
Upper-middle-income countries1942705.7129516601562794.61761474609385.9%
Lower-middle-income countries1964698.5177612304688620.70227050781255.9%
Lower-middle-income countries1925201.60308837890625179.25895690917975.9%
Upper-middle-income countries19521094.70007324218751230.95617675781255.9%
Upper-middle-income countries1943723.6712036132812813.22955322265625.8%
Upper-middle-income countries19561480.18811035156251656.7448730468755.6%
Upper-middle-income countries1941769.41357421875857.18151855468755.4%
Upper-middle-income countries19531137.40417480468751266.0993652343755.4%
Lower-middle-income countries1965758.0809936523438681.20684814453125.3%
Lower-middle-income countries20204632.60449218755153.230468755.3%
Upper-middle-income countries19571604.99792480468751784.96032714843755.3%
Lower-middle-income countries1924197.50271606445312177.792709350585945.3%
Upper-middle-income countries1938705.8125782.37414550781255.1%
Upper-middle-income countries19541219.479003906251351.218261718755.1%
Upper-middle-income countries1934593.6988525390625656.534667968755.0%
Upper-middle-income countries1937703.044677734375777.43731689453125.0%
Upper-middle-income countries1932514.7840576171875569.21612548828125.0%
Upper-middle-income countries1933543.8368530273438600.43670654296884.9%
Upper-middle-income countries1935642.7364501953125709.12774658203124.9%
Lower-middle-income countries1923189.82363891601562172.217102050781254.9%
Lower-middle-income countries20194851.4433593755337.239746093754.8%
Lower-middle-income countries20245573.019531256119.505371093754.7%
Upper-middle-income countries1936681.2779541015625746.64141845703124.6%
Lower-middle-income countries20215023.32519531255495.9433593754.5%
Lower-middle-income countries20235413.06738281255914.28417968754.4%
Lower-middle-income countries20225159.604003906255634.383300781254.4%
Upper-middle-income countries1940786.7827758789062857.92889404296884.3%
Lower-middle-income countries1922183.8642578125168.97209167480474.2%
Upper-middle-income countries1939745.4185791015625808.12634277343754.0%
Lower-middle-income countries20184810.42285156255193.449218753.8%
Lower-middle-income countries1921180.7080841064453168.425689697265623.5%
Upper-middle-income countries19592272.8967285156252438.3220214843753.5%
Upper-middle-income countries1931507.02203369140625543.92272949218753.5%
Lower-middle-income countries1966781.7857055664062731.66833496093753.3%
Lower-middle-income countries20174658.426269531254972.6582031253.3%
Lower-middle-income countries1910132.90338134765625141.743621826171883.2%
Upper-middle-income countries1930503.2284240722656536.54473876953123.2%
Upper-middle-income countries1929490.4623107910156522.88122558593753.2%
Lower-middle-income countries1893100.49931335449219107.049316406253.2%
Lower-middle-income countries1899109.73553466796875116.835144042968753.1%
Lower-middle-income countries1967820.7943725585938771.14782714843753.1%
Lower-middle-income countries1898107.81731414794922114.746810913085943.1%
Lower-middle-income countries1911135.47572326660156144.129394531253.1%
Lower-middle-income countries1905121.25090026855469128.904693603515623.1%
Lower-middle-income countries1897106.0839614868164112.754631042480473.0%
Lower-middle-income countries1909133.06527709960938141.42475891113283.0%
Lower-middle-income countries1904120.55941772460938128.124893188476563.0%
Lower-middle-income countries1906125.33082580566406133.135391235351563.0%
Lower-middle-income countries1920173.33538818359375163.18766784667973.0%
Upper-middle-income countries1928476.6894836425781506.24203491210943.0%
Lower-middle-income countries1907128.96157836914062136.86430358886723.0%
Lower-middle-income countries1900112.76509857177734119.667839050292973.0%
Lower-middle-income countries1903117.68440246582031124.882843017578123.0%
~ owid_co2.co2_per_gdp 🟡 median anomaly score 1.0%changed data
~ Changed values: 381 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2_per_gdp -co2_per_gdp +anomaly score
Lower-middle-income countries19510.246524319052696230.1794785559177398716%
Lower-middle-income countries19520.25497731566429140.1869008243083953915%
Lower-middle-income countries19560.27201986312866210.2007621228694915815%
Lower-middle-income countries19570.292894750833511350.2191377133131027214%
Lower-middle-income countries19550.268030405044555660.20059588551521314%
Lower-middle-income countries19530.244340285658836360.183054819703102114%
Lower-middle-income countries19540.248776525259017940.188159793615341214%
Lower-middle-income countries19490.299037218093872070.2269750386476516714%
Lower-middle-income countries19500.23105584084987640.1757812514%
Lower-middle-income countries19480.280295640230178830.214431986212730413%
Lower-middle-income countries18710.065338470041751860.0507633015513420113%
Lower-middle-income countries19590.286021292209625240.225838795304298412%
Lower-middle-income countries19470.2654744088649750.209640964865684512%
Lower-middle-income countries19580.275029152631759640.2227351665496826211%
Lower-middle-income countries19460.210736274719238280.172655299305915839.9%
Lower-middle-income countries19600.28090876340866090.23413011431694039.1%
Lower-middle-income countries18720.06707811355590820.055953830480575569.0%
Lower-middle-income countries19440.183927819132804870.157527551054954537.7%
Lower-middle-income countries19610.27735465764999390.237629815936088567.7%
Lower-middle-income countries19450.194990471005439760.167678415775299077.5%
Lower-middle-income countries19620.28645354509353640.248587891459465037.1%
Lower-middle-income countries18780.56381183862686160.64707410335540776.9%
Lower-middle-income countries19630.29201078414916990.25502526760101326.8%
Lower-middle-income countries19400.204786807298660280.179121151566505436.7%
Lower-middle-income countries19370.178951814770698550.15906031429767615.9%
Lower-middle-income countries19640.28135392069816590.25053280591964725.8%
Lower-middle-income countries19650.305212974548339840.27333456277847295.5%
Lower-middle-income countries18730.0590876601636409760.053035821765661245.4%
Lower-middle-income countries18750.07833959907293320.071078263223171234.9%
Lower-middle-income countries19420.185316130518913270.168324247002601624.8%
Upper-middle-income countries19510.3970510661602020.43642538785934454.7%
Lower-middle-income countries19430.161235317587852480.146783649921417244.7%
Upper-middle-income countries19180.51996660232543950.5703167319297794.6%
Upper-middle-income countries19170.60692012310028080.66476809978485114.5%
Lower-middle-income countries19340.148098364472389220.135282650589942934.5%
Upper-middle-income countries19520.40363681316375730.441509574651718144.5%
Upper-middle-income countries19200.70263940095901490.76816016435623174.5%
Lower-middle-income countries19860.32921636104583740.30138915777206424.4%
Upper-middle-income countries19190.55771106481552120.60841393470764164.3%
Upper-middle-income countries19500.3947730064392090.43063887953758244.3%
Upper-middle-income countries19220.70357674360275270.7674255371093754.3%
Lower-middle-income countries19900.32312592864036560.296704828739166264.3%
Lower-middle-income countries19890.322370350360870360.296125531196594244.2%
Lower-middle-income countries19850.32509118318557740.29877248406410224.2%
Upper-middle-income countries19210.7354794740676880.799463689327244.2%
Lower-middle-income countries19840.31605160236358640.29076278209686284.2%
Lower-middle-income countries19410.208238199353218080.191624149680137634.2%
Lower-middle-income countries19350.158255800604820250.145660549402236944.1%
Upper-middle-income countries19530.3884805440902710.421926975250244144.1%
Lower-middle-income countries19870.32946783304214480.30375888943672184.1%
Upper-middle-income countries19400.83008682727813720.89918351173400884.0%
Upper-middle-income countries19540.425279319286346440.46031922101974494.0%
Lower-middle-income countries19830.313989460468292240.29018265008926393.9%
Lower-middle-income countries19880.32690048217773440.30216547846794133.9%
Upper-middle-income countries19030.31331887841224670.338736712932586673.9%
Upper-middle-income countries19160.57955849170684810.62652689218521123.9%
Lower-middle-income countries18930.0259970575571060180.028093924745917323.9%
Lower-middle-income countries19670.30133426189422610.278916060924530033.9%
Upper-middle-income countries19550.46216401457786560.49928230047225953.9%
Lower-middle-income countries19820.315214484930038450.29180812835693363.9%
Upper-middle-income countries19560.48085549473762510.51940947771072393.9%
Upper-middle-income countries19490.69900125265121460.75383567810058593.8%
Lower-middle-income countries19660.307585388422012330.285294145345687873.8%
Upper-middle-income countries19260.58517676591873170.63084268569946293.8%
Upper-middle-income countries19240.6716807484626770.72357308864593513.7%
Lower-middle-income countries19810.31561112403869630.29298543930053713.7%
Upper-middle-income countries19120.51834672689437870.55818158388137823.7%
Upper-middle-income countries19020.307428628206253050.331046134233474733.7%
Upper-middle-income countries19140.5615199804306030.6043947935104373.7%
Lower-middle-income countries19390.183458194136619570.170528039336204533.7%
Upper-middle-income countries19250.62904930114746090.67642003297805793.6%
Upper-middle-income countries19230.67204380035400390.7226105928421023.6%
Lower-middle-income countries19910.32326149940490720.300646454095840453.6%
Upper-middle-income countries19080.51302438974380490.55159509181976323.6%
Upper-middle-income countries19570.50446742773056030.54214322566986083.6%
Upper-middle-income countries19100.5202907323837280.55903679132461553.6%
Upper-middle-income countries19270.5741301178932190.61650091409683233.6%
Upper-middle-income countries19070.499770462512969970.53655958175659183.5%
Lower-middle-income countries20020.31534001231193540.29389736056327823.5%
Lower-middle-income countries19800.314858198165893550.293448448181152343.5%
Lower-middle-income countries18820.65465170145034790.61016583442687993.5%
Lower-middle-income countries19930.330512762069702150.30824422836303713.5%
Upper-middle-income countries19480.87514322996139530.93818116188049323.5%
Lower-middle-income countries19130.094969332218170170.088606216013431553.5%
Upper-middle-income countries19390.77941066026687620.83473849296569823.4%
Lower-middle-income countries20030.30641388893127440.28644725680351263.4%
Upper-middle-income countries19090.52289545536041260.55916339159011843.4%
Lower-middle-income countries19380.177040055394172670.165563762187957763.3%
Lower-middle-income countries18700.00058062898460775610.00054300617193803193.3%
Lower-middle-income countries19990.334132969379425050.313077270984649663.3%
Upper-middle-income countries19470.88392430543899540.94324284791946413.2%
Upper-middle-income countries19060.36702257394790650.39148876070976263.2%
Upper-middle-income countries19150.53635692596435550.57208609580993653.2%
Upper-middle-income countries19280.55115997791290280.58760219812393193.2%
Upper-middle-income countries19040.344780445098876950.36742588877677923.2%
Lower-middle-income countries19940.33515176177024840.314638495445251463.2%
Upper-middle-income countries19050.33297032117843630.35448440909385683.1%
Lower-middle-income countries19950.333924442529678340.31370693445205693.1%
Lower-middle-income countries19320.130604892969131470.122994646430015563.0%
Lower-middle-income countries20000.330636769533157350.31138250231742863.0%
~ owid_co2.consumption_co2_per_gdp 🟢 median anomaly score 0.83%changed data
~ Changed values: 99 / 50,411 (0.20%)
countryyearconsumption_co2_per_gdp -consumption_co2_per_gdp +anomaly score
Low-income countries20060.033621288836002350.039512585848569878.1%
Low-income countries20180.066125109791755680.074350222945213325.9%
Low-income countries20190.06515213102102280.073030099272727975.7%
Low-income countries20220.068233631551265720.076449096202850345.7%
Low-income countries20200.06304470449686050.070468939840793615.6%
Low-income countries20210.068540267646312710.07655844092369085.5%
Low-income countries19950.0223374478518962860.0247287917882204065.1%
Low-income countries19930.0233775172382593150.025610983371734624.6%
Low-income countries19910.0217996388673782350.0238697640597820284.5%
Low-income countries19940.0215706676244735720.0236042179167270664.5%
Low-income countries19920.022297572344541550.024388657882809644.5%
Low-income countries19960.0245675574988126750.026869127526879314.5%
Low-income countries19980.0245590265840291980.026760261505842214.3%
Low-income countries19900.0218589492142200470.023783417418599134.2%
Low-income countries19990.0314333625137805940.033709164708852773.5%
Low-income countries19970.023422628641128540.024910824373364453.1%
Low-income countries20100.035167325288057330.03729175031185152.9%
Low-income countries20090.038096904754638670.040376812219619752.9%
Low-income countries20030.0344627648591995240.036207199096679692.5%
Low-income countries20120.0421723015606403350.044156447052955632.3%
Low-income countries20050.0337560586631298070.035337340086698532.3%
Low-income countries20110.040578473359346390.0424784719944000242.3%
Low-income countries20020.0339564830064773560.035527911037206652.3%
Low-income countries20070.035617090761661530.0372513197362422942.2%
Low-income countries20040.0333240963518619540.0348410829901695252.2%
Low-income countries20000.039184395223855970.0407925918698310852.0%
Lower-middle-income countries19930.28699508309364320.276160448789596561.9%
Lower-middle-income countries19900.2808717191219330.270762771368026731.8%
Lower-middle-income countries19910.279550790786743160.269557803869247441.8%
Low-income countries20080.0391800068318843840.0406135059893131261.8%
Lower-middle-income countries19980.278853088617324830.26924231648445131.8%
Low-income countries20160.0591354221105575560.0611762255430221561.7%
Lower-middle-income countries19950.28827318549156190.279446721076965331.6%
Lower-middle-income countries20030.255719780921936040.248399153351783751.5%
Lower-middle-income countries19940.28995046019554140.281710356473922731.4%
Low-income countries20010.038761977106332780.0398612730205059051.4%
Low-income countries20150.056935187429189680.058477420359849931.3%
Lower-middle-income countries19920.29226347804069520.28537937998771671.2%
Lower-middle-income countries20100.237397059798240660.231960996985435491.2%
Lower-middle-income countries20090.243374243378639220.238234683871269231.1%
Lower-middle-income countries19970.28442698717117310.27846884727478031.1%
Lower-middle-income countries20060.238417804241180420.233511745929718021.0%
Lower-middle-income countries20070.240138038992881770.235407635569572450.99%
Lower-middle-income countries19960.283608436584472660.27804738283157350.99%
Low-income countries20170.066063582897186280.067309983074665070.93%
Low-income countries20130.0517478249967098240.052695896476507190.91%
Lower-middle-income countries20180.210363194346427920.214115276932716370.88%
Upper-middle-income countries20030.3942691981792450.401111572980880740.86%
Lower-middle-income countries20190.207116901874542240.210646450519561770.84%
Lower-middle-income countries19990.281155407428741460.276502728462219240.83%
Low-income countries20140.0590634644031524660.0600100681185722350.79%
Lower-middle-income countries20140.226368442177772520.222840890288352970.79%
Upper-middle-income countries20100.390933662652969360.39709717035293580.78%
Upper-middle-income countries19980.410042971372604370.41643825173377990.77%
Lower-middle-income countries20120.23505924642086030.231494352221488950.76%
Upper-middle-income countries20140.373861014842987060.379608541727066040.76%
Upper-middle-income countries20090.396504163742065430.40247648954391480.75%
Upper-middle-income countries20220.31282842159271240.317415356636047360.73%
Upper-middle-income countries19900.499108374118804930.50637269020080570.72%
Upper-middle-income countries20120.398560404777526860.40430384874343870.72%
Upper-middle-income countries20060.382405459880828860.38775178790092470.69%
Upper-middle-income countries20210.31505772471427920.31944862008094790.69%
Upper-middle-income countries19930.47628936171531680.482916593551635740.69%
Upper-middle-income countries19910.49059233069419860.49734738469123840.68%
Upper-middle-income countries20070.38021248579025270.38544690608978270.68%
Upper-middle-income countries19950.446932524442672730.45293781161308290.67%
Upper-middle-income countries20130.38868904113769530.3938913047313690.66%
Upper-middle-income countries20170.3333831727504730.33779200911521910.66%
Upper-middle-income countries20110.403511077165603640.40873643755912780.64%
Upper-middle-income countries20040.387852370738983150.39279097318649290.63%
Upper-middle-income countries19940.448473721742630.45414036512374880.63%
Upper-middle-income countries20200.3278315067291260.33194458484649660.62%
Lower-middle-income countries20040.247746601700782780.244764178991317750.61%
Upper-middle-income countries20080.384196788072586060.388817995786666870.60%
Upper-middle-income countries19990.41814246773719790.423167228698730470.60%
Upper-middle-income countries19970.42668738961219790.431809067726135250.60%
Lower-middle-income countries20080.24050296843051910.237687438726425170.59%
Upper-middle-income countries20150.36163547635078430.36591574549674990.59%
Upper-middle-income countries19960.443010240793228150.448222428560256960.58%
Upper-middle-income countries20050.385424762964248660.38992354273796080.58%
Upper-middle-income countries20020.38255211710929870.38684615492820740.56%
Upper-middle-income countries20160.340908378362655640.34473136067390440.56%
Upper-middle-income countries20190.32879665493965150.33242022991180420.55%
Upper-middle-income countries19920.48720127344131470.49236509203910830.53%
Lower-middle-income countries20200.208440020680427550.210628777742385860.52%
Upper-middle-income countries20010.389212816953659060.39304167032241820.49%
Upper-middle-income countries20000.39519289135932920.39897906780242920.48%
Upper-middle-income countries20180.330775082111358640.33392721414566040.47%
Lower-middle-income countries20020.254863291978836060.25249499082565310.47%
Lower-middle-income countries20050.244841724634170530.242612689733505250.46%
Lower-middle-income countries20110.231351926922798160.22956168651580810.39%
Lower-middle-income countries20010.258687227964401250.25688847899436950.35%
Lower-middle-income countries20000.26616612076759340.26437553763389590.34%
Lower-middle-income countries20130.216098219156265260.214920178055763240.27%
Lower-middle-income countries20160.218118667602539060.219301670789718630.27%
Lower-middle-income countries20210.211720004677772520.211251005530357360.11%
Lower-middle-income countries20150.220086142420768740.220560759305953980.11%
Lower-middle-income countries20220.203168466687202450.203066512942314150.03%
Lower-middle-income countries20170.216483891010284420.216565400362014770.02%
~ owid_co2.cumulative_coal_co2 🟢 median anomaly score 0.82%changed data
~ Changed values: 310 / 50,411 (0.61%) — showing the 100 most anomalous rows
countryyearcumulative_coal_co2 -cumulative_coal_co2 +anomaly score
Lower-middle-income countries202447169.9882812551218.957031254.1%
Lower-middle-income countries202344863.57812548583.582031254.0%
Lower-middle-income countries202242633.1132812546053.44531253.9%
Lower-middle-income countries202140589.664062543750.88281253.7%
Lower-middle-income countries19411592.1638183593751716.090332031253.7%
Lower-middle-income countries19401529.05285644531251646.85156253.7%
Lower-middle-income countries19421651.62207031251778.7810058593753.7%
Lower-middle-income countries19431705.3308105468751835.13244628906253.7%
Lower-middle-income countries19391465.40332031251576.51403808593753.7%
Lower-middle-income countries202038643.492187541550.7656253.6%
Lower-middle-income countries19441762.06506347656251893.24218753.6%
Lower-middle-income countries19381406.9426269531251511.08679199218753.6%
Lower-middle-income countries19371347.53210449218751445.45056152343753.5%
Lower-middle-income countries19451825.8415527343751957.58459472656253.5%
Lower-middle-income countries19361294.38574218751386.20104980468753.4%
Lower-middle-income countries201936922.820312539537.31253.4%
Lower-middle-income countries19461890.8190917968752023.30041503906253.4%
Lower-middle-income countries19351246.7307128906251332.74743652343753.3%
Lower-middle-income countries19471958.121093752091.3847656253.3%
Lower-middle-income countries19341199.30566406251280.6113281253.3%
Lower-middle-income countries201835112.6289062537460.214843753.2%
Lower-middle-income countries19331154.42321777343751231.51721191406253.2%
Lower-middle-income countries19482026.1582031252160.4860839843753.2%
Lower-middle-income countries19321114.79675292968751187.70690917968753.2%
Lower-middle-income countries201733295.0976562535450.324218753.1%
Lower-middle-income countries19492098.7233886718752234.20996093753.1%
Lower-middle-income countries19311075.20666503906251143.5891113281253.1%
Lower-middle-income countries19502175.8215332031252313.457519531253.1%
Lower-middle-income countries201631623.13867187533603.160156253.0%
Lower-middle-income countries19301032.94689941406251096.77404785156253.0%
Lower-middle-income countries19512257.2316894531252396.2268066406253.0%
Lower-middle-income countries201530029.92773437531846.5136718752.9%
Lower-middle-income countries19522344.0500488281252485.1242675781252.9%
Lower-middle-income countries1929986.3093261718751044.97180175781252.9%
Lower-middle-income countries19532432.1584472656252574.983886718752.9%
Lower-middle-income countries201428501.74414062530169.4316406252.8%
Lower-middle-income countries19542522.8967285156252667.9353027343752.8%
Lower-middle-income countries201327025.74414062528568.781252.8%
Lower-middle-income countries1928940.15283203125993.66656494140622.8%
Lower-middle-income countries19552618.772949218752766.5878906252.7%
Lower-middle-income countries201225691.41992187527136.3281252.7%
Lower-middle-income countries201124429.12525788.6660156252.7%
Lower-middle-income countries19562718.698730468752868.5910644531252.7%
Lower-middle-income countries201023299.74804687524568.8613281252.7%
Lower-middle-income countries1927895.283203125943.61761474609382.6%
Lower-middle-income countries19572826.9787597656252979.1022949218752.6%
Lower-middle-income countries200922227.53710937523421.94531252.6%
Lower-middle-income countries200821190.2226562522315.8144531252.6%
Lower-middle-income countries19582937.6542968753093.3894042968752.6%
Lower-middle-income countries19593051.53613281253212.4274902343752.6%
Lower-middle-income countries19603173.861816406253341.0148925781252.6%
Lower-middle-income countries19623435.924316406253616.57910156252.6%
Lower-middle-income countries19613300.8107910156253474.130371093752.6%
Lower-middle-income countries19643716.5222167968753911.3527832031252.6%
Lower-middle-income countries19878580.79394531259030.41699218752.6%
Lower-middle-income countries19633578.14355468753765.62792968752.6%
Lower-middle-income countries19653865.70605468754068.1760253906252.6%
Lower-middle-income countries19664016.13281254226.423339843752.6%
Lower-middle-income countries200720224.7070312521281.847656252.5%
Lower-middle-income countries19857919.374511718758333.1894531252.5%
Lower-middle-income countries19868239.8730468758670.37792968752.5%
Lower-middle-income countries19888947.589843759414.43652343752.5%
Lower-middle-income countries1926851.9502563476562896.36199951171882.5%
Lower-middle-income countries19674168.42285156254385.414550781252.5%
Lower-middle-income countries19847625.70410156258021.36035156252.5%
Lower-middle-income countries19837357.718757738.766113281252.5%
Lower-middle-income countries200619323.56054687520322.9433593752.5%
Lower-middle-income countries19684325.267089843754548.700683593752.5%
Lower-middle-income countries19827088.75683593757454.1406252.5%
Lower-middle-income countries19694481.2753906254711.270996093752.5%
Lower-middle-income countries19816838.91894531257189.459472656252.5%
Lower-middle-income countries19899337.40332031259815.09472656252.5%
Lower-middle-income countries19806593.73144531256929.97949218752.5%
Lower-middle-income countries19704639.7656254876.26855468752.5%
Lower-middle-income countries200518496.51562519436.066406252.5%
Lower-middle-income countries19796359.737792968756682.630371093752.5%
Lower-middle-income countries1925810.9577026367188851.99060058593752.5%
Lower-middle-income countries19714800.7988281255043.68457031252.5%
Lower-middle-income countries19786144.345214843756454.12011718752.5%
Lower-middle-income countries19909755.37510246.07324218752.5%
Lower-middle-income countries19775935.210449218756232.32324218752.4%
Lower-middle-income countries19724968.124511718755215.645019531252.4%
Lower-middle-income countries19765721.63574218756006.5253906252.4%
Lower-middle-income countries200417723.437518604.8066406252.4%
Lower-middle-income countries19755515.908691406255789.76269531252.4%
Lower-middle-income countries199110196.1835937510701.43752.4%
Lower-middle-income countries19735140.012207031255393.984863281252.4%
Lower-middle-income countries19745319.366699218755581.5527343752.4%
Lower-middle-income countries200317002.80664062517833.19531252.4%
Lower-middle-income countries199210656.077148437511174.95410156252.4%
Lower-middle-income countries1924771.2957153320312808.75061035156252.4%
Lower-middle-income countries200216330.9414062517114.605468752.3%
Lower-middle-income countries199311135.0273437511665.61035156252.3%
Lower-middle-income countries200115684.5312516426.6621093752.3%
Lower-middle-income countries199411638.831054687512183.3339843752.3%
Lower-middle-income countries1923731.4513549804688765.63415527343752.3%
Lower-middle-income countries200015054.492187515755.65917968752.3%
Lower-middle-income countries199512149.391601562512710.68066406252.3%
Lower-middle-income countries199914434.98242187515100.06152343752.3%
Lower-middle-income countries199713265.35937513874.54394531252.2%
~ owid_co2.share_global_cumulative_coal_co2 🟢 median anomaly score 0.82%changed data
~ Changed values: 310 / 50,411 (0.61%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_coal_co2 -share_global_cumulative_coal_co2 +anomaly score
Lower-middle-income countries20245.5505061149597176.0269498825073244.1%
Lower-middle-income countries20235.3791518211364755.8251814842224124.0%
Lower-middle-income countries20225.2093849182128915.6273188591003423.9%
Lower-middle-income countries20215.0551218986511235.4488267898559573.7%
Lower-middle-income countries19410.96425300836563111.03930592536926273.7%
Lower-middle-income countries19400.94835025072097781.0214114189147953.7%
Lower-middle-income countries19420.97712099552154541.05234992504119873.7%
Lower-middle-income countries19430.98599040508270261.06103920936584473.7%
Lower-middle-income countries19390.93078458309173581.00135910511016853.7%
Lower-middle-income countries20204.9041700363159185.2731266021728523.6%
Lower-middle-income countries19440.99650084972381591.0706856250762943.6%
Lower-middle-income countries19380.91358923912048340.98121464252471923.6%
Lower-middle-income countries19370.89376038312911990.9587054848670963.5%
Lower-middle-income countries19451.01534283161163331.08860468864440923.5%
Lower-middle-income countries19360.87871086597442630.94104087352752693.4%
Lower-middle-income countries20194.77220869064331055.11012744903564453.4%
Lower-middle-income countries19461.0328894853591921.10525953769683843.4%
Lower-middle-income countries19350.86568087339401250.92540746927261353.3%
Lower-middle-income countries19471.04889452457427981.12027895450592043.3%
Lower-middle-income countries19340.85045689344406130.9081126451492313.3%
Lower-middle-income countries20184.6261568069458014.9354557991027833.2%
Lower-middle-income countries19330.8356997370719910.8915089368820193.2%
Lower-middle-income countries19481.0640189647674561.13456010818481453.2%
Lower-middle-income countries19320.82273006439208980.87653839588165283.2%
Lower-middle-income countries20174.4737081527709964.7632956504821783.1%
Lower-middle-income countries19491.08197081089019781.15181934833526613.1%
Lower-middle-income countries19310.80856382846832280.85998797416687013.1%
Lower-middle-income countries19501.09972047805786131.16928541660308843.1%
Lower-middle-income countries20164.3334488868713384.6047792434692383.0%
Lower-middle-income countries19300.79369449615478520.84273791313171393.0%
Lower-middle-income countries19511.11779344081878661.18662464618682863.0%
Lower-middle-income countries20154.1975107192993164.45142889022827152.9%
Lower-middle-income countries19521.13807392120361331.2065676450729372.9%
Lower-middle-income countries19290.77706277370452880.82327991724014282.9%
Lower-middle-income countries19531.15801882743835451.22602212429046632.9%
Lower-middle-income countries20144.0672192573547364.3052000999450682.8%
Lower-middle-income countries19541.17847645282745361.24622571468353272.8%
Lower-middle-income countries20133.9410352706909184.1660490036010742.8%
Lower-middle-income countries19280.7618495821952820.80521422624588012.8%
Lower-middle-income countries19551.19870257377624511.26636254787445072.7%
Lower-middle-income countries20123.82997155189514164.0453724861145022.7%
Lower-middle-income countries20113.7243416309356693.9316101074218752.7%
Lower-middle-income countries19561.21873438358306881.28592789173126222.7%
Lower-middle-income countries20103.6336181163787843.8315379619598392.7%
Lower-middle-income countries19270.74547034502029420.7857167124748232.6%
Lower-middle-income countries19571.24117052555084231.30795943737030032.6%
Lower-middle-income countries20093.5433158874511723.7337176799774172.6%
Lower-middle-income countries20083.4494583606719973.6326885223388672.6%
Lower-middle-income countries19581.26335167884826661.33032631874084472.6%
Lower-middle-income countries19591.28495168685913091.35270047187805182.6%
Lower-middle-income countries19601.3080492019653321.37693822383880622.6%
Lower-middle-income countries19621.36068868637084961.43223118782043462.6%
Lower-middle-income countries19611.3332028388977051.40320694446563722.6%
Lower-middle-income countries19641.41401469707489011.4881414175033572.6%
Lower-middle-income countries19872.0871858596801762.196551799774172.6%
Lower-middle-income countries19631.38891458511352541.46168971061706542.6%
Lower-middle-income countries19651.44176125526428221.51727497577667242.6%
Lower-middle-income countries19661.46856200695037841.54545807838439942.6%
Lower-middle-income countries20073.3643021583557133.54015326499938962.5%
Lower-middle-income countries19852.0084276199340822.1133749485015872.5%
Lower-middle-income countries19862.04682445526123052.1537640094757082.5%
Lower-middle-income countries19882.1306104660034182.2417767047882082.5%
Lower-middle-income countries19260.7298342585563660.76788008213043212.5%
Lower-middle-income countries19671.49547505378723141.57332372665405272.5%
Lower-middle-income countries19841.97474038600921632.07719874382019042.5%
Lower-middle-income countries19831.9435236454010012.04417634010314942.5%
Lower-middle-income countries20063.28390908241271973.4537475109100342.5%
Lower-middle-income countries19681.52268457412719731.60134315490722662.5%
Lower-middle-income countries19821.90913629531860352.00754117965698242.5%
Lower-middle-income countries19691.54754281044006351.62696838378906252.5%
Lower-middle-income countries19811.8775860071182251.97382497787475592.5%
Lower-middle-income countries19892.1776571273803712.28906345367431642.5%
Lower-middle-income countries19801.84544825553894041.93955683708190922.5%
Lower-middle-income countries19701.57135069370269781.65144717693328862.5%
Lower-middle-income countries20053.2095546722412113.37258744239807132.5%
Lower-middle-income countries19791.81544947624206541.90762209892272952.5%
Lower-middle-income countries19250.71356981992721560.74967509508132932.5%
Lower-middle-income countries19711.59509539604187011.67579567432403562.5%
Lower-middle-income countries19781.7886835336685181.87886214256286622.5%
Lower-middle-income countries19902.23009610176086432.3422706127166752.5%
Lower-middle-income countries19771.76117932796478271.84934282302856452.4%
Lower-middle-income countries19721.62005579471588131.70076990127563482.4%
Lower-middle-income countries19761.73054075241088871.81670725345611572.4%
Lower-middle-income countries20043.1380193233489993.2940702438354492.4%
Lower-middle-income countries19751.70033824443817141.78475666046142582.4%
Lower-middle-income countries19912.2860581874847412.39933967590332032.4%
Lower-middle-income countries19731.64467406272888181.72593891620635992.4%
Lower-middle-income countries19741.67074787616729741.75309717655181882.4%
Lower-middle-income countries20033.06918978691101073.2190837860107422.4%
Lower-middle-income countries19922.3452053070068362.45940041542053222.4%
Lower-middle-income countries19240.69804114103317260.73193871974945072.4%
Lower-middle-income countries20023.00467944145202643.14886307716369632.3%
Lower-middle-income countries19932.40576767921447752.5204024314880372.3%
Lower-middle-income countries20012.93780112266540533.07680654525756842.3%
Lower-middle-income countries19942.46919703483581542.5847144126892092.3%
Lower-middle-income countries19230.68144446611404420.71329033374786382.3%
Lower-middle-income countries20002.86928033828735353.0029177665710452.3%
Lower-middle-income countries19952.5304939746856692.6474001407623292.3%
Lower-middle-income countries19992.800072669982912.92908358573913572.3%
Lower-middle-income countries19972.6636004447937012.78592085838317872.2%
~ owid_co2.oil_co2 🟢 median anomaly score 0.77%changed data
~ Changed values: 293 / 50,411 (0.58%) — showing the 100 most anomalous rows
countryyearoil_co2 -oil_co2 +anomaly score
Lower-middle-income countries194838.0498466491699214.94867897033691444%
Lower-middle-income countries194944.10945892333984417.69964408874511743%
Lower-middle-income countries194627.25740051269531210.98154544830322343%
Lower-middle-income countries194730.5868396759033212.41298580169677742%
Lower-middle-income countries194525.2621803283691410.88432312011718840%
Lower-middle-income countries194427.7219161987304713.80970859527587933%
Lower-middle-income countries194222.44650459289550811.82793807983398431%
Lower-middle-income countries194130.20670127868652316.25052642822265630%
Lower-middle-income countries194320.9185123443603511.35913658142089830%
Lower-middle-income countries194027.48559188842773415.20020103454589829%
Lower-middle-income countries193719.50397109985351611.47248268127441426%
Lower-middle-income countries193920.53701019287109413.59006595611572320%
Lower-middle-income countries193515.1779308319091810.42862796783447319%
Lower-middle-income countries193414.15036582946777310.08699035644531217%
Lower-middle-income countries193816.54423332214355512.064145088195816%
Lower-middle-income countries193211.7060146331787118.9643182754516613%
Lower-middle-income countries19288.3067922592163096.45280790328979513%
Lower-middle-income countries19298.6513109207153326.75335884094238312%
Upper-middle-income countries1949116.00719451904297142.4170074462890610%
Lower-middle-income countries1971182.86790466308594219.611099243164069.1%
Lower-middle-income countries193310.9222402572631849.170847892761238.7%
Lower-middle-income countries1969160.31155395507812190.40116882324228.6%
Lower-middle-income countries1973208.62744140625247.040313720703128.4%
Lower-middle-income countries1968154.6847381591797182.21528625488288.2%
Lower-middle-income countries1970176.55828857421875207.82319641113288.1%
Lower-middle-income countries19266.4612841606140145.4939880371093758.1%
Lower-middle-income countries193612.9157371520996111.0580892562866217.7%
Lower-middle-income countries1972198.79136657714844232.0173339843757.7%
Lower-middle-income countries1967139.5233612060547162.75605773925787.7%
Lower-middle-income countries19276.9139709472656255.9466748237609867.5%
Lower-middle-income countries1966142.90133666992188161.886566162109386.2%
Upper-middle-income countries1948174.1099090576172197.211074829101566.2%
Lower-middle-income countries195150.99098968505859445.238506317138676.0%
Lower-middle-income countries195679.3097763061523470.370368957519536.0%
Lower-middle-income countries195574.7549285888671966.640563964843755.7%
Upper-middle-income countries1941121.58634948730469135.54252624511725.4%
Upper-middle-income countries1947158.91690063476562177.09074401855475.4%
Upper-middle-income countries1946142.81298828125159.088851928710945.4%
Lower-middle-income countries195254.30548477172851648.9836387634277345.2%
Upper-middle-income countries1945132.3934783935547146.771331787109385.2%
Lower-middle-income countries195995.8836822509765686.670349121093755.0%
Lower-middle-income countries195786.1459274291992277.95383453369145.0%
Upper-middle-income countries1944138.496826171875152.409027099609384.8%
Upper-middle-income countries1942113.56824493408203124.186813354492194.5%
Upper-middle-income countries1940131.90792846679688144.193328857421884.4%
Lower-middle-income countries19255.9454798698425295.4407691955566414.4%
Lower-middle-income countries20241357.794433593751475.03894042968754.1%
Lower-middle-income countries20201171.94934082031251270.99621582031254.1%
Lower-middle-income countries20191232.4763183593751334.7312011718754.0%
Lower-middle-income countries195356.0810356140136751.790493011474614.0%
Lower-middle-income countries195045.55533599853515642.073200225830084.0%
Lower-middle-income countries20221290.10534667968751393.5905761718753.9%
Lower-middle-income countries20211235.17150878906251333.1789550781253.8%
Lower-middle-income countries20181218.57312011718751314.65979003906253.8%
Lower-middle-income countries20231311.65612792968751412.85144042968753.7%
Upper-middle-income countries1943123.9836654663086133.54304504394533.7%
Lower-middle-income countries1996554.7935180664062592.019531253.2%
Lower-middle-income countries1997591.0664672851562629.8103027343753.2%
Lower-middle-income countries1962103.60298919677734110.17565917968753.1%
Upper-middle-income countries1937128.41741943359375136.448913574218753.0%
Lower-middle-income countries1964125.25884246826172133.018463134765623.0%
Lower-middle-income countries195461.7690620422363358.387958526611332.8%
Lower-middle-income countries1965136.9263458251953144.799224853515622.8%
Lower-middle-income countries1976243.96180725097656257.421386718752.7%
Lower-middle-income countries20171241.19372558593751309.1252441406252.7%
Lower-middle-income countries19235.5734038352966315.28991699218752.6%
Upper-middle-income countries1939137.2312774658203144.178222656252.5%
Lower-middle-income countries1974233.24607849121094245.004409790039062.5%
Lower-middle-income countries1975242.72714233398438254.642730712890622.4%
Lower-middle-income countries195880.0292282104492283.841217041015622.3%
Lower-middle-income countries1985416.33233642578125397.42764282226562.3%
Lower-middle-income countries19245.6838240623474125.4346718788146972.2%
Lower-middle-income countries20161224.51037597656251280.108886718752.2%
Upper-middle-income countries1935105.9449234008789110.694221496582032.2%
Lower-middle-income countries1977257.5318298339844268.85574340820312.2%
Lower-middle-income countries1986427.7094421386719410.00866699218752.1%
Lower-middle-income countries1998637.264892578125664.00872802734382.1%
Upper-middle-income countries1968694.0620727539062666.33734130859382.0%
Upper-middle-income countries1969760.7230834960938730.39160156252.0%
Upper-middle-income countries193498.82609558105469102.889472961425782.0%
Upper-middle-income countries1971955.2256469726562918.16735839843752.0%
Upper-middle-income countries1967626.6758422851562603.24523925781251.9%
Upper-middle-income countries1970854.2568969726562822.71716308593751.9%
Lower-middle-income countries1995531.9863891601562552.12170410156251.9%
Lower-middle-income countries20151136.22521972656251178.73498535156251.8%
Upper-middle-income countries19731141.993652343751103.2363281251.7%
Upper-middle-income countries1938130.6083221435547135.088409423828121.7%
Lower-middle-income countries2001702.7322998046875726.75183105468751.7%
Upper-middle-income countries19721025.111083984375991.54431152343751.7%
Upper-middle-income countries193281.0166168212890683.758308410644531.7%
Lower-middle-income countries196098.1920776367187594.978752136230471.7%
Upper-middle-income countries1966590.993408203125571.828613281251.6%
Upper-middle-income countries1951174.3633270263672180.09016418457031.6%
Upper-middle-income countries1955252.16659545898438260.240661621093751.6%
Upper-middle-income countries1956284.7720031738281293.67111206054691.5%
Lower-middle-income countries1987420.92364501953125408.183898925781251.5%
Upper-middle-income countries20243988.459472656253869.7639160156251.5%
Upper-middle-income countries20203475.265136718753374.4704589843751.5%
Upper-middle-income countries20223775.9104003906253670.964843751.4%
Upper-middle-income countries20193753.506347656253649.9323730468751.4%
~ owid_co2.share_global_oil_co2 🟢 median anomaly score 0.77%changed data
~ Changed values: 293 / 50,411 (0.58%) — showing the 100 most anomalous rows
countryyearshare_global_oil_co2 -share_global_oil_co2 +anomaly score
Lower-middle-income countries19482.77624201774597171.090704679489135744%
Lower-middle-income countries19493.4089543819427491.367898821830749543%
Lower-middle-income countries19462.45909857749938960.990729153156280543%
Lower-middle-income countries19472.4538788795471190.995851933956146242%
Lower-middle-income countries19452.41561031341552731.040776491165161140%
Lower-middle-income countries19442.5937757492065431.292092800140380933%
Lower-middle-income countries19422.5994567871093751.369755148887634331%
Lower-middle-income countries19413.3109152317047121.781197905540466330%
Lower-middle-income countries19432.25757837295532231.225906610488891630%
Lower-middle-income countries19403.0506308078765871.687073111534118729%
Lower-middle-income countries19372.30373024940490721.355083227157592826%
Lower-middle-income countries19392.4033951759338381.5904116630554220%
Lower-middle-income countries19352.19347095489501951.507115244865417519%
Lower-middle-income countries19342.1985054016113281.56718933582305917%
Lower-middle-income countries19382.01069188117980961.466207385063171416%
Lower-middle-income countries19322.1054520606994631.612328648567199713%
Lower-middle-income countries19281.46352255344390871.136880517005920413%
Lower-middle-income countries19291.39156055450439451.08627557754516612%
Upper-middle-income countries19498.96549606323242211.00655174255371110%
Lower-middle-income countries19712.53946971893310553.04971885681152349.1%
Lower-middle-income countries19331.79767179489135741.50941336154937748.7%
Lower-middle-income countries19692.68148469924926763.18478488922119148.6%
Lower-middle-income countries19732.5381424427032473.0054700374603278.4%
Lower-middle-income countries19682.79810404777526863.29610610008239758.2%
Lower-middle-income countries19702.59682106971740723.05666589736938488.1%
Lower-middle-income countries19261.27574825286865231.08476054668426518.1%
Lower-middle-income countries19361.71422183513641361.46766829490661627.7%
Lower-middle-income countries19722.56019186973571782.98810219764709477.7%
Lower-middle-income countries19672.74947786331176763.20730686187744147.7%
Lower-middle-income countries19271.2476758956909181.0731203556060797.5%
Lower-middle-income countries19663.0028402805328373.40178370475769046.2%
Upper-middle-income countries194812.70363044738769514.3891677856445316.2%
Lower-middle-income countries19512.96428918838500982.62987685203552256.0%
Lower-middle-income countries19563.17361831665039062.8159034252166756.0%
Lower-middle-income countries19553.25086736679077152.8979980945587165.7%
Upper-middle-income countries194113.32691383361816414.85663127899175.4%
Upper-middle-income countries194712.7493658065795914.2073926925659185.4%
Upper-middle-income countries194612.88425159454345714.3526210784912115.4%
Lower-middle-income countries19522.9853045940399172.69274973869323735.2%
Upper-middle-income countries194512.65967750549316414.034511566162115.2%
Lower-middle-income countries19593.30896615982055662.99101209640502935.0%
Lower-middle-income countries19573.29801964759826662.98439264297485355.0%
Upper-middle-income countries194412.95833015441894514.2600116729736334.8%
Upper-middle-income countries194213.15196990966796914.3816719055175784.5%
Upper-middle-income countries194014.64048576354980516.0040454864501954.4%
Lower-middle-income countries19251.17610335350036621.07626414299011234.4%
Lower-middle-income countries202410.88796806335449211.828135490417484.1%
Lower-middle-income countries202010.7200212478637711.6260204315185554.1%
Lower-middle-income countries20199.9990711212158210.828663825988774.0%
Lower-middle-income countries19532.8936698436737062.672286272048954.0%
Lower-middle-income countries19502.93567705154418952.71128106117248544.0%
Lower-middle-income countries202210.82765293121337911.6961889266967773.9%
Lower-middle-income countries202110.72833919525146511.5796041488647463.8%
Lower-middle-income countries201810.03533267974853510.826636314392093.8%
Lower-middle-income countries202310.68276882171630911.5069532394409183.7%
Upper-middle-income countries194313.3806285858154314.4122991561889653.7%
Lower-middle-income countries19965.8019828796386726.191289424896243.2%
Lower-middle-income countries19976.0920805931091316.4914102554321293.2%
Lower-middle-income countries19622.911618471145633.09633374214172363.1%
Upper-middle-income countries193715.16814708709716816.116794586181643.0%
Lower-middle-income countries19643.05186271667480473.24092149734497073.0%
Lower-middle-income countries19543.0069177150726322.8423254489898682.8%
Lower-middle-income countries19653.10529851913452153.2838444709777832.8%
Lower-middle-income countries19762.8783874511718753.03719019889831542.7%
Lower-middle-income countries201710.27028369903564510.832384109497072.7%
Lower-middle-income countries19231.14789068698883061.08950412273406982.6%
Upper-middle-income countries193916.0598354339599616.8728199005126952.5%
Lower-middle-income countries19742.8798336982727053.0250108242034912.5%
Lower-middle-income countries19753.03214788436889653.1809973716735842.4%
Lower-middle-income countries19582.94307851791381843.08326458930969242.3%
Lower-middle-income countries19855.0479130744934084.8186984062194822.3%
Lower-middle-income countries19241.17389440536499021.12243640422821042.2%
Lower-middle-income countries201610.28977489471435510.7569799423217772.2%
Upper-middle-income countries193515.310854911804215.9972105026245122.2%
Lower-middle-income countries19772.9373781681060793.0665373802185062.2%
Lower-middle-income countries19865.0374503135681154.8289752006530762.1%
Lower-middle-income countries19986.4881544113159186.7604398727416992.1%
Upper-middle-income countries196812.55494308471679712.0534276962280272.0%
Upper-middle-income countries196912.72439289093017612.2170476913452152.0%
Upper-middle-income countries193415.35435295104980515.9856681823730472.0%
Upper-middle-income countries197113.26513004302978512.7505054473876952.0%
Upper-middle-income countries196712.34941196441650411.8876829147338871.9%
Upper-middle-income countries197012.56441974639892612.1005325317382811.9%
Lower-middle-income countries19955.7302026748657235.9470872879028321.9%
Lower-middle-income countries20159.65355205535888710.0147209167480471.8%
Upper-middle-income countries197313.89338970184326213.421872138977051.7%
Upper-middle-income countries193815.87339115142822316.4178752899169921.7%
Lower-middle-income countries20016.833543777465827.0671157836914061.7%
Upper-middle-income countries197213.20218849182128912.7698898315429691.7%
Upper-middle-income countries193214.57170677185058615.0648288726806641.7%
Lower-middle-income countries19603.1472125053405763.0442202091217041.7%
Upper-middle-income countries196612.41876888275146512.016052246093751.6%
Upper-middle-income countries195110.1363658905029310.4692878723144531.6%
Upper-middle-income countries195510.96596813201904311.3170843124389651.6%
Upper-middle-income countries195611.39528656005859411.7513875961303711.5%
Lower-middle-income countries19874.9062514305114754.7577576637268071.5%
Upper-middle-income countries202431.9829101562531.031106948852541.5%
Upper-middle-income countries202031.78884315490722730.8668575286865231.5%
Upper-middle-income countries202231.69062805175781230.809835433959961.4%
Upper-middle-income countries201930.45216751098632829.611871719360351.4%
~ owid_co2.co2_including_luc_per_gdp 🟢 median anomaly score 0.75%changed data
~ Changed values: 380 / 50,411 (0.75%) — showing the 100 most anomalous rows
countryyearco2_including_luc_per_gdp -co2_including_luc_per_gdp +anomaly score
Lower-middle-income countries18758.6387395858764651.399453639984130972%
Lower-middle-income countries18719.8667755126953121.60146379470825272%
Lower-middle-income countries18777.9628419876098631.41762590408325270%
Lower-middle-income countries18738.9758920669555661.628393888473510769%
Lower-middle-income countries18768.9891233444213871.68837702274322568%
Lower-middle-income countries18700.120256714522838590.02402722835540771567%
Lower-middle-income countries187210.3310823440551762.14424300193786666%
Lower-middle-income countries18748.5681829452514652.006050109863281262%
Lower-middle-income countries19070.50946116447448731.026523828506469734%
Lower-middle-income countries19080.51810359954833980.999615848064422632%
Lower-middle-income countries19100.465654045343399050.880925059318542531%
Lower-middle-income countries19120.50353211164474490.93394351005554230%
Lower-middle-income countries19090.456958949565887450.844532430171966630%
Lower-middle-income countries19110.47151601314544680.865800023078918529%
Lower-middle-income countries19140.50462669134140010.879871249198913627%
Lower-middle-income countries19130.45842805504798890.792900741100311327%
Lower-middle-income countries19150.79987365007400511.236189723014831521%
Lower-middle-income countries19160.75098145008087161.12835824489593520%
Lower-middle-income countries19170.80596005916595461.193963289260864319%
Lower-middle-income countries19180.92580837011337281.370364308357238819%
Lower-middle-income countries19190.81960493326187131.20576965808868419%
Lower-middle-income countries19010.50212758779525760.706158041954040517%
Lower-middle-income countries19000.53759586811065670.754876255989074717%
Lower-middle-income countries18950.58040720224380490.808035969734191916%
Lower-middle-income countries18970.5259277224540710.728396236896514916%
Lower-middle-income countries18980.52478772401809690.726463556289672916%
Lower-middle-income countries19050.498266160488128660.687337219715118416%
Lower-middle-income countries19040.48783046007156370.672669887542724616%
Lower-middle-income countries19020.49424117803573610.680572867393493716%
Lower-middle-income countries18990.57159626483917240.783455014228820816%
Lower-middle-income countries19030.48514226078987120.664411962032318116%
Lower-middle-income countries18930.55865591764450070.764100432395935116%
Lower-middle-income countries18960.62874555587768550.857892513275146515%
Lower-middle-income countries19060.47841078042984010.651830673217773415%
Lower-middle-income countries18940.5587763190269470.751170694828033415%
Lower-middle-income countries18920.59286332130432130.787840783596038814%
Lower-middle-income countries188241.58237457275390632.8894500732421912%
Lower-middle-income countries188340.9267425537109433.590316772460949.8%
Lower-middle-income countries19750.9062757492065431.09593486785888679.5%
Lower-middle-income countries18890.67393684387207030.55755335092544569.5%
Lower-middle-income countries19760.87734901905059811.056945800781259.3%
Lower-middle-income countries188139.22631835937532.815471649169928.9%
Lower-middle-income countries18850.79203021526336670.67096322774887088.3%
Lower-middle-income countries18840.79274892807006840.67814344167709357.8%
Lower-middle-income countries18860.81047558784484860.69355267286300667.8%
Lower-middle-income countries18880.77119070291519170.66106110811233527.7%
Lower-middle-income countries18870.77373641729354860.66584569215774547.5%
Lower-middle-income countries19201.48022305965423581.71092534065246587.2%
Lower-middle-income countries18900.60872787237167360.53327304124832156.6%
Lower-middle-income countries188037.36230087280273432.78576660156256.5%
Lower-middle-income countries187933.9339179992675829.9689159393310556.2%
Lower-middle-income countries19492.84780979156494142.54809236526489265.6%
Lower-middle-income countries19780.82808166742324830.92104142904281625.3%
Lower-middle-income countries19741.03276538848876951.14802074432373055.3%
Lower-middle-income countries19790.79251837730407710.88072359561920175.3%
Lower-middle-income countries19482.88471293449401862.59836196899414065.2%
Lower-middle-income countries19770.98877459764480591.09593737125396735.1%
Lower-middle-income countries19472.9088575839996342.62702417373657235.1%
Upper-middle-income countries18700.71794003248214720.79358261823654175.0%
Lower-middle-income countries18910.64600092172622680.58477509021759035.0%
Lower-middle-income countries19502.9827406406402592.72660374641418464.5%
Lower-middle-income countries19730.97012019157409671.05748331546783454.3%
Upper-middle-income countries18718.3124961853027349.0390081405639654.2%
Low-income countries19507.296697139739997.8931970596313483.9%
Lower-middle-income countries19422.21953511238098142.0525467395782473.9%
Lower-middle-income countries19442.1721847057342532.0099835395812993.9%
Upper-middle-income countries18728.326490402221688.9901504516601563.8%
Lower-middle-income countries19211.6230399608612061.7515479326248173.8%
Lower-middle-income countries19432.135092020034791.98011934757232673.8%
Lower-middle-income countries19513.06395626068115232.84301114082336433.7%
Lower-middle-income countries19402.1703023910522462.0144674777984623.7%
Lower-middle-income countries19631.61270809173583981.73561489582061773.7%
Lower-middle-income countries19462.47139167785644532.29785513877868653.6%
Upper-middle-income countries18738.5035896301269539.1294717788696293.5%
Upper-middle-income countries18768.48956012725839.0978879928588873.5%
Upper-middle-income countries18758.4286441802978529.0229644775390623.4%
Upper-middle-income countries19405.6400156021118166.0367755889892583.4%
Lower-middle-income countries19661.3244122266769411.41678357124328613.4%
Upper-middle-income countries19266.1310448646545416.553297042846683.3%
Upper-middle-income countries19275.9228897094726566.3277468681335453.3%
Upper-middle-income countries19227.4138016700744637.9043831825256353.2%
Lower-middle-income countries19800.72007858753204350.76762497425079353.2%
Upper-middle-income countries18778.507907867431649.0555801391601563.1%
Lower-middle-income countries19711.07583260536193851.14458322525024413.1%
Upper-middle-income countries19256.50999927520751956.919714927673343.1%
Upper-middle-income countries18748.7221660614013679.2702789306640623.0%
Upper-middle-income countries19285.7017402648925786.05769109725952153.0%
Upper-middle-income countries19246.7016329765319827.1098589897155763.0%
Low-income countries19517.0336999893188487.4564561843872072.9%
Upper-middle-income countries18828.6998729705810559.2208871841430662.9%
Upper-middle-income countries18838.9866189956665049.5213003158569342.9%
Upper-middle-income countries19237.0155086517333987.431391239166262.9%
Lower-middle-income countries19523.1286125183105472.95789098739624022.8%
Lower-middle-income countries19721.14825391769409181.21406292915344242.8%
Upper-middle-income countries19113.18351984024047853.01293635368347172.8%
Upper-middle-income countries18818.3124551773071298.7792682647705082.7%
Lower-middle-income countries19641.4443184137344361.52408921718597412.7%
Upper-middle-income countries19217.90143632888793958.3293771743774412.6%
Upper-middle-income countries189511.77344417572021511.171644210815432.6%
Lower-middle-income countries19671.23432397842407231.29988288879394532.6%
~ owid_co2.primary_energy_consumption 🟢 median anomaly score 0.63%changed data
~ Changed values: 165 / 50,411 (0.33%) — showing the 100 most anomalous rows
countryyearprimary_energy_consumption -primary_energy_consumption +anomaly score
Lower-middle-income countries19802136.7595214843751906.04089355468755.7%
Lower-middle-income countries19812325.83105468752078.760253906255.6%
Lower-middle-income countries19822372.6037597656252121.4548339843755.6%
Lower-middle-income countries19842622.6813964843752360.882324218755.3%
Lower-middle-income countries19832475.542968752234.7644042968755.1%
Lower-middle-income countries202012506.3242187513825.93066406255.0%
Lower-middle-income countries19792006.63635253906251820.11071777343754.9%
Lower-middle-income countries19863381.798339843753071.7714843754.8%
Lower-middle-income countries202415549.8320312517091.441406254.7%
Lower-middle-income countries19771797.6320800781251636.8776855468754.7%
Lower-middle-income countries19651002.5966796875913.52166748046884.6%
Lower-middle-income countries19853214.68652343752933.7302246093754.6%
Lower-middle-income countries202113613.62514887.33105468754.5%
Lower-middle-income countries19781870.44470214843751710.90441894531254.5%
Lower-middle-income countries202314905.4648437516290.77050781254.4%
Lower-middle-income countries202214166.22851562515482.06254.4%
Lower-middle-income countries201913250.55273437514480.91503906254.4%
Lower-middle-income countries19761673.76696777343751536.60974121093754.3%
Lower-middle-income countries19873563.8356933593753275.05566406254.2%
Lower-middle-income countries19883780.9211425781253484.619628906254.1%
Lower-middle-income countries19924600.095214843754258.3753.9%
Lower-middle-income countries19904277.37011718753968.318847656253.7%
Lower-middle-income countries201813041.168945312514055.02050781253.7%
Lower-middle-income countries19894032.1535644531253743.957031253.7%
Lower-middle-income countries19914422.67089843754107.709472656253.7%
Lower-middle-income countries19944961.811035156254629.031738281253.5%
Lower-middle-income countries19934722.461425781254421.895996093753.3%
Lower-middle-income countries19741467.3508300781251376.0261230468753.2%
Lower-middle-income countries19661034.4091796875972.2888183593753.1%
Lower-middle-income countries19955255.52441406254954.479003906252.9%
Lower-middle-income countries19751565.4689941406251480.43420410156252.8%
Lower-middle-income countries201712641.893554687513358.1933593752.8%
Lower-middle-income countries201612214.39648437512787.2792968752.3%
Lower-middle-income countries19965430.64941406255187.454589843752.3%
Lower-middle-income countries19671061.19348144531251014.29400634765622.3%
Lower-middle-income countries19975651.9980468755417.03613281252.1%
Lower-middle-income countries19681143.61901855468751096.38964843752.1%
Lower-middle-income countries19985913.34667968755690.42285156251.9%
Lower-middle-income countries19731381.806152343751332.41662597656251.8%
Lower-middle-income countries20016525.089843756303.018066406251.7%
Lower-middle-income countries201511813.32617187512190.25781251.6%
Lower-middle-income countries20006398.23339843756201.630371093751.6%
Lower-middle-income countries19996115.474121093755927.58496093751.6%
Lower-middle-income countries20026708.493652343756513.20214843751.5%
Lower-middle-income countries20068100.443847656257877.088378906251.4%
Lower-middle-income countries20078678.76464843758457.6152343751.3%
Lower-middle-income countries19721320.9982910156251288.84484863281251.2%
Lower-middle-income countries19691209.82519531251180.705566406251.2%
Upper-middle-income countries202476376.0937574834.4843751.0%
Upper-middle-income countries202065864.01562564544.410156251.0%
Lower-middle-income countries19711259.78015136718751235.93371582031250.96%
Upper-middle-income countries201965528.4335937564298.07031250.95%
Upper-middle-income countries202373852.572467.19531250.95%
Upper-middle-income countries202270862.79687569546.968750.94%
Upper-middle-income countries202169192.882812567919.1718750.93%
Lower-middle-income countries201411516.000976562511718.11035156250.87%
Upper-middle-income countries198617867.39257812518177.4199218750.86%
Lower-middle-income countries20089053.7636718758901.7753906250.85%
Upper-middle-income countries201863116.8164062562102.964843750.81%
Upper-middle-income countries198517233.91992187517514.8769531250.81%
Low-income countries2023820.2113647460938833.34606933593750.79%
Lower-middle-income countries20099551.5292968759404.33496093750.78%
Upper-middle-income countries199221959.5039062522301.222656250.77%
Upper-middle-income countries198718815.29492187519104.074218750.76%
Low-income countries2024838.9551391601562851.728027343750.76%
Upper-middle-income countries198819748.47460937520044.7753906250.74%
Lower-middle-income countries19701212.97448730468751195.34045410156250.73%
Upper-middle-income countries199021190.77539062521499.8261718750.72%
Upper-middle-income countries199121616.88476562521931.8457031250.72%
Upper-middle-income countries199423105.51562523438.2949218750.71%
Upper-middle-income countries198920221.9414062520510.136718750.71%
Low-income countries2022832.4835205078125844.26861572265620.70%
Low-income countries2021819.8523559570312831.45513916015620.70%
Low-income countries2009857.5120849609375869.44915771484380.69%
Upper-middle-income countries199322434.85937522735.4238281250.67%
Low-income countries2011792.4204711914062803.01464843750.66%
Lower-middle-income countries20047350.480468757254.05957031250.66%
Low-income countries2013717.6187744140625727.04895019531250.65%
Low-income countries2012734.3034057617188743.86291503906250.65%
Low-income countries2010875.734375887.12951660156250.65%
Lower-middle-income countries20057711.60156257613.334472656250.64%
Low-income countries2016675.475341796875684.12792968750.64%
Upper-middle-income countries199523746.22070312524047.2656250.63%
Low-income countries2020806.9618530273438816.89440917968750.61%
Low-income countries2014714.689453125723.42980957031250.61%
Lower-middle-income countries20036791.66113281256709.920410156250.61%
Low-income countries2018824.2786865234375834.16711425781250.60%
Upper-middle-income countries201760788.29687560071.996093750.59%
Low-income countries2019863.2260131835938872.62408447265620.54%
Upper-middle-income countries198124034.5664062524281.636718750.51%
Upper-middle-income countries198224911.3437525162.49218750.50%
Low-income countries2017812.891845703125821.05310058593750.50%
Upper-middle-income countries201658746.312558173.42968750.49%
Upper-middle-income countries199624753.78320312524996.9785156250.49%
Upper-middle-income countries198023585.54882812523816.2675781250.49%
Upper-middle-income countries198427026.48437527288.2832031250.48%
Upper-middle-income countries198325756.1562525996.9355468750.47%
Upper-middle-income countries199725230.3398437525465.300781250.46%
Low-income countries2015658.2691040039062664.38104248046880.46%
Upper-middle-income countries199825241.2525464.175781250.44%
~ owid_co2.share_global_co2 🟢 median anomaly score 0.59%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearshare_global_co2 -share_global_co2 +anomaly score
Lower-middle-income countries19512.7380647659301762.097779035568237313%
Lower-middle-income countries19522.887387514114382.22657203674316413%
Lower-middle-income countries19562.98435974121093752.302836418151855513%
Lower-middle-income countries19492.36174488067626951.83560872077941913%
Lower-middle-income countries19573.15753030776977542.45861077308654812%
Lower-middle-income countries19482.05488395690917971.607464551925659212%
Lower-middle-income countries19552.9767596721649172.337215662002563512%
Lower-middle-income countries19532.82967972755432132.2309358119964612%
Lower-middle-income countries19542.94872283935546882.341983556747436511%
Lower-middle-income countries19502.66233563423156742.131447792053222711%
Lower-middle-income countries19471.9964352846145631.616535186767578111%
Lower-middle-income countries19593.07819604873657232.52864956855773939.8%
Lower-middle-income countries19462.0978953838348391.72584927082061779.7%
Lower-middle-income countries19452.16766738891601561.81441032886505138.9%
Lower-middle-income countries19441.68675529956817631.42092728614807138.6%
Lower-middle-income countries19583.0082228183746342.5394902229309088.4%
Lower-middle-income countries19603.0172913074493412.6095552444458017.2%
Lower-middle-income countries19613.0800428390502932.74048376083374025.8%
Lower-middle-income countries202010.58847999572753911.8729038238525395.7%
Lower-middle-income countries19623.18982481956481932.87319421768188485.2%
Lower-middle-income countries19431.51245296001434331.3627403974533085.2%
Lower-middle-income countries19421.69669020175933841.532054066658025.1%
Lower-middle-income countries201910.54232501983642611.6746425628662115.1%
Lower-middle-income countries19633.26493072509765622.95397305488586435.0%
Lower-middle-income countries202411.96405696868896513.1848497390747074.9%
Lower-middle-income countries19411.91966533660888671.74610769748687744.7%
Lower-middle-income countries202111.12423801422119112.2067804336547854.6%
Lower-middle-income countries202311.6848249435424812.8098049163818364.6%
Lower-middle-income countries202211.2520380020141612.3269844055175784.6%
Lower-middle-income countries19301.40210628509521481.53598725795745854.6%
Lower-middle-income countries19311.4655162096023561.59771239757537844.3%
Lower-middle-income countries19643.18995428085327152.9261167049407964.3%
Lower-middle-income countries19653.33287286758422853.07054829597473144.1%
Lower-middle-income countries201810.54679679870605511.4390239715576174.1%
Lower-middle-income countries18930.50907349586486820.55148822069168094.0%
Lower-middle-income countries201710.39874649047851611.1455383300781253.5%
Upper-middle-income countries19519.0847263336181649.7246093753.4%
Lower-middle-income countries19251.2205773591995241.30273842811584473.3%
Upper-middle-income countries19529.88689804077148410.5470352172851563.2%
Lower-middle-income countries19241.2259887456893921.30733108520507813.2%
Lower-middle-income countries201610.23158836364746110.8917455673217773.1%
Lower-middle-income countries19281.34336209297180181.42939233779907233.1%
Lower-middle-income countries19401.89435839653015141.78170180320739753.1%
Upper-middle-income countries19498.5273714065551769.0535087585449223.0%
Lower-middle-income countries19291.29180467128753661.37062573432922363.0%
Upper-middle-income countries19508.7788448333740239.3093004226684572.9%
Lower-middle-income countries19221.24786674976348881.32314145565032962.9%
Upper-middle-income countries195310.00454235076904310.6028451919555662.9%
Lower-middle-income countries19231.14667975902557371.21403443813323972.9%
Lower-middle-income countries19271.25387799739837651.32752466201782232.9%
Lower-middle-income countries20159.69039630889892610.2593574523925782.9%
Upper-middle-income countries195611.83236122131347712.5133762359619142.8%
Upper-middle-income countries195410.77309894561767611.3793525695800782.7%
Lower-middle-income countries19211.33302974700927731.4076904058456422.7%
Upper-middle-income countries195511.44818019866943412.087182044982912.7%
Upper-middle-income countries195712.65427780151367213.3526153564453122.7%
Lower-middle-income countries19673.2249803543090823.0581052303314212.7%
Lower-middle-income countries18990.66766935586929320.70410275459289552.7%
Lower-middle-income countries18980.65596061944961550.69133520126342772.6%
Upper-middle-income countries19488.3637790679931648.8111982345581052.6%
Lower-middle-income countries19864.7712898254394534.5376868247985842.5%
Lower-middle-income countries19261.29221570491790771.35779309272766112.5%
Lower-middle-income countries19100.89669352769851680.94075751304626462.4%
Lower-middle-income countries19663.26219224929809573.11359739303588872.3%
Lower-middle-income countries19201.0881934165954591.13955724239349372.3%
Upper-middle-income countries19478.3416051864624028.7215051651000982.2%
Lower-middle-income countries19854.6063928604125984.4057779312133792.2%
Lower-middle-income countries18970.62576526403427120.65394449234008792.2%
Upper-middle-income countries19468.2707843780517588.6428298950195312.2%
Lower-middle-income countries19161.14803314208984381.19946694374084472.2%
Lower-middle-income countries19151.20612299442291261.2592502832412722.2%
Lower-middle-income countries19361.50786864757537841.57407534122467042.1%
Lower-middle-income countries19874.7705616950988774.56997823715212.1%
Lower-middle-income countries20149.4217605590820319.8334798812866212.1%
Lower-middle-income countries19141.15304386615753171.20238769054412842.1%
Lower-middle-income countries19371.68305206298828121.61438977718353272.1%
Lower-middle-income countries19884.8974971771240234.69844532012939452.1%
Lower-middle-income countries19803.87177371978759773.7184214591979982.0%
Lower-middle-income countries19905.0570077896118164.8573951721191412.0%
Lower-middle-income countries19814.1328563690185553.9711744785308842.0%
Upper-middle-income countries19458.6890344619750989.0422916412353522.0%
Lower-middle-income countries19171.1455959081649781.19204568862915042.0%
Lower-middle-income countries19844.4427185058593754.2714290618896482.0%
Lower-middle-income countries19110.93248003721237180.96969509124755862.0%
Lower-middle-income countries19824.2935056686401374.1321582794189451.9%
Lower-middle-income countries19894.94260692596435554.7586841583251951.9%
Lower-middle-income countries19683.20771074295043953.08992528915405271.9%
Lower-middle-income countries19050.8097465038299560.84029167890548711.9%
Lower-middle-income countries19040.85675376653671260.88902622461318971.8%
Lower-middle-income countries19703.10972857475280762.9977016448974611.8%
Lower-middle-income countries19743.41795158386230473.29583096504211431.8%
Lower-middle-income countries19090.96489816904067991.00056838989257811.8%
Lower-middle-income countries19181.24124181270599371.28567302227020261.8%
Lower-middle-income countries19131.03579270839691161.07242870330810551.7%
Lower-middle-income countries19060.89224052429199220.92363190650939941.7%
Lower-middle-income countries20118.411257743835458.7022399902343751.7%
Lower-middle-income countries19191.53748238086700441.59056520462036131.7%
Upper-middle-income countries19447.7295813560485847.9954099655151371.7%
Lower-middle-income countries19834.4164624214172364.2738881111145021.6%
Lower-middle-income countries18940.498129069805145260.51462155580520631.6%
~ owid_co2.co2 🟢 median anomaly score 0.59%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearco2 -co2 +anomaly score
Lower-middle-income countries1951174.73374938964844133.8729400634765613%
Lower-middle-income countries1952186.74755859375144.007980346679713%
Lower-middle-income countries1956236.54855346679688182.5291442871093813%
Lower-middle-income countries1949122.9059677124023495.5256729125976613%
Lower-middle-income countries1957258.47467041015625201.261306762695312%
Lower-middle-income countries1948111.9476699829101687.5727844238281212%
Lower-middle-income countries1955221.59303283691406173.9847259521484412%
Lower-middle-income countries1953188.20310974121094148.380416870117212%
Lower-middle-income countries1954200.21043395996094159.014450073242211%
Lower-middle-income countries1950157.88731384277344126.4035034179687511%
Lower-middle-income countries1947103.1199417114257883.4973297119140611%
Lower-middle-income countries1959272.5777282714844223.91474914550789.8%
Lower-middle-income countries194696.6824569702148479.536544799804699.7%
Lower-middle-income countries194592.9779968261718877.825714111328128.9%
Lower-middle-income countries194487.0785064697265673.355171203613288.6%
Lower-middle-income countries1958253.2176513671875213.761993408203128.4%
Lower-middle-income countries1960283.231689453125244.957702636718757.2%
Lower-middle-income countries1961289.9857177734375258.01626586914065.8%
Lower-middle-income countries20203722.7219238281254174.3027343755.7%
Lower-middle-income countries1962310.9198913574219280.05715942382815.2%
Lower-middle-income countries194376.761108398437569.162788391113285.2%
Lower-middle-income countries194284.537986755371176.334953308105475.1%
Lower-middle-income countries20193909.786621093754329.7246093755.1%
Lower-middle-income countries1963335.2031555175781303.27786254882815.0%
Lower-middle-income countries20244617.95605468755089.164550781254.9%
Lower-middle-income countries194195.965797424316487.289497375488284.7%
Lower-middle-income countries20214101.157714843754500.257324218754.6%
Lower-middle-income countries20234451.222167968754879.771972656254.6%
Lower-middle-income countries20224222.639160156254626.042968754.6%
Lower-middle-income countries193055.4966964721679760.795825958251954.6%
Lower-middle-income countries193151.86929321289062556.548137664794924.3%
Lower-middle-income countries1964345.2956237792969316.73660278320314.3%
Lower-middle-income countries1965376.96795654296875347.29751586914064.1%
Lower-middle-income countries20183874.2609863281254202.011718754.1%
Lower-middle-income countries18936.9395852088928227.51777410507202154.0%
Lower-middle-income countries20173740.9084472656254009.563964843753.5%
Upper-middle-income countries1951579.7554931640625620.59063720703123.4%
Lower-middle-income countries192545.6573143005371148.730659484863283.3%
Upper-middle-income countries1952639.4548950195312682.15051269531253.2%
Lower-middle-income countries192445.55948638916015648.58228683471683.2%
Lower-middle-income countries20163621.2487792968753854.896972656253.1%
Lower-middle-income countries192853.6849212646484457.122951507568363.1%
Lower-middle-income countries194092.5329971313476687.030105590820313.1%
Upper-middle-income countries1949443.7672119140625471.147521972656253.0%
Lower-middle-income countries192955.39529418945312558.7753067016601563.0%
Upper-middle-income countries1950520.6211547851562552.07928466796882.9%
Lower-middle-income countries192240.73931503295898443.196819305419922.9%
Upper-middle-income countries1953665.406005859375705.19934082031252.9%
Lower-middle-income countries192342.4615020751953144.955646514892582.9%
Lower-middle-income countries192750.3174552917480553.2728576660156252.9%
Lower-middle-income countries20153430.7419433593753632.1740722656252.9%
Upper-middle-income countries1956937.865478515625991.84460449218752.8%
Upper-middle-income countries1954731.4647827148438772.62774658203122.7%
Lower-middle-income countries192141.5237960815429743.849472045898442.7%
Upper-middle-income countries1955852.2142944335938899.78228759765622.7%
Upper-middle-income countries19571035.87609863281251093.04187011718752.7%
Lower-middle-income countries1967394.65283203125374.23171997070312.7%
Lower-middle-income countries189912.44818878173828113.1274623870849612.7%
Lower-middle-income countries189811.19702816009521511.8008604049682622.6%
Upper-middle-income countries1948455.64886474609375480.023742675781252.6%
Lower-middle-income countries1986975.1582641601562927.41436767578122.5%
Lower-middle-income countries192647.52002334594726649.9315757751464842.5%
Lower-middle-income countries191027.35160064697265628.695671081542972.4%
Lower-middle-income countries1966386.98162841796875369.35440063476562.3%
Lower-middle-income countries192038.59558486938476640.4173355102539062.3%
Upper-middle-income countries1947430.8608703613281450.48348999023442.2%
Lower-middle-income countries1985927.9515991210938887.53790283203122.2%
Lower-middle-income countries189710.1274175643920910.583472251892092.2%
Upper-middle-income countries1946381.1628112792969398.30874633789062.2%
Lower-middle-income countries191639.0357933044433640.784660339355472.2%
Lower-middle-income countries191537.96912002563476639.641582489013672.2%
Lower-middle-income countries193663.4500389099121166.235969543457032.1%
Lower-middle-income countries19871006.8839111328125964.54827880859382.1%
Lower-middle-income countries20143341.492675781253487.5119628906252.1%
Lower-middle-income countries191436.871459960937538.44935226440432.1%
Lower-middle-income countries193775.6820220947265672.5944824218752.1%
Lower-middle-income countries19881073.47058105468751029.84082031252.1%
Lower-middle-income countries1980751.5032958984375721.73791503906252.0%
Lower-middle-income countries19901149.56628417968751104.19006347656252.0%
Lower-middle-income countries1981780.2732543945312749.74810791015622.0%
Upper-middle-income countries1945372.6997375488281387.85202026367192.0%
Lower-middle-income countries191740.74309921264648442.395088195800782.0%
Lower-middle-income countries1984864.4307861328125831.10260009765622.0%
Lower-middle-income countries191128.88084030151367230.0334663391113282.0%
Lower-middle-income countries1982804.1624755859375773.9426269531251.9%
Lower-middle-income countries19891097.2692871093751056.437988281251.9%
Lower-middle-income countries1968413.9638366699219398.76330566406251.9%
Lower-middle-income countries190519.76243591308593820.5079116821289061.9%
Lower-middle-income countries190419.62184333801269520.3609657287597661.8%
Lower-middle-income countries1970463.32275390625446.63174438476561.8%
Lower-middle-income countries1974580.9804077148438560.22247314453121.8%
Lower-middle-income countries190928.05066871643066429.0876426696777341.8%
Lower-middle-income countries191843.51898574829101645.07678222656251.8%
Lower-middle-income countries191336.5100975036621137.8014564514160161.7%
Lower-middle-income countries190622.74301719665527323.5431766510009771.7%
Lower-middle-income countries20112900.200683593753000.531251.7%
Lower-middle-income countries191946.7565765380859448.3708877563476561.7%
Upper-middle-income countries1944399.03851318359375412.761901855468751.7%
Lower-middle-income countries1983834.7898559570312807.84075927734381.6%
Lower-middle-income countries18947.0347151756286627.267625808715821.6%
~ owid_co2.share_global_cumulative_co2 🟢 median anomaly score 0.46%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_co2 -share_global_cumulative_co2 +anomaly score
Lower-middle-income countries19611.72960567474365231.54121232032775885.8%
Lower-middle-income countries19601.68837833404541021.5045999288558965.8%
Lower-middle-income countries19621.77305781841278081.58084845542907715.7%
Lower-middle-income countries19631.81839716434478761.62257885932922365.7%
Lower-middle-income countries19591.6466590166091921.46991145610809335.7%
Lower-middle-income countries19641.86097955703735351.66304969787597665.6%
Lower-middle-income countries19651.90722918510437011.7072756290435795.5%
Lower-middle-income countries19581.60297071933746341.43760037422180185.4%
Lower-middle-income countries19661.95045781135559081.75214290618896485.4%
Lower-middle-income countries19571.56098544597625731.40467882156372075.3%
Lower-middle-income countries19671.99106800556182861.7937550544738775.2%
Lower-middle-income countries19682.0306208133697511.8358931541442875.0%
Lower-middle-income countries19692.0674583911895751.87603700160980224.9%
Lower-middle-income countries19561.51320910453796391.37314009666442874.9%
Lower-middle-income countries19702.1039433479309081.91530120372772224.7%
Lower-middle-income countries19712.1393647193908691.95601177215576174.5%
Lower-middle-income countries19551.46930956840515141.3453977108001714.4%
Lower-middle-income countries19722.17550039291381841.99689614772796634.3%
Lower-middle-income countries19732.2113065719604492.0382034778594974.1%
Lower-middle-income countries19541.42584526538848881.3168005943298344.0%
Lower-middle-income countries19742.25304293632507322.08170342445373544.0%
Lower-middle-income countries19752.2927131652832032.12622451782226563.8%
Lower-middle-income countries19762.3300619125366212.1686704158782963.6%
Lower-middle-income countries19531.38471436500549321.28911173343658453.6%
Lower-middle-income countries19772.36767053604125982.21058893203735353.4%
Lower-middle-income countries19782.4034280776977542.25002193450927733.3%
Lower-middle-income countries19792.44432973861694342.29330801963806153.2%
Lower-middle-income countries19521.3454459905624391.26351666450500493.1%
Lower-middle-income countries19802.4903090000152592.339212179183963.1%
Lower-middle-income countries19812.54020905494689942.38879084587097173.1%
Lower-middle-income countries19822.59150433540344242.439795494079593.0%
Lower-middle-income countries19832.643841266632082.492394447326662.9%
Lower-middle-income countries19842.69542360305786132.5434079170227052.9%
Lower-middle-income countries19852.7505211830139162.59710383415222172.9%
Lower-middle-income countries19862.80795192718505862.65225577354431152.9%
Lower-middle-income countries19872.86391115188598632.7069354057312012.8%
Lower-middle-income countries19882.92239451408386232.76420855522155762.8%
Lower-middle-income countries19892.9795739650726322.8206596374511722.7%
Lower-middle-income countries19903.03808593752.87802529335021972.7%
Lower-middle-income countries19913.0957591533660892.9357249736785892.7%
Lower-middle-income countries19511.30359113216400151.2373752593994142.6%
Lower-middle-income countries19923.1586260795593263.0005702972412112.6%
Lower-middle-income countries19933.2249827384948733.06693768501281742.5%
Lower-middle-income countries19943.29553079605102543.1392776966094972.4%
Lower-middle-income countries19310.88370740413665770.92622846364974982.3%
Lower-middle-income countries19953.3681080341339113.2139582633972172.3%
Lower-middle-income countries19320.90062826871871950.94281542301177982.3%
Lower-middle-income countries19300.86911863088607790.90939110517501832.3%
Lower-middle-income countries19330.91535437107086180.95758146047592162.3%
Lower-middle-income countries19963.4446129798889163.29413866996765142.2%
Lower-middle-income countries19290.8537414669990540.89131325483322142.2%
Lower-middle-income countries19340.93334329128265380.97398769855499272.1%
Lower-middle-income countries19973.52359652519226073.37751126289367682.1%
Lower-middle-income countries19280.83960705995559690.87584799528121952.1%
Lower-middle-income countries19270.8239899873733520.85868728160858152.1%
Lower-middle-income countries19501.26411414146423341.21369695663452152.0%
Lower-middle-income countries19260.81017732620239260.84362322092056272.0%
Lower-middle-income countries19983.60399603843688963.4616019725799562.0%
Lower-middle-income countries19360.96624684333801271.00587844848632812.0%
Lower-middle-income countries19350.95188909769058230.99081611633300782.0%
Lower-middle-income countries19250.79555356502532960.82802462577819822.0%
Lower-middle-income countries19240.7820200920104980.8129089474678041.9%
Lower-middle-income countries19993.68894720077514653.5494241714477541.9%
Lower-middle-income countries19230.76751714944839480.79675787687301641.9%
Lower-middle-income countries19370.98549693822860721.0222202539443971.8%
Lower-middle-income countries20003.7730290889739993.63755536079406741.8%
Lower-middle-income countries19220.75475984811782840.78271812200546261.8%
Lower-middle-income countries19210.73968523740768430.76619708538055421.8%
Lower-middle-income countries19381.00707995891571041.04309225082397461.8%
Lower-middle-income countries20013.85272526741027833.7228536605834961.7%
Lower-middle-income countries19200.72185808420181270.74692332744598391.7%
Lower-middle-income countries19391.02699589729309081.06216716766357421.7%
Lower-middle-income countries19190.70888203382492070.73301571607589721.7%
Lower-middle-income countries19180.68292796611785890.70615488290786741.7%
Lower-middle-income countries19170.6620109081268310.68444329500198361.7%
Lower-middle-income countries19160.64290696382522580.66439056396484381.6%
Lower-middle-income countries20023.93310165405273443.80644035339355471.6%
Lower-middle-income countries19150.62307983636856080.64338791370391851.6%
Lower-middle-income countries19491.2274172306060791.18961000442504881.6%
Lower-middle-income countries19140.60109299421310420.62016338109970091.6%
Lower-middle-income countries20034.0105547904968263.8886766433715821.5%
Lower-middle-income countries19130.57910764217376710.59697222709655761.5%
Lower-middle-income countries19120.55813539028167720.57513791322708131.5%
Lower-middle-income countries19110.53768956661224370.55396956205368041.5%
Lower-middle-income countries19401.05040013790130621.08158254623413091.5%
Lower-middle-income countries19100.52032220363616940.53568124771118161.5%
Lower-middle-income countries20044.087683677673343.9729378223419191.4%
Lower-middle-income countries19090.50327754020690920.51733666658401491.4%
Lower-middle-income countries19080.482454687356948850.495538949966430661.3%
Lower-middle-income countries20246.1649050712585456.33014726638793951.3%
Lower-middle-income countries19070.45787242054939270.470088005065917971.3%
Lower-middle-income countries20054.1654858589172364.0578894615173341.3%
Lower-middle-income countries19060.43735834956169130.448800086975097661.3%
Upper-middle-income countries19596.8454623222351077.0220804214477541.3%
Upper-middle-income countries19607.19432783126831057.3779602050781251.3%
Upper-middle-income countries19586.5067710876464846.6720266342163091.3%
Lower-middle-income countries19050.416728109121322630.42726504802703861.2%
Upper-middle-income countries19617.4614901542663577.6497116088867191.2%
Upper-middle-income countries19576.220313072204596.3765182495117191.2%
Upper-middle-income countries19627.6855106353759777.8775267601013181.2%
~ owid_co2.cumulative_co2 🟢 median anomaly score 0.46%changed data
~ Changed values: 385 / 50,411 (0.76%) — showing the 100 most anomalous rows
countryyearcumulative_co2 -cumulative_co2 +anomaly score
Lower-middle-income countries19615496.878906254898.144042968755.8%
Lower-middle-income countries19605206.89355468754640.12792968755.8%
Lower-middle-income countries19625807.799316406255178.201660156255.7%
Lower-middle-income countries19636143.002441406255481.479003906255.7%
Lower-middle-income countries19594923.661621093754395.170410156255.7%
Lower-middle-income countries19646488.29785156255798.216308593755.6%
Lower-middle-income countries19656865.266113281256145.5136718755.5%
Lower-middle-income countries19584651.084472656254171.255371093755.4%
Lower-middle-income countries19667252.247558593756514.867675781255.4%
Lower-middle-income countries19574397.866699218753957.493652343755.3%
Lower-middle-income countries19677646.9003906256889.0996093755.2%
Lower-middle-income countries19688060.86425781257287.862792968755.0%
Lower-middle-income countries19698491.61621093757705.3964843754.9%
Lower-middle-income countries19564139.392089843753756.2324218754.9%
Lower-middle-income countries19708954.9394531258152.028808593754.7%
Lower-middle-income countries19719437.386718758628.5605468754.5%
Lower-middle-income countries19553902.843261718753573.7031254.4%
Lower-middle-income countries19729949.75781259132.902343754.3%
Lower-middle-income countries197310491.1503906259669.89355468754.1%
Lower-middle-income countries19543681.2502441406253399.7185058593754.0%
Lower-middle-income countries197411072.129882812510230.11621093754.0%
Lower-middle-income countries197511656.579101562510810.12011718753.8%
Lower-middle-income countries197612262.674804687511413.300781253.6%
Lower-middle-income countries19533481.0397949218753240.70410156253.6%
Lower-middle-income countries197712895.258789062512039.73144531253.4%
Lower-middle-income countries197813547.25585937512682.5605468753.3%
Lower-middle-income countries197914254.6562513373.9394531253.2%
Lower-middle-income countries19523292.83691406253092.3234863281253.1%
Lower-middle-income countries198015006.1601562514095.6777343753.1%
Lower-middle-income countries198115786.4335937514845.425781253.1%
Lower-middle-income countries198216590.59570312515619.36816406253.0%
Lower-middle-income countries198317425.38476562516427.2089843752.9%
Lower-middle-income countries198418289.8164062517258.31252.9%
Lower-middle-income countries198519217.76757812518145.8496093752.9%
Lower-middle-income countries198620192.9257812519073.2636718752.9%
Lower-middle-income countries198721199.81054687520037.81252.8%
Lower-middle-income countries198822273.27929687521067.652343752.8%
Lower-middle-income countries198923370.54882812522124.0917968752.7%
Lower-middle-income countries199024520.11523437523228.281252.7%
Lower-middle-income countries199125703.97851562524375.2207031252.7%
Lower-middle-income countries19513106.0891113281252948.3156738281252.6%
Lower-middle-income countries199226937.29687525589.3691406252.6%
Lower-middle-income countries199328236.87526853.08593752.5%
Lower-middle-income countries199429611.70898437528207.7089843752.4%
Lower-middle-income countries19311278.62829589843751340.15173339843752.3%
Lower-middle-income countries199531055.90820312529634.558593752.3%
Lower-middle-income countries19321331.86425781251394.25134277343752.3%
Lower-middle-income countries19301226.7590332031251283.60363769531252.3%
Lower-middle-income countries19331384.42199707031251448.28808593752.3%
Lower-middle-income countries199632596.07812531172.152343752.2%
Lower-middle-income countries19291171.26232910156251222.80761718752.2%
Lower-middle-income countries19341445.75402832031251508.712402343752.1%
Lower-middle-income countries199734202.554687532784.550781252.1%
Lower-middle-income countries19281115.86706542968751164.03234863281252.1%
Lower-middle-income countries19271062.182128906251106.9094238281252.1%
Lower-middle-income countries19502931.355468752814.4426269531252.0%
Lower-middle-income countries19261011.86462402343751053.63659667968752.0%
Lower-middle-income countries199835858.585937534441.81252.0%
Lower-middle-income countries19361574.44348144531251639.02087402343752.0%
Lower-middle-income countries19351510.99353027343751572.7849121093752.0%
Lower-middle-income countries1925964.34466552734381003.70501708984382.0%
Lower-middle-income countries1924918.6873168945312954.97430419921881.9%
Lower-middle-income countries199937620.07812536197.21093751.9%
Lower-middle-income countries1923873.1278076171875906.392089843751.9%
Lower-middle-income countries19371650.12561035156251711.61535644531251.8%
Lower-middle-income countries200039440.101562538023.97656251.8%
Lower-middle-income countries1922830.6663208007812861.43640136718751.8%
Lower-middle-income countries1921789.9270629882812818.23962402343751.8%
Lower-middle-income countries19381728.85998535156251790.6823730468751.8%
Lower-middle-income countries200141263.062539872.121093751.7%
Lower-middle-income countries1920748.4031982421875774.390136718751.7%
Lower-middle-income countries19391808.95764160156251870.908691406251.7%
Lower-middle-income countries1919709.8076171875733.97277832031251.7%
Lower-middle-income countries1918663.0510864257812685.60192871093751.7%
Lower-middle-income countries1917619.5321044921875640.5251464843751.7%
Lower-middle-income countries1916578.7890014648438598.13006591796881.6%
Lower-middle-income countries200243156.9414062541767.11718751.6%
Lower-middle-income countries1915539.753173828125557.34533691406251.6%
Lower-middle-income countries19492773.468261718752688.03906251.6%
Lower-middle-income countries1914501.7840576171875517.70379638671881.6%
Lower-middle-income countries200345115.8437543744.800781251.5%
Lower-middle-income countries1913464.91259765625479.25442504882811.5%
Lower-middle-income countries1912428.4024963378906441.45297241210941.5%
Lower-middle-income countries1911395.21307373046875407.17922973632811.5%
Lower-middle-income countries19401901.490722656251957.9387207031251.5%
Lower-middle-income countries1910366.33221435546875377.1457519531251.5%
Lower-middle-income countries200447152.9687545829.332031251.4%
Lower-middle-income countries1909338.98065185546875348.45010375976561.4%
Lower-middle-income countries1908310.92999267578125319.36245727539061.3%
Lower-middle-income countries2024113996.703125117052.2343751.3%
Lower-middle-income countries1907282.3108825683594289.84265136718751.3%
Lower-middle-income countries200549283.3867187548010.3751.3%
Lower-middle-income countries1906256.95745849609375263.67971801757811.3%
Upper-middle-income countries195920468.562520996.6660156251.3%
Upper-middle-income countries196022187.0312522753.343751.3%
Upper-middle-income countries195818879.6601562519359.156251.3%
Lower-middle-income countries1905234.2144317626953240.13655090332031.2%
Upper-middle-income countries196123713.445312524311.636718751.2%
Upper-middle-income countries195717524.89648437517964.9824218751.2%
Upper-middle-income countries196225174.5312525803.4980468751.2%
~ owid_co2.share_global_cumulative_oil_co2 🟢 median anomaly score 0.45%changed data
~ Changed values: 297 / 50,411 (0.59%) — showing the 100 most anomalous rows
countryyearshare_global_cumulative_oil_co2 -share_global_cumulative_oil_co2 +anomaly score
Lower-middle-income countries19492.33836102485656741.576851367950439519%
Lower-middle-income countries19502.3715822696685791.6399456262588518%
Lower-middle-income countries19482.28307223320007321.587642550468444818%
Lower-middle-income countries19512.40600228309631351.69743359088897717%
Lower-middle-income countries19472.25453400611877441.616398453712463416%
Lower-middle-income countries19522.43952012062072751.75502133369445816%
Lower-middle-income countries19532.46588945388793951.808281064033508315%
Lower-middle-income countries19462.2434601783752441.65087044239044215%
Lower-middle-income countries19542.49725651741027831.868230819702148414%
Lower-middle-income countries19452.23225426673889161.685175776481628414%
Lower-middle-income countries19552.5431842803955081.930989027023315414%
Lower-middle-income countries19562.58234477043151861.98595714569091813%
Lower-middle-income countries19442.22280097007751461.718399286270141613%
Lower-middle-income countries19572.62597775459289552.046829223632812512%
Lower-middle-income countries19432.20216655731201171.742111206054687512%
Lower-middle-income countries19582.64490294456481932.108685493469238311%
Lower-middle-income countries19422.19935894012451171.768264770507812511%
Lower-middle-income countries19592.68461084365844732.161444425582885711%
Lower-middle-income countries19602.7125926017761232.214842081069946310%
Lower-middle-income countries19412.1795322895050051.78801310062408459.9%
Lower-middle-income countries19612.72993183135986332.26439166069030769.3%
Lower-middle-income countries19622.7409930229187012.3150398731231698.4%
Lower-middle-income countries19402.1170227527618411.78838956356048588.4%
Lower-middle-income countries19632.76437950134277342.36917901039123547.7%
Lower-middle-income countries19392.06314253807067871.7942366600036627.0%
Lower-middle-income countries19642.7821612358093262.4230999946594246.9%
Lower-middle-income countries19382.0434408187866211.80603897571563726.2%
Lower-middle-income countries19652.80229663848876952.4767341613769536.2%
Lower-middle-income countries19372.04537439346313481.82610559463500985.7%
Lower-middle-income countries19662.81493330001831052.53502297401428225.2%
Lower-middle-income countries19362.02866196632385251.85657501220703124.4%
Lower-middle-income countries19672.8108119964599612.5773506164550784.3%
Lower-middle-income countries19352.04786968231201171.88033139705657964.3%
Lower-middle-income countries19342.03921604156494141.90251338481903083.5%
Lower-middle-income countries19682.80999636650085452.6234855651855473.4%
Lower-middle-income countries19332.02989459037780761.92213618755340582.7%
Lower-middle-income countries19692.8016548156738282.6599187850952152.6%
Upper-middle-income countries194914.46380710601806615.2253170013427732.6%
Upper-middle-income countries195014.237915039062514.9694604873657232.5%
Upper-middle-income countries195113.99972724914550814.7081241607666022.5%
Lower-middle-income countries19322.04347276687622071.94626820087432862.4%
Upper-middle-income countries195213.79699611663818414.4811925888061522.4%
Upper-middle-income countries195313.59789085388183614.2551259994506842.4%
Upper-middle-income countries194814.74775600433349615.443186759948732.3%
Upper-middle-income countries195413.41495323181152314.0435333251953122.3%
Upper-middle-income countries195513.26570224761962913.8773727416992192.3%
Upper-middle-income countries195613.14951610565185513.7453117370605472.2%
Upper-middle-income countries195713.08220005035400413.660681724548342.2%
Upper-middle-income countries194714.86604404449462915.5041799545288092.1%
Lower-middle-income countries19292.12162113189697272.03659415245056152.0%
Upper-middle-income countries195813.04258823394775413.578074455261232.0%
Upper-middle-income countries195913.00607204437255913.5284366607666022.0%
Lower-middle-income countries19302.0724651813507081.99294853210449222.0%
Upper-middle-income countries194614.98362636566162115.5762157440185551.9%
Upper-middle-income countries196012.97942638397216813.4762954711914061.9%
Lower-middle-income countries19312.03996920585632321.96514582633972171.9%
Lower-middle-income countries19702.787573814392092.6871926784515381.8%
Upper-middle-income countries194515.09272384643554715.6398029327392581.8%
Upper-middle-income countries196112.94830131530761713.4128465652465821.8%
Upper-middle-income countries194415.21816444396972715.7225666046142581.6%
Upper-middle-income countries196212.90579986572265613.3306684494018551.6%
Lower-middle-income countries19282.17812108993530272.1101398468017581.6%
Upper-middle-income countries196312.84745121002197313.2414636611938481.5%
Upper-middle-income countries194315.34386062622070315.803917884826661.5%
Upper-middle-income countries196412.80465412139892613.1624021530151371.4%
Upper-middle-income countries194215.44332981109619115.8744220733642581.4%
Lower-middle-income countries20246.2597060203552256.4232501983642581.3%
Upper-middle-income countries196512.75252723693847713.0766716003417971.3%
Upper-middle-income countries194115.55687808990478515.9483966827392581.2%
Lower-middle-income countries20236.1674385070800786.3155002593994141.2%
Lower-middle-income countries20226.0770373344421396.211561203002931.1%
Lower-middle-income countries19272.2324497699737552.1841337680816651.1%
Upper-middle-income countries196612.73149681091308613.009840011596681.1%
Lower-middle-income countries19712.7707355022430422.71179604530334471.1%
Upper-middle-income countries194015.68008422851562516.0087184906005861.0%
Lower-middle-income countries20215.9829106330871586.1028904914855960.99%
Upper-middle-income countries196712.70743942260742212.9391870498657230.90%
Lower-middle-income countries20205.8902831077575685.9959897994995120.89%
Upper-middle-income countries193915.74008083343505916.0089874267578120.85%
Lower-middle-income countries19262.31140661239624022.2732121944427490.83%
Lower-middle-income countries20195.7990756034851075.8896694183349610.78%
Upper-middle-income countries193815.72156620025634815.9589691162109380.75%
Upper-middle-income countries196812.69765186309814512.8823337554931640.72%
Lower-middle-income countries19792.8245120048522952.86497068405151370.71%
Lower-middle-income countries19782.79839992523193362.83799266815185550.70%
Upper-middle-income countries193715.71260261535644515.931871414184570.69%
Lower-middle-income countries19772.78233551979064942.81936573982238770.66%
Lower-middle-income countries20185.7077045440673835.782221317291260.65%
Lower-middle-income countries19802.87014842033386232.9054429531097410.61%
Low-income countries20240.68782263994216920.69582504034042360.58%
Low-income countries20230.68274116516113280.69067120552062990.58%
Low-income countries20220.6776035428047180.685464620590210.58%
Low-income countries20210.67197269201278690.6797466874122620.58%
Low-income countries20200.66578841209411620.67347437143325810.57%
Low-income countries20190.65905636548995970.66658550500869750.57%
Low-income countries20180.65311431884765620.66057449579238890.57%
Low-income countries20160.64350545406341550.65085011720657350.57%
Low-income countries20120.62445223331451420.63156437873840330.57%
Low-income countries20170.64801359176635740.65539193153381350.57%
Low-income countries20130.63025021553039550.63742333650588990.57%
~ owid_co2.cumulative_oil_co2 🟢 median anomaly score 0.45%changed data
~ Changed values: 297 / 50,411 (0.59%) — showing the 100 most anomalous rows
countryyearcumulative_oil_co2 -cumulative_oil_co2 +anomaly score
Lower-middle-income countries1949616.1380615234375415.4868164062519%
Lower-middle-income countries1950661.6934204101562457.560028076171918%
Lower-middle-income countries1948572.0286254882812397.787200927734418%
Lower-middle-income countries1951712.6843872070312502.7985229492187517%
Lower-middle-income countries1947533.978759765625382.838500976562516%
Lower-middle-income countries1952766.9898681640625551.782165527343816%
Lower-middle-income countries1953823.0709228515625603.572692871093815%
Lower-middle-income countries1946503.3919372558594370.425506591796915%
Lower-middle-income countries1954884.8400268554688661.960632324218814%
Lower-middle-income countries1945476.134521484375359.443969726562514%
Lower-middle-income countries1955959.5948486328125728.601196289062514%
Lower-middle-income countries19561038.9046630859375798.971557617187513%
Lower-middle-income countries1944450.8723449707031348.559661865234413%
Lower-middle-income countries19571125.0506591796875876.925354003906212%
Lower-middle-income countries1943423.1504211425781334.7499389648437512%
Lower-middle-income countries19581205.079833984375960.766601562511%
Lower-middle-income countries1942402.2319030761719323.3908081054687511%
Lower-middle-income countries19591300.9636230468751047.436889648437511%
Lower-middle-income countries19601399.15563964843751142.41577148437510%
Lower-middle-income countries1941379.785400390625311.56286621093759.9%
Lower-middle-income countries19611498.4353027343751242.9042968759.3%
Lower-middle-income countries19621602.03845214843751353.07995605468758.4%
Lower-middle-income countries1940349.5787048339844295.31234741210948.4%
Lower-middle-income countries19631720.85461425781251474.838378906257.7%
Lower-middle-income countries1939322.0931091308594280.112121582031257.0%
Lower-middle-income countries19641846.11340332031251607.856933593756.9%
Lower-middle-income countries1938301.55609130859375266.52206420898446.2%
Lower-middle-income countries19651983.0397949218751752.65612792968756.2%
Lower-middle-income countries1937285.0118713378906254.45793151855475.7%
Lower-middle-income countries19662125.9411621093751914.54260253906255.2%
Lower-middle-income countries1936265.5079040527344242.985443115234384.4%
Lower-middle-income countries19672265.4645996093752077.2985839843754.3%
Lower-middle-income countries1935252.5921630859375231.927352905273444.3%
Lower-middle-income countries1934237.41424560546875221.49873352050783.5%
Lower-middle-income countries19682420.1491699218752259.514160156253.4%
Lower-middle-income countries1933223.2638702392578211.41174316406252.7%
Lower-middle-income countries19692580.4606933593752449.91503906252.6%
Upper-middle-income countries19493811.0891113281254011.7404785156252.6%
Upper-middle-income countries19503972.510253906254176.61816406252.5%
Upper-middle-income countries19514146.873535156254356.708496093752.5%
Lower-middle-income countries1932212.3416290283203202.24089050292972.4%
Upper-middle-income countries19524337.8027343754552.915527343752.4%
Upper-middle-income countries19534538.738769531254758.11230468752.4%
Upper-middle-income countries19483695.082031253869.32324218752.3%
Upper-middle-income countries19544753.251464843754975.972656252.3%
Upper-middle-income countries19555005.417968755236.21386718752.3%
Upper-middle-income countries19565290.189941406255529.8847656252.2%
Upper-middle-income countries19575604.82128906255852.66113281252.2%
Upper-middle-income countries19473520.9719238281253672.11230468752.1%
Lower-middle-income countries1929183.62496948242188176.265930175781252.0%
Upper-middle-income countries19585942.5097656256186.48925781252.0%
Upper-middle-income countries19596302.747558593756555.88574218752.0%
Lower-middle-income countries1930191.80087280273438184.441833496093752.0%
Upper-middle-income countries19463362.055175781253495.0214843751.9%
Upper-middle-income countries19606694.78906256951.074707031251.9%
Lower-middle-income countries1931200.6356201171875193.276580810546881.9%
Lower-middle-income countries19702757.019042968752657.738281251.8%
Upper-middle-income countries19453219.2419433593753335.93261718751.8%
Upper-middle-income countries19617107.206542968757362.191894531251.8%
Upper-middle-income countries19443086.8483886718753189.1613769531251.6%
Upper-middle-income countries19627543.10058593757791.42480468751.6%
Lower-middle-income countries1928174.97366333007812169.51257324218751.6%
Upper-middle-income countries19637997.67089843758242.9472656251.5%
Upper-middle-income countries19432948.3518066406253036.752441406251.5%
Upper-middle-income countries19648496.57519531258733.95996093751.4%
Upper-middle-income countries19422824.36816406252903.2092285156251.4%
Lower-middle-income countries202439937.812540981.246093751.3%
Upper-middle-income countries19659024.300781259253.68066406251.3%
Upper-middle-income countries19412710.79980468752779.0222167968751.2%
Lower-middle-income countries202338580.0195312539506.207031251.2%
Lower-middle-income countries202237268.3632812538093.35156251.1%
Lower-middle-income countries1927166.66688537597656163.05976867675781.1%
Upper-middle-income countries19669615.2949218759825.5097656251.1%
Lower-middle-income countries19712939.887207031252877.3493652343751.1%
Upper-middle-income countries19402589.213378906252643.479980468751.0%
Lower-middle-income countries202135978.2617187536699.761718750.99%
Upper-middle-income countries196710241.969726562510428.75488281250.90%
Lower-middle-income countries202034743.085937535366.58593750.89%
Upper-middle-income countries19392457.30566406252499.286621093750.85%
Lower-middle-income countries1926159.75291442871094157.113098144531250.83%
Lower-middle-income countries201933571.14062534095.589843750.78%
Upper-middle-income countries19382320.074218752355.10839843750.75%
Upper-middle-income countries196810936.03320312511095.0917968750.72%
Lower-middle-income countries19794908.855468754979.17089843750.71%
Lower-middle-income countries19784605.34082031254670.49902343750.70%
Upper-middle-income countries19372189.4660644531252220.020019531250.69%
Lower-middle-income countries19774324.772949218754382.331542968750.66%
Lower-middle-income countries201832338.66210937532760.8574218750.65%
Lower-middle-income countries19805243.970214843755308.45605468750.61%
Low-income countries20244388.405761718754439.462402343750.58%
Low-income countries20234270.843754320.449707031250.58%
Low-income countries20224155.50781254203.717285156250.58%
Low-income countries20214040.91113281254087.6599121093750.58%
Low-income countries20203927.0686035156253972.4030761718750.57%
Low-income countries20193815.3098144531253858.8967285156250.57%
Low-income countries20183700.4094238281253742.6770019531250.57%
Low-income countries20163490.0583496093753529.8918457031250.57%
Low-income countries20123094.7990722656253130.0468750.57%
Low-income countries20173592.8225097656253633.7307128906250.57%
Low-income countries20133196.1174316406253232.493652343750.57%
~ owid_co2.co2_per_unit_energy 🟢 median anomaly score 0.33%changed data
~ Changed values: 165 / 50,411 (0.33%) — showing the 100 most anomalous rows
countryyearco2_per_unit_energy -co2_per_unit_energy +anomaly score
Lower-middle-income countries1977351.89886474609375382.69824218754.2%
Lower-middle-income countries1976362.1143798828125392.54016113281254.0%
Lower-middle-income countries1978348.5782470703125375.724914550781253.7%
Lower-middle-income countries1979352.53094482421875379.85519409179693.7%
Lower-middle-income countries1975373.3379211425781391.77969360351562.4%
Lower-middle-income countries1980291.5339050292969304.90121459960942.2%
Lower-middle-income countries1982282.9044494628906295.44406127929692.2%
Lower-middle-income countries1981278.911376953125291.1657714843752.1%
Lower-middle-income countries1992229.8370819091797239.571029663085942.1%
Lower-middle-income countries1983283.01953125294.97131347656252.1%
Lower-middle-income countries1984277.49920654296875288.108947753906251.9%
Lower-middle-income countries2009245.2022247314453254.39558410644531.8%
Lower-middle-income countries1994240.1490936279297248.88847351074221.8%
Lower-middle-income countries2001243.5318145751953252.353820800781251.8%
Lower-middle-income countries2007243.1788330078125251.842758178710941.8%
Lower-middle-income countries2008243.82577514648438252.15495300292971.7%
Lower-middle-income countries2006245.13758850097656253.33264160156251.6%
Lower-middle-income countries1997246.5439453125254.472396850585941.6%
Lower-middle-income countries1995238.87474060058594246.100097656251.5%
Lower-middle-income countries1996245.93348693847656253.036026000976561.4%
Lower-middle-income countries1973391.8002624511719403.02014160156251.4%
Lower-middle-income countries1974395.9383239746094407.130676269531251.4%
Lower-middle-income countries2011248.3730926513672254.914550781251.3%
Lower-middle-income countries2004241.9639129638672248.245712280273441.3%
Lower-middle-income countries2005240.87911987304688247.08000183105471.3%
Lower-middle-income countries1991234.88929748535156240.92622375488281.3%
Lower-middle-income countries1998243.80340576171875250.014877319335941.3%
Lower-middle-income countries1985248.5793914794922254.69416809082031.2%
Lower-middle-income countries1986249.4234161376953255.12861633300781.1%
Lower-middle-income countries2015252.29127502441406257.9919433593751.1%
Lower-middle-income countries2012251.8784637451172257.550720214843751.1%
Lower-middle-income countries2000248.98031616210938254.580139160156251.1%
Lower-middle-income countries1970381.9723815917969373.64395141601561.1%
Lower-middle-income countries2020256.8366394042969262.46401977539061.1%
Lower-middle-income countries2014252.23092651367188257.51919555664061.0%
Lower-middle-income countries1988246.7090606689453251.75207519531251.0%
Lower-middle-income countries1993236.6099090576172241.360702514648440.99%
Lower-middle-income countries1987244.85626220703125249.76509094238280.99%
Lower-middle-income countries2019255.35498046875260.13131713867190.93%
Lower-middle-income countries2002246.44422912597656250.912094116210940.90%
Lower-middle-income countries1989236.62660217285156240.891342163085940.89%
Upper-middle-income countries1977438.3824768066406431.03225708007810.85%
Lower-middle-income countries1990235.2416534423828239.155868530273440.83%
Upper-middle-income countries1976447.6473388671875440.40805053710940.82%
Lower-middle-income countries2010251.58314514160156255.647811889648440.80%
Lower-middle-income countries2016257.1401062011719261.12512207031250.77%
Lower-middle-income countries1966374.1088562011719379.88137817382810.77%
Upper-middle-income countries1979425.4789733886719419.03573608398440.76%
Lower-middle-income countries1999250.43252563476562254.248550415039060.76%
Upper-middle-income countries1978436.0710144042969429.6843261718750.74%
Lower-middle-income countries2017257.0922546386719260.73825073242190.70%
Upper-middle-income countries1981389.185546875384.09292602539060.66%
Upper-middle-income countries1982390.20147705078125385.28259277343750.63%
Lower-middle-income countries2013251.50965881347656254.702743530273440.63%
Upper-middle-income countries1980397.7545471191406392.781250.63%
Upper-middle-income countries1983383.5743103027344379.132019042968750.58%
Lower-middle-income countries2003250.8280792236328253.678985595703120.57%
Upper-middle-income countries1984378.7265930175781374.54959106445310.55%
Lower-middle-income countries1965375.99163818359375380.17434692382810.55%
Upper-middle-income countries1975449.61767578125445.140075683593750.50%
Upper-middle-income countries1992266.4071350097656263.784118652343750.49%
Lower-middle-income countries2018257.4364013671875259.90048217773440.48%
Lower-middle-income countries2021260.940673828125263.408752441406250.47%
Lower-middle-income countries2024258.8174133300781261.25488281250.47%
Upper-middle-income countries2001261.8669128417969259.50332641601560.45%
Lower-middle-income countries2023260.2644958496094262.587463378906250.44%
Lower-middle-income countries1972387.8666687011719391.313049316406250.44%
Upper-middle-income countries1994266.9485778808594264.647521972656250.43%
Upper-middle-income countries1965499.7885437011719495.53750610351560.43%
Lower-middle-income countries2022258.4872131347656260.5461425781250.40%
Lower-middle-income countries1967371.8952941894531368.95779418945310.40%
Upper-middle-income countries2009262.727294921875260.68002319335940.39%
Upper-middle-income countries1997269.9443054199219267.86312866210940.39%
Upper-middle-income countries1995272.6326904296875270.58517456054690.38%
Upper-middle-income countries2007255.25205993652344253.37174987792970.37%
Upper-middle-income countries1966500.2007751464844496.59506225585940.36%
Upper-middle-income countries2008260.63262939453125258.804199218750.35%
Upper-middle-income countries2006257.8971252441406256.10427856445310.35%
Upper-middle-income countries1996270.60504150390625268.728088378906250.35%
Lower-middle-income countries1969356.04473876953125353.630798339843750.34%
Lower-middle-income countries1971382.9617614746094385.56481933593750.34%
Upper-middle-income countries1974455.01666259765625451.982910156250.33%
Upper-middle-income countries1998264.4622802734375262.74453735351560.33%
Upper-middle-income countries1991268.9353332519531267.23693847656250.32%
Upper-middle-income countries2020248.5880889892578247.04557800292970.31%
Upper-middle-income countries1973463.53662109375460.6857910156250.31%
Upper-middle-income countries1985286.4786071777344284.77902221679690.30%
Upper-middle-income countries1986286.0205383300781284.36148071289060.29%
Upper-middle-income countries2000263.4179382324219261.89633178710940.29%
Upper-middle-income countries2004258.2024841308594256.740661621093750.28%
Upper-middle-income countries2005257.6255187988281256.22988891601560.27%
Upper-middle-income countries1993267.9451904296875266.52120971679690.27%
Upper-middle-income countries1988283.1701965332031281.690124511718750.26%
Low-income countries1999221.85731506347656223.016265869140620.26%
Upper-middle-income countries1987283.1029968261719281.63244628906250.26%
Upper-middle-income countries2019251.02003479003906249.720321655273440.26%
Upper-middle-income countries2011271.8584899902344270.47732543945310.25%
Upper-middle-income countries1989278.58245849609375277.17959594726560.25%
Upper-middle-income countries2015261.1363830566406259.8378906250.25%
Lower-middle-income countries1968361.97705078125363.7058105468750.24%
~ garden/gcp/2025-11-13/global_carbon_budget🔴 2 · 🟡 46 · 🟢 14 column(s) changed↕ 🟡 2 · 🟢 8 column(s) w/ shifted coverage62 columns in 1 table
~ Table global_carbon_budget🔴 2 · 🟡 46 · 🟢 14 column(s) changed↕ 🟡 2 · 🟢 8 column(s) w/ shifted coverage
table metadata diff
-     title_snapshot: Global Carbon Budget – Fossil CO2 emissions
+     title_snapshot: Global Carbon Budget - Fossil CO2 emissions
-     title_snapshot: Global Carbon Budget – Global emissions
+     title_snapshot: Global Carbon Budget - Global emissions
-     title_snapshot: Global Carbon Budget – Land-use change emissions
+     title_snapshot: Global Carbon Budget - Land-use change emissions
-     title_snapshot: Global Carbon Budget – National emissions
+     title_snapshot: Global Carbon Budget - National emissions
-     citation_full: U.S. Energy Information Administration (EIA) – International Energy Data (2026).
+     citation_full: U.S. Energy Information Administration (EIA) - International Energy Data (2026).
-     citation_full: U.S. Energy Information Administration (EIA) – International Energy Data
+     citation_full: U.S. Energy Information Administration (EIA) - International Energy Data
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
-     title_snapshot: Statistical Review of World Energy – Consolidated dataset panel format
-     description_snapshot: null
-     citation_full: Energy Institute – Statistical Review of World Energy (2025).
-     attribution: Energy Institute – Statistical Review of World Energy (2025)
+     title_snapshot: Statistical Review of World Energy - Consolidated dataset panel format
+     description_snapshot: null
+     citation_full: Energy Institute - Statistical Review of World Energy (2025).
+     attribution: Energy Institute - Statistical Review of World Energy (2025)
-     title_snapshot: Statistical Review of World Energy – Key data
-     description_snapshot: null
-     citation_full: Energy Institute – Statistical Review of World Energy (2025).
-     attribution: Energy Institute – Statistical Review of World Energy (2025)
+     title_snapshot: Statistical Review of World Energy - Key data
+     description_snapshot: null
+     citation_full: Energy Institute - Statistical Review of World Energy (2025).
+     attribution: Energy Institute - Statistical Review of World Energy (2025)
~ global_carbon_budget.cumulative_emissions_from_flaring_as_share_of_global 🔴 median anomaly score 25%changed data
~ Changed values: 150 / 47,784 (0.31%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_flaring_as_share_of_global -cumulative_emissions_from_flaring_as_share_of_global +anomaly score
Lower-middle-income countries195441.3331069946289060.0100%
Lower-middle-income countries195240.6353530883789060.0100%
Lower-middle-income countries195540.599121093750.0100%
Lower-middle-income countries195340.505077362060550.0100%
Lower-middle-income countries195840.200683593750.0100%
Lower-middle-income countries195740.1585922241210940.0100%
Lower-middle-income countries195940.069057464599610.0100%
Lower-middle-income countries195640.0588760375976560.0100%
Lower-middle-income countries195139.934101104736330.0100%
Lower-middle-income countries196039.6717567443847660.0100%
Lower-middle-income countries196139.219882965087890.0100%
Lower-middle-income countries195037.782421112060550.0100%
Lower-middle-income countries196239.265312194824220.0037991285789757967100%
Lower-middle-income countries196338.9440536499023440.1062944680452346899%
Lower-middle-income countries196438.1909141540527340.2819873690605163699%
Lower-middle-income countries196537.3882408142089840.643957138061523497%
Lower-middle-income countries196636.32274246215820.960111081600189295%
Lower-middle-income countries196734.808208465576171.206279039382934693%
Lower-middle-income countries196833.179519653320311.290952920913696393%
Lower-middle-income countries196931.6176795959472661.64104640483856290%
Lower-middle-income countries197030.4666042327880862.329523086547851686%
Upper-middle-income countries19503.64785504341125541.43027496337890684%
Upper-middle-income countries19514.1557245254516644.0898246765136783%
Upper-middle-income countries19524.26125812530517644.8966140747070383%
Upper-middle-income countries19534.33896875381469744.8440437316894582%
Upper-middle-income countries19544.46676683425903345.7998733520507882%
Lower-middle-income countries197129.27673339843753.22963094711303780%
Upper-middle-income countries19556.94181966781616247.5409393310546975%
Lower-middle-income countries197228.2126617431640624.14050865173339874%
Upper-middle-income countries19568.59169960021972748.65057754516601670%
Lower-middle-income countries197327.1632785797119145.024579524993896569%
Upper-middle-income countries19579.40339756011962949.56198883056640668%
Upper-middle-income countries195810.47478389739990250.6754684448242266%
Upper-middle-income countries195911.74512100219726651.8141822814941463%
Lower-middle-income countries197426.484687805175786.07617616653442463%
Upper-middle-income countries196012.94389343261718852.6156539916992261%
Lower-middle-income countries197525.6408405303955086.68377780914306659%
Upper-middle-income countries196113.99328708648681653.2131690979003958%
Upper-middle-income countries196214.75663089752197354.0181465148925857%
Upper-middle-income countries196315.65877246856689554.4965324401855555%
Lower-middle-income countries197624.743843078613287.23182535171508855%
Upper-middle-income countries196416.54001998901367254.4489479064941453%
Lower-middle-income countries197723.8837299346923837.55910730361938552%
Upper-middle-income countries196518.01254081726074254.7568206787109450%
Lower-middle-income countries197823.082790374755867.825572013854980549%
Upper-middle-income countries196619.84575271606445355.2083816528320347%
Lower-middle-income countries197922.811143875122078.40219306945800846%
Lower-middle-income countries198022.544237136840828.7924938201904344%
Upper-middle-income countries196721.75423431396484455.3561668395996144%
Lower-middle-income countries198122.3785591125488289.06865215301513742%
Lower-middle-income countries198222.1574897766113289.25919532775878941%
Upper-middle-income countries196823.88405799865722755.7726249694824240%
Lower-middle-income countries198322.0273551940917979.47291946411132840%
Lower-middle-income countries198422.0285797119140629.75158119201660239%
Lower-middle-income countries198522.0626010894775410.04415607452392637%
Upper-middle-income countries196925.464605331420955.4412345886230537%
Lower-middle-income countries198622.1456699371337910.3202781677246136%
Lower-middle-income countries198722.25547790527343810.57788944244384836%
Lower-middle-income countries198822.3914260864257810.8908557891845735%
Upper-middle-income countries197026.7612037658691454.89828491210937534%
Lower-middle-income countries198922.25336074829101610.90711212158203134%
Lower-middle-income countries199021.8701705932617210.7880620956420934%
Lower-middle-income countries199121.4514427185058610.63710403442382834%
Lower-middle-income countries199221.07918548583984410.46826934814453134%
Lower-middle-income countries199320.7747116088867210.31934738159179734%
Lower-middle-income countries199420.8202171325683610.7066278457641632%
Upper-middle-income countries197127.68211364746093853.72921752929687532%
Lower-middle-income countries199520.92909240722656211.1303443908691431%
Upper-middle-income countries197228.3513317108154352.4234809875488330%
Lower-middle-income countries199621.11905479431152311.63781547546386729%
Upper-middle-income countries197328.97855758666992251.1172561645507828%
Lower-middle-income countries199721.2502517700195312.05709838867187528%
Lower-middle-income countries199821.36082458496093812.41732215881347726%
Upper-middle-income countries197429.44584465026855549.854358673095726%
Lower-middle-income countries199921.4349765777587912.72825336456298825%
Lower-middle-income countries200021.5232887268066413.04307079315185525%
Upper-middle-income countries197530.04806327819824249.00513076782226624%
Lower-middle-income countries200121.60940742492675813.3422508239746124%
Lower-middle-income countries200221.60270500183105513.53723526000976623%
Lower-middle-income countries200321.59396171569824213.73427391052246122%
Upper-middle-income countries197630.7641868591308648.27620697021484422%
Lower-middle-income countries200421.57307624816894513.90299606323242222%
Lower-middle-income countries200521.53404617309570314.04659080505371121%
Upper-middle-income countries197731.45972061157226647.7843437194824221%
Lower-middle-income countries200621.45544052124023414.14155483245849621%
Lower-middle-income countries200721.33141708374023414.17811965942382820%
Lower-middle-income countries200821.2347488403320314.22280597686767620%
Lower-middle-income countries200921.12961959838867214.25027751922607419%
Upper-middle-income countries197832.1730499267578147.43026733398437519%
Lower-middle-income countries201021.02183914184570314.2731561660766619%
Lower-middle-income countries201120.90032577514648414.25307273864746119%
Lower-middle-income countries201220.77130317687988314.19851779937744119%
Lower-middle-income countries201320.64215278625488314.1322526931762719%
Lower-middle-income countries201420.52188110351562514.06448268890380919%
Lower-middle-income countries201520.40214347839355514.00039768218994119%
Lower-middle-income countries201620.28703880310058613.9340953826904319%
Lower-middle-income countries202418.8929233551025412.99858093261718818%
Lower-middle-income countries202319.0626907348632813.117065429687518%
Lower-middle-income countries201720.12524795532226613.84891033172607418%
Lower-middle-income countries202219.24315261840820313.24442672729492218%
~ global_carbon_budget.cumulative_emissions_from_flaring 🔴 median anomaly score 25%changed data
~ Changed values: 150 / 47,784 (0.31%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_flaring -cumulative_emissions_from_flaring +anomaly score
Lower-middle-income countries1954164434176.00.0100%
Lower-middle-income countries1955200828688.00.0100%
Lower-middle-income countries1956241489472.00.0100%
Lower-middle-income countries1957284812608.00.0100%
Lower-middle-income countries1958323347968.00.0100%
Lower-middle-income countries1959359029984.00.0100%
Lower-middle-income countries1960390833504.00.0100%
Lower-middle-income countries1961420196800.00.0100%
Lower-middle-income countries195161298720.00.0100%
Lower-middle-income countries195297063024.00.0100%
Lower-middle-income countries1953129701936.00.0100%
Lower-middle-income countries195027817088.00.0100%
Lower-middle-income countries1962454424544.043968.0100%
Lower-middle-income countries1963485953280.01326368.099%
Lower-middle-income countries1964519631680.03836765.099%
Lower-middle-income countries1965557480576.09601779.097%
Lower-middle-income countries1966594103744.015703814.095%
Lower-middle-income countries1967635739776.022031572.093%
Lower-middle-income countries1968673613248.026209030.093%
Lower-middle-income countries1969719062784.037321380.090%
Lower-middle-income countries1970777504512.059449184.086%
Upper-middle-income countries19502685712.030502800.084%
Upper-middle-income countries19516379024.067677744.083%
Upper-middle-income countries195210178590.0107241616.083%
Upper-middle-income countries195313893879.0143595808.082%
Upper-middle-income countries195417769996.0182204160.082%
Lower-middle-income countries1971841256000.092802232.080%
Upper-middle-income countries195534338592.0235167280.075%
Lower-middle-income countries1972908554048.0133339992.074%
Upper-middle-income countries195651793888.0293283360.070%
Lower-middle-income countries1973984006912.0182018560.069%
Upper-middle-income countries195766690744.0351503360.068%
Upper-middle-income countries195884252296.0407600256.066%
Upper-middle-income countries1959105239568.0464269568.063%
Lower-middle-income countries19741063082816.0243894816.063%
Upper-middle-income countries1960127519112.0518352640.061%
Lower-middle-income countries19751115551104.0290789824.059%
Upper-middle-income countries1961149922288.0570119104.058%
Upper-middle-income countries1962170781152.0625161728.057%
Upper-middle-income countries1963195393936.0680020864.055%
Lower-middle-income countries19761174370432.0343230528.055%
Upper-middle-income countries1964225046160.0740841088.053%
Lower-middle-income countries19771224662016.0387600736.052%
Upper-middle-income countries1965268577536.0816456320.050%
Lower-middle-income countries19781273659648.0431798528.049%
Upper-middle-income countries1966324602016.0903001984.047%
Lower-middle-income countries19791340827136.0493876512.046%
Lower-middle-income countries19801396481024.0544642560.044%
Upper-middle-income countries1967397321024.01011029248.044%
Lower-middle-income countries19811439295232.0583257728.042%
Lower-middle-income countries19821477276160.0617325696.041%
Upper-middle-income countries1968484896064.01132300288.040%
Lower-middle-income countries19831515484544.0651737984.040%
Lower-middle-income countries19841556707712.0689121280.039%
Lower-middle-income countries19851599144192.0728021824.037%
Upper-middle-income countries1969579126976.01260868352.037%
Lower-middle-income countries19861642739712.0765546048.036%
Lower-middle-income countries19871687163648.0801898304.036%
Lower-middle-income countries19881739034752.0845840576.035%
Upper-middle-income countries1970682943104.01400998400.034%
Lower-middle-income countries19891761908480.0863569920.034%
Lower-middle-income countries19901787729152.0881846528.034%
Lower-middle-income countries19911811883648.0898456768.034%
Lower-middle-income countries19921830987776.0909298560.034%
Lower-middle-income countries19931852829056.0920349120.034%
Lower-middle-income countries19941922039680.0988393344.032%
Upper-middle-income countries1971795435136.01543888896.032%
Lower-middle-income countries19951999977216.01063612032.031%
Upper-middle-income countries1972913019776.01688233728.030%
Lower-middle-income countries19962091739904.01152669184.029%
Upper-middle-income countries19731049766528.01851754880.028%
Lower-middle-income countries19972179275776.01236490880.028%
Lower-middle-income countries19982262170368.01315028736.026%
Upper-middle-income countries19741181942272.02001130368.026%
Lower-middle-income countries19992340419584.01389759232.025%
Lower-middle-income countries20002424441600.01469206912.025%
Upper-middle-income countries19751307295232.02132056576.024%
Lower-middle-income countries20012506334208.01547480576.024%
Lower-middle-income countries20022575357440.01613835776.023%
Lower-middle-income countries20032648477184.01684494592.022%
Upper-middle-income countries19761460102784.02291242752.022%
Lower-middle-income countries20042719577856.01752660480.022%
Lower-middle-income countries20052789284352.01819441408.021%
Upper-middle-income countries19771613128576.02450189824.021%
Lower-middle-income countries20062853461504.01880752768.021%
Lower-middle-income countries20072909973760.01934140416.020%
Lower-middle-income countries20082967643648.01987695872.020%
Lower-middle-income countries20093022390784.02038366592.019%
Upper-middle-income countries19781775240960.02617102080.019%
Lower-middle-income countries20103078393856.02090130816.019%
Lower-middle-income countries20113135057152.02137966464.019%
Lower-middle-income countries20123193400576.02182894080.019%
Lower-middle-income countries20133252401664.02226694144.019%
Lower-middle-income countries20143312208640.02269991936.019%
Lower-middle-income countries20153370654720.02313017088.019%
Lower-middle-income countries20163427006208.02353829632.019%
Lower-middle-income countries20243805294592.02618093056.018%
Lower-middle-income countries20233760242944.02587428864.018%
Lower-middle-income countries20173476999424.02392648960.018%
Lower-middle-income countries20223716685312.02558071552.018%
~ global_carbon_budget.cumulative_emissions_from_gas 🟡 median anomaly score 8.2%changed data
~ Changed values: 200 / 47,784 (0.42%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_gas -cumulative_emissions_from_gas +anomaly score
Lower-middle-income countries194417507576.05102349.055%
Lower-middle-income countries193812332324.03616477.055%
Lower-middle-income countries19356425651.01920703.054%
Lower-middle-income countries19368245074.02465054.054%
Lower-middle-income countries193710144423.03038035.054%
Lower-middle-income countries194519806708.06101061.053%
Lower-middle-income countries194316379065.05102349.052%
Lower-middle-income countries19344769294.01491036.052%
Lower-middle-income countries194622522442.07222956.051%
Lower-middle-income countries193912912870.04197023.051%
Lower-middle-income countries194215690233.05102349.051%
Lower-middle-income countries194726125784.08584332.051%
Lower-middle-income countries194829926344.010046923.050%
Lower-middle-income countries194114847780.05102349.049%
Lower-middle-income countries194933594456.011553002.049%
Lower-middle-income countries19333253762.01136992.048%
Lower-middle-income countries195571437056.025308828.048%
Lower-middle-income countries195462847552.022387532.047%
Lower-middle-income countries195037852228.013506115.047%
Lower-middle-income countries195681640144.029334756.047%
Lower-middle-income countries195355378464.019967072.047%
Lower-middle-income countries195142933124.015615509.047%
Lower-middle-income countries195248662272.017731952.047%
Lower-middle-income countries194013818196.05102349.046%
Lower-middle-income countries195795004232.035224288.046%
Lower-middle-income countries1958111144064.043259896.044%
Lower-middle-income countries1959129449680.052917992.042%
Lower-middle-income countries1960150664240.064631796.040%
Lower-middle-income countries1961174882512.078737424.038%
Lower-middle-income countries19321932184.0870646.038%
Lower-middle-income countries1962201963440.095126080.036%
Lower-middle-income countries1963232854080.0114456784.034%
Lower-middle-income countries1964268316544.0137200688.032%
Lower-middle-income countries1965307712032.0163122832.031%
Lower-middle-income countries1966350419072.0191503648.029%
Lower-middle-income countries1967396741568.0222132352.028%
Lower-middle-income countries1968445553568.0254744912.027%
Lower-middle-income countries1969497512416.0290029760.026%
Lower-middle-income countries1970549536576.0323268608.026%
Lower-middle-income countries1971605146240.0359310016.025%
Lower-middle-income countries1972663882496.0398265440.025%
Lower-middle-income countries1973729008256.0439771776.025%
Lower-middle-income countries1974797796864.0484255936.024%
Lower-middle-income countries1975869010304.0531838848.024%
Lower-middle-income countries1976944403136.0584930368.024%
Lower-middle-income countries19771033233472.0648653504.023%
Lower-middle-income countries19781124191488.0713655744.022%
Lower-middle-income countries19791222926464.0782351744.022%
Lower-middle-income countries19801326005888.0852528448.022%
Lower-middle-income countries19811439472384.0934388032.021%
Lower-middle-income countries19821559782912.01021789824.021%
Lower-middle-income countries19831680608512.01108516992.021%
Lower-middle-income countries19841811459968.01201852672.020%
Lower-middle-income countries19851953702912.01307589888.020%
Lower-middle-income countries19862100912256.01413861376.020%
Lower-middle-income countries19872263363072.01535418240.019%
Lower-middle-income countries19882436057088.01665404800.019%
Lower-middle-income countries19892617359360.01807674240.018%
Lower-middle-income countries19902809484800.01957693056.018%
Lower-middle-income countries19913009247488.02114605312.017%
Lower-middle-income countries19923207103744.02293368576.017%
Lower-middle-income countries19933434468608.02481186560.016%
Lower-middle-income countries19943674642176.02671810304.016%
Lower-middle-income countries19953940205824.02881080320.016%
Lower-middle-income countries19964223715840.03101533184.015%
Lower-middle-income countries19974516341760.03330102784.015%
Lower-middle-income countries19984814668288.03576146176.015%
Lower-middle-income countries19995123309568.03839495680.014%
Lower-middle-income countries20005445689856.04115394560.014%
Lower-middle-income countries20015771583488.04397873152.014%
Lower-middle-income countries20026135972352.04714344448.013%
Lower-middle-income countries20036520949248.05058167296.013%
Lower-middle-income countries20046915569664.05417942528.012%
Upper-middle-income countries1958249967904.0317852064.012%
Upper-middle-income countries1957221506208.0281286176.012%
Upper-middle-income countries1959284819712.0361351424.012%
Lower-middle-income countries20057317887488.05794799616.012%
Upper-middle-income countries1956199808320.0252113696.012%
Upper-middle-income countries1960329115840.0415148288.012%
Upper-middle-income countries1955182908256.0229036496.011%
Upper-middle-income countries1961385052096.0481197184.011%
Lower-middle-income countries20067758796800.06210984960.011%
Upper-middle-income countries1954168579216.0209039232.011%
Lower-middle-income countries20078218777600.06649295872.011%
Upper-middle-income countries1962453259296.0560096640.011%
Upper-middle-income countries1953157156640.0192568032.010%
Lower-middle-income countries20088685428736.07098506240.010%
Upper-middle-income countries1963530476224.0648873472.010%
Lower-middle-income countries20099158278144.07557566976.09.6%
Upper-middle-income countries1964621039168.0752155008.09.5%
Upper-middle-income countries1952146688304.0177618624.09.5%
Lower-middle-income countries20109661931520.08043890176.09.1%
Upper-middle-income countries1951136865904.0164183520.09.1%
Upper-middle-income countries1965724657664.0869246848.09.1%
Lower-middle-income countries201110200204288.08560175616.08.7%
Upper-middle-income countries1950128004616.0152350736.08.7%
Upper-middle-income countries1966838256896.0997172352.08.7%
Lower-middle-income countries201210734218240.09071194112.08.4%
Upper-middle-income countries1949121299592.0143341056.08.3%
Upper-middle-income countries1967961687296.01136296448.08.3%
~ global_carbon_budget.cumulative_emissions_from_gas_as_share_of_global 🟡 median anomaly score 8.2%changed data
~ Changed values: 200 / 47,784 (0.42%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_gas_as_share_of_global -cumulative_emissions_from_gas_as_share_of_global +anomaly score
Lower-middle-income countries19440.5407791733741760.1576028615236282355%
Lower-middle-income countries19380.54990994930267330.161262124776840255%
Lower-middle-income countries19350.349030166864395140.1043292433023452854%
Lower-middle-income countries19360.41926944255828860.12535022199153954%
Lower-middle-income countries19370.481437444686889650.144180089235305854%
Lower-middle-income countries19450.57341396808624270.176628723740577753%
Lower-middle-income countries19430.53880780935287480.1678475290536880552%
Lower-middle-income countries19340.27574115991592410.086205624043941552%
Lower-middle-income countries19460.61235398054122920.1963821798563003551%
Lower-middle-income countries19390.54166102409362790.1760541051626205451%
Lower-middle-income countries19420.54919111728668210.1785929352045059251%
Lower-middle-income countries19470.66547203063964840.2186588197946548551%
Lower-middle-income countries19480.71151047945022580.2388695180416107250%
Lower-middle-income countries19410.55177283287048340.1896133869886398349%
Lower-middle-income countries19490.74546843767166140.256363689899444649%
Lower-middle-income countries19330.199902370572090150.0698537230491638248%
Lower-middle-income countries19550.98587638139724730.349277764558792148%
Lower-middle-income countries19540.93819057941436770.334201931953430247%
Lower-middle-income countries19500.77890926599502560.277923882007598947%
Lower-middle-income countries19561.04222059249877930.374488413333892847%
Lower-middle-income countries19530.89356881380081180.3221821486949920747%
Lower-middle-income countries19510.81376975774765010.2959819138050079347%
Lower-middle-income countries19520.85030525922775270.30984112620353747%
Lower-middle-income countries19400.54456824064254760.201081037521362346%
Lower-middle-income countries19571.12033617496490480.415381968021392846%
Lower-middle-income countries19581.20995128154754640.470941632986068744%
Lower-middle-income countries19591.30177521705627440.532155275344848642%
Lower-middle-income countries19601.397795319557190.599624812602996840%
Lower-middle-income countries19611.49974298477172850.675229907035827638%
Lower-middle-income countries19320.125731259584426880.0566547624766826638%
Lower-middle-income countries19621.59924781322479250.753255963325500536%
Lower-middle-income countries19631.70269715785980220.836941421031951934%
Lower-middle-income countries19641.80945384502410890.92524415254592932%
Lower-middle-income countries19651.9161034822463991.015755653381347731%
Lower-middle-income countries19662.0139906406402591.100643754005432129%
Lower-middle-income countries19672.1067035198211671.179526090621948228%
Lower-middle-income countries19682.18493342399597171.249233961105346727%
Lower-middle-income countries19692.25110483169555661.312303781509399426%
Lower-middle-income countries19702.3001103401184081.353055596351623526%
Lower-middle-income countries19712.3432269096374511.391308188438415525%
Lower-middle-income countries19722.38141202926635741.428617358207702625%
Lower-middle-income countries19732.4235322475433351.461987614631652825%
Lower-middle-income countries19742.4671373367309571.49753153324127224%
Lower-middle-income countries19752.51317310333251951.538075089454650924%
Lower-middle-income countries19762.5567791461944581.583579897880554224%
Lower-middle-income countries19772.62582278251647951.648464918136596723%
Lower-middle-income countries19782.68363189697265621.703614711761474622%
Lower-middle-income countries19792.74452662467956541.75577604770660422%
Lower-middle-income countries19802.8033800125122071.802375912666320822%
Lower-middle-income countries19812.87528562545776371.866400837898254421%
Lower-middle-income countries19822.95608639717102051.93648684024810821%
Lower-middle-income countries19833.02767324447631841.997031092643737821%
Lower-middle-income countries19843.09755682945251462.055141687393188520%
Lower-middle-income countries19853.17314195632934572.12374591827392620%
Lower-middle-income countries19863.2529623508453372.18916225433349620%
Lower-middle-income countries19873.33503961563110352.26242113113403319%
Lower-middle-income countries19883.416527748107912.335701465606689519%
Lower-middle-income countries19893.49414134025573732.41322207450866718%
Lower-middle-income countries19903.56999015808105472.487625122070312518%
Lower-middle-income countries19913.64541721343994142.56164336204528817%
Lower-middle-income countries19923.70977234840393072.652822017669677717%
Lower-middle-income countries19933.79675674438476562.742916822433471716%
Lower-middle-income countries19943.8885872364044192.827368497848510716%
Lower-middle-income countries19953.9923067092895512.919176340103149416%
Lower-middle-income countries19964.0976490974426273.00896048545837415%
Lower-middle-income countries19974.2023572921752933.0985877513885515%
Lower-middle-income countries19984.30207109451293953.19540905952453615%
Lower-middle-income countries19994.3976416587829593.295667648315429714%
Lower-middle-income countries20004.4920639991760253.394724369049072314%
Lower-middle-income countries20014.5805916786193853.490352392196655314%
Lower-middle-income countries20024.6870079040527343.601086854934692413%
Lower-middle-income countries20034.794438838958743.718948602676391613%
Lower-middle-income countries20044.89534235000610353.835213184356689512%
Upper-middle-income countries19582.7212340831756593.460243701934814512%
Upper-middle-income countries19572.61210918426513673.31706357002258312%
Upper-middle-income countries19592.8642113208770753.6338315010070812%
Lower-middle-income countries20054.9902176856994633.951592683792114312%
Upper-middle-income countries19562.55075931549072273.21849131584167512%
Upper-middle-income countries19603.0533890724182133.85155963897705112%
Upper-middle-income countries19552.52424907684326173.160847902297973611%
Upper-middle-income countries19613.3020980358123784.12661123275756811%
Lower-middle-income countries20065.0985794067382814.08145761489868211%
Upper-middle-income countries19542.5165567398071293.120545625686645511%
Lower-middle-income countries20075.2046465873718264.21075201034545911%
Upper-middle-income countries19623.5891344547271734.43512582778930711%
Upper-middle-income countries19532.5358281135559083.1072149276733410%
Lower-middle-income countries20085.3018832206726074.33317136764526410%
Upper-middle-income countries19633.8789973258972174.74475288391113310%
Lower-middle-income countries20095.4004540443420414.4565467834472669.6%
Upper-middle-income countries19644.1881194114685065.0723290443420419.5%
Upper-middle-income countries19522.5631732940673833.1036372184753429.5%
Lower-middle-income countries20105.4963150024414064.5758709907531749.1%
Upper-middle-income countries19512.5942051410675053.11199307441711439.1%
Upper-middle-income countries19654.5123977661132815.4127449989318859.1%
Lower-middle-income countries20115.5990138053894044.6987819671630868.7%
Upper-middle-income countries19502.63403201103210453.13501763343811048.7%
Upper-middle-income countries19664.8177785873413095.7311258316040048.7%
Lower-middle-income countries20125.6884574890136724.8071599006652838.4%
Upper-middle-income countries19492.6916649341583253.1807699203491218.3%
Upper-middle-income countries19675.1065740585327156.0337510108947758.3%
~ global_carbon_budget.pct_growth_emissions_total_including_land_use_change 🟡 median anomaly score 8.2%changed data
~ Changed values: 384 / 47,784 (0.80%) — showing the 100 most anomalous rows
countryyearpct_growth_emissions_total_including_land_use_change -pct_growth_emissions_total_including_land_use_change +anomaly score
Lower-middle-income countries1907-2.816390991210937544.69137191772461100%
Lower-middle-income countries1892-1.123934984207153345.536590576171875100%
Lower-middle-income countries1890-4.7565755844116210.9879708290100098100%
Lower-middle-income countries19090.05670785903930664-4.733043670654297100%
Lower-middle-income countries19141.007401943206787-3.564387559890747100%
Lower-middle-income countries19083.1258344650268555-1.109403371810913100%
Lower-middle-income countries19802.873694896697998-0.8733928203582764100%
Lower-middle-income countries1991-1.15597844123840331.744091510772705100%
Lower-middle-income countries1900-1.85713171958923340.5907058715820312100%
Lower-middle-income countries19161.0136961936950684-1.3347387313842773100%
Low-income countries19521.1635661125183105-0.7242202758789062100%
Upper-middle-income countries19750.9098649024963379-0.8461594581604004100%
Lower-middle-income countries18941.5564441680908203-0.16266107559204102100%
Lower-middle-income countries18960.18265247344970703-1.4981389045715332100%
Lower-middle-income countries19190.22470951080322266-1.2446105480194092100%
Lower-middle-income countries1897-1.27497911453247070.16914606094360352100%
Lower-middle-income countries19290.7990479469299316-0.5133152008056641100%
Lower-middle-income countries19970.9086728096008301-0.30431151390075684100%
Upper-middle-income countries19950.1994609832763672-0.868523120880127100%
Upper-middle-income countries19710.7360339164733887-0.220566987991333100%
Upper-middle-income countries19530.10371208190917969-0.8408725261688232100%
Lower-middle-income countries1886-0.055438280105590820.7651686668395996100%
Upper-middle-income countries19910.23980140686035156-0.39531588554382324100%
Upper-middle-income countries1926-0.235313177108764650.36693811416625977100%
Upper-middle-income countries19740.2211928367614746-0.25766491889953613100%
Lower-middle-income countries18990.39589405059814453-0.07849335670471191100%
Lower-middle-income countries19390.17690658569335938-0.2149522304534912100%
Lower-middle-income countries19320.37386417388916016-0.017344951629638672100%
Low-income countries1987-0.17912387847900390.09094476699829102100%
Upper-middle-income countries19240.11913776397705078-0.10157227516174316100%
Upper-middle-income countries19560.17731189727783203-0.03965497016906738100%
Lower-middle-income countries1898-0.07209777832031250.03517866134643555100%
Lower-middle-income countries1942-0.28601884841918945-5.53978061676025490%
Upper-middle-income countries18927.37098455429077150.3836154937744140690%
Lower-middle-income countries1975-8.064783096313477-0.4607498645782470789%
Upper-middle-income countries19151.18801593780517580.0694751739501953189%
Upper-middle-income countries19160.0306844711303710940.503945350646972789%
Lower-middle-income countries1995-4.295337200164795-0.33279657363891686%
Lower-middle-income countries1891-3.6257803440093994-0.2983152866363525485%
Lower-middle-income countries19406.19347095489501950.525617599487304784%
Upper-middle-income countries1973-0.07649660110473633-0.788229703903198282%
Lower-middle-income countries1871-0.3129720687866211-2.199506759643554775%
Lower-middle-income countries19310.58443546295166024.10721302032470775%
Lower-middle-income countries19360.056123733520507810.3741979598999023474%
Upper-middle-income countries19290.098431110382080080.596976280212402372%
Lower-middle-income countries1973-3.6455392837524414-0.621283054351806671%
Lower-middle-income countries1893-3.4514963626861572-0.623750686645507869%
Lower-middle-income countries19450.66536664962768553.640198707580566469%
Lower-middle-income countries1878361.22488403320311969.736694335937569%
Lower-middle-income countries19660.71771144866943363.90560626983642669%
Lower-middle-income countries19413.54512929916381840.678789615631103568%
Lower-middle-income countries1873-5.033516883850098-23.19046783447265664%
Low-income countries1951-0.5690693855285645-2.553278207778930764%
Lower-middle-income countries2019-1.1388182640075684-0.263643264770507862%
Lower-middle-income countries19341.2191891670227050.2918481826782226661%
Upper-middle-income countries1905-0.021642446517944336-0.0886738300323486361%
Lower-middle-income countries1870-2376.946044921875-582.886291503906261%
Lower-middle-income countries20051.1715769767761230.2912998199462890660%
Upper-middle-income countries19080.17858743667602540.709950923919677760%
Lower-middle-income countries19870.267028808593751.036572456359863359%
Lower-middle-income countries18727.37177133560180728.07777023315429758%
Upper-middle-income countries1927-0.13865232467651367-0.036513805389404358%
Lower-middle-income countries19441.17253065109252930.318360328674316457%
Lower-middle-income countries19114.1227102279663091.146030426025390656%
Lower-middle-income countries19061.80674791336059570.509357452392578156%
Lower-middle-income countries1971-5.340475082397461-1.547640562057495155%
Upper-middle-income countries1922-1.0335862636566162-0.305080413818359454%
Lower-middle-income countries1947-0.34650564193725586-1.155829429626464854%
Lower-middle-income countries1875-8.80526351928711-29.11281013488769554%
Low-income countries19770.75477361679077152.490949630737304753%
Lower-middle-income countries18746.94476366043090822.06300544738769552%
Lower-middle-income countries18951.65171623229980475.195081233978271552%
Upper-middle-income countries19210.70399045944213872.114319801330566450%
Lower-middle-income countries19262.86870002746582030.96237659454345750%
Lower-middle-income countries20090.69704055786132812.041554450988769549%
Upper-middle-income countries19800.444221496582031251.264238357543945348%
Lower-middle-income countries18870.434184074401855471.2245059013366748%
Upper-middle-income countries19623.15115451812744141.12426280975341847%
Lower-middle-income countries19180.70736408233642581.98073387145996147%
Upper-middle-income countries18960.221180915832519530.578713417053222745%
Lower-middle-income countries19132.53319740295410160.986599922180175844%
Low-income countries1985-0.15867352485656738-0.39909482002258343%
Lower-middle-income countries19102.0229935646057135.06343841552734443%
Upper-middle-income countries20150.40239095687866210.955712795257568441%
Lower-middle-income countries20144.33167219161987310.25852012634277341%
Lower-middle-income countries20002.0002841949462894.62015867233276440%
Lower-middle-income countries19234.9480915069580082.24900245666503938%
Lower-middle-income countries187610.39803028106689522.8274459838867237%
Upper-middle-income countries1925-0.5316793918609619-0.2444207668304443437%
Upper-middle-income countries20143.02771329879760741.418173313140869136%
Low-income countries2001-0.13549327850341797-0.287765264511108436%
Low-income countries1979-0.4694998264312744-0.971472263336181635%
Lower-middle-income countries19741.59612894058227543.2936215400695835%
Lower-middle-income countries192068.073829650878933.2166213989257834%
Upper-middle-income countries19202.4099946022033694.91322278976440434%
Lower-middle-income countries20213.03411483764648441.511657238006591833%
Upper-middle-income countries18880.178885459899902340.351226329803466833%
Lower-middle-income countries197720.07723999023437510.3276844024658232%
Lower-middle-income countries19860.52163600921630860.2721905708312988331%
Lower-middle-income countries2018-3.667360544204712-1.938998699188232431%
~ global_carbon_budget.growth_emissions_total_including_land_use_change 🟡 median anomaly score 7.8%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyeargrowth_emissions_total_including_land_use_change -growth_emissions_total_including_land_use_change +anomaly score
Upper-middle-income countries197571566336.0-64501248.0100%
Lower-middle-income countries1892-1755728.064377328.0100%
Lower-middle-income countries1907-4403008.098994976.0100%
Lower-middle-income countries198048009984.0-16634752.0100%
Lower-middle-income countries1991-24915072.038339584.0100%
Upper-middle-income countries197151552256.0-15277056.0100%
Upper-middle-income countries199123928832.0-39250944.0100%
Upper-middle-income countries199522083584.0-95435776.0100%
Lower-middle-income countries199726556160.0-9544704.0100%
Upper-middle-income countries19534925952.0-39718912.0100%
Upper-middle-income countries197417359360.0-19692032.0100%
Low-income countries19528661248.0-5772032.0100%
Lower-middle-income countries190988848.0-15001248.0100%
Lower-middle-income countries19141775440.0-12057248.0100%
Upper-middle-income countries1926-5168896.07852160.0100%
Upper-middle-income countries19569422848.0-2065408.0100%
Lower-middle-income countries19296471232.0-4378688.0100%
Lower-middle-income countries1890-8094976.01387216.0100%
Lower-middle-income countries19162791904.0-5955072.0100%
Lower-middle-income countries19084749152.0-3555680.0100%
Lower-middle-income countries1919635392.0-5620960.0100%
Upper-middle-income countries19242627840.0-2181120.0100%
Lower-middle-income countries1900-2836880.01251056.0100%
Lower-middle-income countries19391630784.0-2097408.0100%
Lower-middle-income countries1896281184.0-3217120.0100%
Lower-middle-income countries19323160064.0-157248.0100%
Lower-middle-income countries18942321056.0-332592.0100%
Lower-middle-income countries1897-1966400.0357792.0100%
Low-income countries1987-946496.0485216.0100%
Lower-middle-income countries1886-108464.01266496.0100%
Lower-middle-income countries1899602368.0-166368.0100%
Lower-middle-income countries1898-109776.074528.0100%
Upper-middle-income countries189269823872.03690880.090%
Lower-middle-income countries1942-2904256.0-54590016.090%
Upper-middle-income countries191523833856.01290752.090%
Lower-middle-income countries1975-145710080.0-9439104.088%
Upper-middle-income countries1916622848.09369856.088%
Lower-middle-income countries1891-5877024.0-423008.087%
Lower-middle-income countries1995-126984192.0-10088704.085%
Lower-middle-income countries194057194112.05117760.084%
Upper-middle-income countries1973-6008320.0-60719104.082%
Lower-middle-income countries19314911232.035768960.076%
Lower-middle-income countries1936501184.03536064.075%
Upper-middle-income countries19292192896.013042688.071%
Lower-middle-income countries196611873920.068945152.071%
Lower-middle-income countries1973-67283712.0-12398976.069%
Lower-middle-income countries194134765440.06643776.068%
Lower-middle-income countries19456842560.034071552.067%
Low-income countries1951-4260224.0-20882816.066%
Lower-middle-income countries19103171456.015288864.066%
Lower-middle-income countries19181986080.08771712.063%
Lower-middle-income countries18952501472.010605056.062%
Lower-middle-income countries1893-5331088.0-1283376.061%
Lower-middle-income countries187029958156.07346484.061%
Lower-middle-income countries194411918528.02970368.060%
Lower-middle-income countries19875550976.021820160.059%
Lower-middle-income countries193410618944.02712448.059%
Lower-middle-income countries2019-58760192.0-15066112.059%
Upper-middle-income countries1905-295168.0-1150848.059%
Upper-middle-income countries1927-3038464.0-784256.059%
Lower-middle-income countries200539130880.010549248.058%
Upper-middle-income countries19083193600.011498496.057%
Upper-middle-income countries1922-22466048.0-6356992.056%
Lower-middle-income countries1971-96526080.0-29149824.054%
Low-income countries19774017856.013273600.054%
Lower-middle-income countries200928291328.088799232.052%
Lower-middle-income countries1947-3928832.0-12235008.051%
Lower-middle-income countries1877-2800494.0-933629.550%
Upper-middle-income countries192115194880.043143936.048%
Upper-middle-income countries1962184404480.065160192.048%
Upper-middle-income countries198038010368.0105127424.047%
Lower-middle-income countries192620416192.07394880.047%
Lower-middle-income countries19125348800.014094432.045%
Lower-middle-income countries18762958204.01156590.544%
Low-income countries1985-866944.0-2201536.043%
Lower-middle-income countries2014203401728.0510664192.043%
Lower-middle-income countries19062774448.01122544.042%
Upper-middle-income countries18962381696.05880000.042%
Lower-middle-income countries200062311936.0153513728.042%
Lower-middle-income countries1887849008.02042288.041%
Lower-middle-income countries1905654528.01510176.040%
Upper-middle-income countries201577930496.0179402752.039%
Lower-middle-income countries197428385024.065322624.039%
Upper-middle-income countries1925-11741440.0-5243264.038%
Upper-middle-income countries2014569137152.0262492160.037%
Low-income countries2001-1161408.0-2490816.036%
Low-income countries1979-2350688.0-4959520.036%
Upper-middle-income countries18881008640.02077248.035%
Lower-middle-income countries192331250112.015863168.033%
Upper-middle-income countries189516815808.08712256.032%
Lower-middle-income countries2015-112291840.0-212974080.031%
Lower-middle-income countries198610787200.05714176.031%
Upper-middle-income countries192050793344.095562240.031%
Lower-middle-income countries18882284688.01216080.031%
Lower-middle-income countries2001-114510592.0-209081088.029%
Lower-middle-income countries19433964096.02181056.029%
Lower-middle-income countries19116593936.03635616.029%
Lower-middle-income countries1967-49704192.0-90130944.029%
Upper-middle-income countries1914-31323008.0-17490304.028%
Lower-middle-income countries2021148290048.083168768.028%
~ global_carbon_budget.emissions_from_flaring_per_capita 🟡 median anomaly score 7.3%changed data
~ Changed values: 227 / 47,784 (0.48%) (205 revised, 22 appeared) — showing the 100 most anomalous rows
countryyearemissions_from_flaring_per_capita -emissions_from_flaring_per_capita +anomaly score
Lower-middle-income countries19570.061306741088628770.0100%
Lower-middle-income countries19560.058900572359561920.0100%
Lower-middle-income countries19520.056795004755258560.0100%
Lower-middle-income countries19510.054354809224605560.0100%
Lower-middle-income countries19550.0539784356951713560.0100%
Lower-middle-income countries19580.053266227245330810.0100%
Lower-middle-income countries19540.052728362381458280.0100%
Lower-middle-income countries19530.050689727067947390.0100%
Lower-middle-income countries19590.048150639981031420.0100%
Lower-middle-income countries19500.0461353138089180.0100%
Lower-middle-income countries19600.041886191815137860.0100%
Lower-middle-income countries19610.0377342216670513150.0100%
Lower-middle-income countries19620.0429184585809707645.0997547077713534e-05100%
Lower-middle-income countries19630.038577083498239520.001450984505936503493%
Lower-middle-income countries19640.0402090065181255340.002770890714600682387%
Upper-middle-income countries19500.00275584030896425250.032876148819923485%
Upper-middle-income countries19520.00373775721527636050.0408974103629589183%
Upper-middle-income countries19510.0037138597108423710.03927327692508697583%
Upper-middle-income countries19540.00364167406223714350.0381356701254844783%
Upper-middle-income countries19530.00357187539339065550.0367347374558448882%
Lower-middle-income countries19680.041124682873487470.00419074716046452582%
Lower-middle-income countries19670.046293564140796660.00650055147707462375%
Lower-middle-income countries19650.0441128313541412350.00621034810319542975%
Lower-middle-income countries19660.0416925214231014250.00641935039311647473%
Lower-middle-income countries19690.048203296959400180.0108883203938603463%
Upper-middle-income countries19570.0130346715450286870.0536175519227981661%
Upper-middle-income countries19560.0156445130705833440.05480025708675384556%
Upper-middle-income countries19580.0150031615048646930.0504652746021747654%
Upper-middle-income countries19550.0152005692943930630.05110191553831100554%
Lower-middle-income countries19700.0605181865394115450.02117169648408889848%
Upper-middle-income countries19590.0175878331065177920.05004440620541572648%
Upper-middle-income countries19620.0166834909468889240.0464932620525360147%
Upper-middle-income countries19600.0184130370616912840.04714494571089744644%
Upper-middle-income countries19610.0182768031954765320.0445807725191116342%
Upper-middle-income countries19630.0191479064524173740.0450730323791503940%
Upper-middle-income countries19640.0224363673478364940.0486014001071453137%
Lower-middle-income countries19930.0128442356362938880.00602560909464955336%
Lower-middle-income countries19710.064505800604820250.03118357807397842435%
Lower-middle-income countries19920.0114903487265110020.00604650750756263731%
Upper-middle-income countries19650.032102625817060470.0588958188891410829%
Lower-middle-income countries19720.066525474190711980.03703248873353004528%
Lower-middle-income countries19730.072784267365932460.04340627789497375525%
Upper-middle-income countries19660.040281530469655990.0657246112823486324%
Lower-middle-income countries20220.0155082037672400470.0095212180167436624%
Lower-middle-income countries20230.0151772964745759960.00952178798615932523%
Lower-middle-income countries20240.0154947405681014060.0098209818825125722%
Lower-middle-income countries20190.018914530053734780.01202007289975881622%
Upper-middle-income countries19670.0510024689137935640.0800288841128349322%
Lower-middle-income countries19910.01486454438418150.00947744026780128522%
Lower-middle-income countries20210.016298299655318260.0104270922020077722%
Lower-middle-income countries20200.017557464540004730.01136628817766904821%
Lower-middle-income countries19900.0162704642862081530.0106764165684580821%
Lower-middle-income countries20180.0186518635600805280.01250192243605852120%
Lower-middle-income countries20140.0235891100019216540.01589458808302879319%
Lower-middle-income countries20160.02156830020248890.01453701220452785519%
Upper-middle-income countries19680.059885129332542420.0875891447067260719%
Lower-middle-income countries20150.022705394774675370.01555506046861410119%
Lower-middle-income countries20130.023643421009182930.0163381416350603118%
Upper-middle-income countries19690.062807515263557430.0905048325657844518%
Upper-middle-income countries19700.067488484084606170.096199654042720818%
Lower-middle-income countries20120.0237647518515586850.01703492179512977616%
Lower-middle-income countries19890.0147655997425317760.01060832012444734616%
Lower-middle-income countries20170.018858751282095910.01362675800919532816%
Lower-middle-income countries19740.074413307011127470.0538420937955379516%
Upper-middle-income countries19710.071378119289875030.0957379043102264415%
Lower-middle-income countries19870.0301065482199192050.02282616309821605714%
Upper-middle-income countries19720.072904944419860840.0944960191845893913%
Lower-middle-income countries19880.034303035587072370.02692998759448528312%
Lower-middle-income countries20110.023468233644962310.0184401776641607312%
Upper-middle-income countries19730.082919493317604060.1046864911913871812%
Lower-middle-income countries19860.030289156362414360.02414973452687263511%
Lower-middle-income countries19770.043950691819190980.0358650349080562610%
Lower-middle-income countries19760.052684448659420010.043446201831102379.6%
Lower-middle-income countries19750.048162698745727540.0398145429790029.5%
Lower-middle-income countries19820.029208036139607430.024251468479633339.3%
Upper-middle-income countries19930.034567743539810180.041550498455762869.2%
Lower-middle-income countries19830.0286400802433490750.023880267515778549.1%
Lower-middle-income countries19780.041787158697843550.034862335771322259.0%
Lower-middle-income countries19810.03378828614950180.0282043348997831349.0%
Upper-middle-income countries19740.078469112515449520.093624874949455268.8%
Upper-middle-income countries20190.0493719577789306640.058882888406515128.8%
Upper-middle-income countries20140.0510202981531620.060781963169574748.7%
Lower-middle-income countries19840.0301249716430902480.025294762104749688.7%
Upper-middle-income countries19870.03066980652511120.036488760262727748.7%
Upper-middle-income countries20130.049659390002489090.058860566467046748.5%
Lower-middle-income countries19800.045091763138771060.038058973848819738.5%
Upper-middle-income countries20200.048319309949874880.057197529822587978.4%
Upper-middle-income countries20160.0515196695923805240.060921516269445428.4%
Upper-middle-income countries20150.051736239343881610.061129767447710048.3%
Upper-middle-income countries20220.050925087183713910.060101747512817388.3%
Lower-middle-income countries19850.030235677957534790.0256675723940134058.2%
Upper-middle-income countries19880.0327371135354042050.0385444872081279758.1%
Upper-middle-income countries20120.049551319330930710.0581017248332500467.9%
Upper-middle-income countries20210.0523530617356300350.0613734982907772067.9%
Upper-middle-income countries20180.051450632512569430.060286525636911397.9%
Upper-middle-income countries20230.053369138389825820.062490720301866537.9%
Upper-middle-income countries20240.0545118898153305050.063796535134315497.8%
Lower-middle-income countries19790.0558688119053840640.047764003276824957.8%
Upper-middle-income countries19920.036451939493417740.042441383004188547.6%
Lower-middle-income countries20100.0235943309962749480.0202955771237611777.5%
~ global_carbon_budget.emissions_from_gas 🟡 median anomaly score 7.0%changed data
~ Changed values: 195 / 47,784 (0.41%) — showing the 100 most anomalous rows
countryyearemissions_from_gas -emissions_from_gas +anomaly score
Lower-middle-income countries19441128512.00.0100%
Lower-middle-income countries19411029584.06250.0100%
Lower-middle-income countries1942842453.00.0100%
Lower-middle-income countries1943688832.00.0100%
Lower-middle-income countries19321273671.0212133.071%
Lower-middle-income countries19331321578.0266346.066%
Lower-middle-income countries19341515532.0354044.062%
Lower-middle-income countries19351656357.0429667.059%
Lower-middle-income countries19382187901.0578442.058%
Lower-middle-income countries19361819423.0544351.054%
Lower-middle-income countries19371899349.0572981.054%
Lower-middle-income countries19547469090.02420459.051%
Lower-middle-income countries19536716193.02235121.050%
Lower-middle-income countries19558589504.02921296.049%
Lower-middle-income countries19525729146.02116442.046%
Lower-middle-income countries19473603343.01361376.045%
Lower-middle-income countries19483800558.01462591.044%
Lower-middle-income countries195610203086.04025930.043%
Lower-middle-income countries19493668115.01506079.042%
Lower-middle-income countries19462715735.01121895.042%
Lower-middle-income countries19515080898.02109394.041%
Lower-middle-income countries19452299130.0998712.039%
Lower-middle-income countries195713364091.05889531.039%
Lower-middle-income countries19504257769.01953113.037%
Lower-middle-income countries195816139830.08035607.034%
Lower-middle-income countries195918305620.09658095.031%
Lower-middle-income countries196021214560.011713807.029%
Lower-middle-income countries196124218264.014105625.026%
Lower-middle-income countries196227080932.016388655.025%
Lower-middle-income countries196330890632.019330712.023%
Lower-middle-income countries197365125752.041506308.022%
Lower-middle-income countries197052024168.033238842.022%
Lower-middle-income countries196435462468.022743900.022%
Lower-middle-income countries197468788656.044484160.021%
Lower-middle-income countries197155609656.036041380.021%
Lower-middle-income countries196539395480.025922140.021%
Lower-middle-income countries196746322492.030628706.020%
Lower-middle-income countries197258736228.038955452.020%
Lower-middle-income countries196642707064.028380824.020%
Lower-middle-income countries196848812000.032612548.020%
Lower-middle-income countries197571213408.047582912.020%
Lower-middle-income countries196951958852.035284872.019%
Lower-middle-income countries1980103079448.070176728.019%
Upper-middle-income countries195411422575.016471206.018%
Lower-middle-income countries197998734904.068695992.018%
Upper-middle-income countries195310468332.014949404.018%
Lower-middle-income countries197675392864.053091520.017%
Lower-middle-income countries1984130851376.093335680.017%
Lower-middle-income countries197890958040.065002264.017%
Upper-middle-income countries195514329052.019997260.017%
Lower-middle-income countries197788830304.063723132.016%
Lower-middle-income countries1983120825664.086727136.016%
Lower-middle-income countries1981113466464.081859536.016%
Lower-middle-income countries1986147209312.0106271448.016%
Lower-middle-income countries1982120310576.087401816.016%
Upper-middle-income countries19529822403.013435107.016%
Upper-middle-income countries195616900052.023077208.015%
Upper-middle-income countries19322995600.04057138.015%
Lower-middle-income countries1985142243024.0105737272.015%
Upper-middle-income countries195721697902.029172462.015%
Upper-middle-income countries19506705026.09009682.015%
Lower-middle-income countries1987162450768.0121556864.014%
Upper-middle-income countries19518861281.011832785.014%
Lower-middle-income countries1988172694128.0129986552.014%
Upper-middle-income countries19477219075.09461042.013%
Upper-middle-income countries19487588229.09926196.013%
Lower-middle-income countries1996283510240.0220452800.013%
Upper-middle-income countries195828461690.036565912.012%
Lower-middle-income countries1990192125504.0150018816.012%
Lower-middle-income countries1997292625600.0228569824.012%
Upper-middle-income countries19344196297.05357785.012%
Lower-middle-income countries1989181302080.0142269472.012%
Upper-middle-income countries19444115934.05244446.012%
Lower-middle-income countries1991199762720.0156912320.012%
Lower-middle-income countries1995265563584.0209269952.012%
Lower-middle-income countries1994240173440.0190623744.012%
Upper-middle-income countries19466371199.07965039.011%
Upper-middle-income countries195934851808.043499336.011%
Upper-middle-income countries19498808184.010970220.011%
Upper-middle-income countries19414323520.05353104.011%
Upper-middle-income countries19455916087.07216505.09.9%
Upper-middle-income countries19334817453.05872685.09.9%
Upper-middle-income countries19355620203.06846893.09.8%
Upper-middle-income countries19365865439.07140511.09.8%
Upper-middle-income countries196044296112.053796864.09.7%
Lower-middle-income countries1998298326656.0246043360.09.6%
Lower-middle-income countries1993227364848.0187818016.09.5%
Upper-middle-income countries19424162293.05004746.09.2%
Upper-middle-income countries19388271952.09881411.08.9%
Upper-middle-income countries19433803714.04492546.08.3%
Upper-middle-income countries196155936272.066048912.08.3%
Lower-middle-income countries1999308641312.0263349392.07.9%
Lower-middle-income countries2000322380288.0275898784.07.8%
Upper-middle-income countries19378004836.09331204.07.7%
Upper-middle-income countries196268207200.078899480.07.3%
Lower-middle-income countries2001325893568.0282478848.07.1%
Lower-middle-income countries2002364388864.0316471072.07.0%
Upper-middle-income countries196377216920.088776840.07.0%
Upper-middle-income countries196490562944.0103281512.06.6%
Upper-middle-income countries1965103618504.0117091848.06.1%
~ global_carbon_budget.emissions_from_gas_as_share_of_global 🟡 median anomaly score 7.0%changed data
~ Changed values: 195 / 47,784 (0.41%) — showing the 100 most anomalous rows
countryyearemissions_from_gas_as_share_of_global -emissions_from_gas_as_share_of_global +anomaly score
Lower-middle-income countries19410.6708995103836060.0100%
Lower-middle-income countries19440.57110691070556640.0100%
Lower-middle-income countries19420.50735217332839970.0100%
Lower-middle-income countries19430.37661692500114440.0100%
Lower-middle-income countries19321.44374644756317140.2404594719409942671%
Lower-middle-income countries19331.45358443260192870.292950093746185366%
Lower-middle-income countries19341.48651826381683350.347266077995300362%
Lower-middle-income countries19351.48719727993011470.3857861757278442459%
Lower-middle-income countries19381.61472690105438230.426905006170272858%
Lower-middle-income countries19361.4493713378906250.433635681867599554%
Lower-middle-income countries19371.35110223293304440.407590121030807554%
Lower-middle-income countries19541.48977756500244140.482782483100891151%
Lower-middle-income countries19531.41533505916595460.471017569303512650%
Lower-middle-income countries19551.56959855556488040.533821463584899949%
Lower-middle-income countries19521.28144168853759770.4733858704566955646%
Lower-middle-income countries19471.45359051227569580.549179792404174845%
Lower-middle-income countries19481.35672557353973390.522116661071777344%
Lower-middle-income countries19561.737458586692810.685565769672393843%
Lower-middle-income countries19491.22083401679992680.501258194446563742%
Lower-middle-income countries19461.21326255798339840.501209855079650942%
Lower-middle-income countries19511.2208228111267090.506838798522949241%
Lower-middle-income countries19451.0609719753265380.460872381925582939%
Lower-middle-income countries19572.0665466785430910.910723388195037839%
Lower-middle-income countries19501.20563399791717530.55304539203643837%
Lower-middle-income countries19582.28657054901123051.138424754142761234%
Lower-middle-income countries19592.4141614437103271.27371799945831331%
Lower-middle-income countries19602.54182910919189451.403493523597717329%
Lower-middle-income countries19612.7454438209533691.599049568176269526%
Lower-middle-income countries19622.79813742637634281.693357944488525425%
Lower-middle-income countries19632.9505352973937991.846383333206176823%
Lower-middle-income countries19732.95660257339477541.88431847095489522%
Lower-middle-income countries19702.90485882759094241.855947971343994122%
Lower-middle-income countries19643.07569146156311041.97259867191314722%
Lower-middle-income countries19743.0484123229980471.971343278884887721%
Lower-middle-income countries19712.87598228454589841.863963603973388721%
Lower-middle-income countries19653.20114946365356452.10634946823120121%
Lower-middle-income countries19673.2323307991027832.137236118316650420%
Lower-middle-income countries19722.86190271377563481.898091077804565420%
Lower-middle-income countries19663.18714189529418952.118003368377685520%
Lower-middle-income countries19683.129474163055422.09088182449340820%
Lower-middle-income countries19753.17737364768981932.123036861419677720%
Lower-middle-income countries19693.04080533981323242.06498861312866219%
Lower-middle-income countries19803.75994563102722172.559779882431030319%
Upper-middle-income countries19542.27833604812622073.285331249237060518%
Lower-middle-income countries19793.7006182670593262.5747494697570818%
Upper-middle-income countries19532.2060408592224123.150358438491821318%
Lower-middle-income countries19763.19595456123352052.250585556030273417%
Lower-middle-income countries19844.402765750885013.14047217369079617%
Lower-middle-income countries19783.57857751846313482.557395219802856417%
Upper-middle-income countries19552.61841177940368653.65418863296508817%
Lower-middle-income countries19773.68327522277832032.642227172851562516%
Lower-middle-income countries19834.40468072891235353.161624431610107416%
Lower-middle-income countries19814.1060853004455572.962305068969726616%
Lower-middle-income countries19864.8832015991210943.525218009948730516%
Lower-middle-income countries19824.4534754753112793.235308647155761716%
Upper-middle-income countries19522.19698309898376463.005038738250732416%
Upper-middle-income countries19562.877868652343753.929761171340942415%
Upper-middle-income countries19323.39560747146606454.59889411926269515%
Lower-middle-income countries19854.6037807464599613.42225027084350615%
Upper-middle-income countries19573.35523962974548344.51106309890747115%
Upper-middle-income countries19501.8986017704010012.551190376281738315%
Lower-middle-income countries19874.9504017829895023.704232215881347714%
Upper-middle-income countries19512.1291618347167972.843145608901977514%
Lower-middle-income countries19885.0260543823242193.78310203552246114%
Upper-middle-income countries19472.91217875480651863.8165893554687513%
Upper-middle-income countries19482.7088506221771243.54345941543579113%
Lower-middle-income countries19966.4704747200012215.03133249282836913%
Upper-middle-income countries19584.032239913940435.18038511276245112%
Lower-middle-income countries19905.0690312385559083.9580900669097912%
Lower-middle-income countries19976.6580605506896975.20061016082763712%
Upper-middle-income countries19344.1159620285034185.25521421432495112%
Lower-middle-income countries19895.0292420387268073.946494102478027312%
Upper-middle-income countries19442.0829539299011232.654060840606689512%
Lower-middle-income countries19915.1865940093994144.07403612136840812%
Lower-middle-income countries19956.3276920318603524.98636054992675812%
Lower-middle-income countries19945.9446315765380864.71820640563964812%
Upper-middle-income countries19462.84635162353515623.558404207229614311%
Upper-middle-income countries19594.5962872505187995.73673057556152311%
Upper-middle-income countries19492.93156886100769043.65114450454711911%
Upper-middle-income countries19412.8173003196716313.488199710845947311%
Upper-middle-income countries19452.73007750511169433.3301770687103279.9%
Upper-middle-income countries19335.2986464500427256.4592804908752449.9%
Upper-middle-income countries19355.0462255477905276.1476364135742199.8%
Upper-middle-income countries19364.6724696159362795.6882052421569829.8%
Upper-middle-income countries19605.3073525428771976.4456882476806649.7%
Lower-middle-income countries19986.7137694358825685.537146568298349.6%
Lower-middle-income countries19935.6730527877807624.6863074302673349.5%
Upper-middle-income countries19422.5066664218902593.01401853561401379.2%
Upper-middle-income countries19386.1049122810363777.2927341461181648.9%
Upper-middle-income countries19432.0796697139739992.4562866687774668.3%
Upper-middle-income countries19616.341077804565437.4874720573425298.3%
Lower-middle-income countries19996.7298336029052735.7422561645507817.9%
Lower-middle-income countries20006.8187894821166995.8356413841247567.8%
Upper-middle-income countries19375.6942410469055186.6377534866333017.7%
Upper-middle-income countries19627.0475096702575688.1522893905639657.3%
Lower-middle-income countries20016.8296947479248055.9198598861694347.1%
Lower-middle-income countries20027.415845870971686.4406490325927737.0%
Upper-middle-income countries19637.3754158020019538.4795675277709967.0%
Upper-middle-income countries19647.8546051979064948.9576969146728526.6%
Upper-middle-income countries19658.4197053909301769.5145063400268556.1%
~ global_carbon_budget.emissions_from_flaring_as_share_of_global 🟡 median anomaly score 5.8%changed data
~ Changed values: 150 / 47,784 (0.31%) — showing the 100 most anomalous rows
countryyearemissions_from_flaring_as_share_of_global -emissions_from_flaring_as_share_of_global +anomaly score
Lower-middle-income countries195444.749248504638670.0100%
Lower-middle-income countries195141.917400360107420.0100%
Lower-middle-income countries195241.8963317871093750.0100%
Lower-middle-income countries195740.723617553710940.0100%
Lower-middle-income countries195840.5145568847656250.0100%
Lower-middle-income countries195340.122543334960940.0100%
Lower-middle-income countries195938.914470672607420.0100%
Lower-middle-income countries195037.782421112060550.0100%
Lower-middle-income countries195637.588413238525390.0100%
Lower-middle-income countries195537.5837020874023440.0100%
Lower-middle-income countries196035.678108215332030.0100%
Lower-middle-income countries196134.056613922119140.0100%
Lower-middle-income countries196239.831741333007810.05116674304008484100%
Lower-middle-income countries196334.835990905761721.416920185089111392%
Lower-middle-income countries196429.8588905334472662.22568964958190986%
Upper-middle-income countries19503.64785504341125541.43027496337890684%
Upper-middle-income countries19524.45102691650390646.3473625183105582%
Upper-middle-income countries19514.62384986877441446.541248321533282%
Upper-middle-income countries19544.99401664733886749.74326324462890682%
Upper-middle-income countries19534.56715106964111344.68969345092773481%
Lower-middle-income countries196818.583625793457032.049779891967773480%
Lower-middle-income countries196721.8237667083740233.316731691360473674%
Lower-middle-income countries196529.0157489776611334.4195742607116774%
Lower-middle-income countries196625.3331584930419924.22093152999877971%
Lower-middle-income countries196918.6242046356201174.55359315872192461%
Upper-middle-income countries195714.00299739837646554.7266159057617259%
Upper-middle-income countries195616.136358261108453.7247734069824254%
Upper-middle-income countries195517.10997390747070354.6936759948730552%
Upper-middle-income countries195818.4635219573974658.9780807495117252%
Upper-middle-income countries195922.8885154724121161.8029861450195346%
Lower-middle-income countries197021.0413665771484387.96689987182617245%
Upper-middle-income countries196224.27402496337890664.0546035766601645%
Upper-middle-income countries196024.99383163452148460.6719436645507842%
Upper-middle-income countries196125.98401832580566460.0406341552734440%
Upper-middle-income countries196327.19458961486816460.6136627197265638%
Upper-middle-income countries196426.28932189941406253.92252349853515634%
Lower-middle-income countries19939.3965654373168954.75416612625122133%
Lower-middle-income countries197119.831048965454110.37506866455078131%
Lower-middle-income countries19927.9668908119201664.52129840850830128%
Upper-middle-income countries196533.37201309204101657.9681854248046927%
Lower-middle-income countries197219.39903259277343811.6852312088012725%
Lower-middle-income countries197318.7606945037841812.10349655151367222%
Upper-middle-income countries196638.7535476684570359.8657722473144521%
Lower-middle-income countries202211.0135574340820317.2667608261108420%
Upper-middle-income countries196738.116088867187556.6231231689453120%
Lower-middle-income countries202310.5891056060791027.1369071006774919%
Lower-middle-income countries202410.8373603820800787.376442432403564519%
Lower-middle-income countries201911.919301033020028.14345073699951219%
Lower-middle-income countries19918.8750772476196296.10311460494995119%
Lower-middle-income countries202111.3349218368530277.79542636871337919%
Lower-middle-income countries202012.1224222183227548.43729877471923818%
Lower-middle-income countries199010.0552911758422857.11738777160644517%
Lower-middle-income countries201812.4089851379394538.94021129608154316%
Upper-middle-income countries196842.9710235595703159.504871368408216%
Lower-middle-income countries201415.58397769927978511.2821893692016616%
Lower-middle-income countries201615.16827964782714810.98563385009765616%
Upper-middle-income countries196938.6137237548828152.6843338012695315%
Lower-middle-income countries201515.33241558074951211.28693103790283215%
Upper-middle-income countries197037.37798690795898450.45244979858398415%
Lower-middle-income countries201315.44459915161132811.4654779434204115%
Lower-middle-income countries201215.59738063812255912.01083469390869113%
Lower-middle-income countries198915.15081691741943411.74341201782226613%
Lower-middle-income countries201713.01187133789062510.10365009307861313%
Lower-middle-income countries197420.20389938354492215.80938625335693412%
Upper-middle-income countries197134.992687225341844.44866561889648412%
Upper-middle-income countries197233.89440536499023441.6082038879394510%
Lower-middle-income countries198727.2524814605712922.30073738098144510.0%
Upper-middle-income countries197334.0008735656738340.65806961059578.9%
Lower-middle-income countries201115.90544700622558613.4275016784667978.4%
Lower-middle-income countries198827.9433937072753923.672052383422858.3%
Lower-middle-income countries198625.69429779052734422.116027832031257.5%
Lower-middle-income countries197713.18302154541015611.6308422088623056.3%
Upper-middle-income countries199335.1358909606933639.7782974243164066.2%
Upper-middle-income countries197433.7709236145019538.165439605712896.1%
Upper-middle-income countries198740.3046951293945345.256435394287115.8%
Lower-middle-income countries197614.87473392486572313.2616539001464845.7%
Lower-middle-income countries197515.58179855346679713.9266738891601565.6%
Lower-middle-income countries198216.12212753295898414.4611406326293955.4%
Upper-middle-income countries201438.67862701416015642.980415344238285.3%
Upper-middle-income countries198838.4849319458007842.756275177001955.3%
Lower-middle-income countries198317.95097923278808616.1675224304199225.2%
Upper-middle-income countries201934.6038742065429738.379726409912115.2%
Lower-middle-income countries198118.0515804290771516.28112792968755.2%
Lower-middle-income countries197812.5574102401733411.3272781372070315.2%
Upper-middle-income countries201337.4580764770507841.437194824218755.0%
Lower-middle-income countries198422.07366561889648420.0175399780273444.9%
Upper-middle-income countries201641.0710372924804745.2536849975585944.8%
Upper-middle-income countries201539.8525924682617243.89808273315434.8%
Upper-middle-income countries202036.8079757690429740.4930992126464844.8%
Upper-middle-income countries199235.4447517395019538.890346527099614.6%
Lower-middle-income countries198017.58659362792968816.0420570373535164.6%
Upper-middle-income countries202239.15808486938476642.9048843383789064.6%
Upper-middle-income countries201237.7974052429199241.383956909179694.5%
Upper-middle-income countries199130.31079483032226633.0827598571777344.4%
Lower-middle-income countries198523.38758277893066421.438882827758794.3%
Upper-middle-income countries201838.332641601562541.8014144897460944.3%
Upper-middle-income countries202139.81997680664062543.359470367431644.3%
Upper-middle-income countries202339.8834915161132843.3356895446777344.1%
Upper-middle-income countries202440.4300956726074243.8910140991210944.1%
Upper-middle-income countries199034.8818283081054737.8197326660156254.0%
~ global_carbon_budget.emissions_from_flaring 🟡 median anomaly score 5.8%changed data
~ Changed values: 150 / 47,784 (0.31%) — showing the 100 most anomalous rows
countryyearemissions_from_flaring -emissions_from_flaring +anomaly score
Lower-middle-income countries195235764304.00.0100%
Lower-middle-income countries195434732236.00.0100%
Lower-middle-income countries195536394512.00.0100%
Lower-middle-income countries195640660780.00.0100%
Lower-middle-income countries195743323136.00.0100%
Lower-middle-income countries195838535360.00.0100%
Lower-middle-income countries195935682036.00.0100%
Lower-middle-income countries195133481632.00.0100%
Lower-middle-income countries195332638912.00.0100%
Lower-middle-income countries196031803520.00.0100%
Lower-middle-income countries196129363296.00.0100%
Lower-middle-income countries195027817088.00.0100%
Lower-middle-income countries196234227740.043968.0100%
Lower-middle-income countries196331528720.01282400.092%
Lower-middle-income countries196433678400.02510397.086%
Upper-middle-income countries19502685712.030502800.084%
Upper-middle-income countries19523799566.039563872.082%
Upper-middle-income countries19513693312.037174944.082%
Upper-middle-income countries19543876118.038608352.082%
Upper-middle-income countries19533715289.036354200.081%
Lower-middle-income countries196837873480.04177457.080%
Lower-middle-income countries196741636028.06327759.074%
Lower-middle-income countries196537848936.05765014.074%
Lower-middle-income countries196636623156.06102035.071%
Lower-middle-income countries196945449536.011112350.061%
Upper-middle-income countries195714896854.058219992.059%
Upper-middle-income countries195617455296.058116076.054%
Upper-middle-income countries195516568595.052963108.052%
Upper-middle-income countries195817561552.056096912.052%
Upper-middle-income countries195920987278.056669312.046%
Lower-middle-income countries197058441708.022127804.045%
Upper-middle-income countries196220858868.055042640.045%
Upper-middle-income countries196022279540.054083060.042%
Upper-middle-income countries196122403180.051766476.040%
Upper-middle-income countries196324612780.054859100.038%
Upper-middle-income countries196429652216.060820220.034%
Lower-middle-income countries199321841396.011050593.033%
Lower-middle-income countries197163751472.033353046.031%
Lower-middle-income countries199219104114.010841795.028%
Upper-middle-income countries196543531368.075615288.027%
Lower-middle-income countries197267298048.040537760.025%
Lower-middle-income countries197375452896.048678576.022%
Upper-middle-income countries196656024484.086545600.021%
Lower-middle-income countries202243929904.028985012.020%
Upper-middle-income countries196772719000.0108027264.020%
Lower-middle-income countries202343557516.029357148.019%
Lower-middle-income countries202445051736.030664436.019%
Lower-middle-income countries201951538088.035211616.019%
Lower-middle-income countries199124154420.016610243.019%
Lower-middle-income countries202145590892.031354468.019%
Lower-middle-income countries202048489844.033749304.018%
Lower-middle-income countries199025820752.018276576.017%
Lower-middle-income countries201850137368.036122108.016%
Upper-middle-income countries196887575064.0121271088.016%
Lower-middle-income countries201459806976.043297912.016%
Lower-middle-income countries201656351400.040812528.016%
Upper-middle-income countries196994230904.0128568080.015%
Lower-middle-income countries201558446200.043025064.015%
Upper-middle-income countries1970103816128.0140130032.015%
Lower-middle-income countries201359001012.043800088.015%
Lower-middle-income countries201258343380.044927584.013%
Lower-middle-income countries198922873614.017729358.013%
Lower-middle-income countries201749993208.038819460.013%
Lower-middle-income countries197479075904.061876248.012%
Upper-middle-income countries1971112492056.0142890480.012%
Upper-middle-income countries1972117584592.0144344880.010%
Lower-middle-income countries198744424036.036352244.010.0%
Upper-middle-income countries1973136746768.0163521088.08.9%
Lower-middle-income countries201156663296.047835592.08.4%
Lower-middle-income countries198851871120.043942260.08.3%
Lower-middle-income countries198643595480.037524232.07.5%
Lower-middle-income countries197750291568.044370200.06.3%
Upper-middle-income countries199381669936.092460744.06.2%
Upper-middle-income countries1974132175792.0149375456.06.1%
Upper-middle-income countries198765700344.073772136.05.8%
Lower-middle-income countries197658819332.052440716.05.7%
Lower-middle-income countries197552468264.046894996.05.6%
Lower-middle-income countries198237980936.034067936.05.4%
Upper-middle-income countries2014148437824.0164946896.05.3%
Upper-middle-income countries198871439304.079368168.05.3%
Lower-middle-income countries198338208352.034412296.05.2%
Upper-middle-income countries2019149624336.0165950816.05.2%
Lower-middle-income countries198142814276.038615164.05.2%
Lower-middle-income countries197848997636.044197796.05.2%
Upper-middle-income countries2013143096256.0158297184.05.0%
Lower-middle-income countries198441223180.037383308.04.9%
Upper-middle-income countries2016152582272.0168121152.04.8%
Upper-middle-income countries2015151915552.0167336704.04.8%
Upper-middle-income countries2020147232368.0161972912.04.8%
Upper-middle-income countries199284994336.093256656.04.6%
Lower-middle-income countries198055653832.050766056.04.6%
Upper-middle-income countries2022156190304.0171135200.04.6%
Upper-middle-income countries2012141384528.0154800336.04.5%
Upper-middle-income countries199182493888.090038064.04.4%
Lower-middle-income countries198542436432.038900544.04.3%
Upper-middle-income countries2018154879536.0168894800.04.3%
Upper-middle-income countries2021160162400.0174398816.04.3%
Upper-middle-income countries2023164057840.0178258208.04.1%
Upper-middle-income countries2024168070992.0182458304.04.1%
Upper-middle-income countries199089572240.097116416.04.0%
~ global_carbon_budget.traded_emissions_per_capita 🟡 median anomaly score 4.8%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyeartraded_emissions_per_capita -traded_emissions_per_capita +anomaly score
Lower-middle-income countries1990-0.09472476691007614-0.0563967339694525%
Lower-middle-income countries1992-0.0747842863202095-0.0498373135924339320%
Lower-middle-income countries1999-0.14435818791389465-0.0983865410089492819%
Lower-middle-income countries2002-0.1767454743385315-0.1206889674067497319%
Lower-middle-income countries1991-0.09851223230361938-0.0676708519458770819%
Lower-middle-income countries1994-0.10664073377847672-0.0756114572286605817%
Lower-middle-income countries1993-0.10062552988529205-0.0717226266860961917%
Lower-middle-income countries2000-0.17972016334533691-0.1296582072973251316%
Lower-middle-income countries1996-0.13103201985359192-0.0956848114728927616%
Lower-middle-income countries1995-0.11107409745454788-0.0813185796141624515%
Lower-middle-income countries2018-0.1727622002363205-0.127085357904434215%
Lower-middle-income countries2012-0.1199001744389534-0.0884816572070121815%
Lower-middle-income countries2005-0.14138512313365936-0.1049939841032028215%
Lower-middle-income countries2013-0.1953100860118866-0.1450783461332321215%
Lower-middle-income countries2008-0.12044084072113037-0.089606620371341715%
Lower-middle-income countries2011-0.12814007699489594-0.0954782441258430515%
Lower-middle-income countries2010-0.11424199491739273-0.0852285027503967315%
Lower-middle-income countries2003-0.1547311693429947-0.1165669187903404214%
Lower-middle-income countries2001-0.16104663908481598-0.1215420365333557114%
Lower-middle-income countries2016-0.16011330485343933-0.1210207790136337314%
Lower-middle-income countries1997-0.1321108639240265-0.1001636609435081514%
Lower-middle-income countries2004-0.1511618047952652-0.115308739244937913%
Lower-middle-income countries2007-0.12765026092529297-0.0987118408083915713%
Lower-middle-income countries2015-0.1439044028520584-0.1121352761983871512%
Lower-middle-income countries2017-0.15632323920726776-0.1235013827681541412%
Lower-middle-income countries2006-0.15185868740081787-0.1203110069036483812%
Lower-middle-income countries2009-0.09456939250230789-0.0760133340954780611%
Lower-middle-income countries1998-0.13233865797519684-0.108622856438159949.8%
Lower-middle-income countries2014-0.14263302087783813-0.11905608326196679.0%
Lower-middle-income countries2019-0.15782147645950317-0.134454727172851568.0%
Upper-middle-income countries1999-0.35076332092285156-0.40454560518264777.1%
Upper-middle-income countries1990-0.2719854414463043-0.31357267498970037.1%
Upper-middle-income countries2002-0.4572919011116028-0.52687233686447147.1%
Upper-middle-income countries2000-0.4035763144493103-0.462839603424072276.8%
Upper-middle-income countries2018-0.5410295724868774-0.61812096834182746.7%
Upper-middle-income countries1993-0.24381381273269653-0.276639342308044436.3%
Upper-middle-income countries1996-0.3238177001476288-0.36626690626144416.2%
Upper-middle-income countries2013-0.6122493743896484-0.69244766235351566.1%
Upper-middle-income countries2001-0.4076671600341797-0.459480732679367076.0%
Upper-middle-income countries1991-0.29243752360343933-0.32928931713104255.9%
Upper-middle-income countries1992-0.25508299469947815-0.2865891158580785.8%
Upper-middle-income countries2016-0.5916113257408142-0.6633770465850835.7%
Upper-middle-income countries1994-0.3390668034553528-0.37953844666481025.6%
Upper-middle-income countries1997-0.3525431454181671-0.3942686617374425.6%
Upper-middle-income countries1995-0.3582410216331482-0.39898055791854865.4%
Upper-middle-income countries2017-0.5806514024734497-0.64593046903610235.3%
Upper-middle-income countries2015-0.5581197142601013-0.62069320678710945.3%
Upper-middle-income countries2003-0.5956740379333496-0.6600047349929815.1%
Upper-middle-income countries2012-0.6622527837753296-0.73198539018630985.0%
Upper-middle-income countries2011-0.7164332270622253-0.7900255322456364.9%
Upper-middle-income countries2004-0.6488072872161865-0.71528190374374394.9%
Upper-middle-income countries2019-0.567611813545227-0.62518239021301274.8%
Upper-middle-income countries2005-0.7325888276100159-0.80634105205535894.8%
Upper-middle-income countries2010-0.6979445815086365-0.76706874370574954.7%
Upper-middle-income countries2008-0.7722112536430359-0.84692800045013434.6%
Upper-middle-income countries1998-0.37930455803871155-0.415996879339218144.6%
Upper-middle-income countries2006-0.770365834236145-0.84316438436508184.5%
Upper-middle-income countries2007-0.7415170073509216-0.81120508909225464.5%
Upper-middle-income countries2014-0.6357052326202393-0.69521993398666384.5%
Lower-middle-income countries2022-0.18042179942131042-0.165016964077949524.5%
Upper-middle-income countries2009-0.6514429450035095-0.70806550979614264.2%
Upper-middle-income countries2022-0.6962265968322754-0.75515228509902954.1%
Upper-middle-income countries2021-0.6465458869934082-0.69889992475509643.9%
Lower-middle-income countries2021-0.15727896988391876-0.145545482635498053.9%
Upper-middle-income countries2023-0.6991187334060669-0.75546485185623173.9%
Lower-middle-income countries2023-0.19530485570430756-0.181821942329406743.6%
Upper-middle-income countries2020-0.5900297164916992-0.6277917027473453.1%
Low-income countries2022-0.19105175137519836-0.180311769247055052.9%
Low-income countries2021-0.19490982592105865-0.18446420133113862.8%
Low-income countries2023-0.19397969543933868-0.18368363380432132.7%
Low-income countries2018-0.22223436832427979-0.210537210106849672.7%
Low-income countries2019-0.23554053902626038-0.224291220307350162.4%
Low-income countries2020-0.22069451212882996-0.21110582351684572.2%
Low-income countries2006-0.3746614158153534-0.365318298339843751.3%
Low-income countries1992-0.5269683003425598-0.52035057544708250.63%
Low-income countries1991-0.5949473977088928-0.58755886554718020.62%
Low-income countries1990-0.6189253330230713-0.61124366521835330.62%
Low-income countries1995-0.43301835656166077-0.42776700854301450.61%
Low-income countries1993-0.483499675989151-0.477667033672332760.61%
Low-income countries2015-0.18269239366054535-0.180522471666336060.60%
Low-income countries1997-0.39078566431999207-0.386146098375320430.60%
Low-income countries2016-0.18395358324050903-0.181802779436111450.59%
Low-income countries1996-0.3957981467247009-0.391179084777832030.59%
Low-income countries1994-0.45608556270599365-0.45076912641525270.59%
Low-income countries1998-0.3751720190048218-0.37089470028877260.57%
Low-income countries2017-0.23604898154735565-0.233482882380485530.55%
Low-income countries2007-0.36933544278144836-0.36538115143775940.54%
Low-income countries2014-0.22377459704875946-0.22138300538063050.54%
Low-income countries2008-0.37661007046699524-0.372649997472763060.53%
Low-income countries2000-0.3765447437763214-0.372820019721984860.50%
Low-income countries2002-0.33526331186294556-0.33197024464607240.49%
Low-income countries2012-0.26617515087127686-0.263631343841552730.48%
Low-income countries2001-0.37200042605400085-0.36844700574874880.48%
Low-income countries2013-0.22836434841156006-0.226393282413482670.43%
Low-income countries2009-0.3620281219482422-0.358958721160888670.43%
Low-income countries2005-0.3681491017341614-0.36505848169326780.42%
Low-income countries1999-0.38118234276771545-0.37810307741165160.41%
Low-income countries2010-0.3529423475265503-0.350115925073623660.40%
Low-income countries2003-0.3762708902359009-0.373337358236312870.39%
Low-income countries2004-0.37037450075149536-0.3675387203693390.38%
~ global_carbon_budget.population_as_share_of_global 🟡 median anomaly score 2.8%changed metadatachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
~ Changed values: 24,928 / 47,784 (52.17%) (24,241 revised, 587 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearpopulation_as_share_of_global -population_as_share_of_global +anomaly score
Singapore18090.00295624812133610259.623701043892652e-0594%
Singapore18080.00296702701598405849.661328658694401e-0594%
Singapore18070.00297776004299521459.700229566078633e-0594%
Singapore18060.00298844650387763989.738875814946368e-0594%
Singapore18100.00294074369594454779.58438467932865e-0594%
Singapore18050.00299908616580069079.778748062672094e-0594%
Singapore18040.0030096783302724369.814683289732784e-0594%
Singapore18030.00302022229880094539.85421211225912e-0594%
Singapore18110.00292523764073848729.547975059831515e-0594%
Singapore18020.00303071714006364359.892480738926679e-0594%
Singapore18010.00304116215556859979.934712579706684e-0594%
Singapore18000.00305155687965452679.973745181923732e-0594%
Singapore18120.0029080570675432689.527811198495328e-0594%
Singapore18130.00288921943865716469.512824908597395e-0594%
Singapore18140.0028701585251837979.496853454038501e-0594%
Singapore18150.00285087665542960179.471748489886522e-0594%
Singapore18160.0028313763905316599.444987517781556e-0594%
Singapore18200.0027885087765753279.31847098399885e-0594%
Singapore18170.00281165959313511859.415304521098733e-0594%
Singapore18190.0027839937247335919.352818597108126e-0593%
Singapore18180.00279172859154641639.386204328620806e-0593%
Sierra Leone17600.00195812270976603030.0527458824217319593%
Sierra Leone17700.0020713773556053640.05552919209003448593%
Sierra Leone17500.00184407038614153860.0493550859391689393%
Sierra Leone17800.0021151120308786630.05592175573110580493%
Sierra Leone17900.0022470403928309680.05814082920551393%
Brunei18140.000218132045120000840.00142452807631343673%
Brunei18130.000218713918002322320.001426923787221312573%
Brunei18150.000217806984437629580.001420762273482978373%
Brunei18000.000229680503252893690.001496061799116432773%
Brunei18120.000219461377128027380.001429171767085790673%
Brunei18010.0002288981486344710.001490206806920468873%
Brunei18160.000217638458707369860.001416748156771063873%
Brunei18020.000228111966862343250.001483872067183256173%
Brunei18030.000227322059799917040.001478131860494613673%
Brunei18110.000220367903239093720.001432196237146854473%
Brunei18040.000226528456551022830.001472202478908002473%
Brunei18050.000225731229875236750.001466812216676771673%
Brunei18100.000221339985728263850.001437657745555043273%
Brunei18060.000224930408876389270.001460831379517912973%
Brunei18070.000224126066314056520.001455034478567540673%
Brunei18080.000223318231292068960.001449199276976287473%
Brunei18090.000222506932914257050.00144355522934347473%
Brunei18170.000217716165934689340.00141229561995714973%
Brunei18180.000217940949369221930.00140793062746524873%
Brunei18190.00021846116578672080.001402922789566218973%
Brunei18200.000219181689317338170.001397770596668124273%
Brunei18210.000220239206100814040.001391872996464371773%
Brunei18220.000221589405555278060.00138977204915136172%
Marshall Islands19250.0036436580121517180.00058385718148201772%
Brunei18230.000223123701289296150.001380139263346791372%
Marshall Islands19240.00359267834573984150.00059123436221852972%
Brunei18240.000224886549403890970.001364559982903301772%
Bhutan18000.039902869611978530.00661897612735629172%
Bhutan18010.039766948670148850.006619399413466453671%
Marshall Islands19270.0037471796385943890.000623918662313371971%
Bhutan18020.039630364626646040.00661767413839697871%
Bhutan18030.0394931286573410.00661848299205303271%
Brunei18250.000226783158723264930.001352784922346472771%
Bhutan18040.039355255663394930.00661823758855462171%
Bhutan18050.039216753095388410.00662040757015347571%
Marshall Islands19230.0035422488581389190.000598822603933513271%
Bhutan18060.0390776246786117550.006619806401431560571%
Brunei18260.00022897761664353310.001347851124592125471%
Bhutan18070.038937885314226150.00661992188543081371%
Bhutan18080.0387975387275218960.00661974912509322271%
Marshall Islands19260.00369513710029423240.000630837865173816771%
Bhutan18090.038656588643789290.00662033678963780471%
Bhutan18100.03845385089516640.00661964714527130171%
Brunei18270.000231384809012524780.001338817179203033471%
Bhutan18110.038251090794801710.00662085227668285470%
Marshall Islands19220.0034923583734780550.00060544983716681670%
Marshall Islands19280.00379974953830242160.000658929115161299770%
Bhutan18120.038026433438062670.00663335761055350370%
Brunei18280.00023399952624458820.001330616069026291470%
Bhutan18130.037780106067657470.00664936983957886770%
Bhutan18140.037530861794948580.00666479719802737270%
Marshall Islands19210.00344211841002106670.000611749768722802470%
Bhutan18150.037278730422258380.00667369924485683470%
Brunei18290.000236929408856667580.001322212163358926870%
Bhutan18160.037023738026618960.006681478582322597569%
Bhutan18170.036765914410352710.006687125656753778569%
Marshall Islands19200.00339142628945410250.000617085723206400969%
Brunei18300.000240258610574528570.00131447636522352769%
Bhutan18180.036505293101072310.00669311452656984369%
Bhutan18190.036215666681528090.00669596344232559269%
Marshall Islands19190.00334043218754231930.000621061190031468969%
Brunei18310.000243907386902719740.001308303442783653769%
Bhutan18200.0358982533216476440.0066981171257793969%
Bhutan18210.035561472177505490.00669648637995123968%
Marshall Islands19180.00328876660205423830.000621772720478475168%
Brunei18320.000247703224886208770.001303622615523636368%
Bhutan18220.0351995453238487240.00671315472573041968%
Marshall Islands19170.00323658110573887830.000620638718828558968%
Bhutan18230.03479658067226410.00669330731034278968%
Bhutan18240.034396726638078690.00664422474801540468%
Brunei18330.000251649384154006840.001298381132073700468%
Singapore18210.00280583836138248440.000545057468116283467%
Bhutan18250.033999700099229810.00661322427913546667%
Marshall Islands19290.0037623918615281580.000733736844267696167%
~ global_carbon_budget.emissions_from_land_use_change_as_share_of_global 🟡 median anomaly score 2.8%changed data
~ Changed values: 525 / 47,784 (1.10%) — showing the 100 most anomalous rows
countryyearemissions_from_land_use_change_as_share_of_global -emissions_from_land_use_change_as_share_of_global +anomaly score
Low-income countries1908-0.0226800292730331420.0020340783521533012100%
Low-income countries19070.0128957154229283330.0378632023930549649%
Low-income countries19060.035517737269401550.06050946563482284526%
Low-income countries19100.0375865250825881960.06105124950408935524%
Low-income countries1909-0.07596825808286667-0.05165389552712440519%
Lower-middle-income countries19078.573422431945812.2288312911987318%
Low-income countries19110.056106150150299070.0789607092738151617%
Lower-middle-income countries19058.9442481994628912.5379610061645517%
Lower-middle-income countries19088.56339645385742211.99575042724609417%
Lower-middle-income countries19069.07103347778320312.58666229248046916%
Lower-middle-income countries19049.25995540618896512.77926158905029316%
Lower-middle-income countries19139.88072204589843813.53331661224365216%
Lower-middle-income countries19109.31004333496093812.7487287521362316%
Lower-middle-income countries19129.8763933181762713.519473075866716%
Lower-middle-income countries19098.43447780609130911.54135417938232416%
Lower-middle-income countries191510.62822628021240214.51743793487548815%
Lower-middle-income countries191710.31062221527099614.08357429504394515%
Lower-middle-income countries191910.7510614395141614.61820888519287115%
Lower-middle-income countries19039.4211158752441412.80803585052490215%
Lower-middle-income countries191811.0342302322387714.99734592437744115%
Lower-middle-income countries19119.50210857391357412.90696811676025415%
Lower-middle-income countries197617.72799491882324224.0448818206787115%
Lower-middle-income countries191610.45415782928466814.173159599304215%
Lower-middle-income countries197517.72370910644531223.97177124023437515%
Lower-middle-income countries19019.92559432983398413.20480155944824214%
Lower-middle-income countries190210.27244186401367213.63437652587890614%
Lower-middle-income countries191410.59825515747070313.97260189056396514%
Lower-middle-income countries190010.37865638732910213.48143291473388713%
Lower-middle-income countries201424.29978179931640631.21894836425781212%
Lower-middle-income countries197916.6007614135742220.86936569213867211%
Lower-middle-income countries18789.34428405761718811.56997585296630911%
Lower-middle-income countries18799.1313238143920911.27993583679199211%
Lower-middle-income countries187210.67414474487304713.16594028472900410%
Low-income countries19050.10873026400804520.1340760290622711210%
Lower-middle-income countries189812.58534336090087915.48735713958740210%
Lower-middle-income countries187410.2431402206420912.5710582733154310%
Lower-middle-income countries187110.92002582550048813.35333633422851610%
Lower-middle-income countries18759.96921539306640612.18817043304443410%
Lower-middle-income countries187310.60279560089111312.95648956298828110.0%
Lower-middle-income countries197816.9380970001220720.6882591247558610.0%
Lower-middle-income countries189513.09772396087646515.9830875396728529.9%
Lower-middle-income countries189912.53684902191162115.2983522415161139.9%
Lower-middle-income countries189712.93950653076171915.749548912048349.8%
Lower-middle-income countries189612.89097690582275415.6680889129638679.7%
Lower-middle-income countries200022.0875034332275426.838676452636729.7%
Lower-middle-income countries197419.57066726684570323.7309989929199229.6%
Lower-middle-income countries201520.8219127655029325.2351493835449229.6%
Lower-middle-income countries188010.48122692108154312.6807203292846689.5%
Lower-middle-income countries187011.45324325561523413.8364906311035169.4%
Lower-middle-income countries198016.25713920593261719.5740776062011729.3%
Lower-middle-income countries18779.48364257812511.3478107452392588.9%
Lower-middle-income countries200724.6789417266845729.5069904327392588.9%
Lower-middle-income countries189113.58700656890869116.240064620971688.9%
Lower-middle-income countries18769.87849330902099611.7953042984008798.8%
Low-income countries19120.119227439165115360.14210027456283578.8%
Lower-middle-income countries189413.11455535888671915.6254577636718758.7%
Lower-middle-income countries197720.93071365356445324.8914508819580088.6%
Lower-middle-income countries189213.65232563018798816.233350753784188.6%
Lower-middle-income countries186713.46501731872558615.9901676177978528.6%
Lower-middle-income countries188112.01270771026611314.2597961425781258.6%
Lower-middle-income countries188212.69977474212646515.0662546157836918.5%
Lower-middle-income countries189313.24535655975341815.7053165435791028.5%
Lower-middle-income countries200922.48268508911132826.6398620605468758.5%
Lower-middle-income countries188412.98584938049316415.3212003707885748.3%
Lower-middle-income countries200420.21924781799316423.851509094238288.2%
Lower-middle-income countries201826.33104324340820330.9835319519042978.1%
Lower-middle-income countries186813.04668235778808615.3079996109008798.0%
Lower-middle-income countries188312.65942478179931614.8396987915039067.9%
Lower-middle-income countries201023.04363822937011726.9319572448730477.8%
Lower-middle-income countries197319.90249824523925823.249776840209967.8%
Lower-middle-income countries189013.70756244659423815.9808502197265627.7%
Lower-middle-income countries192015.84823608398437518.4237499237060557.5%
Lower-middle-income countries198215.183529853820817.6454277038574227.5%
Lower-middle-income countries200521.0540161132812524.4642181396484387.5%
Lower-middle-income countries200620.9478416442871124.32019615173347.4%
Lower-middle-income countries202120.06753540039062523.292188644409187.4%
Lower-middle-income countries202220.4860153198242223.7746677398681647.4%
Lower-middle-income countries202421.19115066528320324.588296890258797.4%
Low-income countries194810.66249179840087912.368137359619147.4%
Lower-middle-income countries202320.58836746215820323.8801860809326177.4%
Lower-middle-income countries196322.05900382995605525.577907562255867.4%
Lower-middle-income countries186912.97670745849609415.038109779357917.4%
Low-income countries194910.8817749023437512.6019849777221687.3%
Lower-middle-income countries199920.62933731079101623.884922027587897.3%
Lower-middle-income countries201626.9169845581054731.1558990478515627.3%
Lower-middle-income countries200320.27577209472656223.453748703002937.3%
Lower-middle-income countries199621.1310558319091824.4408817291259777.3%
Low-income countries194710.51218891143798812.1332063674926767.2%
Lower-middle-income countries201123.2947864532470726.880641937255867.1%
Lower-middle-income countries188913.48669815063476615.5502281188964847.1%
Lower-middle-income countries188713.33040428161621115.3561706542968757.1%
Low-income countries194610.14475536346435511.6813106536865237.0%
Lower-middle-income countries199522.06310081481933625.3985309600830087.0%
Lower-middle-income countries201924.374023437528.0293693542480477.0%
Lower-middle-income countries199116.68839073181152319.1903266906738287.0%
Lower-middle-income countries188813.32059669494628915.294847488403326.9%
Lower-middle-income countries200220.32723236083984423.324666976928716.9%
Lower-middle-income countries188613.4030389785766615.3773717880249026.9%
Low-income countries19130.155667394399642940.1784566491842276.8%
Lower-middle-income countries186613.7054176330566415.7061033248901376.8%
~ global_carbon_budget.emissions_from_land_use_change 🟡 median anomaly score 2.8%changed data
~ Changed values: 525 / 47,784 (1.10%) — showing the 100 most anomalous rows
countryyearemissions_from_land_use_change -emissions_from_land_use_change +anomaly score
Low-income countries1908-1116161.0100103.875100%
Low-income countries1907628522.8751845410.549%
Low-income countries19061730249.52947723.526%
Low-income countries19101803459.6252929333.524%
Low-income countries1909-3798174.75-2582533.019%
Lower-middle-income countries1907417859136.0596019712.018%
Low-income countries19112673805.03762965.7517%
Lower-middle-income countries1905429672288.0602310464.017%
Lower-middle-income countries1908421433696.0590351488.017%
Lower-middle-income countries1906441896128.0613160256.016%
Lower-middle-income countries1904441876576.0609814592.016%
Lower-middle-income countries1913456515808.0625275456.016%
Lower-middle-income countries1910446710304.0611703744.016%
Lower-middle-income countries1912460960960.0630994496.016%
Lower-middle-income countries1909421697472.0577031552.016%
Lower-middle-income countries1915483939136.0661028096.015%
Lower-middle-income countries1917459774816.0628019584.015%
Lower-middle-income countries1919471459200.0641042624.015%
Lower-middle-income countries1903439316032.0597251520.015%
Lower-middle-income countries1918487360480.0662403584.015%
Lower-middle-income countries1911452834240.0615096832.015%
Lower-middle-income countries19761074366336.01457187328.015%
Lower-middle-income countries1916474759328.0643652032.015%
Lower-middle-income countries19751085310720.01467910528.015%
Lower-middle-income countries1901455132864.0605499200.014%
Lower-middle-income countries1902475383392.0630965440.014%
Lower-middle-income countries1914490351168.0646472640.014%
Lower-middle-income countries1900462964576.0601371264.013%
Lower-middle-income countries20141557594368.02001106816.012%
Lower-middle-income countries1979972112192.01222074368.011%
Lower-middle-income countries1878329993152.0408593408.011%
Lower-middle-income countries1879327687328.0404792608.011%
Lower-middle-income countries1872337068832.0415754880.010%
Low-income countries19055223287.56440871.010%
Lower-middle-income countries1898552654528.0680089344.010%
Lower-middle-income countries1874339118880.0416189120.010%
Lower-middle-income countries1871327277760.0400205088.010%
Lower-middle-income countries1875332196672.0406137248.010%
Lower-middle-income countries1873340263616.0415798048.010.0%
Lower-middle-income countries19781111799296.01357956096.010.0%
Lower-middle-income countries1895561901184.0685685248.09.9%
Lower-middle-income countries1899555008320.0677260544.09.9%
Lower-middle-income countries1897566161792.0689113856.09.8%
Lower-middle-income countries1896554990208.0674552128.09.7%
Lower-middle-income countries20001357445376.01649441152.09.7%
Lower-middle-income countries19741235495936.01498137728.09.6%
Lower-middle-income countries20151356053248.01643470848.09.6%
Lower-middle-income countries1880379746336.0459436384.09.5%
Lower-middle-income countries1870333452768.0402839264.09.4%
Lower-middle-income countries1980975641984.01174701952.09.3%
Lower-middle-income countries1877329713984.0394524736.08.9%
Lower-middle-income countries20071380344064.01650386944.08.9%
Lower-middle-income countries1891571488192.0683079488.08.9%
Lower-middle-income countries1876334635424.0399567680.08.8%
Low-income countries19125564703.56632247.08.8%
Lower-middle-income countries1894564414016.0672476224.08.7%
Lower-middle-income countries19771385632256.01647836672.08.6%
Lower-middle-income countries1892570897408.0678827840.08.6%
Lower-middle-income countries1867346725568.0411748480.08.6%
Lower-middle-income countries1881432872896.0513845824.08.6%
Lower-middle-income countries1882467818496.0554991936.08.5%
Lower-middle-income countries1893558806848.0662589760.08.5%
Lower-middle-income countries20091469202432.01740866432.08.5%
Lower-middle-income countries1884486878176.0574437440.08.3%
Lower-middle-income countries20041302900864.01536958976.08.2%
Lower-middle-income countries20181285487616.01512623360.08.1%
Lower-middle-income countries1868334420544.0392384032.08.0%
Lower-middle-income countries1883473988640.0555621504.07.9%
Lower-middle-income countries20101501944832.01755378816.07.8%
Lower-middle-income countries19731244754944.01454102528.07.8%
Lower-middle-income countries1890564252288.0657828928.07.7%
Lower-middle-income countries1920757027840.0880053184.07.5%
Lower-middle-income countries1982839884928.0976066176.07.5%
Lower-middle-income countries20051248737280.01451000192.07.5%
Lower-middle-income countries20061263938432.01467417600.07.4%
Lower-middle-income countries2021934565760.01084741248.07.4%
Lower-middle-income countries2022980336064.01137710976.07.4%
Lower-middle-income countries2024971722048.01127498368.07.4%
Low-income countries1948610401664.0708045696.07.4%
Lower-middle-income countries2023977031616.01133246464.07.4%
Lower-middle-income countries19631533835648.01778516736.07.4%
Lower-middle-income countries1869331680736.0384369536.07.4%
Low-income countries1949618445696.0716210688.07.3%
Lower-middle-income countries19991353667712.01567294592.07.3%
Lower-middle-income countries20161447206016.01675113600.07.3%
Lower-middle-income countries20031484431744.01717098112.07.3%
Lower-middle-income countries19961382357248.01598880256.07.3%
Low-income countries1947607419328.0701085504.07.2%
Lower-middle-income countries20111489132288.01718360064.07.1%
Lower-middle-income countries1889517219648.0596356736.07.1%
Lower-middle-income countries1887507731904.0584889792.07.1%
Low-income countries1946591197440.0680741952.07.0%
Lower-middle-income countries19951385139200.01594540160.07.0%
Lower-middle-income countries20191191201792.01369845120.07.0%
Lower-middle-income countries1991954625728.01097743872.07.0%
Lower-middle-income countries1888506240672.0581270784.06.9%
Lower-middle-income countries20021238679680.01421334272.06.9%
Lower-middle-income countries1886502626208.0576665536.06.9%
Low-income countries19137192250.58245174.56.8%
Lower-middle-income countries1866359214784.0411652128.06.8%
~ global_carbon_budget.population 🟡 median anomaly score 2.7%changed metadatachanged data
metadata diff
- description: Population by country and year.
- display:
-   isProjection: <% if (variant is defined) and (variant != 'estimates') -%> true <%- else -%> false
-   <%- endif -%>
-   roundingMode: significantFigures
-   numSignificantFigures: 4
~ Changed values: 24,924 / 47,784 (52.16%) (24,237 revised, 587 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearpopulation -population +anomaly score
Singapore182030381100094%
Singapore181930126100094%
Singapore180030000100094%
Singapore180130000100094%
Singapore180230000100094%
Singapore180330000100094%
Singapore180430000100094%
Singapore180530000100094%
Singapore180630000100094%
Singapore180730000100094%
Singapore180830000100094%
Singapore180930000100094%
Singapore181030000100094%
Singapore181130000100094%
Singapore181230000100094%
Singapore181330000100094%
Singapore181430000100094%
Singapore181530000100094%
Singapore181630000100094%
Singapore181730000100094%
Singapore181830000100094%
Sierra Leone17601543541706193%
Sierra Leone17701715046157193%
Sierra Leone17501389137255093%
Sierra Leone17801905650608193%
Sierra Leone17902117355059193%
Brunei180022581500074%
Brunei180122581500074%
Brunei180222581500074%
Brunei180322581500074%
Brunei180422581500074%
Brunei180522581500074%
Brunei180622581500074%
Brunei180722581500074%
Brunei180822581500074%
Brunei180922581500074%
Brunei181022581500074%
Brunei181122601500074%
Brunei181222641500074%
Brunei181322711500074%
Brunei181422801500074%
Brunei181522921500073%
Brunei181623061500073%
Brunei181723231500073%
Marshall Islands1925721091125473%
Brunei181823421500073%
Brunei181923641500073%
Brunei182023881500073%
Marshall Islands1924704701127172%
Brunei182124151500072%
Marshall Islands1927755001229672%
Brunei182224451500072%
Marshall Islands1923688691128972%
Brunei182324781500072%
Marshall Islands1926737851229671%
Brunei182425141500071%
Marshall Islands1922673051130671%
Bhutan18003922876636471%
Bhutan18013922876662971%
Marshall Islands1928772551313071%
Brunei182525521500071%
Bhutan18023922876689671%
Bhutan18033922876716471%
Bhutan18043922876743271%
Marshall Islands1921657761132371%
Bhutan18053922876770271%
Brunei182625941500071%
Bhutan18063922876797370%
Bhutan18073922876824570%
Bhutan18083922876851870%
Bhutan18093922876879270%
Brunei182726391500070%
Bhutan18103922876906770%
Marshall Islands1920642821134170%
Bhutan18113922876934370%
Bhutan18123922876962170%
Bhutan18133922876989970%
Bhutan18143922877017970%
Brunei182826871500070%
Bhutan18153922877045970%
Bhutan18163922877074169%
Marshall Islands1919628211135869%
Bhutan18173922877102469%
Bhutan18183922877130869%
Brunei182927381500069%
Bhutan18193918957159369%
Bhutan18203911147188069%
Bhutan18213899447216769%
Marshall Islands1918613941137569%
Brunei183027931500069%
Bhutan18223883897245669%
Bhutan18233864497274668%
Marshall Islands1917599991139368%
Bhutan18243845207303768%
Brunei183128511500068%
Singapore182130767587468%
Marshall Islands1929772091479768%
Bhutan18253826007332968%
Bhutan18263806897362268%
Brunei183229101500068%
~ global_carbon_budget.growth_emissions_total 🟡 median anomaly score 2.6%changed data
~ Changed values: 381 / 47,784 (0.80%) — showing the 100 most anomalous rows
countryyeargrowth_emissions_total -growth_emissions_total +anomaly score
Lower-middle-income countries1958-5257024.012500688.0100%
Lower-middle-income countries1936-1789484.02163460.0100%
Lower-middle-income countries19321366732.0-2448364.0100%
Upper-middle-income countries1931-411744.0208560.0100%
Lower-middle-income countries189495130.0-250148.0100%
Lower-middle-income countries1930101400.02020520.090%
Lower-middle-income countries19413432800.0259392.086%
Lower-middle-income countries1933-678380.0-63032.083%
Lower-middle-income countries20012935168.021382016.076%
Lower-middle-income countries19753468544.019781632.070%
Upper-middle-income countries1938-995392.0-4415456.063%
Lower-middle-income countries201935525632.0127712768.056%
Lower-middle-income countries19531455552.04372432.050%
Low-income countries2009-1568432.0-555552.048%
Lower-middle-income countries194410317392.04192376.042%
Lower-middle-income countries195116846432.07469432.039%
Lower-middle-income countries196610013664.022056896.038%
Lower-middle-income countries19488827728.04075456.037%
Lower-middle-income countries19463704456.01710832.037%
Lower-middle-income countries19383052464.06472544.036%
Upper-middle-income countries19323460256.07275328.036%
Lower-middle-income countries196010653952.021042944.033%
Lower-middle-income countries19616754048.013058560.032%
Lower-middle-income countries193712231984.06358508.032%
Lower-middle-income countries1893480804.0924589.032%
Lower-middle-income countries195919360080.010152752.031%
Lower-middle-income countries194012435344.06803896.029%
Lower-middle-income countries1914361364.0647896.028%
Lower-middle-income countries1910-699068.0-391970.028%
Upper-middle-income countries19431388768.0784064.028%
Lower-middle-income countries195614955520.08544432.027%
Low-income countries1998-961792.0-550816.027%
Upper-middle-income countries198019789568.034118912.027%
Lower-middle-income countries197439588416.023231744.026%
Upper-middle-income countries2015-87042048.0-142763008.024%
Lower-middle-income countries19476437488.03960784.024%
Lower-middle-income countries201589249280.0144662016.024%
Low-income countries2010-164160.0-104128.022%
Lower-middle-income countries19677671200.04877312.022%
Lower-middle-income countries197119124928.029900800.022%
Lower-middle-income countries19261862708.01200916.022%
Lower-middle-income countries1903323956.0497914.021%
Lower-middle-income countries192597828.0148372.021%
Lower-middle-income countries200270923520.046848640.020%
Lower-middle-income countries1892504257.0736393.019%
Upper-middle-income countries1900-649828.0-445832.019%
Lower-middle-income countries198044101888.030359360.018%
Lower-middle-income countries2018133352448.0192447744.018%
Upper-middle-income countries2014201806848.0140470272.018%
Lower-middle-income countries195521382608.014970272.018%
Upper-middle-income countries2016-78813184.0-111523840.017%
Lower-middle-income countries194910958296.07952888.016%
Lower-middle-income countries19348774380.06387524.016%
Lower-middle-income countries2014166464768.0227947008.016%
Lower-middle-income countries200478229504.0106846848.015%
Lower-middle-income countries199249454976.067206912.015%
Upper-middle-income countries193716484672.022358112.015%
Low-income countries1982321472.0432864.015%
Upper-middle-income countries1949-11881664.0-8876224.014%
Lower-middle-income countries199366261632.049570432.014%
Lower-middle-income countries196410092448.013458752.014%
Lower-middle-income countries1896594089.0785950.014%
Lower-middle-income countries19455899496.04470544.014%
Lower-middle-income countries1909-568436.0-432162.014%
Low-income countries19971625552.01239376.013%
Lower-middle-income countries2011124479744.0161540096.013%
Lower-middle-income countries2017119659776.0154667008.013%
Upper-middle-income countries2020-111854592.0-143886336.013%
Lower-middle-income countries198429640896.023261824.012%
Upper-middle-income countries1926-3092608.0-2430816.012%
Lower-middle-income countries200365013632.082691328.012%
Lower-middle-income countries196819311008.024531584.012%
Upper-middle-income countries19309156352.07237232.012%
Upper-middle-income countries1941-15263872.0-12090432.012%
Upper-middle-income countries1967-13483008.0-10707456.011%
Lower-middle-income countries2024166733824.0209392640.011%
Lower-middle-income countries199134296448.042750080.011%
Upper-middle-income countries19468463072.010456704.011%
Upper-middle-income countries199294650880.076918272.010%
Upper-middle-income countries18941519942.01865220.010%
Upper-middle-income countries19272969088.02425248.010%
Lower-middle-income countries18775580.04575.09.9%
Lower-middle-income countries200058534272.071367424.09.9%
Low-income countries19803388384.02801488.09.5%
Lower-middle-income countries199475252480.090905216.09.4%
Upper-middle-income countries2024249182208.0206442496.09.4%
Lower-middle-income countries2020-187064576.0-155421696.09.2%
Lower-middle-income countries1922-784480.0-652652.09.2%
Lower-middle-income countries19272797432.03341280.08.9%
Upper-middle-income countries197485318656.0101696256.08.8%
Upper-middle-income countries194824788000.029540256.08.7%
Upper-middle-income countries2019586296320.0493779968.08.6%
Lower-middle-income countries195212013808.010135048.08.5%
Lower-middle-income countries198647206656.039876480.08.4%
Lower-middle-income countries197819411584.016399232.08.4%
Lower-middle-income countries1897887271.01043622.08.1%
Lower-middle-income countries19391363168.01159184.08.1%
Upper-middle-income countries19283231904.02749264.08.1%
Lower-middle-income countries19212928212.03432136.07.9%
Lower-middle-income countries1931-3627404.0-4247692.07.9%
~ global_carbon_budget.pct_traded_emissions 🟡 median anomaly score 2.5%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyearpct_traded_emissions -pct_traded_emissions +anomaly score
Lower-middle-income countries1990-13.076708793640137-8.7433815002441420%
Lower-middle-income countries2018-11.986686706542969-8.73845291137695316%
Lower-middle-income countries1992-10.08159065246582-7.36003637313842816%
Lower-middle-income countries2002-19.178253173828125-14.08735656738281215%
Lower-middle-income countries1999-15.855237007141113-11.68227386474609415%
Lower-middle-income countries2016-11.552018165588379-8.81384754180908213%
Lower-middle-income countries1991-13.521778106689453-10.34060096740722713%
Lower-middle-income countries2012-9.59804630279541-7.38443374633789113%
Lower-middle-income countries2011-10.667885780334473-8.2545299530029313%
Lower-middle-income countries2000-19.49893569946289-15.09621429443359413%
Lower-middle-income countries1994-13.486806869506836-10.46538829803466813%
Lower-middle-income countries2013-15.350632667541504-11.93205642700195313%
Lower-middle-income countries2008-11.032236099243164-8.5943365097045912%
Lower-middle-income countries2005-14.427521705627441-11.25129604339599612%
Lower-middle-income countries2010-9.769097328186035-7.656840324401855512%
Lower-middle-income countries1996-15.454360961914062-12.18373203277587912%
Lower-middle-income countries1993-13.166716575622559-10.40856456756591812%
Lower-middle-income countries2015-10.79725170135498-8.53936195373535212%
Lower-middle-income countries2017-11.077570915222168-8.77468776702880912%
Lower-middle-income countries1995-13.671133041381836-10.92109012603759811%
Lower-middle-income countries2001-17.802518844604492-14.26984214782714811%
Lower-middle-income countries2004-15.838135719299316-12.69849395751953111%
Lower-middle-income countries2003-16.54431915283203-13.28275775909423811%
Lower-middle-income countries1997-15.261112213134766-12.42253875732421910%
Lower-middle-income countries2007-12.074673652648926-9.83258533477783210%
Lower-middle-income countries2019-10.998811721801758-9.096926689147959.5%
Lower-middle-income countries2006-14.881393432617188-12.4501886367797858.9%
Lower-middle-income countries2009-8.426922798156738-7.0645890235900888.8%
Lower-middle-income countries2014-10.822307586669922-9.2993707656860357.6%
Lower-middle-income countries1998-15.145697593688965-13.3844757080078126.2%
Lower-middle-income countries2022-12.10329818725586-10.8592519760131845.4%
Lower-middle-income countries2021-10.72753620147705-9.7251796722412114.9%
Lower-middle-income countries2023-12.592225074768066-11.4879379272460944.6%
Upper-middle-income countries2018-10.039921760559082-10.8967161178588874.1%
Upper-middle-income countries1999-12.46573543548584-13.491940498352054.0%
Upper-middle-income countries2002-15.162189483642578-16.3883094787597663.9%
Upper-middle-income countries1990-10.533182144165039-11.3667964935302733.8%
Upper-middle-income countries2000-14.160987854003906-15.2593545913696293.7%
Upper-middle-income countries1996-11.493724822998047-12.2249393463134773.1%
Upper-middle-income countries1993-9.30289077758789-9.8862142562866213.0%
Low-income countries2022-67.6241226196289-63.6780700683593753.0%
Upper-middle-income countries2013-11.501720428466797-12.2092781066894533.0%
Upper-middle-income countries2001-14.1097412109375-14.97259807586673.0%
Upper-middle-income countries2016-11.396154403686523-12.0925884246826173.0%
Low-income countries2021-68.21269989013672-64.443023681640622.8%
Low-income countries2023-68.30686950683594-64.577507019042972.8%
Upper-middle-income countries1992-9.828163146972656-10.3746061325073242.7%
Upper-middle-income countries1991-11.28476333618164-11.9084253311157232.7%
Upper-middle-income countries2017-11.001412391662598-11.5966024398803712.6%
Low-income countries2018-71.4931640625-67.826965332031252.6%
Upper-middle-income countries1997-12.432256698608398-13.0829381942749022.6%
Upper-middle-income countries2019-10.234334945678711-10.7531194686889652.5%
Upper-middle-income countries1994-12.778188705444336-13.4249429702758792.5%
Upper-middle-income countries2015-10.604862213134766-11.1412782669067382.5%
Lower-middle-income countries2020-9.841476440429688-9.3723678588867192.4%
Low-income countries2019-72.42363739013672-69.001525878906252.4%
Low-income countries2020-72.40930938720703-69.137092590332032.3%
Upper-middle-income countries1995-12.99566650390625-13.5864086151123052.2%
Upper-middle-income countries2003-17.71744155883789-18.4473705291748052.0%
Upper-middle-income countries2004-18.232358932495117-18.9372920989990231.9%
Upper-middle-income countries2012-12.516335487365723-13.0001420974731451.9%
Upper-middle-income countries2011-13.797398567199707-14.3129930496215821.8%
Upper-middle-income countries2005-19.1824951171875-19.8847637176513671.8%
Upper-middle-income countries2010-14.427105903625488-14.8908243179321291.6%
Upper-middle-income countries2008-17.357376098632812-17.906690597534181.6%
Upper-middle-income countries1998-13.787364959716797-14.2118625640869141.5%
Upper-middle-income countries2022-11.95333194732666-12.31659221649171.5%
Upper-middle-income countries2014-11.901134490966797-12.2564468383789061.5%
Upper-middle-income countries2006-18.975997924804688-19.526067733764651.4%
Upper-middle-income countries2007-17.470149993896484-17.9670715332031251.4%
Upper-middle-income countries2021-11.42111587524414-11.739807128906251.4%
Upper-middle-income countries2023-11.64052677154541-11.9516324996948241.3%
Upper-middle-income countries2009-14.367798805236816-14.6972293853759771.1%
Low-income countries2006-89.62895202636719-87.768936157226561.0%
Upper-middle-income countries2020-10.768187522888184-10.9458284378051760.82%
Low-income countries2016-70.37482452392578-69.372611999511720.72%
Low-income countries2015-70.93633270263672-70.104301452636720.59%
Low-income countries2012-82.3779067993164-81.560417175292970.50%
Low-income countries2017-73.00609588623047-72.376136779785160.43%
Low-income countries2009-87.35462951660156-86.616165161132810.42%
Low-income countries2011-84.32676696777344-83.623054504394530.42%
Low-income countries2010-87.67024993896484-86.947792053222660.41%
Low-income countries1996-92.51438903808594-91.786026000976560.40%
Low-income countries1998-92.37169647216797-91.660484313964840.39%
Low-income countries1995-93.65299224853516-92.94838714599610.38%
Low-income countries1999-90.80912017822266-90.136711120605470.37%
Low-income countries2014-73.697265625-73.166824340820310.36%
Low-income countries1993-93.88048553466797-93.277542114257810.32%
Low-income countries2013-76.74114227294922-76.255332946777340.32%
Low-income countries2007-88.65321350097656-88.093208312988280.32%
Low-income countries2002-88.8629379272461-88.316085815429690.31%
Low-income countries1994-94.16026306152344-93.582351684570310.31%
Low-income countries1992-94.42652130126953-93.873687744140620.29%
Low-income countries2003-89.9546127319336-89.430099487304690.29%
Low-income countries2000-88.83808898925781-88.331626892089840.29%
Low-income countries2005-89.56707763671875-89.057678222656250.29%
Low-income countries2008-87.65978240966797-87.162635803222660.28%
Low-income countries1997-92.93714141845703-92.439216613769530.27%
Low-income countries1991-95.00910949707031-94.504470825195310.27%
Low-income countries2004-89.99668884277344-89.521469116210940.26%
~ global_carbon_budget.cumulative_emissions_from_land_use_change 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 47,784 (1.10%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_land_use_change -cumulative_emissions_from_land_use_change +anomaly score
Lower-middle-income countries191934714693632.041536385024.08.9%
Lower-middle-income countries192035471720448.042416439296.08.9%
Lower-middle-income countries191834243231744.040895344640.08.9%
Lower-middle-income countries192136349648896.043387842560.08.8%
Lower-middle-income countries191733755871232.040232939520.08.8%
Lower-middle-income countries192237305712640.044420771840.08.7%
Lower-middle-income countries191633296097280.039604920320.08.7%
Lower-middle-income countries192338309478400.045485858816.08.6%
Lower-middle-income countries191532821338112.038961266688.08.6%
Lower-middle-income countries191432337399808.038300241920.08.4%
Lower-middle-income countries192439350317056.046591528960.08.4%
Lower-middle-income countries191331847047168.037653766144.08.4%
Lower-middle-income countries192540424714240.047723917312.08.3%
Lower-middle-income countries191231390531584.037028491264.08.2%
Lower-middle-income countries192641528717312.048873406464.08.1%
Lower-middle-income countries191130929571840.036397498368.08.1%
Lower-middle-income countries191030476736512.035782402048.08.0%
Lower-middle-income countries192742658144256.050045456384.08.0%
Lower-middle-income countries190930030026752.035170697216.07.9%
Lower-middle-income countries192843811713024.051243388928.07.8%
Lower-middle-income countries190829608329216.034593665024.07.8%
Lower-middle-income countries192944977254400.052442398720.07.7%
Lower-middle-income countries190729186895872.034003314688.07.6%
Lower-middle-income countries193046186422272.053681696768.07.5%
Lower-middle-income countries190628769036288.033407295488.07.5%
Lower-middle-income countries193147417364480.054974423040.07.4%
Lower-middle-income countries190528327139328.032794134528.07.3%
Lower-middle-income countries193248658735104.056278425600.07.3%
Lower-middle-income countries190427897466880.032191823872.07.1%
Lower-middle-income countries193349931046912.057613082624.07.1%
Lower-middle-income countries193451206250496.058945191936.07.0%
Lower-middle-income countries190327455590400.031582009344.07.0%
Lower-middle-income countries193552501958656.060299632640.06.9%
Lower-middle-income countries190227016275968.030984757248.06.8%
Lower-middle-income countries193653802668032.061658914816.06.8%
Lower-middle-income countries193755118409728.063037591552.06.7%
Lower-middle-income countries190126540892160.030353793024.06.7%
Lower-middle-income countries193856443633664.064423010304.06.6%
Lower-middle-income countries190026085758976.029748293632.06.6%
Lower-middle-income countries193957772670976.065808392192.06.5%
Lower-middle-income countries189925622794240.029146920960.06.4%
Lower-middle-income countries189825067786240.028469661696.06.4%
Lower-middle-income countries194059251134464.067265572864.06.3%
Lower-middle-income countries189724515131392.027789572096.06.3%
Lower-middle-income countries189623948969984.027100459008.06.2%
Lower-middle-income countries194160823695360.068779704320.06.1%
Lower-middle-income countries189523393980416.026425905152.06.1%
Lower-middle-income countries189422832078848.025740220416.06.0%
Lower-middle-income countries194262433558528.070307160064.05.9%
Lower-middle-income countries189322267664384.025067745280.05.9%
Lower-middle-income countries189221708857344.024405155840.05.8%
Lower-middle-income countries189121137960960.023726327808.05.8%
Lower-middle-income countries194364081588224.071860797440.05.7%
Lower-middle-income countries189020566472704.023043248128.05.7%
Lower-middle-income countries188920002220032.022385418240.05.6%
Lower-middle-income countries188819484999680.021789061120.05.6%
Lower-middle-income countries188718978758656.021207791616.05.5%
Lower-middle-income countries194465751760896.073432760320.05.5%
Lower-middle-income countries188618471026688.020622901248.05.5%
Lower-middle-income countries188517968400384.020046235648.05.5%
Lower-middle-income countries188417464913920.019474319360.05.4%
Lower-middle-income countries188316978035712.018899881984.05.4%
Lower-middle-income countries194567431440384.075006992384.05.3%
Lower-middle-income countries188216504046592.018344259584.05.3%
Lower-middle-income countries2024183275487232.0203412275200.05.2%
Lower-middle-income countries2023182303768576.0202284777472.05.2%
Lower-middle-income countries2022181326741504.0201151528960.05.2%
Lower-middle-income countries188116036228096.017789267968.05.2%
Lower-middle-income countries2021180346404864.0200013824000.05.2%
Lower-middle-income countries2020179411845120.0198929072128.05.2%
Lower-middle-income countries2019178247122944.0197601542144.05.1%
Lower-middle-income countries2018177055924224.0196231708672.05.1%
Lower-middle-income countries194669135245312.076590899200.05.1%
Lower-middle-income countries2017175770435584.0194719088640.05.1%
Lower-middle-income countries2016174155169792.0192901005312.05.1%
Lower-middle-income countries2015172707954688.0191225905152.05.1%
Lower-middle-income countries188015603355648.017275422720.05.1%
Lower-middle-income countries2014171351900160.0189582426112.05.1%
Lower-middle-income countries2013169794306048.0187581317120.05.0%
Lower-middle-income countries187915223609344.016815985664.05.0%
Lower-middle-income countries2012168273657856.0185862930432.05.0%
Lower-middle-income countries2011166782287872.0184179195904.05.0%
Lower-middle-income countries2010165293146112.0182460841984.04.9%
Lower-middle-income countries194770846922752.078173839360.04.9%
Lower-middle-income countries2009163791208448.0180705460224.04.9%
Lower-middle-income countries2008162322006016.0178964594688.04.9%
Lower-middle-income countries2007160766164992.0177184358400.04.9%
Lower-middle-income countries187814895921152.016411192320.04.8%
Lower-middle-income countries2006159385829376.0175533965312.04.8%
Lower-middle-income countries2005158121885696.0174066548736.04.8%
Lower-middle-income countries2004156873146368.0172615548928.04.8%
Lower-middle-income countries2003155570257920.0171078582272.04.7%
Lower-middle-income countries2002154085818368.0169361489920.04.7%
Lower-middle-income countries194872578310144.079768690688.04.7%
Lower-middle-income countries2001152847138816.0167940161536.04.7%
Lower-middle-income countries187714565927936.016002598912.04.7%
Lower-middle-income countries2000151607148544.0166521176064.04.7%
Lower-middle-income countries1999150249701376.0164871733248.04.6%
Lower-middle-income countries1998148896022528.0163304439808.04.6%
Lower-middle-income countries1997147322372096.0161529741312.04.6%
~ global_carbon_budget.cumulative_emissions_from_land_use_change_as_share_of_global 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 47,784 (1.10%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_land_use_change_as_share_of_global -cumulative_emissions_from_land_use_change_as_share_of_global +anomaly score
Lower-middle-income countries191913.20414543151855515.7988557815551768.9%
Lower-middle-income countries192013.25132751464843815.8456974029541028.9%
Lower-middle-income countries191813.2457542419433615.8188838958740238.9%
Lower-middle-income countries192113.33100891113281215.9122228622436528.8%
Lower-middle-income countries191713.28419494628906215.8331623077392588.8%
Lower-middle-income countries192213.43253612518310515.9944314956665048.7%
Lower-middle-income countries191613.33730888366699215.864414215087898.7%
Lower-middle-income countries192313.54195880889892616.0787258148193368.6%
Lower-middle-income countries191513.39072895050048815.8957500457763678.6%
Lower-middle-income countries191413.44302082061767615.9218416213989268.4%
Lower-middle-income countries192413.66289806365966816.1771335601806648.4%
Lower-middle-income countries191313.49880790710449215.9600658416748058.4%
Lower-middle-income countries192513.78472042083740216.273729324340828.3%
Lower-middle-income countries191213.5710792541503916.00853919982918.2%
Lower-middle-income countries192613.91136550903320316.3717021942138678.1%
Lower-middle-income countries191113.6471662521362316.0597991943359388.1%
Lower-middle-income countries191013.73619747161865216.1275196075439458.0%
Lower-middle-income countries192714.04175949096679716.473436355590828.0%
Lower-middle-income countries190913.83403301239013716.202201843261727.9%
Lower-middle-income countries192814.17297267913818416.577100753784187.8%
Lower-middle-income countries190813.96132850646972716.3120841979980477.8%
Lower-middle-income countries192914.3010120391845716.6746368408203127.7%
Lower-middle-income countries190714.08956813812255916.4146270751953127.6%
Lower-middle-income countries193014.43587207794189516.77857017517097.5%
Lower-middle-income countries190614.22247982025146516.5154857635498057.5%
Lower-middle-income countries193114.56905364990234416.890970230102547.4%
Lower-middle-income countries190514.34960365295410216.6124382019042977.3%
Lower-middle-income countries193214.69911575317382817.0009174346923837.3%
Lower-middle-income countries190414.48442363739013716.7140617370605477.1%
Lower-middle-income countries193314.83602905273437517.1185951232910167.1%
Lower-middle-income countries193414.9670276641845717.2290363311767587.0%
Lower-middle-income countries190314.6171531677246116.814025878906257.0%
Lower-middle-income countries193515.10245513916015617.3454952239990236.9%
Lower-middle-income countries190214.74943351745605516.9160118103027346.8%
Lower-middle-income countries193615.2293224334716817.4531021118164066.8%
Lower-middle-income countries193715.35719490051269517.563652038574226.7%
Lower-middle-income countries190114.86547756195068417.001071929931646.7%
Lower-middle-income countries193815.48202800750732417.6707057952880866.6%
Lower-middle-income countries190014.99569129943847717.101140975952156.6%
Lower-middle-income countries193915.6053438186645517.7759246826171886.5%
Lower-middle-income countries189915.11720180511474617.196403503417976.4%
Lower-middle-income countries189815.18640804290771517.2473106384277346.4%
Lower-middle-income countries194015.76019954681396517.8919582366943366.3%
Lower-middle-income countries189715.25749301910400417.2954082489013676.3%
Lower-middle-income countries189615.32238292694091817.338684082031256.2%
Lower-middle-income countries194115.9288806915283218.0124492645263676.1%
Lower-middle-income countries189515.39125156402587917.3860015869140626.1%
Lower-middle-income countries189415.45786762237548817.426750183105476.0%
Lower-middle-income countries194216.10146903991699218.132053375244145.9%
Lower-middle-income countries189315.52819347381591817.480808258056645.9%
Lower-middle-income countries189215.59739112854003917.534627914428715.8%
Lower-middle-income countries189115.65763950347900417.5749359130859385.8%
Lower-middle-income countries194316.27902984619140618.255228042602545.7%
Lower-middle-income countries189015.72422790527343817.6178627014160165.7%
Lower-middle-income countries188915.78975868225097717.671054840087895.6%
Lower-middle-income countries188815.8616571426391617.737264633178715.6%
Lower-middle-income countries188715.94277954101562517.815240859985355.5%
Lower-middle-income countries194416.45970535278320318.382499694824225.5%
Lower-middle-income countries188616.0291271209716817.896518707275395.5%
Lower-middle-income countries188516.11746406555175817.9812583923339845.5%
Lower-middle-income countries188416.21191024780273418.0771522521972665.4%
Lower-middle-income countries188316.3282337188720718.176527023315435.4%
Lower-middle-income countries194516.63600158691406218.504964828491215.3%
Lower-middle-income countries188216.4652767181396518.3011665344238285.3%
Lower-middle-income countries202420.2078113555908222.4280776977539065.2%
Lower-middle-income countries202320.2028141021728522.4170989990234385.2%
Lower-middle-income countries202220.20077514648437522.409362792968755.2%
Lower-middle-income countries188116.6089401245117218.4245853424072275.2%
Lower-middle-income countries202120.19924736022949222.402046203613285.2%
Lower-middle-income countries202020.1999378204345722.3973770141601565.2%
Lower-middle-income countries201920.17137718200683622.361625671386725.1%
Lower-middle-income countries201820.1480026245117222.330104827880865.1%
Lower-middle-income countries194616.81459808349609418.6279106140136725.1%
Lower-middle-income countries201720.11346244812011722.2817630767822275.1%
Lower-middle-income countries201620.0504074096679722.2086086273193365.1%
Lower-middle-income countries201520.00763893127441422.1528816223144535.1%
Lower-middle-income countries188016.78712844848632818.5860500335693365.1%
Lower-middle-income countries201420.00144767761230522.129449844360355.1%
Lower-middle-income countries201319.96904373168945322.060926437377935.0%
Lower-middle-income countries187917.0429000854492218.8255729675292975.0%
Lower-middle-income countries201219.93839073181152322.0225067138671885.0%
Lower-middle-income countries201119.9193935394287121.997165679931645.0%
Lower-middle-income countries201019.8934249877929721.9595966339111334.9%
Lower-middle-income countries194716.99210166931152318.7494087219238284.9%
Lower-middle-income countries200919.86851882934570321.9202842712402344.9%
Lower-middle-income countries200819.8476295471191421.8825721740722664.9%
Lower-middle-income countries200719.80147552490234421.823696136474614.9%
Lower-middle-income countries187817.37404823303222719.1414031982421884.8%
Lower-middle-income countries200619.76764297485351621.7703971862792974.8%
Lower-middle-income countries200519.75874519348144521.7511749267578124.8%
Lower-middle-income countries200419.74907493591308621.730916976928714.8%
Lower-middle-income countries200319.7452316284179721.7135734558105474.7%
Lower-middle-income countries200219.7402553558349621.697252273559574.7%
Lower-middle-income countries194817.17158889770507818.872789382934574.7%
Lower-middle-income countries200119.7356357574462921.68444824218754.7%
Lower-middle-income countries187717.7190017700195319.46666908264164.7%
Lower-middle-income countries200019.7145328521728521.6539077758789064.7%
Lower-middle-income countries199919.69541549682617221.6121387481689454.6%
Lower-middle-income countries199819.6873111724853521.5924186706542974.6%
Lower-middle-income countries199719.65576362609863321.5513134002685554.6%
~ global_carbon_budget.pct_growth_emissions_total 🟡 median anomaly score 2.5%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearpct_growth_emissions_total -pct_growth_emissions_total +anomaly score
Lower-middle-income countries1958-2.0338654518127446.2111735343933105100%
Lower-middle-income countries19322.6349544525146484-4.329699516296387100%
Lower-middle-income countries1936-2.7429461479187013.3765792846679688100%
Lower-middle-income countries18941.370835304260254-3.327423334121704100%
Upper-middle-income countries1931-0.17643570899963380.0914454460144043100%
Lower-middle-income countries19300.18304586410522463.437697887420654390%
Lower-middle-income countries19413.70981693267822270.298047065734863385%
Lower-middle-income countries1933-1.2742877006530762-0.1165091991424560583%
Lower-middle-income countries20010.161266326904296881.170480251312255976%
Lower-middle-income countries19750.59701204299926763.53102684020996171%
Upper-middle-income countries1938-0.2644002437591553-1.163321733474731463%
Lower-middle-income countries19530.7794260978698733.036248683929443459%
Lower-middle-income countries20190.91696977615356453.039324283599853554%
Low-income countries2009-0.7526576519012451-0.26466250419616748%
Lower-middle-income countries19603.90858650207519539.39774513244628941%
Lower-middle-income countries19662.65636444091796886.35100603103637741%
Lower-middle-income countries19612.3846387863159185.33094406127929738%
Lower-middle-income countries194413.4409065246582036.06160163879394538%
Lower-middle-income countries19384.03327941894531258.91603279113769538%
Upper-middle-income countries19321.48535966873168953.187048435211181636%
Lower-middle-income countries193719.2781333923339849.59978103637695334%
Lower-middle-income countries18937.44419097900390614.02339935302734431%
Lower-middle-income countries1910-2.492159605026245-1.347547769546508830%
Lower-middle-income countries194015.525234222412118.48089408874511729%
Lower-middle-income countries19463.9842247962951662.198290824890136729%
Upper-middle-income countries19430.38653612136840820.2133607864379882829%
Lower-middle-income countries195110.6699104309082035.909192562103271529%
Low-income countries1998-0.6459653377532959-0.3677725791931152327%
Lower-middle-income countries19488.5606460571289064.88094091415405327%
Lower-middle-income countries19140.98975896835327151.713943481445312527%
Upper-middle-income countries19800.471794605255126950.810587406158447326%
Lower-middle-income countries19747.3123335838317874.32628393173217826%
Upper-middle-income countries2015-0.5600929260253906-0.927448272705078125%
Lower-middle-income countries19264.0797591209411622.464389801025390625%
Lower-middle-income countries19714.1277766227722176.694734096527124%
Lower-middle-income countries19597.6456308364868164.74956035614013723%
Low-income countries2010-0.0793755054473877-0.0497400760650634823%
Lower-middle-income countries20152.67094373703002934.14799451828002922%
Lower-middle-income countries20023.89057397842407232.534902095794677721%
Lower-middle-income countries19031.88398361206054692.838194370269775420%
Lower-middle-income countries19671.98231935501098631.32049322128295920%
Lower-middle-income countries18928.46847343444824212.5733137130737320%
Lower-middle-income countries19643.0108451843261724.43776845932006819%
Upper-middle-income countries2016-0.5100011825561523-0.7312834262847918%
Upper-middle-income countries1900-1.6228139400482178-1.1325895786285418%
Upper-middle-income countries20141.31566524505615230.920951366424560518%
Lower-middle-income countries19250.214731693267822270.305402278900146517%
Lower-middle-income countries19806.2343478202819824.39113378524780317%
Lower-middle-income countries193416.69477272033691411.82070922851562517%
Upper-middle-income countries1949-2.607637643814087-1.84912085533142117%
Lower-middle-income countries19924.1774272918701175.85967302322387717%
Lower-middle-income countries19566.7490935325622564.9110293388366716%
Upper-middle-income countries19374.5792698860168466.25929832458496116%
Lower-middle-income countries1909-1.9862115383148193-1.463973522186279315%
Lower-middle-income countries20043.9935469627380375.40262460708618215%
Lower-middle-income countries20183.56470346450805664.7997117042541515%
Low-income countries19820.19247531890869140.2580761909484863315%
Lower-middle-income countries19684.8931598663330086.55518770217895515%
Lower-middle-income countries19476.6583871841430664.97982501983642614%
Lower-middle-income countries20145.242943763732916.993174552917480514%
Lower-middle-income countries2020-4.784518241882324-3.5896420478820814%
Low-income countries19971.1038184165954590.834417343139648414%
Upper-middle-income countries2020-0.6654858589172363-0.878125429153442414%
Lower-middle-income countries19935.3726315498352054.08273935317993214%
Lower-middle-income countries18966.8712115287780768.97828292846679713%
Lower-middle-income countries202110.1655597686767587.808601856231689513%
Lower-middle-income countries19912.9834270477294923.87161970138549813%
Upper-middle-income countries1941-3.520035743713379-2.753263711929321312%
Lower-middle-income countries20033.43282222747802734.36366796493530312%
Upper-middle-income countries1967-0.7252693176269531-0.570613145828247112%
Lower-middle-income countries1922-1.8892288208007812-1.488393545150756812%
Lower-middle-income countries20114.4845938682556155.6900501251220712%
Upper-middle-income countries18946.9621324539184578.77610397338867212%
Upper-middle-income countries1926-1.4570236206054688-1.162058115005493211%
Upper-middle-income countries19304.08378839492797853.27725410461425811%
Lower-middle-income countries19945.7905316352844247.19348192214965811%
Upper-middle-income countries19921.5888810157775881.283478736877441411%
Lower-middle-income countries19843.550696372985842.87950038909912110%
Lower-middle-income countries19873.25338840484619144.00402545928955110%
Lower-middle-income countries20003.32299470901489264.06559705734252910%
Low-income countries19802.1467685699462891.75952911376953129.9%
Lower-middle-income countries20173.30437421798706054.01222705841064459.7%
Lower-middle-income countries18771.7192125320434571.41686201095581059.6%
Upper-middle-income countries19271.4195084571838381.17303133010864269.5%
Upper-middle-income countries19534.0583133697509773.37884426116943369.1%
Lower-middle-income countries19115.59104681015014654.6620011329650889.1%
Upper-middle-income countries19742.79654264450073243.3290147781372078.7%
Upper-middle-income countries19462.27074623107910162.6960492134094248.6%
Lower-middle-income countries19627.2190403938293468.5424423217773448.4%
Lower-middle-income countries19391.73134803771972661.46608352661132818.3%
Upper-middle-income countries20241.34968757629394531.14492177963256848.2%
Lower-middle-income countries19783.06861400604248052.61788368225097667.9%
Lower-middle-income countries19966.6450238227844247.7615857124328617.8%
Lower-middle-income countries19892.2169828414916992.58264541625976567.6%
Lower-middle-income countries190017.41230392456054714.9573802947998057.6%
Upper-middle-income countries20193.61429452896118163.1071305274963387.5%
Lower-middle-income countries19694.0554404258728034.7071933746337897.4%
Upper-middle-income countries19368.8303451538085947.6084494590759287.4%
Upper-middle-income countries19281.52354240417480471.31433010101318367.4%
Upper-middle-income countries19409.40945148468017610.833835601806647.0%
~ global_carbon_budget.consumption_emissions_per_capita 🟡 median anomaly score 2.5%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyearconsumption_emissions_per_capita -consumption_emissions_per_capita +anomaly score
Low-income countries20060.043352425098419190.050909038633108148.0%
Low-income countries20180.088612660765647890.099866189062595376.0%
Low-income countries20220.091468356549739840.102849729359149935.9%
Low-income countries20190.089685522019863130.100761339068412785.8%
Low-income countries20200.084092967212200160.094238005578517915.7%
Low-income countries20210.090828515589237210.101779669523239145.7%
Low-income countries20230.090003021061420440.100755415856838235.6%
Low-income countries19950.0293463394045829770.032452933490276345.0%
Low-income countries19910.0312529876828193660.03416709229350094.5%
Low-income countries19960.032025221735239030.035006791353225714.4%
Low-income countries19940.0282860286533832550.0309126675128936774.4%
Low-income countries19930.031516496092081070.034425191581249244.4%
Low-income countries19920.0311040580272674560.033958729356527334.4%
Low-income countries19980.030982725322246550.033745005726814274.3%
Low-income countries19900.0320078618824481960.034769434481859214.1%
Lower-middle-income countries19930.66361606121063230.61735057830810553.6%
Lower-middle-income countries19910.63003271818161010.58674806356430053.6%
Low-income countries19990.038579821586608890.041374225169420243.5%
Lower-middle-income countries19900.62965297698974610.58862525224685673.4%
Low-income countries19970.0296981874853372570.031583633273839953.1%
Lower-middle-income countries19920.6670062541961670.62729680538177493.1%
Upper-middle-income countries19932.3770256042480472.52159404754638673.0%
Upper-middle-income countries19912.2989995479583742.4358899593353272.9%
Upper-middle-income countries20104.1397867202758794.3842158317565922.9%
Low-income countries20100.049636989831924440.052557829767465592.9%
Upper-middle-income countries19982.3717982769012452.5111131668090822.9%
Upper-middle-income countries20093.88260531425476074.1096148490905762.8%
Upper-middle-income countries19902.31019186973571782.44509983062744142.8%
Low-income countries20090.0524068772792816160.055465921759605412.8%
Upper-middle-income countries20124.6288552284240724.8986096382141112.8%
Upper-middle-income countries19952.39837813377380372.5376350879669192.8%
Upper-middle-income countries19922.3403460979461672.4758203029632572.8%
Upper-middle-income countries20144.7058463096618654.9770598411560062.8%
Upper-middle-income countries19942.31441402435302732.4475755691528322.8%
Lower-middle-income countries19940.68406331539154050.6468792557716372.8%
Lower-middle-income countries19950.70139759778976440.66328269243240362.8%
Upper-middle-income countries20073.5029630661010743.7037494182586672.8%
Upper-middle-income countries20134.7108616828918464.9790396690368652.8%
Upper-middle-income countries20114.4760909080505374.7296133041381842.8%
Upper-middle-income countries20063.28931975364685063.4749829769134522.7%
Upper-middle-income countries20083.6766827106475833.88274550437927252.7%
Upper-middle-income countries19972.48317027091982.61934089660644532.7%
Lower-middle-income countries19980.74143201112747190.70293569564819342.7%
Upper-middle-income countries20032.76640319824218752.9177668094635012.7%
Upper-middle-income countries19962.4935255050659182.62979650497436522.7%
Upper-middle-income countries19992.46305632591247562.59387850761413572.6%
Upper-middle-income countries20053.08645987510681153.24872875213623052.6%
Upper-middle-income countries20042.9097411632537843.0618257522583012.5%
Upper-middle-income countries20154.7047467231750494.9504199028015142.5%
Lower-middle-income countries20191.27707421779632571.34356892108917242.5%
Upper-middle-income countries20012.4815933704376222.6093304157257082.5%
Upper-middle-income countries20002.44634008407592772.57031369209289552.5%
Upper-middle-income countries20022.55870985984802252.68805551528930662.5%
Low-income countries20030.042018797248601910.044125393033027652.4%
Upper-middle-income countries20235.3067841529846195.5655531883239752.4%
Upper-middle-income countries20164.599712848663334.82243824005126952.4%
Lower-middle-income countries20201.21528577804565431.27408504486083982.4%
Upper-middle-income countries20225.1283130645751955.3760261535644532.4%
Upper-middle-income countries20174.6973199844360354.924067020416262.4%
Upper-middle-income countries20215.0144238471984865.25434875488281252.3%
Low-income countries20120.0569395869970321660.0596030727028846742.3%
Lower-middle-income countries20181.26852190494537351.32723796367645262.3%
Low-income countries20050.042882621288299560.0448539480566978452.2%
Low-income countries20110.05621264502406120.0587893649935722352.2%
Low-income countries20020.0420180410146713260.043918494135141372.2%
Low-income countries20040.0411678366363048550.043020598590373992.2%
Low-income countries20070.047271504998207090.0493853725492954252.2%
Upper-middle-income countries20204.889348506927495.10765075683593752.2%
Upper-middle-income countries20184.8477535247802735.0544223785400392.1%
Upper-middle-income countries20194.9785404205322275.1887803077697752.1%
Low-income countries20000.0473103001713752750.049248538911342622.0%
Lower-middle-income countries19960.71683233976364140.68966418504714971.9%
Lower-middle-income countries19970.73355907201766970.70614218711853031.9%
Low-income countries20160.077437609434127810.080264285206794741.8%
Low-income countries20080.0530169159173965450.054884102195501331.7%
Lower-middle-income countries20221.31026101112365721.35458087921142581.7%
Lower-middle-income countries20231.35569071769714361.40089845657348631.6%
Lower-middle-income countries20211.30884492397308351.35103857517242431.6%
Lower-middle-income countries19990.76611816883087160.74379998445510861.5%
Low-income countries20150.074851781129837040.076983064413070681.4%
Low-income countries20010.047161713242530820.0484754815697671.4%
Lower-middle-income countries20091.02766001224517820.99996352195739751.4%
Lower-middle-income countries20070.92952328920364380.90521377325057981.3%
Lower-middle-income countries20060.86860144138336180.84602791070938111.3%
Lower-middle-income countries20101.0551803112030031.0278742313385011.3%
Lower-middle-income countries20030.78052133321762080.76101380586624151.3%
Lower-middle-income countries20171.25484561920166021.28397202491760251.1%
Lower-middle-income countries20161.22590696811676031.25205469131469731.1%
Low-income countries20170.087278775870800020.089113593101501461.0%
Lower-middle-income countries20080.9712765812873840.95301747322082520.95%
Low-income countries20130.069213122129440310.070495165884494780.92%
Lower-middle-income countries20010.74358177185058590.73019856214523320.91%
Lower-middle-income countries20121.12931430339813231.10973691940307620.87%
Lower-middle-income countries20000.7419720292091370.72922074794769290.87%
Low-income countries20140.07986572384834290.081189930438995360.82%
Lower-middle-income countries20040.80325490236282350.79274177551269530.66%
Lower-middle-income countries20050.83858305215835570.82817840576171880.62%
Lower-middle-income countries20141.17532086372375491.16120350360870360.60%
Lower-middle-income countries20020.74484777450561520.7360293269157410.60%
Lower-middle-income countries20111.07303583621978761.06119871139526370.55%
~ global_carbon_budget.emissions_from_land_use_change_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 20,519 / 47,784 (42.94%) (20,129 revised, 290 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearemissions_from_land_use_change_per_capita -emissions_from_land_use_change_per_capita +anomaly score
Low-income countries1908-0.0142777366563677790.00144353904761374100%
Jordan18500.0405881516635417940.208430185914039667%
Jordan18510.038461674004793170.1954284161329269467%
Jordan18520.0368194915354251860.184490174055099567%
Jordan18530.035150855779647830.1731013804674148666%
Jordan18540.0335751585662364960.162498325109481866%
Jordan18550.032095596194267270.1526641249656677265%
Jordan18560.0304570831358432770.1423756033182144265%
Jordan18570.0289159286767244340.132842510938644464%
Jordan18580.027343872934579850.1234549358487129264%
Jordan18590.0257403999567031860.1142093315720558263%
Jordan18600.015668306499719620.0682972222566604663%
Jordan18610.0101373409852385520.0433376953005790762%
Jordan18620.00627553788945078850.02631156705319881461%
Bhutan18502.3637413978576669.84859657287597761%
Bhutan18513.16348552703857413.06895256042480561%
Jordan18630.00344247044995427130.01415502652525901861%
Bhutan18520.26339620351791381.07891368865966861%
Bhutan18531.4559668302536015.91326618194580160%
Jordan18640.00083391496445983650.003362856106832623560%
Bhutan18543.267744064331054713.15905094146728560%
Bhutan18551.79293835163116467.15884733200073260%
Bhutan18560.224827706813812260.890072703361511260%
Jordan1865-0.0014028638834133744-0.00554806832224130660%
Bhutan18573.220460176467895512.64135265350341859%
Bhutan18582.35943460464477549.1829938888549859%
Jordan1866-0.00354001484811306-0.01373004633933305759%
Bhutan18590.51492905616760251.987107872962951759%
Bhutan18603.830830812454223614.65773773193359459%
Jordan1867-0.005574231967329979-0.02120213024318218258%
Bhutan18612.0025939941406257.59744834899902358%
Bhutan18620.235374987125396730.885384440422058158%
Jordan1868-0.007790648844093084-0.02905971743166446758%
Bhutan18634.02736806869506815.0207653045654358%
Bhutan18642.76971626281738310.24253940582275457%
Bhutan18651.66005837917327886.08686161041259857%
Jordan1869-0.009737684391438961-0.0356912501156330157%
Bhutan18664.13976287841796915.05027580261230557%
Jordan18700.22458805143833160.810484111309051557%
Bhutan18675.50023746490478519.82677268981933657%
Bhutan18681.02278220653533943.65554070472717356%
Brunei185011.3890495300292973.195008039474487356%
Jordan18710.351726859807968141.25223469734191956%
Bhutan18693.93299317359924313.93753528594970756%
Jordan18720.432661682367324831.522726774215698256%
Bhutan18703.44323945045471212.09851837158203156%
Brunei185111.883704185485843.405077457427978555%
Jordan18730.489028304815292361.704769015312194855%
Bhutan18710.40929278731346131.425928473472595255%
Bhutan18725.62447166442871119.42856407165527355%
Jordan18740.53184330463409421.836379528045654355%
Bhutan18733.778005123138427712.93953037261962955%
Jordan18750.56625568866729741.936571836471557655%
Brunei185211.5204372406005863.37087988853454655%
Bhutan18743.895586490631103513.22905731201171955%
Jordan18760.59521746635437012.01620697975158754%
Bhutan18754.85466337203979516.3461513519287154%
Jordan18770.62005436420440672.080300331115722754%
Brunei185317.78466224670415.31524276733398454%
Bhutan18765.767295360565185519.2540683746337954%
Jordan18780.64194208383560182.13115310668945354%
Low-income countries19070.0080450056120753290.02664265967905521454%
Bhutan18774.16761112213134813.79551982879638754%
Jordan18790.66118127107620242.17176437377929753%
Bhutan18785.11862659454345716.79971885681152353%
Brunei185413.4458713531494144.1036801338195853%
Bhutan18794.180564403533935513.6043672561645553%
Jordan18800.70145380496978762.277338266372680753%
Bhutan18804.89246177673339815.7860136032104553%
Jordan18810.72912806272506712.34009981155395552%
Brunei185512.1924381256103523.800789356231689552%
Bhutan18813.360850334167480510.75197887420654352%
Jordan18820.7506509423255922.381891727447509852%
Bhutan18825.58592653274536117.71865844726562552%
Bhutan18833.7870855331420911.91075515747070352%
Brunei185611.0572233200073243.51988291740417552%
Jordan18830.76836723089218142.4082455635070852%
Bhutan18843.63691878318786611.34132862091064551%
Jordan18840.78345316648483282.42838215827941951%
Bhutan18854.61430692672729514.26708602905273451%
Brunei185711.5321712493896483.7494931221008351%
Bhutan18864.91853427886962915.07869529724121151%
Jordan18850.79663586616516112.43969058990478551%
Bhutan18874.93536090850830115.00171661376953150%
Jordan18860.80792135000228882.442519903182983450%
Bhutan18885.47762203216552716.50872993469238350%
Brunei185810.3866052627563483.44904541969299350%
Bhutan18894.83282089233398414.44159793853759850%
Jordan18870.81789875030517582.44379806518554750%
Bhutan18907.06907606124877920.9448509216308650%
Jordan18880.8264213204383852.44074630737304749%
Brunei18599.6011638641357423.256074666976928749%
Bhutan18917.88903045654296923.17580986022949249%
Jordan18890.83377891778945922.43439626693725649%
Bhutan18925.85203886032104517.0456409454345749%
Bhutan18937.17768096923828120.72945404052734449%
Brunei18609.6272573471069343.33424019813537649%
Jordan18900.82863807678222662.39205718040466349%
Bhutan18945.74863529205322316.4613113403320348%
Jordan18910.82816064357757572.36397814750671448%
~ global_carbon_budget.consumption_emissions_as_share_of_global 🟡 median anomaly score 2.3%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyearconsumption_emissions_as_share_of_global -consumption_emissions_as_share_of_global +anomaly score
Low-income countries20060.064861655235290530.077094264328479778.6%
Low-income countries20180.152920976281166080.174369081854820256.6%
Low-income countries20220.172509863972663880.196186527609825136.4%
Low-income countries20190.157733291387557980.1792830079793936.4%
Low-income countries20200.160466611385345460.181912928819656376.3%
Low-income countries20210.169831231236457820.192498669028282176.3%
Low-income countries20230.171803221106529240.194503173232078556.2%
Lower-middle-income countries20199.38279438018798810.6126089096069346.2%
Lower-middle-income countries20209.54641723632812510.76013183593756.0%
Lower-middle-income countries20189.28258609771728510.4394302368164065.9%
Low-income countries19950.041716657578945160.046700015664100655.6%
Lower-middle-income countries20229.89017009735107410.988366127014165.3%
Lower-middle-income countries202310.21344566345214811.3382215499877935.2%
Lower-middle-income countries20219.9308815002441411.0196495056152345.2%
Low-income countries19910.039937272667884830.0442239530384540565.1%
Low-income countries19960.0454899519681930540.050344977527856835.1%
Low-income countries19940.0400009267032146450.044240724295377735.0%
Low-income countries19920.042185436934232710.046650134027004245.0%
Low-income countries19930.043692469596862790.048313226550817495.0%
Low-income countries19980.046446714550256730.05121988803148274.9%
Low-income countries19900.040685374289751050.044763695448637014.8%
Lower-middle-income countries20179.24681758880615210.167551994323734.7%
Lower-middle-income countries20169.0496339797973639.93176269531254.6%
Low-income countries19990.058201164007186890.063193991780281074.1%
Lower-middle-income countries20158.6441001892089849.3832731246948244.1%
Low-income countries19970.043133258819580080.046446681022644043.7%
Low-income countries20100.076475150883197780.0819731354713443.5%
Low-income countries20090.08299038559198380.088913731276988983.4%
Lower-middle-income countries20137.6189327239990238.1376752853393553.3%
Lower-middle-income countries20025.82771778106689456.19843578338623053.1%
Low-income countries20030.063747629523277280.067766033113002783.1%
Lower-middle-income countries20117.5139541625976567.983910560607913.0%
Lower-middle-income countries20056.1591839790344246.5395736694335943.0%
Lower-middle-income countries20148.4021081924438488.9190282821655273.0%
Lower-middle-income countries20045.9925975799560556.3608069419860843.0%
Low-income countries20120.088346377015113830.093613550066947942.9%
Low-income countries20110.086062163114547730.091115511953830722.9%
Low-income countries20050.064371280372142790.068150751292705542.9%
Lower-middle-income countries20005.74305725097656256.0795826911926272.8%
Low-income countries20020.06515116989612580.068938508629798892.8%
Low-income countries20040.062116671353578570.065706387162208562.8%
Low-income countries20070.070738345384597780.074802845716476442.8%
Lower-middle-income countries20015.832044601440436.1667332649230962.8%
Lower-middle-income countries20127.931715011596688.3731126785278322.7%
Lower-middle-income countries20086.9480638504028327.3277497291564942.7%
Low-income countries20000.0713859573006630.075234010815620422.6%
Lower-middle-income countries20035.9119400978088386.2019081115722662.4%
Low-income countries20160.131278797984123230.137703850865364072.4%
Low-income countries20080.080235481262207030.084077820181846622.3%
Lower-middle-income countries20066.2838382720947276.5789480209350592.3%
Lower-middle-income countries20076.6487336158752446.9597711563110352.3%
Lower-middle-income countries20107.5172061920166027.8685393333435062.3%
Lower-middle-income countries19995.9675307273864756.2418088912963872.2%
Lower-middle-income countries20097.6072664260864267.9552683830261232.2%
Low-income countries20150.123580299317836760.128636717796325682.0%
Low-income countries20010.072593770921230320.075541265308856962.0%
Lower-middle-income countries19975.58365011215215.7919516563415531.8%
Lower-middle-income countries19965.37333440780639655.5718731880187991.8%
Low-income countries20170.149570360779762270.154529049992561341.6%
Upper-middle-income countries201940.68246459960937539.431106567382811.6%
Low-income countries20130.10913763195276260.112517885863780981.5%
Upper-middle-income countries201839.726062774658238.547771453857421.5%
Upper-middle-income countries202042.37469100952148441.1395301818847661.5%
Low-income countries20140.128384828567504880.132101699709892271.4%
Upper-middle-income countries202342.8234062194824241.675930023193361.4%
Upper-middle-income countries202241.91254043579101640.7906723022460941.4%
Upper-middle-income countries202141.61053848266601640.499103546142581.4%
Upper-middle-income countries201738.99798202514648438.072292327880861.2%
Upper-middle-income countries201638.489868164062537.601310729980471.2%
Lower-middle-income countries19985.7837891578674325.90824174880981451.1%
Lower-middle-income countries19945.1770701408386235.2791180610656740.98%
Lower-middle-income countries19955.3016195297241215.40477466583251950.96%
Upper-middle-income countries201539.0208816528320338.276653289794920.96%
Upper-middle-income countries200225.37675857543945325.002252578735350.74%
Lower-middle-income countries19924.9243288040161134.9945125579833980.71%
Upper-middle-income countries200024.50557327270507824.165201187133790.70%
Upper-middle-income countries200426.97276306152343826.6009635925292970.69%
Upper-middle-income countries200527.9068393707275427.5226669311523440.69%
Upper-middle-income countries201338.481334686279337.959213256835940.68%
Upper-middle-income countries200124.9302845001220724.5926494598388670.68%
Upper-middle-income countries201438.603870391845738.083232879638670.68%
Upper-middle-income countries201136.6904029846191436.2153968811035160.65%
Upper-middle-income countries200831.53570747375488331.1521797180175780.61%
Upper-middle-income countries201237.784545898437537.337882995605470.59%
Upper-middle-income countries200326.2936477661132825.9996623992919920.56%
Upper-middle-income countries199925.08205986022949224.802789688110350.56%
Upper-middle-income countries200629.03437232971191428.727029800415040.53%
Upper-middle-income countries200730.29670333862304729.9816036224365230.52%
Upper-middle-income countries200934.1866035461425833.8326797485351560.52%
Upper-middle-income countries201034.79940795898437534.442577362060550.52%
Upper-middle-income countries199725.2172451019287125.0056324005126950.42%
Lower-middle-income countries19904.3957176208496094.4326944351196290.42%
Upper-middle-income countries199625.19276809692382824.98937416076660.41%
Upper-middle-income countries199824.4336280822753924.304403305053710.27%
Lower-middle-income countries19914.4117965698242194.4314303398132320.22%
Upper-middle-income countries199424.09281158447265623.9865226745605470.22%
Upper-middle-income countries199524.6818161010742224.573677062988280.22%
Lower-middle-income countries19934.9603247642517094.9766550064086910.16%
Upper-middle-income countries199224.231084823608424.1564369201660160.15%
Upper-middle-income countries199022.98521041870117222.9441547393798830.09%
~ global_carbon_budget.consumption_emissions 🟡 median anomaly score 2.3%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyearconsumption_emissions -consumption_emissions +anomaly score
Low-income countries200619843874.023586338.08.6%
Low-income countries201856174000.064052744.06.6%
Low-income countries202264739112.073624432.06.4%
Low-income countries201958497864.066489916.06.4%
Low-income countries202056417220.063957368.06.3%
Low-income countries202162611448.070968224.06.3%
Low-income countries202365446788.074094120.06.2%
Lower-middle-income countries20193479756544.03935852544.06.2%
Lower-middle-income countries20203356351232.03783071744.06.0%
Lower-middle-income countries20183409865472.03834820864.05.9%
Low-income countries19959810356.010982274.05.6%
Lower-middle-income countries20223711560704.04123689216.05.3%
Lower-middle-income countries20233890714112.04319186944.05.2%
Lower-middle-income countries20213661204480.04062599168.05.2%
Low-income countries19919267680.010262430.05.1%
Low-income countries199611023797.012200338.05.1%
Low-income countries19949190052.010164128.05.0%
Low-income countries19929500339.010505808.05.0%
Low-income countries19939939981.010991198.05.0%
Low-income countries199811284561.012444237.04.9%
Low-income countries19909248658.010175748.04.8%
Lower-middle-income countries20173326506752.03657737216.04.7%
Lower-middle-income countries20163202921472.03515132160.04.6%
Low-income countries199914455872.015695978.04.1%
Lower-middle-income countries20153060316160.03322009600.04.1%
Low-income countries199710516027.011323850.03.7%
Low-income countries201025479738.027311538.03.5%
Low-income countries200926152772.028019396.03.4%
Lower-middle-income countries20132687641088.02870631936.03.3%
Lower-middle-income countries20021530669440.01628039808.03.1%
Low-income countries200317627936.018739132.03.1%
Lower-middle-income countries20112590810624.02752851456.03.0%
Lower-middle-income countries20051823053824.01935645312.03.0%
Lower-middle-income countries20142979866112.03163195392.03.0%
Lower-middle-income countries20041714483456.01819828352.03.0%
Low-income countries201230881242.032722368.02.9%
Low-income countries201129674224.031416620.02.9%
Low-income countries200519053224.020171908.02.9%
Lower-middle-income countries20001465139072.01550991616.02.8%
Low-income countries200217112170.018106928.02.8%
Low-income countries200417771594.018798612.02.8%
Low-income countries200722282052.023562340.02.8%
Lower-middle-income countries20011498426880.01584418304.02.8%
Lower-middle-income countries20122772509952.02926799360.02.7%
Lower-middle-income countries20082226830848.02348518912.02.7%
Low-income countries200018211616.019193312.02.6%
Lower-middle-income countries20031634810624.01714994560.02.4%
Low-income countries201646463284.048737288.02.4%
Low-income countries200825715200.026946654.02.3%
Lower-middle-income countries20061922487040.02012773376.02.3%
Lower-middle-income countries20072094301696.02192276224.02.3%
Lower-middle-income countries20102504558080.02621614080.02.3%
Lower-middle-income countries19991482201728.01550326144.02.2%
Lower-middle-income countries20092397278976.02506944768.02.2%
Low-income countries201543751784.045541932.02.0%
Low-income countries200118651512.019408812.02.0%
Lower-middle-income countries19971361311872.01412096512.01.8%
Lower-middle-income countries19961302145792.01350258560.01.8%
Low-income countries201753807356.055591224.01.6%
Upper-middle-income countries201915087730688.014623643648.01.6%
Low-income countries201338499196.039691608.01.5%
Upper-middle-income countries201814592974848.014160140288.01.5%
Upper-middle-income countries202014898191360.014463930368.01.5%
Low-income countries201445532568.046850784.01.4%
Upper-middle-income countries202316313165824.015876045824.01.4%
Upper-middle-income countries202215728843776.015307830272.01.4%
Upper-middle-income countries202115340499968.014930748416.01.4%
Upper-middle-income countries201714029373440.013696359424.01.2%
Upper-middle-income countries201613622653952.013308169216.01.2%
Lower-middle-income countries19981405212672.01435449344.01.1%
Lower-middle-income countries19941189410944.01212856192.00.98%
Lower-middle-income countries19951246762752.01271021440.00.96%
Upper-middle-income countries201513814768640.013551285248.00.96%
Upper-middle-income countries20026665289728.06566924800.00.74%
Lower-middle-income countries19921108979712.01124785408.00.71%
Upper-middle-income countries20006251735552.06164901376.00.70%
Upper-middle-income countries20047716913664.07610541568.00.69%
Upper-middle-income countries20058260131840.08146421248.00.69%
Upper-middle-income countries201313574606848.013390424064.00.68%
Upper-middle-income countries20016405336576.06318587904.00.68%
Upper-middle-income countries201413691130880.013506483200.00.68%
Upper-middle-income countries201112650847232.012487064576.00.65%
Upper-middle-income countries200810107086848.09984167936.00.61%
Upper-middle-income countries201213207488512.013051358208.00.59%
Upper-middle-income countries20037270901248.07189606400.00.56%
Upper-middle-income countries19996229824512.06160460288.00.56%
Upper-middle-income countries20068882820096.08788791296.00.53%
Upper-middle-income countries20079543236608.09443982336.00.52%
Upper-middle-income countries200910773229568.010661697536.00.52%
Upper-middle-income countries201011594352640.011475465216.00.52%
Upper-middle-income countries19976148045824.06096453632.00.42%
Lower-middle-income countries1990999240896.01007646528.00.42%
Upper-middle-income countries19966105083392.06055793664.00.41%
Upper-middle-income countries19985936324096.05904927744.00.27%
Lower-middle-income countries19911023783488.01028339648.00.22%
Upper-middle-income countries19945535226368.05510807040.00.22%
Upper-middle-income countries19955804333568.05778903040.00.22%
Lower-middle-income countries19931128467456.01132182656.00.16%
Upper-middle-income countries19925456943104.05440132096.00.15%
Upper-middle-income countries19905225031168.05215698432.00.09%
~ global_carbon_budget.emissions_total_including_land_use_change_per_capita 🟡 median anomaly score 2.2%changed data
~ Changed values: 8,798 / 47,784 (18.41%) (8,759 revised, 39 appeared) — showing the 100 most anomalous rows
countryyearemissions_total_including_land_use_change_per_capita -emissions_total_including_land_use_change_per_capita +anomaly score
Lower-middle-income countries18750.076466970145702360.01403856091201305469%
Lower-middle-income countries18770.076506406068801880.01456235162913799368%
Lower-middle-income countries18760.084207355976104740.01718589290976524466%
Lower-middle-income countries18730.078794300556182860.01632662490010261566%
Lower-middle-income countries18710.077672339975833890.01670045964419841865%
Lower-middle-income countries18700.07814437896013260.01717457920312881564%
Lower-middle-income countries18740.084058679640293120.01986486464738845862%
Lower-middle-income countries18720.083174355328083040.02132353745400905659%
Lower-middle-income countries19070.34391084313392640.744216144084930437%
Lower-middle-income countries19080.35249936580657960.731013536453247135%
Serbia18907.906390666961673.90057802200317434%
Lower-middle-income countries19100.35621449351310730.722027719020843534%
Serbia18917.8124222755432133.86297369003295934%
Serbia18927.7281112670898443.84040236473083534%
Serbia18937.6621956825256353.817384481430053733%
Serbia18858.4485960006713874.21179866790771533%
Serbia18947.5275735855102543.75801897048950233%
Serbia18957.3987636566162113.6967349052429233%
Serbia18967.3890924453735353.70002436637878433%
Serbia18977.2026538848876953.611371040344238333%
Serbia18987.1301789283752443.58626413345336933%
Serbia18997.080914020538333.56824445724487333%
Lower-middle-income countries19120.38001307845115660.752874910831451433%
Serbia19007.0386376380920413.556124925613403333%
Serbia19016.8626132011413573.47794938087463433%
Lower-middle-income countries19090.35079759359359740.691755354404449533%
Serbia19026.7883996963500983.452069997787475633%
Lower-middle-income countries19110.369414001703262330.725065767765045232%
Serbia19036.7175788879394533.42889380455017132%
Serbia19046.6696734428405763.414774656295776432%
Lower-middle-income countries19130.3886142969131470.755339443683624332%
Serbia19056.5215182304382323.35719203948974632%
Serbia19066.4425601959228523.326267004013061532%
Serbia19076.4185600280761723.321949243545532232%
Serbia19086.3133273124694823.279744386672973632%
Serbia19096.1904530525207523.23391962051391631%
Serbia19106.01079511642456053.14844679832458531%
Serbia19115.9671769142150883.149328231811523431%
Serbia19125.7733006477355963.070962190628051831%
Lower-middle-income countries19140.39149037003517150.724290788173675530%
Serbia19136.0235671997070313.303339242935180729%
Saudi Arabia19495.87356615066528310.03421020507812526%
Montenegro19094.9409055709838878.43246936798095726%
Montenegro19084.9541959762573248.44087219238281226%
Montenegro19104.6451396942138677.87426900863647526%
Montenegro19074.9689579010009778.41948604583740226%
Montenegro19065.0150585174560558.46201705932617226%
Montenegro19114.7022719383239757.91289138793945325%
Montenegro19055.15171575546264658.65195560455322325%
Montenegro19134.6836280822753917.819776058197021525%
Montenegro19045.275677204132088.79644107818603525%
Montenegro19124.7051687240600597.81924772262573225%
Montenegro19035.2542991638183598.71895885467529325%
Montenegro19195.0161075592041028.28602600097656225%
Montenegro19025.2182435989379888.61158657073974625%
Montenegro19015.3301024436950688.74889755249023424%
Montenegro19005.4333610534667978.87108612060546924%
Lower-middle-income countries19150.60408955812454220.984261572360992424%
Montenegro18995.4379549026489268.83387660980224624%
Lower-middle-income countries19180.61494678258895870.99818724393844624%
Montenegro18985.6862244606018079.19480228424072324%
Saudi Arabia19485.7953190803527839.36416053771972724%
Lower-middle-income countries19190.61353033781051640.986671864986419723%
Montenegro18975.7085523605346689.17489051818847723%
Montenegro19205.1566967964172368.28745937347412123%
Montenegro18965.7357997894287119.1795759201049823%
Montenegro18955.7866492271423349.21344757080078123%
Montenegro18945.9499402046203619.43787002563476623%
Lower-middle-income countries19160.60857975482940670.965319216251373323%
Montenegro18936.07689380645751959.59121227264404322%
Lower-middle-income countries19170.61252385377883910.965492248535156222%
Montenegro19215.43952703475952158.55763721466064522%
Serbia19195.2064375877380373.309831857681274422%
Serbia19205.1634831428527833.282668590545654322%
Montenegro18926.0607132911682139.51327991485595722%
Serbia19215.1760597229003913.31112170219421422%
Montenegro18916.0327658653259289.39197349548339822%
Serbia19225.2804136276245123.397283554077148422%
Montenegro18906.36289978027343759.8488292694091822%
Serbia19235.2216095924377443.38084268569946321%
Montenegro19225.3103036880493168.17432498931884821%
Serbia19245.0508828163146973.29111409187316921%
Saudi Arabia194712.4777727127075219.14812088012695321%
Montenegro18856.59449434280395510.09910106658935521%
Serbia19255.0845355987548833.3334987163543721%
Serbia19264.9014697074890143.23296165466308621%
Montenegro19235.2849283218383797.96487236022949220%
Serbia19275.0062184333801273.324227333068847720%
Serbia19285.0503187179565433.37495565414428720%
Germany18702.41148328781127933.60592937469482420%
Serbia19294.9298429489135743.315572023391723620%
Germany18954.9339566230773937.31737327575683619%
Germany18965.2209839820861827.73866128921508819%
Germany18944.82737255096435557.1523437519%
Germany18975.4758625030517588.10378074645996119%
Germany18934.7110633850097666.96315050125122119%
Serbia19304.7294344902038573.20089912414550819%
Germany18985.6230483055114758.30734252929687519%
Montenegro19245.184312820434577.649577140808105519%
Germany18995.8779997825622568.6726684570312519%
~ global_carbon_budget.emissions_total_per_capita 🟡 median anomaly score 2.2%changed data
~ Changed values: 9,829 / 47,784 (20.57%) (9,768 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearemissions_total_per_capita -emissions_total_per_capita +anomaly score
Australia18050.00103801512159407140.000420477241277694742%
Australia18060.002833711216226220.001171738607808947641%
Australia18070.0026282691396772860.001108045922592282341%
Australia18080.0032052195165306330.001376331318169832240%
Australia18090.0049977372400462630.002186542144045233739%
Australia18100.0048680147156119350.0021760698873549738%
Australia18110.008302429690957070.00379550131037831337%
Australia18120.00809224322438240.003780462080612778736%
Australia18130.010139380581676960.004835917148739099535%
Australia18140.0120428111404180530.00587595300748944334%
Serbia18900.019211733713746070.00947801209986209934%
Serbia18910.0221425928175449370.0109487501904368434%
Serbia18920.0242121573537588120.01203197240829467834%
Serbia18930.042413424700498580.02113080210983753233%
Australia18150.0093638179823756220.004667185246944427533%
Serbia18850.0067809312604367730.003380433423444628733%
Serbia18940.079947233200073240.0399123579263687133%
Serbia18950.07893663644790650.0394400767982006133%
Serbia18960.086846433579921720.0434876047074794833%
Serbia18970.066693626344203950.03343981876969337533%
Serbia18980.099862158298492430.0502276457846164733%
Serbia18990.115005441009998320.05795403197407722533%
Serbia19000.153679460287094120.0776433497667312633%
Serbia19010.165538102388381960.0838941559195518533%
Serbia19020.152997866272926330.0778032168745994633%
Serbia19030.163739442825317380.0835785046219825732%
Serbia19040.17215429246425630.0881404653191566532%
Serbia19050.184253826737403870.0948514491319656432%
Serbia19060.217402756214141850.112244144082069432%
Serbia19070.21824158728122710.1129517331719398532%
Serbia19080.231639742851257320.1203357726335525532%
Serbia19090.234407037496566770.1224552541971206731%
Serbia19100.228215649724006650.119539059698581731%
Serbia19110.242973491549491880.1282353997230529831%
Serbia19120.244489520788192750.1300500482320785531%
Australia18160.00756199425086379050.00403155246749520330%
Serbia19130.65865170955657960.361206233501434329%
Oceania18090.00084793136920779940.0004705090832430869329%
Oceania18080.0005305536906234920.0002944025036413222629%
Oceania18070.000424350582761690.0002355402102693915429%
Oceania18060.000446163088781759140.0002477215894032269729%
Oceania18050.000159338334924541418.849259029375389e-0529%
Oceania18110.00147949752863496540.000822703179437667129%
Oceania18120.00147706328425556420.000822400324977934428%
Oceania18130.00189524365123361350.001056589419022202528%
Oceania18140.0023046676069498060.001287340768612921228%
Oceania18150.00183427799493074420.001026474288664758228%
Oceania18160.0015159510076045990.000858724873978644628%
Australia18170.0066079865209758280.00375858996994793427%
Oceania18100.0008257692679762840.0004702605947386473427%
Oceania18170.0013553772587329150.000776702712755650327%
Oceania18180.0012476185802370310.000722871744073927427%
Oceania18190.00233314558863639830.00136533670593053126%
Saudi Arabia19496.03232049942016610.30541992187526%
Montenegro19090.046608023345470430.0795442685484886226%
Montenegro19080.045879237353801730.0781682431697845526%
Montenegro19100.0458066090941429140.0776496678590774526%
Montenegro19070.043301690369844440.0733711123466491726%
Montenegro19060.043210029602050780.0729092210531234726%
Oceania18210.00206565042026340960.001224430743604898526%
Montenegro19110.049499727785587310.0832971706986427325%
Oceania18220.00257865106686949730.001532502123154699825%
Oceania18240.0030883220024406910.00183808139991015225%
Oceania18230.00309110502712428570.001839898410253226825%
Montenegro19050.036687646061182020.0616144016385078425%
Oceania18250.0018761529354378580.00111782061867415925%
Montenegro19130.140531376004219060.2346308976411819525%
Montenegro19040.034338615834712980.0572547577321529425%
Montenegro19120.050834219902753830.084478452801704425%
Oceania18260.0041537894867360590.002502834424376487725%
Montenegro19030.0327167473733425140.0542900152504444125%
Australia18180.0059462320059537890.00359902181662619125%
Montenegro19190.10480779409408570.1731302589178085325%
Montenegro19020.0306234825402498250.05053745955228805525%
Oceania18200.003938014619052410.00239383196458220524%
Oceania18270.00385109032504260540.00234464625827968124%
Montenegro19010.0331997461616992950.0544944815337657924%
Montenegro19000.0308910142630338670.05043597519397735624%
Oceania18280.0024680767673999070.00151792459655553124%
Montenegro18990.0231726150959730150.03764356672763824524%
Montenegro18980.020177155733108520.0326270908117294324%
Saudi Arabia19485.9543108940124519.62106227874755924%
Oceania18290.0039253360591828820.002437585033476352723%
Montenegro18970.0135154332965612410.02172225341200828623%
Montenegro19200.140070289373397830.2251105308532714823%
Montenegro18960.0176516715437173840.02824974060058593823%
Montenegro18950.0160906501114368440.025619382038712523%
Oceania18310.00091998878633603450.000579222163651138523%
Montenegro18940.016344703733921050.02592617459595203423%
Oceania18320.0072489706799387930.00459234602749347722%
Montenegro18930.0086971651762723920.01372680906206369422%
Montenegro19210.15012684464454650.2361843436956405622%
Serbia19190.41925466060638430.266528189182281522%
Serbia19200.54510968923568730.346551805734634422%
Oceania18330.0068814037367701530.00437860609963536322%
Montenegro18920.0049780416302382950.00781385041773319222%
Australia18190.0109278485178947450.00698018353432416922%
Serbia19210.56838852167129520.3635977208614349422%
Oceania18340.0085356160998344420.00547050312161445622%
Montenegro18910.0045676114968955520.00711098173633217822%
~ global_carbon_budget.emissions_from_oil_per_capita 🟡 median anomaly score 2.2%changed data
~ Changed values: 5,538 / 47,784 (11.59%) (5,477 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearemissions_from_oil_per_capita -emissions_from_oil_per_capita +anomaly score
Lower-middle-income countries19480.06303527206182480.02355684340000152646%
Lower-middle-income countries19490.072595804929733280.02759385481476783845%
Lower-middle-income countries19470.0508205443620681760.01977459713816642844%
Lower-middle-income countries19460.045413378626108170.01768738962709903744%
Lower-middle-income countries19450.042197462171316150.0177265219390392341%
Lower-middle-income countries19440.0464169867336750.0227448269724845934%
Lower-middle-income countries19420.037743005901575090.0199308823794126531%
Lower-middle-income countries19430.035102799534797670.01892233826220035630%
Lower-middle-income countries19410.051016170531511310.02770325914025306730%
Lower-middle-income countries19400.046738971024751660.02621911466121673628%
Saudi Arabia19496.03111886978149410.30336761474609426%
Lower-middle-income countries19370.034369166940450670.0205537602305412325%
Saudi Arabia19485.9543108940124519.62106227874755924%
Serbia19220.0113111417740583420.00727730058133602122%
Serbia19230.0106977624818682670.00692649511620402321%
Montenegro19220.00500077381730079650.00769785512238740921%
Serbia19240.0108279902487993240.00705543067306280121%
Saudi Arabia194712.63663196563720719.39190292358398421%
Serbia19250.014439283870160580.0094666136428713821%
Serbia19260.0158791244029998780.01047371514141559621%
Montenegro19230.0048677781596779820.00733618903905153320%
Serbia19270.018398515880107880.01221697591245174420%
Serbia19280.0197487827390432360.01319743786007165920%
Germany18700.0073903151787817480.01105085574090480820%
Serbia19290.0204692203551530840.0137665998190641420%
Lower-middle-income countries19390.035249855369329450.02372227050364017520%
Germany18950.0488125160336494450.0723920837044715919%
Germany18960.050851553678512570.075373329222202319%
Germany18940.047919556498527530.0709986984729766819%
Germany18970.0526906698942184450.0779774263501167319%
Germany18930.047208823263645170.0697766318917274519%
Serbia19300.0270688645541667940.0183203108608722719%
Germany18980.052712768316268920.0778764411807060219%
Montenegro19240.0050634252838790420.00747120520099997519%
Germany18990.052310865372419360.0771818310022354119%
Germany19000.054327327758073810.0801516100764274619%
Germany18920.046542495489120480.0685122311115264919%
Germany19100.0552545338869094850.0812924429774284419%
Germany18860.0293992646038532260.0432167202234268219%
Germany19010.05263749510049820.0773433446884155319%
Germany18850.032370291650295260.0475622043013572719%
Germany18870.03378054127097130.0496114902198314719%
Germany18910.0430593937635421750.0632036551833152819%
Serbia19310.013861300423741340.0094494400545954719%
Germany18880.0370763242244720460.0543589517474174519%
Germany18900.041702847927808760.0611231438815593719%
Germany18840.031401742249727250.0460162647068500519%
Germany18890.040500577539205550.05932518839836120619%
Germany18830.0252483878284692760.0369446240365505219%
Germany18740.0116015085950493810.01697318255901336719%
Germany19020.0528237596154212950.0772641450166702319%
Germany18730.0130705246701836590.0191172491759061819%
Germany18750.0148058375343680380.0216313712298870119%
Saudi Arabia19468.50150775909423812.41173458099365219%
Germany19110.0535929240286350250.0781995505094528219%
Germany18820.0239422451704740520.0349281132221221919%
Germany18720.0095018818974494930.01386026758700609219%
Germany18760.015427118167281150.02249694615602493319%
Germany19030.054865714162588120.0799775421619415319%
Germany18670.0048447637818753720.00705672660842537919%
Serbia19320.0193555746227502820.01329245418310165419%
Germany18770.0180041287094354630.02620536275207996419%
Germany18660.0026837731711566450.00390554312616586719%
Germany18780.01789528690278530.0260203741490840919%
Germany18810.0203120764344930650.0295299217104911818%
Germany19040.055472023785114290.0806383118033409118%
Germany18710.0096020614728331570.01393911708146333718%
Latvia19080.176063820719718930.255453199148178118%
Germany19050.053000342100858690.0768685713410377518%
Latvia19070.17818920314311980.258380949497222918%
Germany18800.0148683488368988040.02155915275216102618%
Latvia19060.165636971592903140.240165829658508318%
Germany18790.017875377088785170.0259161069989204418%
Latvia19050.147709578275680540.2138558626174926818%
Germany19060.0529320724308490750.076620422303676618%
Germany18650.00096710404613986610.001398796681314706818%
Germany18680.0056489589624106880.00816630106419324918%
Serbia19330.017318820580840110.01198121625930070918%
Germany19070.055873777717351910.0807181149721145618%
Montenegro19250.0069278054870665070.01000613253563642518%
Latvia19040.181123167276382450.261560797691345218%
Latvia19020.180531531572341920.2604548633098602318%
Latvia18980.14695815742015840.2120062708854675318%
Latvia19030.1692195087671280.2441058754920959518%
Germany19080.058249238878488540.0840233936905860918%
Germany19120.0596957840025424960.0861085429787635818%
Latvia19010.19130814075469970.2759197056293487518%
Latvia18970.132855653762817380.1915994733572006218%
Latvia18990.163241982460021970.2353935688734054618%
Latvia19000.183836236596107480.264945834875106818%
Latvia19090.18576391041278840.2674258649349212618%
Germany18690.00708892336115241050.01019154675304889718%
Latvia18960.117348521947860720.1687020212411880518%
Germany19090.0540737919509410860.0776215642690658618%
Serbia19340.0157193075865507130.01095578167587518718%
Lower-middle-income countries19350.0275303982198238370.0192137733101844818%
Latvia18950.118083611130714420.1687463074922561618%
Latvia18780.022089276462793350.03156070783734321618%
Latvia18770.0180930159986019130.02584992535412311618%
Serbia19350.0142263565212488170.0099916979670524617%
~ global_carbon_budget.emissions_from_coal_per_capita 🟡 median anomaly score 2.1%changed data
~ Changed values: 9,434 / 47,784 (19.74%) (9,373 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearemissions_from_coal_per_capita -emissions_from_coal_per_capita +anomaly score
Australia18050.00103801512159407140.000420477241277694742%
Australia18060.002833711216226220.001171738607808947641%
Australia18070.0026282691396772860.001108045922592282341%
Australia18080.0032052195165306330.001376331318169832240%
Australia18090.0049977372400462630.002186542144045233739%
Australia18100.0048680147156119350.0021760698873549738%
Australia18110.008302429690957070.00379550131037831337%
Australia18120.00809224322438240.003780462080612778736%
Australia18130.010139380581676960.004835917148739099535%
Australia18140.0120428111404180530.00587595300748944334%
Serbia18900.019211733713746070.00947801209986209934%
Serbia18910.0221425928175449370.0109487501904368434%
Serbia18920.0242121573537588120.01203197240829467834%
Serbia18930.042413424700498580.02113080210983753233%
Australia18150.0093638179823756220.004667185246944427533%
Serbia18850.0067809312604367730.003380433423444628733%
Serbia18940.079947233200073240.0399123579263687133%
Serbia18950.07893663644790650.0394400767982006133%
Serbia18960.086846433579921720.0434876047074794833%
Serbia18970.066693626344203950.03343981876969337533%
Serbia18980.099862158298492430.0502276457846164733%
Serbia18990.115005441009998320.05795403197407722533%
Serbia19000.153679460287094120.0776433497667312633%
Serbia19010.165538102388381960.0838941559195518533%
Serbia19020.152997866272926330.0778032168745994633%
Serbia19030.163739442825317380.0835785046219825732%
Serbia19040.17215429246425630.0881404653191566532%
Serbia19050.184253826737403870.0948514491319656432%
Serbia19060.217402756214141850.112244144082069432%
Serbia19070.21824158728122710.1129517331719398532%
Serbia19080.231639742851257320.1203357726335525532%
Serbia19090.234407037496566770.1224552541971206731%
Serbia19100.228215649724006650.119539059698581731%
Serbia19110.242973491549491880.1282353997230529831%
Serbia19120.244489520788192750.1300500482320785531%
Australia18160.00756199425086379050.00403155246749520330%
Serbia19130.65865170955657960.361206233501434329%
Oceania18090.00084793136920779940.0004705090832430869329%
Oceania18080.0005305536906234920.0002944025036413222629%
Oceania18070.000424350582761690.0002355402102693915429%
Oceania18060.000446163088781759140.0002477215894032269729%
Oceania18050.000159338334924541418.849259029375389e-0529%
Oceania18110.00147949752863496540.000822703179437667129%
Oceania18120.00147706328425556420.000822400324977934428%
Oceania18130.00189524365123361350.001056589419022202528%
Oceania18140.0023046676069498060.001287340768612921228%
Oceania18150.00183427799493074420.001026474288664758228%
Oceania18160.0015159510076045990.000858724873978644628%
Australia18170.0066079865209758280.00375858996994793427%
Oceania18100.0008257692679762840.0004702605947386473427%
Oceania18170.0013553772587329150.000776702712755650327%
Oceania18180.0012476185802370310.000722871744073927427%
Oceania18190.00233314558863639830.00136533670593053126%
Montenegro19090.046608023345470430.0795442685484886226%
Montenegro19080.045879237353801730.0781682431697845526%
Montenegro19100.0458066090941429140.0776496678590774526%
Montenegro19070.043301690369844440.0733711123466491726%
Montenegro19060.043210029602050780.0729092210531234726%
Oceania18210.00206565042026340960.001224430743604898526%
Montenegro19110.049499727785587310.0832971706986427325%
Oceania18220.00257865106686949730.001532502123154699825%
Oceania18240.0030883220024406910.00183808139991015225%
Oceania18230.00309110502712428570.001839898410253226825%
Montenegro19050.036687646061182020.0616144016385078425%
Oceania18250.0018761529354378580.00111782061867415925%
Montenegro19130.140531376004219060.2346308976411819525%
Montenegro19040.034338615834712980.0572547577321529425%
Montenegro19120.050834219902753830.084478452801704425%
Oceania18260.0041537894867360590.002502834424376487725%
Montenegro19030.0327167473733425140.0542900152504444125%
Australia18180.0059462320059537890.00359902181662619125%
Montenegro19190.10480779409408570.1731302589178085325%
Montenegro19020.0306234825402498250.05053745955228805525%
Oceania18200.003938014619052410.00239383196458220524%
Oceania18270.00385109032504260540.00234464625827968124%
Montenegro19010.0331997461616992950.0544944815337657924%
Montenegro19000.0308910142630338670.05043597519397735624%
Oceania18280.0024680767673999070.00151792459655553124%
Montenegro18990.0231726150959730150.03764356672763824524%
Montenegro18980.020177155733108520.0326270908117294324%
Oceania18290.0039253360591828820.002437585033476352723%
Montenegro18970.0135154332965612410.02172225341200828623%
Montenegro19200.140070289373397830.2251105308532714823%
Montenegro18960.0176516715437173840.02824974060058593823%
Montenegro18950.0160906501114368440.025619382038712523%
Oceania18310.00091998878633603450.000579222163651138523%
Montenegro18940.016344703733921050.02592617459595203423%
Oceania18320.0072489706799387930.00459234602749347722%
Montenegro18930.0086971651762723920.01372680906206369422%
Montenegro19210.15012684464454650.2361843436956405622%
Serbia19190.41925466060638430.266528189182281522%
Serbia19200.54510968923568730.346551805734634422%
Oceania18330.0068814037367701530.00437860609963536322%
Montenegro18920.0049780416302382950.00781385041773319222%
Australia18190.0109278485178947450.00698018353432416922%
Serbia19210.56838852167129520.3635977208614349422%
Oceania18340.0085356160998344420.00547050312161445622%
Montenegro18910.0045676114968955520.00711098173633217822%
Oceania18300.00363341905176639560.00233516725711524522%
Serbia19220.79756987094879150.513136148452758822%
~ global_carbon_budget.emissions_from_cement 🟡 median anomaly score 2.1%changed data
~ Changed values: 240 / 47,784 (0.50%) — showing the 100 most anomalous rows
countryyearemissions_from_cement -emissions_from_cement +anomaly score
Lower-middle-income countries1938591972.0788213.014%
Lower-middle-income countries2020218291280.0286672544.014%
Lower-middle-income countries2019239044928.0305512512.012%
Lower-middle-income countries2021262282256.0333740832.012%
Lower-middle-income countries1928429536.0542199.012%
Lower-middle-income countries1929496424.0625643.012%
Lower-middle-income countries2018231480672.0291734048.012%
Lower-middle-income countries2022271932096.0338183328.011%
Lower-middle-income countries2017211298672.0262454176.011%
Lower-middle-income countries1930585957.0720426.010%
Lower-middle-income countries1939519380.0628409.09.5%
Lower-middle-income countries2016209774048.0253710880.09.5%
Lower-middle-income countries1932666186.0805598.09.5%
Lower-middle-income countries2011153871936.0185310000.09.3%
Lower-middle-income countries2015201282688.0242082720.09.2%
Lower-middle-income countries2014192478880.0231166912.09.1%
Lower-middle-income countries1931615567.0739133.09.1%
Lower-middle-income countries2012165853488.0198550304.09.0%
Lower-middle-income countries2013181685760.0217109760.08.9%
Lower-middle-income countries1940492501.0586993.08.8%
Lower-middle-income countries2023287057696.0341817248.08.7%
Lower-middle-income countries2024292882112.0347641696.08.5%
Lower-middle-income countries2010148780480.0176560640.08.5%
Lower-middle-income countries2009144083856.0166619696.07.3%
Lower-middle-income countries2005103921152.0120042408.07.2%
Upper-middle-income countries19301026471.0892002.07.0%
Lower-middle-income countries1933687476.0789236.06.9%
Lower-middle-income countries19371132294.01299471.06.9%
Lower-middle-income countries200496553192.0110671688.06.8%
Lower-middle-income countries2008127747232.0146102352.06.7%
Upper-middle-income countries1928902444.0789781.06.7%
Lower-middle-income countries2007123267672.0140069104.06.4%
Lower-middle-income countries1934783665.0889060.06.3%
Lower-middle-income countries200285904040.097359680.06.3%
Lower-middle-income countries200390572408.0102339576.06.1%
Upper-middle-income countries19291207174.01077955.05.7%
Low-income countries20056587047.07370654.05.6%
Low-income countries20036378688.07120859.05.5%
Low-income countries20046423080.07170401.05.5%
Lower-middle-income countries19361059916.01179848.05.4%
Lower-middle-income countries2006114835584.0127813576.05.3%
Lower-middle-income countries19411618466.01800180.05.3%
Low-income countries19995567695.06183361.05.2%
Lower-middle-income countries199766895856.074091888.05.1%
Upper-middle-income countries19321460579.01321167.05.0%
Low-income countries20066683776.07363546.04.8%
Lower-middle-income countries1935980095.01078227.04.8%
Upper-middle-income countries19311398519.01274953.04.6%
Lower-middle-income countries200079435240.086920272.04.5%
Lower-middle-income countries199870048480.076607928.04.5%
Lower-middle-income countries199662488496.068306552.04.4%
Lower-middle-income countries200182402496.089637672.04.2%
Low-income countries20076888902.07493318.04.2%
Low-income countries19914698368.05099646.04.1%
Lower-middle-income countries199454551096.059114936.04.0%
Lower-middle-income countries199976291696.082645408.04.0%
Low-income countries19965009844.05421303.03.9%
Low-income countries19934652416.05032391.03.9%
Low-income countries20026012158.06502901.03.9%
Lower-middle-income countries199558153464.062891820.03.9%
Low-income countries19924580167.04951143.03.9%
Upper-middle-income countries19331391235.01289475.03.8%
Low-income countries19955068899.05466872.03.8%
Low-income countries19984778504.05152471.03.8%
Low-income countries19905209838.05612234.03.7%
Low-income countries20097318894.07864996.03.6%
Low-income countries201511084632.011898768.03.5%
Low-income countries202213054002.014001969.03.5%
Low-income countries202313246335.014194302.03.5%
Low-income countries202413246335.014194302.03.5%
Low-income countries201912899280.013819365.03.4%
Upper-middle-income countries19382962915.02766674.03.4%
Low-income countries202012341693.013206015.03.4%
Low-income countries202113273117.014193202.03.3%
Low-income countries20119020120.09644408.03.3%
Upper-middle-income countries20221045643904.0978444736.03.3%
Low-income countries19895594240.05977223.03.3%
Low-income countries201612011717.012831429.03.3%
Upper-middle-income countries20211138930048.01066551360.03.3%
Lower-middle-income countries196917023856.018165078.03.2%
Low-income countries20108284513.08835699.03.2%
Low-income countries19944794937.05112784.03.2%
Low-income countries20015986992.06383793.03.2%
Lower-middle-income countries19577361383.06906991.03.2%
Upper-middle-income countries19341735132.01629737.03.1%
Upper-middle-income countries20191114731904.01047344256.03.1%
Lower-middle-income countries199352936356.056337292.03.1%
Upper-middle-income countries20201150593920.01081348224.03.1%
Low-income countries20087367923.07839133.03.1%
Upper-middle-income countries2024932920256.0877212672.03.1%
Upper-middle-income countries20181053698624.0992825664.03.0%
Low-income countries201712597300.013361250.02.9%
Low-income countries19885956845.06315734.02.9%
Lower-middle-income countries197822338188.023664844.02.9%
Lower-middle-income countries197722356234.023683362.02.9%
Upper-middle-income countries20231001061056.0945353472.02.9%
Low-income countries201210387381.010994514.02.8%
Low-income countries20005554949.05875057.02.8%
Lower-middle-income countries197622194170.023464522.02.8%
Upper-middle-income countries19373154909.02987732.02.7%
~ global_carbon_budget.emissions_from_cement_as_share_of_global 🟡 median anomaly score 2.1%changed data
~ Changed values: 240 / 47,784 (0.50%) — showing the 100 most anomalous rows
countryyearemissions_from_cement_as_share_of_global -emissions_from_cement_as_share_of_global +anomaly score
Lower-middle-income countries19381.5367503166198732.046188831329345714%
Lower-middle-income countries202013.4411487579345717.65168190002441414%
Lower-middle-income countries201914.7948875427246118.90867614746093812%
Lower-middle-income countries202115.73487472534179720.02182769775390612%
Lower-middle-income countries19281.20713770389556881.52375781536102312%
Lower-middle-income countries19291.34631705284118651.696762919425964412%
Lower-middle-income countries201814.96466159820556618.8598976135253912%
Lower-middle-income countries202217.22463417053222721.42110061645507811%
Lower-middle-income countries201714.08707809448242217.4975662231445311%
Lower-middle-income countries19301.64774882793426512.025884151458740210%
Lower-middle-income countries19391.45650279521942141.7622539997100839.5%
Lower-middle-income countries201614.2109136581420917.1873683929443369.5%
Lower-middle-income countries19322.697756528854373.26231312751779.5%
Lower-middle-income countries201111.44244575500488313.7802886962890629.3%
Lower-middle-income countries201513.9715070724487316.803533554077159.2%
Lower-middle-income countries201412.89683055877685515.4890785217285169.1%
Lower-middle-income countries19311.99249422550201422.3924579620361339.1%
Lower-middle-income countries201212.04145526885986314.4153404235839849.0%
Lower-middle-income countries201312.60539150238037115.0631141662597668.9%
Lower-middle-income countries19401.56694686412811281.86758375167846688.8%
Lower-middle-income countries202318.63664627075195322.1918010711669928.7%
Lower-middle-income countries202419.8858375549316423.6038532257080088.5%
Lower-middle-income countries201011.885195732116714.1043882369995128.5%
Lower-middle-income countries200912.3084850311279314.2336282730102547.3%
Lower-middle-income countries200510.74924468994140612.4167709350585947.2%
Upper-middle-income countries19302.8865025043487552.50836706161499027.0%
Lower-middle-income countries19332.8838245868682863.310687541961676.9%
Lower-middle-income countries19372.77496457099914553.18467307090759286.9%
Lower-middle-income countries200410.77687358856201212.352722167968756.8%
Lower-middle-income countries200811.2315406799316412.845323562622076.7%
Upper-middle-income countries19282.53616499900817872.21954464912414556.7%
Lower-middle-income countries200710.9454612731933612.4373311996459966.4%
Lower-middle-income countries19342.74831843376159673.11793947219848636.3%
Lower-middle-income countries200211.0274152755737312.4979639053344736.3%
Lower-middle-income countries200310.56318283081054711.9355506896972666.1%
Upper-middle-income countries19293.2738928794860842.92344713211059575.7%
Low-income countries20050.68134135007858280.76239496469497685.6%
Low-income countries20030.74392682313919070.83048391342163095.5%
Low-income countries20040.71691793203353880.80033093690872195.5%
Lower-middle-income countries19362.73624181747436523.0458540916442875.4%
Lower-middle-income countries200610.96497821807861312.2041711807250985.3%
Lower-middle-income countries19413.73840188980102544.1581330299377445.3%
Low-income countries19990.80920284986495970.89868319034576425.2%
Lower-middle-income countries199710.153750419616711.245995521545415.1%
Upper-middle-income countries19325.9146943092346195.3501381874084475.0%
Low-income countries20060.63819468021392820.70310199260711674.8%
Lower-middle-income countries19353.0572886466979983.36339950561523444.8%
Upper-middle-income countries19314.5267877578735354.1268239021301274.6%
Lower-middle-income countries200011.06085586547851612.1030998229980474.5%
Lower-middle-income countries199810.66842746734619111.6674356460571294.5%
Lower-middle-income countries19969.86309146881103510.7814044952392584.4%
Lower-middle-income countries200110.97605323791503911.939782142639164.2%
Low-income countries20070.6116948723793030.66536355018615724.2%
Low-income countries19910.93093466758728031.0104439258575444.1%
Lower-middle-income countries19949.29726314544677710.0750885009765624.0%
Lower-middle-income countries199911.08815479278564512.0115957260131844.0%
Low-income countries19960.79074633121490480.85569041967391973.9%
Low-income countries19930.84656059741973880.91570144891738893.9%
Low-income countries20020.77177470922470090.8347709178924563.9%
Lower-middle-income countries19959.3764991760253910.1404991149902343.9%
Low-income countries19920.87088394165039060.94142222404479983.9%
Upper-middle-income countries19335.8359532356262215.4090905189514163.8%
Low-income countries19950.81729489564895630.88146299123764043.8%
Low-income countries19980.72776919603347780.78472459316253663.8%
Low-income countries19901.05778789520263671.13948905467987063.7%
Low-income countries20090.62522268295288090.6718739271163943.6%
Low-income countries20150.76941055059432980.82592159509658813.5%
Low-income countries20220.82686239480972290.8869082331657413.5%
Low-income countries20230.85999178886413570.92153662443161013.5%
Low-income countries20240.89938735961914060.9637514948844913.5%
Low-income countries20190.79835778474807740.85530346632003783.4%
Upper-middle-income countries19387.6916818618774417.1822433471679693.4%
Low-income countries20200.75993204116821290.81315207481384283.4%
Low-income countries20210.79628270864486690.85148060321807863.3%
Low-income countries20110.67076712846755980.71719133853912353.3%
Upper-middle-income countries202266.2328414916992261.97632980346683.3%
Low-income countries19891.1368715763092041.21470212936401373.3%
Low-income countries20160.8137207031250.86925119161605833.3%
Upper-middle-income countries202168.3268508911132863.984699249267583.3%
Lower-middle-income countries19696.2911686897277836.7129073143005373.2%
Low-income countries20100.66180092096328740.70583188533782963.2%
Low-income countries19940.81721162796020510.87138295173645023.2%
Low-income countries20010.79747027158737180.85032439231872563.2%
Lower-middle-income countries19576.0116696357727055.6405901908874513.2%
Upper-middle-income countries19346.0851197242736825.7154989242553713.1%
Upper-middle-income countries201968.9926071166992264.82187652587893.1%
Lower-middle-income countries19939.63237953186035210.251217842102053.1%
Upper-middle-income countries202070.8470993041992266.583343505859383.1%
Low-income countries20080.64778804779052730.68921679258346563.1%
Upper-middle-income countries202463.3425559997558659.56016921997073.1%
Upper-middle-income countries201868.1190490722656264.183761596679693.0%
Low-income countries20170.83984982967376710.89078164100646972.9%
Low-income countries19881.23604321479797361.31051254272460942.9%
Lower-middle-income countries19785.6141762733459475.94759988784792.9%
Lower-middle-income countries19775.9982943534851076.3543696403503422.9%
Upper-middle-income countries202364.9918899536132861.3751792907714842.9%
Low-income countries20120.75415468215942380.79823428392410282.8%
Low-income countries20000.7734916210174560.81806468963623052.8%
Lower-middle-income countries19766.2333946228027346.5901823043823242.8%
Upper-middle-income countries19377.7318797111511237.3221707344055182.7%
~ global_carbon_budget.cumulative_consumption_emissions 🟡 median anomaly score 1.9%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyearcumulative_consumption_emissions -cumulative_consumption_emissions +anomaly score
Low-income countries199556957064.063081584.05.1%
Low-income countries199667980864.075281920.05.1%
Low-income countries199447146712.052099312.05.0%
Low-income countries199337956656.041935184.05.0%
Low-income countries199228016676.030943986.05.0%
Low-income countries199118516338.020438178.04.9%
Low-income countries199778496888.086605776.04.9%
Low-income countries199889781448.099050008.04.9%
Low-income countries1999104237320.0114745992.04.8%
Low-income countries19909248658.010175748.04.8%
Low-income countries2000122448944.0133939296.04.5%
Low-income countries2023984635072.01072329600.04.3%
Low-income countries2006232509248.0252751024.04.2%
Low-income countries2001141100448.0153348112.04.2%
Low-income countries2022919188288.0998235456.04.1%
Low-income countries2007254791296.0276313376.04.1%
Low-income countries2002158212624.0171455040.04.0%
Low-income countries2021854449216.0924611008.03.9%
Low-income countries2003175840560.0190194176.03.9%
Low-income countries2008280506496.0303260032.03.9%
Low-income countries2009306659264.0331279424.03.9%
Low-income countries2010332139008.0358590944.03.8%
Low-income countries2004193612160.0208992784.03.8%
Low-income countries2020791837760.0853642816.03.8%
Low-income countries2011361813248.0390007584.03.8%
Low-income countries2005212665376.0229164688.03.7%
Low-income countries2012392694464.0422729952.03.7%
Low-income countries2019735420544.0789685440.03.6%
Lower-middle-income countries202375189583872.080708583424.03.5%
Low-income countries2013431193664.0462421568.03.5%
Lower-middle-income countries202271298867200.076389400576.03.4%
Lower-middle-income countries202167587305472.072265711616.03.3%
Low-income countries2018676922688.0723195520.03.3%
Low-income countries2014476726240.0509272320.03.3%
Lower-middle-income countries202063926104064.068203110400.03.2%
Low-income countries2015520478016.0554814272.03.2%
Low-income countries2016566941312.0603551552.03.1%
Lower-middle-income countries201960569751552.064420036608.03.1%
Low-income countries2017620748672.0659142784.03.0%
Lower-middle-income countries201857089994752.060484186112.02.9%
Lower-middle-income countries201753680128000.056649363456.02.7%
Lower-middle-income countries201650353623040.052991627264.02.6%
Lower-middle-income countries201547150702592.049476497408.02.4%
Lower-middle-income countries201444090384384.046154485760.02.3%
Lower-middle-income countries201341110519808.042991292416.02.2%
Lower-middle-income countries201238422876160.040120659968.02.2%
Lower-middle-income countries201135650367488.037193859072.02.1%
Lower-middle-income countries201033059557376.034441007104.02.0%
Lower-middle-income countries200930554998784.031819393024.02.0%
Lower-middle-income countries200828157720576.029312448512.02.0%
Lower-middle-income countries200725930889216.026963931136.02.0%
Lower-middle-income countries200623836588032.024771653632.01.9%
Lower-middle-income countries200521914099712.022758881280.01.9%
Lower-middle-income countries200420091045888.020823234560.01.8%
Lower-middle-income countries200318376562688.019003406336.01.7%
Lower-middle-income countries200216741752832.017288413184.01.6%
Lower-middle-income countries200115211083776.015660371968.01.5%
Lower-middle-income countries200013712656384.014075954176.01.3%
Lower-middle-income countries199912247517184.012524962816.01.1%
Lower-middle-income countries199810765316096.010974636032.00.96%
Lower-middle-income countries19979360103424.09539186688.00.95%
Upper-middle-income countries2023337364910080.0331758239744.00.84%
Upper-middle-income countries2022321051754496.0315882176512.00.81%
Lower-middle-income countries19967998791168.08127090688.00.80%
Upper-middle-income countries2021305322917888.0300574343168.00.78%
Upper-middle-income countries2020289982414848.0285643603968.00.75%
Upper-middle-income countries2019275084214272.0271179677696.00.71%
Upper-middle-income countries2018259996483584.0256556023808.00.67%
Upper-middle-income countries2017245403516928.0242395889664.00.62%
Lower-middle-income countries19956696645120.06776832000.00.60%
Upper-middle-income countries2016231374143488.0228699521024.00.58%
Upper-middle-income countries2015217751486464.0215391354880.00.54%
Upper-middle-income countries2014203936710656.0201840066560.00.52%
Lower-middle-income countries19945449882624.05505810432.00.51%
Upper-middle-income countries2013190245584896.0188333588480.00.51%
Upper-middle-income countries2012176670982144.0174943174656.00.49%
Upper-middle-income countries2011163463495680.0161891811328.00.48%
Upper-middle-income countries2010150812639232.0149404745728.00.47%
Upper-middle-income countries2009139218288640.0137929277440.00.47%
Upper-middle-income countries2008128445063168.0127267577856.00.46%
Lower-middle-income countries19923132004096.03160771584.00.46%
Upper-middle-income countries2007118337978368.0117283414016.00.45%
Upper-middle-income countries2006108794740736.0107839430656.00.44%
Upper-middle-income countries200599911917568.099050635264.00.43%
Lower-middle-income countries1990999240896.01007646528.00.42%
Upper-middle-income countries200491651784704.090904215552.00.41%
Upper-middle-income countries200383934871552.083293675520.00.38%
Lower-middle-income countries19934260471552.04292954112.00.38%
Upper-middle-income countries200276663971840.076104073216.00.37%
Upper-middle-income countries200169998682112.069537144832.00.33%
Lower-middle-income countries19912023024384.02035986176.00.32%
Upper-middle-income countries200063593345024.063218556928.00.30%
Upper-middle-income countries199957341607936.057053655040.00.25%
Upper-middle-income countries199851111784448.050893197312.00.21%
Upper-middle-income countries199745175459840.044988268544.00.21%
Upper-middle-income countries199639027417088.038891814912.00.17%
Upper-middle-income countries199532922331136.032836020224.00.13%
Upper-middle-income countries199427117998080.027057117184.00.11%
Upper-middle-income countries199215966797824.015935102976.00.10%
Upper-middle-income countries19905225031168.05215698432.00.09%
~ global_carbon_budget.cumulative_consumption_emissions_as_share_of_global 🟡 median anomaly score 1.9%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyearcumulative_consumption_emissions_as_share_of_global -cumulative_consumption_emissions_as_share_of_global +anomaly score
Low-income countries19950.0061771674081683160.0068413903936743745.1%
Low-income countries19960.0071839243173599240.0079554682597517975.1%
Low-income countries19940.0052470276132225990.0057982099242508415.0%
Low-income countries19930.0043350956402719020.0047894902527332315.0%
Low-income countries19920.00328519241884350780.0036284443922340875.0%
Low-income countries19910.00223008752800524230.0024615519214421514.9%
Low-income countries19970.0080868620425462720.008922250941395764.9%
Low-income countries19980.0090235564857721330.0099550997838377954.9%
Low-income countries19990.0102212969213724140.0112517550587654114.8%
Low-income countries19900.00114592514000833030.00126079330220818524.8%
Low-income countries20000.011714052408933640.0128132738173007974.5%
Low-income countries20230.0543839596211910250.0592275559902191164.3%
Low-income countries20060.0191565752029418950.0208243075758218774.2%
Low-income countries20010.0131745263934135440.0143180890008807184.2%
Low-income countries20220.051860317587852480.056320134550333024.1%
Low-income countries20070.020461384207010270.022189745679497724.1%
Low-income countries20020.0144186848774552350.015625530853867534.0%
Low-income countries20210.049250543117523190.0532946772873401643.9%
Low-income countries20030.015631277114152910.0169072356075048453.9%
Low-income countries20080.0219612438231706620.023742651566863063.9%
Low-income countries20090.0234306994825601580.025311835110187533.9%
Low-income countries20100.0247475188225507740.0267184413969516753.8%
Low-income countries20040.016784207895398140.0181175526231527333.8%
Low-income countries20200.04663255810737610.050272360444068913.8%
Low-income countries20110.026283292099833490.0283314231783151633.8%
Low-income countries20050.017974710091948510.0193692501634359363.7%
Low-income countries20120.027820188552141190.0299480333924293523.7%
Low-income countries20190.0442257709801197050.047489080578088763.6%
Lower-middle-income countries20234.1529164314270024.4577455520629883.5%
Low-income countries20130.02980284020304680.031961221247911453.5%
Lower-middle-income countries20224.0226602554321294.3098664283752443.4%
Lower-middle-income countries20213.89573931694030764.1654033660888673.3%
Low-income countries20180.041636504232883450.0444826744496822363.3%
Low-income countries20140.0321615450084209440.0343572124838829043.3%
Lower-middle-income countries20203.76470804214477544.0165877342224123.2%
Low-income countries20150.0342940948903560640.036556497216224673.2%
Low-income countries20160.036504257470369340.038861516863107683.1%
Lower-middle-income countries20193.6424651145935063.87400865554809573.1%
Low-income countries20170.03906395658850670.0414801090955734253.0%
Lower-middle-income countries20183.51152014732360843.720291852951052.9%
Lower-middle-income countries20173.37811136245727543.56496644020080572.7%
Lower-middle-income countries20163.24217247962951663.41202855110168462.6%
Lower-middle-income countries20153.10674166679382323.25998735427856452.4%
Lower-middle-income countries20142.974484682083133.1137361526489262.3%
Lower-middle-income countries20132.84143853187561042.97143197059631352.2%
Lower-middle-income countries20122.72204422950744632.8423225879669192.2%
Lower-middle-income countries20112.589758872985842.701883077621462.1%
Lower-middle-income countries20102.4632518291473392.5661830902099612.0%
Lower-middle-income countries20092.3345944881439212.43120217323303222.0%
Lower-middle-income countries20082.20450711250305182.2949125766754152.0%
Lower-middle-income countries20072.08241748809814452.1653773784637452.0%
Lower-middle-income countries20061.9639106988906862.04095125198364261.9%
Lower-middle-income countries20051.8522036075592041.92360544204711911.9%
Lower-middle-income countries20041.7416896820068361.80516290664672851.8%
Lower-middle-income countries20031.63357734680175781.68930017948150631.7%
Lower-middle-income countries20021.52575731277465821.57557702064514161.6%
Lower-middle-income countries20011.42025637626647951.46220636367797851.5%
Lower-middle-income countries20001.31181836128234861.34657323360443121.3%
Lower-middle-income countries19991.2009662389755251.22817206382751461.1%
Lower-middle-income countries19981.08197665214538571.1030145883560180.96%
Lower-middle-income countries19970.96429127454757690.98274070024490360.95%
Upper-middle-income countries202318.63354110717773418.3238716125488280.84%
Upper-middle-income countries202218.113641738891617.8219757080078120.81%
Lower-middle-income countries19960.84527778625488280.85883587598800660.80%
Upper-middle-income countries202117.59884643554687517.3251380920410160.78%
Upper-middle-income countries202017.07751655578613316.8219966888427730.75%
Upper-middle-income countries201916.5426578521728516.3078517913818360.71%
Upper-middle-income countries201815.99199485778808615.7803783416748050.67%
Upper-middle-income countries201715.44333934783935515.2540674209594730.62%
Lower-middle-income countries19950.72627162933349610.73496812582015990.60%
Upper-middle-income countries201614.89773464202880914.7255210876464840.58%
Upper-middle-income countries201514.3475608825683614.1920528411865230.54%
Upper-middle-income countries201413.75825214385986313.6168050765991210.52%
Lower-middle-income countries19940.60652554035186770.61274981498718260.51%
Upper-middle-income countries201313.14921569824218813.0170640945434570.51%
Upper-middle-income countries201212.51614379882812512.393737792968750.49%
Upper-middle-income countries201111.87452125549316411.7603483200073240.48%
Upper-middle-income countries201011.23697757720947311.1320762634277340.47%
Upper-middle-income countries200910.63715457916259810.5386657714843750.47%
Upper-middle-income countries200810.0561428070068369.9639558792114260.46%
Lower-middle-income countries19920.367253988981246950.3706272244453430.46%
Upper-middle-income countries20079.5033025741577159.4186143875122070.45%
Upper-middle-income countries20068.9636631011962898.8849554061889650.44%
Upper-middle-income countries20058.444664955139168.3718681335449220.43%
Lower-middle-income countries19900.123807728290557860.124849200248718260.42%
Upper-middle-income countries20047.9452786445617687.8804726600646970.41%
Upper-middle-income countries20037.4613571166992197.4043583869934080.38%
Lower-middle-income countries19930.486595869064331050.490305751562118530.38%
Upper-middle-income countries20026.9867601394653326.9357337951660160.37%
Upper-middle-income countries20016.5357656478881846.4926719665527340.33%
Lower-middle-income countries19910.243650838732719420.245211943984031680.32%
Upper-middle-income countries20006.0836439132690436.0477900505065920.30%
Upper-middle-income countries19995.6227998733520515.5945639610290530.25%
Upper-middle-income countries19985.1370306015014655.1150612831115720.21%
Upper-middle-income countries19974.6540408134460454.6347556114196780.21%
Upper-middle-income countries19964.124248981475834.109919071197510.17%
Upper-middle-income countries19953.57052731513977053.5611667633056640.13%
Upper-middle-income countries19943.01800203323364263.01122665405273440.11%
Upper-middle-income countries19921.87224221229553221.8685257434844970.10%
Upper-middle-income countries19900.64739066362380980.64623427391052250.09%
~ global_carbon_budget.traded_emissions 🟡 median anomaly score 1.9%changed data
~ Changed values: 102 / 47,784 (0.21%) — showing the 100 most anomalous rows
countryyeartraded_emissions -traded_emissions +anomaly score
Lower-middle-income countries1990-150325440.0-96543552.022%
Lower-middle-income countries1992-124338048.0-89361664.016%
Lower-middle-income countries1999-279288448.0-205070208.015%
Lower-middle-income countries2002-363213696.0-266954624.015%
Lower-middle-income countries1991-160079296.0-118600512.015%
Lower-middle-income countries1994-185420928.0-141766528.013%
Lower-middle-income countries1993-171111936.0-131534848.013%
Lower-middle-income countries2000-354885376.0-275772160.013%
Lower-middle-income countries1996-238023296.0-187336448.012%
Lower-middle-income countries1995-197438720.0-155827456.012%
Lower-middle-income countries2018-464395520.0-367190784.012%
Lower-middle-income countries2012-294359552.0-233359872.012%
Lower-middle-income countries2013-487386880.0-388933120.011%
Lower-middle-income countries2005-307366912.0-245395328.011%
Lower-middle-income countries2008-276132864.0-220817408.011%
Lower-middle-income countries2011-309390080.0-247679744.011%
Lower-middle-income countries2010-271162880.0-217377024.011%
Lower-middle-income countries2003-324086144.0-262691200.010%
Lower-middle-income countries2016-418327296.0-339764736.010%
Lower-middle-income countries2001-324532736.0-263727488.010%
Lower-middle-income countries1997-245166464.0-200300672.010%
Lower-middle-income countries2004-322642816.0-264704256.09.9%
Lower-middle-income countries2007-287607808.0-239063552.09.2%
Lower-middle-income countries2015-370425856.0-310164480.08.9%
Lower-middle-income countries2017-414401792.0-351826688.08.2%
Lower-middle-income countries2006-336110848.0-286230272.08.0%
Lower-middle-income countries2009-220607232.0-190568192.07.3%
Lower-middle-income countries1998-250817280.0-221816320.06.1%
Lower-middle-income countries2014-361626624.0-324316672.05.4%
Lower-middle-income countries2019-430030080.0-393871872.04.4%
Upper-middle-income countries1990-615157760.0-668889088.04.2%
Upper-middle-income countries1999-887187968.0-960795648.04.0%
Upper-middle-income countries2002-1191218688.0-1287150080.03.9%
Upper-middle-income countries2000-1031357952.0-1110121472.03.7%
Upper-middle-income countries1993-576035840.0-615595008.03.3%
Lower-middle-income countries2020-366370816.0-391230976.03.3%
Upper-middle-income countries1996-792826880.0-843425280.03.1%
Upper-middle-income countries2018-1628637184.0-1731687424.03.1%
Upper-middle-income countries1991-672240640.0-713664512.03.0%
Upper-middle-income countries1992-594772480.0-629723648.02.9%
Upper-middle-income countries2001-1052245504.0-1112649216.02.8%
Upper-middle-income countries2013-1764230144.0-1862240256.02.7%
Upper-middle-income countries1994-810923008.0-854544896.02.6%
Upper-middle-income countries1997-872856576.0-917650944.02.5%
Upper-middle-income countries1995-866981888.0-908590080.02.3%
Low-income countries2022-135221856.0-129075216.02.3%
Upper-middle-income countries2016-1752134656.0-1830678528.02.2%
Low-income countries2021-134358528.0-128621920.02.2%
Low-income countries2023-141054688.0-135078368.02.2%
Low-income countries2018-140880480.0-135035552.02.1%
Upper-middle-income countries2003-1565602304.0-1626303488.01.9%
Low-income countries2019-153632576.0-148004224.01.9%
Upper-middle-income countries2015-1638833152.0-1699086336.01.8%
Upper-middle-income countries2017-1734217728.0-1796664320.01.8%
Low-income countries2020-148061984.0-143273120.01.6%
Upper-middle-income countries2004-1720699392.0-1777920512.01.6%
Upper-middle-income countries2012-1889602560.0-1950227456.01.6%
Upper-middle-income countries2005-1960589312.0-2021958144.01.5%
Upper-middle-income countries1998-949353472.0-978224128.01.5%
Upper-middle-income countries2011-2024866816.0-2085815296.01.5%
Upper-middle-income countries2010-1954742272.0-2007763968.01.3%
Upper-middle-income countries2008-2122784768.0-2177807360.01.3%
Upper-middle-income countries2006-2080375808.0-2132498432.01.2%
Upper-middle-income countries2019-1720177664.0-1761964032.01.2%
Upper-middle-income countries2007-2020139008.0-2068446208.01.2%
Upper-middle-income countries2014-1849512960.0-1886651392.00.99%
Lower-middle-income countries2022-511078656.0-502353664.00.86%
Upper-middle-income countries2009-1807586304.0-1836955648.00.81%
Low-income countries2006-171495232.0-169253264.00.66%
Upper-middle-income countries2020-1797862400.0-1777790976.00.56%
Upper-middle-income countries2022-2135368704.0-2150239232.00.35%
Lower-middle-income countries2021-439953152.0-437658112.00.26%
Low-income countries2011-159656320.0-160417840.00.24%
Low-income countries2004-159885632.0-160602544.00.22%
Low-income countries2003-157855040.0-158548576.00.22%
Low-income countries1999-142829152.0-143439488.00.21%
Low-income countries2010-181172928.0-181936816.00.21%
Upper-middle-income countries2021-1977961472.0-1985992704.00.20%
Low-income countries2009-180664064.0-181333088.00.18%
Low-income countries2005-163572736.0-164175648.00.18%
Low-income countries2013-127025680.0-127468504.00.17%
Upper-middle-income countries2023-2149105664.0-2155004928.00.14%
Low-income countries2001-147118720.0-147520320.00.14%
Low-income countries2012-144360352.0-144734848.00.13%
Low-income countries2000-144947040.0-145296720.00.12%
Low-income countries2002-136538560.0-136866288.00.12%
Low-income countries2008-182670064.0-182961376.00.08%
Low-income countries2007-174091168.0-174327632.00.07%
Low-income countries2014-127577032.0-127749424.00.07%
Low-income countries1998-136645552.0-136775840.00.05%
Low-income countries2017-145524176.0-145652288.00.04%
Low-income countries1996-136242560.0-136331184.00.03%
Low-income countries1997-138375872.0-138447040.00.03%
Low-income countries1991-176424160.0-176479216.00.02%
Low-income countries1990-178838208.0-178888768.00.01%
Low-income countries1994-148180928.0-148213520.00.01%
Low-income countries2016-110373856.0-110392488.00.01%
Low-income countries1992-160955760.0-160980784.00.01%
Lower-middle-income countries2023-560507904.0-560585216.00.01%
Low-income countries1993-152490864.0-152508464.00.01%
~ global_carbon_budget.emissions_from_gas_per_capita 🟡 median anomaly score 1.9%changed data
~ Changed values: 1,874 / 47,784 (3.92%) (1,813 revised, 61 appeared) — showing the 100 most anomalous rows
countryyearemissions_from_gas_per_capita -emissions_from_gas_per_capita +anomaly score
Lower-middle-income countries19440.00188955641351640220.0100%
Lower-middle-income countries19410.0017388669075444340.0100%
Lower-middle-income countries19420.0014165550237521530.0100%
Lower-middle-income countries19430.00115591066423803570.0100%
Lower-middle-income countries19320.0024125946220010520.00040732370689511371%
Lower-middle-income countries19330.00246746628545224670.000504451978486031366%
Lower-middle-income countries19340.0027889774646610020.000661453872453421462%
Lower-middle-income countries19350.0030043730512261390.00079162133624777258%
Lower-middle-income countries19380.00380008202046155930.001021933625452220458%
Lower-middle-income countries19540.0113391168415546420.003413030412048101454%
Lower-middle-income countries19360.00325277820229530330.000989005784504115653%
Lower-middle-income countries19370.00334696145728230480.001026535755954682853%
Lower-middle-income countries19530.0104305557906627660.003225609660148620653%
Lower-middle-income countries19550.012739502824842930.0040222234092652852%
Lower-middle-income countries19520.009098090231418610.003124351846054196449%
Lower-middle-income countries19470.0059870141558349130.00216874992474913647%
Lower-middle-income countries19480.0062961936928331850.002304820809513330546%
Lower-middle-income countries19560.0147800315171480180.00541112525388598446%
Lower-middle-income countries19510.008248440921306610.003184208413586020544%
Lower-middle-income countries19490.0060370215214788910.002347986446693539644%
Lower-middle-income countries19460.0045246686786413190.00180697650648653543%
Lower-middle-income countries19570.018911577761173250.007728014606982469642%
Lower-middle-income countries19450.00384042295627295970.001626531244255602440%
Lower-middle-income countries19500.0070616132579743860.0030127174686640540%
Lower-middle-income countries19580.022309584543108940.01029199641197919837%
Lower-middle-income countries19590.0247022714465856550.0120679466053843534%
Lower-middle-income countries19600.0279402136802673340.01427759695798158632%
Lower-middle-income countries19610.0311224367469549180.01677153445780277330%
Lower-middle-income countries19620.033957011997699740.01900885254144668628%
Lower-middle-income countries19630.037796352058649060.02187193185091018727%
Saudi Arabia19490.00120180833619087930.002053130185231566426%
Lower-middle-income countries19730.06282237172126770.0370108261704444926%
Lower-middle-income countries19700.053872626274824140.03180264309048652626%
Lower-middle-income countries19640.0423390269279480.02510394155979156526%
Lower-middle-income countries19740.06473263353109360.0387082360684871725%
Lower-middle-income countries19710.056267648935317990.0336970500648021725%
Lower-middle-income countries19650.045915324240922930.02792456746101379424%
Lower-middle-income countries19670.051504269242286680.03146508708596229624%
Lower-middle-income countries19720.058061942458152770.0355870015919208524%
Lower-middle-income countries19660.0486185625195503230.02985667251050472324%
Lower-middle-income countries19680.053002208471298220.03271630406379724%
Lower-middle-income countries19750.06536960601806640.0403985939919948624%
Lower-middle-income countries19690.0551070086658000950.034573514014482523%
Lower-middle-income countries19800.083516873419284820.0526110231876373323%
Lower-middle-income countries19790.082126013934612270.0528560131788253822%
Lower-middle-income countries19760.06752935051918030.04398538172245025621%
Upper-middle-income countries19540.0107316896319389340.0162695497274398821%
Lower-middle-income countries19840.095623239874839780.063153959810733820%
Lower-middle-income countries19780.077572681009769440.0512724854052066820%
Lower-middle-income countries19770.077630378305912020.0515082702040672320%
Lower-middle-income countries19830.090568073093891140.0601839311420917520%
Upper-middle-income countries19530.0100642442703247070.01510588731616735520%
Lower-middle-income countries19810.089545764029026030.0597898215055465720%
Lower-middle-income countries19860.10227771103382110.0683938637375831620%
Lower-middle-income countries19820.092521041631698610.0622175149619579320%
Serbia19290.00033173820702359080.000223110953811556120%
Serbia19300.00065829633967950940.0004455374437384307419%
Upper-middle-income countries19550.0131459394469857220.01929453015327453619%
Serbia19310.00096631387714296580.000658749544527381719%
Serbia19320.000318818056257441640.0002189485239796340519%
Lower-middle-income countries19850.101347215473651890.0697681531310081518%
Lower-middle-income countries19870.110094271600246430.0763275250792503418%
Upper-middle-income countries19520.0096626188606023790.01388795021921396318%
Upper-middle-income countries19560.0151468692347407340.0217605363577604318%
Lower-middle-income countries19880.114204831421375270.0796621814370155318%
Upper-middle-income countries19570.0189855545759201050.02686630375683307617%
Serbia19360.000293504970613867040.0002075925731332972617%
Upper-middle-income countries19500.0068801054731011390.00971070304512977617%
Serbia19370.00028462707996368410.0002028101735049858717%
Upper-middle-income countries19510.0089105805382132530.01250068377703428317%
Serbia19380.00027089941431768240.0001944579271366819716%
Lower-middle-income countries19960.156072631478309630.1125994697213172916%
Lower-middle-income countries19900.121064297854900360.0876347646117210416%
Lower-middle-income countries19970.157684773206710820.1143001168966293316%
Lower-middle-income countries19890.117035903036594390.085126608610153216%
Upper-middle-income countries19320.0037304759025573730.00512627093121409416%
Lower-middle-income countries19910.12293326854705810.0895307287573814416%
Lower-middle-income countries19950.149399444460868840.1092075556516647316%
Lower-middle-income countries19940.138130426406860350.101669549942016615%
Serbia19390.0002650965761858970.0001956907508429139915%
Upper-middle-income countries19580.0243153534829616550.0328950136899948115%
Upper-middle-income countries19480.008012353442609310.010837251320481315%
Upper-middle-income countries19470.0077109918929636480.01039236411452293415%
Upper-middle-income countries19590.0292066354304552080.03841406106948852514%
Germany19350.000368288427125662570.0004822450282517820613%
Germany19360.00062691891798749570.000820875749923288813%
Germany19370.00057064095744863150.000747156096622347813%
Germany19340.00031790777575224640.000416208145907148713%
Lower-middle-income countries19980.15740601718425750.120486773550510413%
Lower-middle-income countries19930.133706092834472660.1024124175310134913%
Germany19380.00046361007844097910.00060482829576358213%
Upper-middle-income countries19490.0091736996546387670.01190497539937496213%
Upper-middle-income countries19440.0045418562367558480.00586799671873450313%
Upper-middle-income countries19340.0051264241337776180.00657228007912635812%
Germany19390.00081992533523589370.001050638151355087812%
Upper-middle-income countries19600.03660874068737030.0468954630196094512%
Upper-middle-income countries19460.00688263168558478360.00880275294184684812%
Lower-middle-income countries19990.159530058503150940.126347139477729812%
Lower-middle-income countries20000.163259014487266540.1297177374362945611%
Germany19400.00040858608554117380.000513563747517764611%
~ global_carbon_budget.emissions_total_including_land_use_change 🟡 median anomaly score 1.8%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearemissions_total_including_land_use_change -emissions_total_including_land_use_change +anomaly score
Lower-middle-income countries187528449650.05066666.070%
Lower-middle-income countries187728607360.05289627.069%
Lower-middle-income countries187631407854.06223256.567%
Lower-middle-income countries187329170752.05855587.567%
Lower-middle-income countries187128607976.05952256.566%
Lower-middle-income countries187028697792.06086121.065%
Lower-middle-income countries187431196592.07147506.063%
Lower-middle-income countries187230716892.07623517.060%
Lower-middle-income countries1907151932128.0320502976.036%
Lower-middle-income countries1908156681280.0316947296.034%
Lower-middle-income countries1910159941584.0317234912.033%
Lower-middle-income countries1912171884320.0334964960.032%
Lower-middle-income countries1911166535520.0320870528.032%
Lower-middle-income countries1909156770128.0301946048.032%
Lower-middle-income countries1913176238496.0338269728.031%
Lower-middle-income countries1914178013936.0326212480.029%
Lower-middle-income countries1915275417664.0446159296.024%
Lower-middle-income countries1918282756736.0451623072.023%
Lower-middle-income countries1916278209568.0440204224.023%
Lower-middle-income countries1917280770656.0442851360.022%
Lower-middle-income countries1919283392128.0446002112.022%
Lower-middle-income countries1905153560688.0220385456.018%
Lower-middle-income countries1904152906160.0218875280.018%
Lower-middle-income countries1902151983568.0217089456.018%
Lower-middle-income countries1903151351008.0216170096.018%
Lower-middle-income countries1901148709008.0211324704.017%
Lower-middle-income countries1900149919136.0213041264.017%
Lower-middle-income countries1906156335136.0221508000.017%
Lower-middle-income countries1895153948640.0214741376.016%
Lower-middle-income countries1898152153648.0211956576.016%
Lower-middle-income countries1897152263424.0211882048.016%
Lower-middle-income countries1899152756016.0211790208.016%
Lower-middle-income countries1896154229824.0211524256.016%
Lower-middle-income countries1893149126112.0204468912.016%
Lower-middle-income countries1894151447168.0204136320.015%
Lower-middle-income countries1892154457200.0205752288.014%
Lower-middle-income countries1920476308000.0594148928.011%
Lower-middle-income countries19751661035520.02039190400.010%
Lower-middle-income countries19761672816896.02052723712.010%
Lower-middle-income countries1889170184928.0140410752.09.6%
Lower-middle-income countries1878131944264.0109481352.09.3%
Lower-middle-income countries1879132639640.0110242040.09.2%
Lower-middle-income countries1880157020896.0131235696.08.9%
Lower-middle-income countries1881167726176.0141244880.08.6%
Lower-middle-income countries1883185683488.0156547680.08.5%
Lower-middle-income countries1885195651552.0165518544.08.3%
Lower-middle-income countries1882177564432.0150593232.08.2%
Lower-middle-income countries1886195543088.0166785040.07.9%
Lower-middle-income countries1884188981280.0161423488.07.9%
Lower-middle-income countries1888198676784.0170043408.07.8%
Lower-middle-income countries1887196392096.0168827328.07.5%
Lower-middle-income countries1921583926144.0673818112.07.1%
Lower-middle-income countries1890162089952.0141797968.06.7%
Lower-middle-income countries19791670672896.01904612224.06.5%
Lower-middle-income countries19781754390144.01991380096.06.3%
Lower-middle-income countries19741806745600.02048629504.06.3%
Lower-middle-income countries19772008672384.02264722432.06.0%
Lower-middle-income countries20204887433216.05501829632.05.9%
Lower-middle-income countries20144899087360.05488619008.05.7%
Lower-middle-income countries20195100988416.05699569152.05.5%
Lower-middle-income countries1922631559296.0705342272.05.5%
Lower-middle-income countries19731778360576.01983306880.05.4%
Lower-middle-income countries19631851249792.02064005632.05.4%
Lower-middle-income countries20245589678080.06216663040.05.3%
Lower-middle-income countries20215035723264.05584998400.05.2%
Lower-middle-income countries20225202975232.05763753984.05.1%
Lower-middle-income countries20235428253696.06013018624.05.1%
Lower-middle-income countries20185159748608.05714635264.05.1%
Lower-middle-income countries1891156212928.0141374960.05.0%
Upper-middle-income countries19071788199552.01619628672.04.9%
Lower-middle-income countries20154786795520.05275644928.04.9%
Lower-middle-income countries19661666279296.01834230656.04.8%
Lower-middle-income countries19441028395840.0935980224.04.7%
Lower-middle-income countries19801718682880.01887977472.04.7%
Upper-middle-income countries19081791393152.01631127168.04.7%
Lower-middle-income countries20003177469952.03476204800.04.5%
Low-income countries1950748633600.0817882048.04.4%
Upper-middle-income countries19152030020480.01859278848.04.4%
Lower-middle-income countries19491170465792.01072400960.04.4%
Lower-middle-income countries1924693875264.0757080448.04.4%
Lower-middle-income countries20165068454912.05530010624.04.4%
Upper-middle-income countries19182033054208.01864187776.04.3%
Upper-middle-income countries19121985193984.01822113408.04.3%
Lower-middle-income countries19431016477312.0933009856.04.3%
Upper-middle-income countries19101923502592.01766209280.04.3%
Upper-middle-income countries19111901100928.01746765824.04.2%
Lower-middle-income countries1923662809408.0721205440.04.2%
Lower-middle-income countries20175356178944.05827633152.04.2%
Lower-middle-income countries19421012513216.0930828800.04.2%
Lower-middle-income countries19641772560512.01926832768.04.2%
Upper-middle-income countries19162030643328.01868648704.04.2%
Upper-middle-income countries19091821552768.01676376832.04.2%
Upper-middle-income countries19132037509632.01875478400.04.1%
Lower-middle-income countries20094087088640.04438379520.04.1%
Lower-middle-income countries19481152129536.01061155968.04.1%
Lower-middle-income countries19621962497024.02130296960.04.1%
Upper-middle-income countries19172060157696.01898077056.04.1%
Lower-middle-income countries20073762253568.04081726720.04.1%
Lower-middle-income countries20043340027136.03621491456.04.0%
Lower-middle-income countries19711710918016.01854354048.04.0%
~ global_carbon_budget.emissions_total_including_land_use_change_as_share_of_global 🟡 median anomaly score 1.8%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearemissions_total_including_land_use_change_as_share_of_global -emissions_total_including_land_use_change_as_share_of_global +anomaly score
Lower-middle-income countries18750.70888906717300420.1262477338314056470%
Lower-middle-income countries18770.68427324295043950.126525133848190369%
Lower-middle-income countries18760.77015954256057740.15260195732116767%
Lower-middle-income countries18730.75189036130905150.1509306132793426567%
Lower-middle-income countries18710.80205863714218140.166878595948219366%
Lower-middle-income countries18700.83241122961044310.1765346676111221365%
Lower-middle-income countries18740.79192137718200680.1814384907484054663%
Lower-middle-income countries18720.81073570251464840.2012136280536651660%
Lower-middle-income countries19071.95314669609069824.12019062042236336%
Lower-middle-income countries19082.03172564506530764.10993576049804734%
Lower-middle-income countries19102.03788065910339364.04201889038085933%
Lower-middle-income countries19122.1699194908142094.2286987304687532%
Lower-middle-income countries19112.1180109977722174.08085536956787132%
Lower-middle-income countries19091.9827257394790653.818815469741821332%
Lower-middle-income countries19132.16373276710510254.1530389785766631%
Lower-middle-income countries19142.27509379386901864.16913414001464829%
Lower-middle-income countries19153.576216936111455.79324674606323224%
Lower-middle-income countries19183.56885862350463875.70023155212402323%
Lower-middle-income countries19163.50320339202880865.54303264617919923%
Lower-middle-income countries19173.50274491310119635.52477693557739322%
Lower-middle-income countries19193.81603670120239266.00567245483398422%
Lower-middle-income countries19052.1196966171264653.042121887207031218%
Lower-middle-income countries19042.16514635086059573.0992670059204118%
Lower-middle-income countries19022.2668175697326663.237864732742309618%
Lower-middle-income countries19032.1847250461578373.120376825332641618%
Lower-middle-income countries19012.249392271041873.196525573730468817%
Lower-middle-income countries19002.33387279510498053.316529273986816417%
Lower-middle-income countries19062.1068043708801272.985087394714355517%
Lower-middle-income countries18952.66069507598876953.71137619018554716%
Lower-middle-income countries18982.4950494766235353.475711345672607416%
Lower-middle-income countries18972.54032492637634283.53498697280883816%
Lower-middle-income countries18992.4279973506927493.366322994232177716%
Lower-middle-income countries18962.63608622550964363.61535930633544916%
Lower-middle-income countries18932.6715209484100343.662960290908813516%
Lower-middle-income countries18942.64955377578735353.57134580612182615%
Lower-middle-income countries18922.77689719200134283.699101924896240214%
Lower-middle-income countries19205.72245550155639657.13821887969970711%
Lower-middle-income countries19757.18690490722656258.82309055328369110%
Lower-middle-income countries19766.9925708770751958.58062553405761710%
Lower-middle-income countries18893.37860727310180662.7875134944915779.6%
Lower-middle-income countries18783.1110515594482422.5814089775085459.3%
Lower-middle-income countries18793.05030798912048342.5352313518524179.2%
Lower-middle-income countries18803.5038847923278812.92849397659301768.9%
Lower-middle-income countries18813.73419332504272463.14462351799011238.6%
Lower-middle-income countries18833.9157059192657473.30128765106201178.5%
Lower-middle-income countries18854.0994529724121093.4680814743041998.3%
Lower-middle-income countries18823.84186100959777833.2583005428314218.2%
Lower-middle-income countries18864.0882263183593753.486980915069587.9%
Lower-middle-income countries18843.97097945213317873.39191961288452157.9%
Lower-middle-income countries18883.9721238613128663.39965987205505377.8%
Lower-middle-income countries18874.0136461257934573.4503078460693367.5%
Lower-middle-income countries19217.2084207534790048.3181152343757.1%
Lower-middle-income countries18902.98859739303588872.61445593833923346.7%
Lower-middle-income countries19796.5866789817810067.5089917182922366.5%
Lower-middle-income countries19786.8561291694641117.782282352447516.3%
Lower-middle-income countries19747.7506432533264168.7882852554321296.3%
Lower-middle-income countries19778.041724205017099.0668220520019536.0%
Lower-middle-income countries202012.31874370574951213.8673267364501955.9%
Lower-middle-income countries201411.69914340972900413.1069593429565435.7%
Lower-middle-income countries201912.15280628204345713.5788898468017585.5%
Lower-middle-income countries19227.589665889739998.4763412475585945.5%
Lower-middle-income countries19737.6221284866333018.5005369186401375.4%
Lower-middle-income countries196310.7505121231079111.98602008819585.4%
Lower-middle-income countries202412.94383811950683614.3957262039184575.3%
Lower-middle-income countries202112.12726974487304713.450059890747075.2%
Lower-middle-income countries202212.29635143280029313.6216573715209965.1%
Lower-middle-income countries202312.67111396789550814.0361242294311525.1%
Lower-middle-income countries201812.39846515655517613.7318124771118165.1%
Lower-middle-income countries18912.80165576934814452.5355389118194585.0%
Upper-middle-income countries190722.9880027770996120.820957183837894.9%
Lower-middle-income countries201511.41993045806884812.5861854553222664.9%
Lower-middle-income countries19669.37177371978759810.3163938522338874.8%
Lower-middle-income countries19449.3587932586669928.5177764892578124.7%
Lower-middle-income countries19806.7635107040405277.42973327636718754.7%
Upper-middle-income countries190823.22944831848144521.151237487792974.7%
Lower-middle-income countries200010.03710269927978510.9807558059692384.5%
Low-income countries19505.9488840103149416.4991545677185064.4%
Upper-middle-income countries191526.35921669006347724.1421871185302734.4%
Lower-middle-income countries194910.7506961822509779.8499736785888674.4%
Lower-middle-income countries19247.8581142425537118.57391071319584.4%
Lower-middle-income countries201612.43201255798339813.5641269683837894.4%
Upper-middle-income countries191825.66051292419433623.5291385650634774.3%
Upper-middle-income countries191225.06168746948242223.0029106140136724.3%
Lower-middle-income countries19439.266333580017098.5054340362548834.3%
Upper-middle-income countries191024.50812721252441422.5039901733398444.3%
Upper-middle-income countries191124.17834281921386722.2154960632324224.2%
Lower-middle-income countries19237.4715127944946298.1297817230224614.2%
Lower-middle-income countries201712.97449207305908214.1165142059326174.2%
Lower-middle-income countries19429.2994956970214848.5492601394653324.2%
Lower-middle-income countries196410.13796138763427711.0203037261962894.2%
Upper-middle-income countries191625.56977462768554723.529947280883794.2%
Upper-middle-income countries190923.03780364990234421.201713562011724.2%
Upper-middle-income countries191325.01511764526367223.025812149047854.1%
Lower-middle-income countries200910.74197578430175811.6652631759643554.1%
Lower-middle-income countries194810.3120632171630869.4978094100952154.1%
Lower-middle-income countries196211.62228298187255912.6160268783569344.1%
Upper-middle-income countries191725.70142745971679723.679395675659184.1%
Lower-middle-income countries200710.14290618896484411.0041942596435554.1%
Lower-middle-income countries20049.52826499938964810.3312120437622074.0%
Lower-middle-income countries19717.9050841331481938.5678119659423834.0%
~ global_carbon_budget.emissions_from_other_industry_per_capita 🟡 median anomaly score 1.6%changed data
~ Changed values: 249 / 47,784 (0.52%) — showing the 100 most anomalous rows
countryyearemissions_from_other_industry_per_capita -emissions_from_other_industry_per_capita +anomaly score
Upper-middle-income countries20240.066869303584098820.072087801992893223.8%
Upper-middle-income countries20230.067068949341773990.07227603346109393.7%
Upper-middle-income countries20220.067268222570419310.072456941008567813.7%
Upper-middle-income countries20210.067983575165271760.073191359639167793.7%
Upper-middle-income countries20200.066925324499607090.07201250642538073.7%
Upper-middle-income countries20190.069725289940834050.074975937604904173.6%
Upper-middle-income countries20180.072614483535289760.078024417161941533.6%
Upper-middle-income countries20170.065915875136852260.07077778875827793.6%
Upper-middle-income countries20160.062755845487117770.067349366843700413.5%
Upper-middle-income countries20150.066111072897911070.070915810763835913.5%
Upper-middle-income countries20140.063475035130977630.068051092326641083.5%
Upper-middle-income countries20130.061616513878107070.066019959747791293.4%
Upper-middle-income countries20120.0567656382918357850.0607924051582813263.4%
Upper-middle-income countries20110.056747831404209140.060748461633920673.4%
Upper-middle-income countries20100.047943573445081710.051300384104251863.4%
Upper-middle-income countries20090.052240457385778430.055873308330774313.4%
Upper-middle-income countries20080.051547922194004060.055107165127992633.3%
Upper-middle-income countries20070.050509691238403320.0539661310613155363.3%
Upper-middle-income countries20060.048752173781394960.052054978907108313.3%
Upper-middle-income countries20050.046637788414955140.0497749596834182743.3%
Upper-middle-income countries20040.0436187870800495150.046540152281522753.2%
Upper-middle-income countries20030.041839063167572020.044627256691455843.2%
Upper-middle-income countries20020.040709339082241060.043407846242189413.2%
Upper-middle-income countries20010.040030244737863540.0426686257123947143.2%
Upper-middle-income countries20000.0401589870452880860.042788445949554443.2%
Upper-middle-income countries19990.040389653295278550.043013822287321093.1%
Upper-middle-income countries19980.040838625282049180.043467301875352863.1%
Upper-middle-income countries19970.044002626091241840.046808417886495593.1%
Upper-middle-income countries19960.04141695424914360.044035915285348893.1%
Upper-middle-income countries19950.041288122534751890.0438776761293411253.0%
Upper-middle-income countries19940.040665592998266220.043195880949497223.0%
Upper-middle-income countries19930.041307266801595690.043856754899024963.0%
Upper-middle-income countries19920.04185025766491890.044409632682800293.0%
Upper-middle-income countries19910.044072296470403670.046745616942644122.9%
Upper-middle-income countries19900.0374554209411144260.039713632315397262.9%
Upper-middle-income countries19890.033877134323120120.035909786820411682.9%
Upper-middle-income countries19880.035649020224809650.037779860198497772.9%
Upper-middle-income countries19870.0298372916877269740.0316142402589321142.9%
Upper-middle-income countries19860.0238052029162645340.025218470022082332.9%
Upper-middle-income countries19850.021738396957516670.0230240672826766972.9%
Upper-middle-income countries19840.0205671153962612150.0217773839831352232.9%
Upper-middle-income countries19830.019278969615697860.0204067528247833252.8%
Upper-middle-income countries19820.0182361844927072530.0192969013005495072.8%
Upper-middle-income countries19810.0178082529455423360.018839109688997272.8%
Upper-middle-income countries19800.0189179144799709320.0200074277818202972.8%
Upper-middle-income countries19790.0208532307296991350.0220485236495733262.8%
Upper-middle-income countries19780.020663086324930190.0218407809734344482.8%
Upper-middle-income countries19770.0204210858792066570.0215760376304388052.8%
Upper-middle-income countries19670.0177049282938241960.01870097592473032.7%
Upper-middle-income countries19660.017393659800291060.018371554091572762.7%
Upper-middle-income countries19680.017913889139890670.0189210139214992522.7%
Upper-middle-income countries19650.0172438435256481170.0182125456631183622.7%
Upper-middle-income countries19760.0208560395985841750.022027224302291872.7%
Upper-middle-income countries19690.0188525784760713580.0199109110981225972.7%
Upper-middle-income countries19630.0171690732240676880.018132358789443972.7%
Upper-middle-income countries19640.0183649342507123950.0193952228873968122.7%
Upper-middle-income countries19620.016882976517081260.0178296826779842382.7%
Upper-middle-income countries19700.020295543596148490.021432762965559962.7%
Upper-middle-income countries19710.0200539827346801760.021175712347030642.7%
Upper-middle-income countries19750.0200245305895805360.0211431290954351432.7%
Upper-middle-income countries19720.021437801420688630.022635277360677722.7%
Upper-middle-income countries19730.022765582427382470.0240356605499982832.7%
Upper-middle-income countries19740.022566124796867370.0238244105130434042.7%
Upper-middle-income countries19610.016656083986163140.0175825282931327822.7%
Upper-middle-income countries19600.0156408585608005520.016497392207384112.7%
North America19140.0175356511026620860.016725476831197742.4%
North America19150.0184271614998579030.0175882354378700262.3%
North America19160.0203945692628622060.01948159560561182.3%
North America19170.0184988230466842650.0176996272057294852.2%
North America19130.018909227102994920.018100796267390252.2%
United States19450.028678968548774720.0274595078080892562.2%
United States19460.0282857865095138550.0270855519920587542.2%
United States19440.031769987195730210.030422074720263482.2%
North America19420.0217170957475900650.020796807482838632.2%
United States19470.032031033188104630.030680408701300622.2%
United States19430.032211598008871080.030854023993015292.2%
North America19430.022897485643625260.0219415724277496342.1%
United States19480.033630084246397020.03222680836915972.1%
United States19420.0304451547563076020.0291764866560697562.1%
North America19410.0220622532069683070.0211512930691242222.1%
North America19440.0225041881203651430.0215857662260532382.1%
United States19490.0286265444010496140.0274680908769369132.1%
North America19250.0203576609492301940.019538011401891712.1%
North America19240.0182066801935434340.0174816399812698362.0%
United States19160.0276389308273792270.0265404712408781052.0%
United States19410.0308274179697036740.0296028573065996172.0%
North America19450.0202422756701707840.0194412060081958772.0%
United States19150.0249916594475507740.0240045879036188132.0%
North America19260.0195752922445535660.018803160637617112.0%
North America19100.0191099997609853740.0183595325797796252.0%
North America19270.0188116300851106640.018073359504342082.0%
North America19120.018573479726910590.0178478248417377472.0%
United States19170.0250516813248395920.0240738540887832642.0%
United States19140.0238015130162239070.0228761378675699232.0%
North America19110.0182413142174482350.0175342727452516562.0%
United States19250.027572199702262880.026509286835789682.0%
United States19240.0246467422693967820.0237078852951526641.9%
North America19400.017895456403493880.0172144602984191.9%
North America19280.0185295417904853820.0178244989365339281.9%
North America19460.0198919698596000670.01913584955036641.9%
~ global_carbon_budget.cumulative_emissions_total_including_land_use_change_as_share_of_global 🟡 median anomaly score 1.6%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_total_including_land_use_change_as_share_of_global -cumulative_emissions_total_including_land_use_change_as_share_of_global +anomaly score
Lower-middle-income countries19192.43295454978942873.11540532112121612%
Lower-middle-income countries19202.50760269165039063.206694364547729512%
Lower-middle-income countries19212.6091780662536623.317142248153686512%
Lower-middle-income countries19182.40369486808776863.05426073074340812%
Lower-middle-income countries19222.717327594757083.42917299270629912%
Lower-middle-income countries19172.37678980827331542.993162631988525411%
Lower-middle-income countries19232.8248949050903323.535527706146240211%
Lower-middle-income countries19162.34985661506652832.93260550498962411%
Lower-middle-income countries19242.935751199722293.646497488021850611%
Lower-middle-income countries19152.3218598365783692.8692388534545911%
Lower-middle-income countries19253.0449922084808353.75398564338684110%
Lower-middle-income countries19263.1547636985778813.859048128128051810%
Lower-middle-income countries19142.29162025451660162.798747777938842810.0%
Lower-middle-income countries19273.26136374473571783.9600527286529549.7%
Lower-middle-income countries19132.29203534126281742.7643404006958019.3%
Lower-middle-income countries19283.37699007987976074.0706539154052739.3%
Lower-middle-income countries19293.48652625083923344.1724123954772959.0%
Lower-middle-income countries19303.598839759826664.2773008346557628.6%
Lower-middle-income countries19122.29547882080078122.7270698547363288.6%
Lower-middle-income countries19313.7103252410888674.3887681961059578.4%
Lower-middle-income countries18831.86367380619049071.58183741569519048.2%
Lower-middle-income countries18852.0223274230957031.71686315536499028.2%
Lower-middle-income countries18892.2634277343751.92166924476623548.2%
Lower-middle-income countries18841.94346010684967041.65037024021148688.2%
Lower-middle-income countries18862.09538674354553221.7794622182846078.2%
Lower-middle-income countries19323.82067966461181644.4988431930541998.2%
Lower-middle-income countries18821.77992868423461911.51166522502899178.1%
Lower-middle-income countries18811.69451463222503661.4393122196197518.1%
Lower-middle-income countries18872.16236186027526861.8377990722656258.1%
Lower-middle-income countries18801.60895848274230961.36778128147125248.1%
Lower-middle-income countries18902.2887029647827151.9458159208297738.1%
Lower-middle-income countries18882.2247266769409181.89162099361419688.1%
Lower-middle-income countries18791.5261925458908081.29961299896240238.0%
Lower-middle-income countries18912.30644726753234861.9662159681320198.0%
Lower-middle-income countries19333.93068385124206544.6084737777709967.9%
Lower-middle-income countries18781.45873856544494631.24492728710174567.9%
Lower-middle-income countries19112.29884386062622072.6868262290954597.8%
Lower-middle-income countries18771.38419687747955321.18463385105133067.8%
Lower-middle-income countries19344.03602838516235354.7113757133483897.7%
Lower-middle-income countries19354.1387972831726074.8119273185729987.5%
Lower-middle-income countries19364.23371887207031254.90464305877685557.3%
Lower-middle-income countries19374.3269352912902834.9951639175415047.2%
Lower-middle-income countries19384.41978454589843755.0857195854187017.0%
Lower-middle-income countries19102.3037858009338382.64872765541076667.0%
Lower-middle-income countries18761.41677129268646241.2338782548904426.9%
Lower-middle-income countries18922.32214045524597172.02402091026306156.9%
Lower-middle-income countries19394.50779247283935555.1705713272094736.8%
Lower-middle-income countries19404.5985879898071295.2482762336730966.6%
Lower-middle-income countries19414.689946651458745.321748256683356.3%
Lower-middle-income countries19092.31124305725097662.60965347290039066.1%
Lower-middle-income countries19424.77735424041748055.3829488754272466.0%
Lower-middle-income countries18751.44752228260040281.2853006124496465.9%
Lower-middle-income countries18932.33345770835876462.07710981369018555.8%
Lower-middle-income countries19434.8615069389343265.44148492813110355.6%
Lower-middle-income countries19444.9444041252136235.4981894493103035.3%
Lower-middle-income countries19082.32079458236694342.57449746131896975.2%
Lower-middle-income countries19455.0323562622070315.56611633300781255.0%
Lower-middle-income countries18741.4837882518768311.34220886230468755.0%
Lower-middle-income countries18942.34360575675964362.12508106231689454.9%
Lower-middle-income countries19465.1310458183288575.6435661315917974.8%
Lower-middle-income countries19475.22160100936889655.7118673324584964.5%
Lower-middle-income countries19485.310626506805425.7780785560607914.2%
Lower-middle-income countries19072.3292310237884522.52968597412109384.1%
Lower-middle-income countries18731.5188208818435671.4009842872619634.0%
Lower-middle-income countries19495.4017834663391115.8463096618652344.0%
Lower-middle-income countries18952.3535861968994142.17500996589660643.9%
Lower-middle-income countries19505.6068825721740726.0312600135803223.6%
Lower-middle-income countries20249.2366828918457039.9313144683837893.6%
Lower-middle-income countries20239.1775712966918959.8601284027099613.6%
Lower-middle-income countries20229.121422767639169.7930116653442383.6%
Lower-middle-income countries20219.0702095031738289.7312536239624023.5%
Lower-middle-income countries19808.0087556838989268.5866231918334963.5%
Lower-middle-income countries20209.0210390090942389.6714391708374023.5%
Lower-middle-income countries19817.9992799758911138.5751962661743163.5%
Lower-middle-income countries19827.9756650924682628.548963546752933.5%
Lower-middle-income countries19798.0347919464111338.6108121871948243.5%
Lower-middle-income countries19837.9774703979492198.5460214614868163.4%
Lower-middle-income countries20198.9695682525634779.6059494018554693.4%
Lower-middle-income countries19788.0656585693359388.6342964172363283.4%
Lower-middle-income countries19847.9813675880432138.5427904129028323.4%
Lower-middle-income countries19515.8155441284179696.2238354682922363.4%
Lower-middle-income countries20188.9161233901977549.539245605468753.4%
Lower-middle-income countries19778.0922384262084968.6530208587646483.3%
Lower-middle-income countries19857.9753994941711438.5280551910400393.3%
Lower-middle-income countries20178.8571739196777349.4682741165161133.3%
Lower-middle-income countries20168.7868537902832039.3888854980468753.3%
Lower-middle-income countries19867.9678702354431158.5115604400634773.3%
Lower-middle-income countries19768.0933456420898448.6439495086669923.3%
Lower-middle-income countries20158.7243156433105479.3172531127929693.3%
Lower-middle-income countries19877.9597735404968268.4959039688110353.3%
Lower-middle-income countries20148.6759128570556649.2585563659667973.2%
Lower-middle-income countries19887.9569740295410168.4872760772705083.2%
Lower-middle-income countries20118.5266017913818369.0898485183715823.2%
Lower-middle-income countries19526.0321273803710946.430504798889163.2%
Lower-middle-income countries20128.5713834762573249.1369028091430663.2%
Lower-middle-income countries19897.9481101036071788.4719591140747073.2%
Lower-middle-income countries20108.484897613525399.0435638427734383.2%
Lower-middle-income countries20138.620690345764169.1882610321044923.2%
Lower-middle-income countries20098.4427261352539068.9969682693481453.2%
Lower-middle-income countries20088.4008798599243168.9484062194824223.2%
~ global_carbon_budget.cumulative_emissions_total_including_land_use_change 🟡 median anomaly score 1.6%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_total_including_land_use_change -cumulative_emissions_total_including_land_use_change +anomaly score
Lower-middle-income countries19198721293312.011167642624.012%
Lower-middle-income countries19209197601792.011761790976.012%
Lower-middle-income countries19219781527552.012435609600.012%
Lower-middle-income countries19188437901312.010721640448.012%
Lower-middle-income countries192210413086720.013140952064.012%
Lower-middle-income countries19178155144704.010270017536.011%
Lower-middle-income countries192311075896320.013862157312.011%
Lower-middle-income countries19167874374144.09827166208.011%
Lower-middle-income countries192411769772032.014619237376.011%
Lower-middle-income countries19157596164608.09386961920.011%
Lower-middle-income countries192512481461248.015387633664.010%
Lower-middle-income countries192613213565952.016163425280.010%
Lower-middle-income countries19147320747008.08940802048.010.0%
Lower-middle-income countries192713962845184.016954135552.09.7%
Lower-middle-income countries19137142732800.08614590464.09.3%
Lower-middle-income countries192814772711424.017807157248.09.3%
Lower-middle-income countries192915589049344.018655801344.09.0%
Lower-middle-income countries193016429380608.019526684672.08.6%
Lower-middle-income countries19126966494720.08276320256.08.6%
Lower-middle-income countries193117274624000.020433336320.08.4%
Lower-middle-income countries18832253870080.01913025792.08.2%
Lower-middle-income countries18852638502912.02239967744.08.2%
Lower-middle-income countries18893399299840.02886034432.08.2%
Lower-middle-income countries18842442851584.02074449280.08.2%
Lower-middle-income countries18862834046208.02406753024.08.2%
Lower-middle-income countries193218123026432.021339830272.08.2%
Lower-middle-income countries18822068186752.01756478208.08.1%
Lower-middle-income countries18811890622208.01605884928.08.1%
Lower-middle-income countries18873030438144.02575580160.08.1%
Lower-middle-income countries18801722896128.01464640000.08.1%
Lower-middle-income countries18903561389824.03027832320.08.1%
Lower-middle-income countries18883229114880.02745623552.08.1%
Lower-middle-income countries18791565875200.01333404416.08.0%
Lower-middle-income countries18913717602816.03169207296.08.0%
Lower-middle-income countries193318994008064.022269251584.07.9%
Lower-middle-income countries18781433235584.01223162368.07.9%
Lower-middle-income countries19116794610176.07941355520.07.8%
Lower-middle-income countries18771301291264.01113681024.07.8%
Lower-middle-income countries193419875608576.023201386496.07.7%
Lower-middle-income countries193520768563200.024146341888.07.5%
Lower-middle-income countries193621662019584.025094836224.07.3%
Lower-middle-income countries193722576965632.026063632384.07.2%
Lower-middle-income countries193823498792960.027039387648.07.0%
Lower-middle-income countries19106628074496.07620484608.07.0%
Lower-middle-income countries18761272683904.01108391296.06.9%
Lower-middle-income countries18923872059904.03374959616.06.9%
Lower-middle-income countries193924422250496.028013043712.06.8%
Lower-middle-income countries194025402902528.028991819776.06.6%
Lower-middle-income countries194126418319360.029977237504.06.3%
Lower-middle-income countries19096468132864.07303249920.06.1%
Lower-middle-income countries194227430832128.030908065792.06.0%
Lower-middle-income countries18751241276032.01102168064.05.9%
Lower-middle-income countries18934021186048.03579428608.05.8%
Lower-middle-income countries194328447309824.031841077248.05.6%
Lower-middle-income countries194429475704832.032777056256.05.3%
Lower-middle-income countries19086311363072.07001304064.05.2%
Lower-middle-income countries194530510944256.033747107840.05.0%
Lower-middle-income countries18741212826368.01097101440.05.0%
Lower-middle-income countries18944172633344.03783564800.04.9%
Lower-middle-income countries194631644778496.034805653504.04.8%
Lower-middle-income countries194732774686720.035851964416.04.5%
Lower-middle-income countries194833926815744.036913119232.04.2%
Lower-middle-income countries19076154681856.06684356608.04.1%
Lower-middle-income countries18731181629824.01089953920.04.0%
Lower-middle-income countries194935097280512.037985521664.04.0%
Lower-middle-income countries18954326581760.03998306304.03.9%
Lower-middle-income countries195037135474688.039946211328.03.6%
Lower-middle-income countries2024254147739648.0273260560384.03.6%
Lower-middle-income countries2023248558059520.0267043897344.03.6%
Lower-middle-income countries2022243129794560.0261030871040.03.6%
Lower-middle-income countries2021237926825984.0255267110912.03.5%
Lower-middle-income countries198099369689088.0106539655168.03.5%
Lower-middle-income countries2020232891105280.0249682116608.03.5%
Lower-middle-income countries1981101229248512.0108517351424.03.5%
Lower-middle-income countries1982102865395712.0110259462144.03.5%
Lower-middle-income countries197997651007488.0104651677696.03.5%
Lower-middle-income countries1983104862441472.0112335953920.03.4%
Lower-middle-income countries2019228003676160.0244180287488.03.4%
Lower-middle-income countries197895980331008.0102747062272.03.4%
Lower-middle-income countries1984106979418112.0114504515584.03.4%
Lower-middle-income countries195139307173888.042066808832.03.4%
Lower-middle-income countries2018222902681600.0238480719872.03.4%
Lower-middle-income countries197794225940480.0100755685376.03.3%
Lower-middle-income countries1985109047390208.0116603846656.03.3%
Lower-middle-income countries2017217742934016.0232766078976.03.3%
Lower-middle-income countries2016212386758656.0226938454016.03.3%
Lower-middle-income countries1986111126151168.0118708887552.03.3%
Lower-middle-income countries197692217270272.098490966016.03.3%
Lower-middle-income countries2015207318302720.0221408444416.03.3%
Lower-middle-income countries1987113210458112.0120835743744.03.3%
Lower-middle-income countries2014202531504128.0216132796416.03.2%
Lower-middle-income countries1988115404603392.0123095883776.03.2%
Lower-middle-income countries2011188378497024.0200822325248.03.2%
Lower-middle-income countries195241598599168.044345880576.03.2%
Lower-middle-income countries2012192936722432.0205666222080.03.2%
Lower-middle-income countries1989117515902976.0125261217792.03.2%
Lower-middle-income countries2010183989157888.0196103438336.03.2%
Lower-middle-income countries2013197632409600.0210644172800.03.2%
Lower-middle-income countries2009179711492096.0191509069824.03.2%
Lower-middle-income countries2008175624404992.0187070693376.03.2%
~ global_carbon_budget.emissions_from_cement_per_capita 🟡 median anomaly score 1.5%changed data
~ Changed values: 2,705 / 47,784 (5.66%) (2,369 revised, 336 appeared) — showing the 100 most anomalous rows
countryyearemissions_from_cement_per_capita -emissions_from_cement_per_capita +anomaly score
Hong Kong19390.032201927155256270.0487517379224300420%
Serbia19280.034531552344560620.02307625859975814820%
Serbia19310.035535354167222980.02422494441270828219%
Hong Kong19380.035799726843833920.0524173080921173119%
Serbia19320.026163036003708840.01796748489141464219%
Serbia19330.025056600570678710.01733423769474029518%
Serbia19340.0252636577934026720.0176078453660011318%
Serbia19350.029027033597230910.0203867629170417817%
Serbia19360.0232970416545867920.01647771894931793217%
Serbia19370.021826608106493950.01555248443037271517%
Serbia19380.0239863712340593340.01721797883510589616%
Serbia19390.0217846650630235670.01608114875853061715%
Lower-middle-income countries19380.0010281736031174660.00139253609813749815%
Hong Kong19410.032005362212657930.0427699312567710914%
Vietnam19380.0070346784777939320.00529383681714534814%
Vietnam19370.0062965289689600470.004747051745653152514%
Vietnam19360.0039627123624086380.002994300099089741714%
Vietnam19350.00299267051741480830.00226780027151107814%
Vietnam19390.008113799616694450.00616812193766236314%
Vietnam19340.00321441655978560450.002446884755045175614%
Germany19350.062518738210201260.0818634256720542913%
Germany19360.082392454147338870.1078831180930137613%
Germany19370.088195100426673890.1154763102531433113%
Germany19340.046248324215412140.06054877862334251413%
Germany19330.0283156801015138630.0370215065777301813%
Vietnam19330.00303442962467670440.002324980450794100813%
Germany19380.108422435820102690.14144851267337813%
Germany19320.020947190001606940.0272788163274526613%
Germany19310.028017269447445870.03634349256753921513%
Vietnam19400.00722485734149813650.00557343661785125713%
Vietnam19320.0046851900406181810.003617103677242994313%
Germany19300.04166836664080620.0538872294127941113%
Germany19290.0533257238566875460.0687691345810890213%
Germany19280.057465955615043640.0739124864339828513%
Vietnam19310.00429782550781965260.003351080231368541712%
Germany19390.096474811434745790.123621150851249712%
Lower-middle-income countries19280.0008550054044462740.001094789942726492912%
Lower-middle-income countries19290.00097717810422182080.001249128836207091812%
Vietnam19410.00763766327872872350.00600564712658524512%
Vietnam19300.0047184987924993040.003720596665516495712%
Germany19400.074013285338878630.093029454350471511%
Kazakhstan19320.019123548641800880.0152601953595876711%
Vietnam19290.0051293782889842990.0040960526093840611%
Kazakhstan19310.018308946862816810.0146211059764027611%
Uzbekistan19320.018668500706553460.0149340303614735611%
Uzbekistan19310.0178733132779598240.01430862396955490111%
Lower-middle-income countries19300.00113966781646013260.001422102679498493711%
Kazakhstan19300.0172612182796001430.01384636759757995611%
Uzbekistan19300.0168507285416126250.01355061493813991511%
Vietnam19420.0043614031746983530.003510943846777081511%
Tajikistan19320.0051470259204506870.004145848564803611%
Tajikistan19310.0049272794276475910.00397181650623679211%
Kazakhstan19290.0134647116065025330.01087683532387018211%
Tajikistan19300.004645671695470810.003761647734791040411%
Uzbekistan19290.0131445061415433880.01064451131969690311%
Vietnam19280.0045040957629680630.003650576807558536510%
Turkmenistan19320.0179368667304515840.01456518098711967510%
Germany19410.078046917915344240.0961003154516220110%
Turkmenistan19310.0171720180660486220.0139545481652021410%
Lower-middle-income countries19390.00089146720711141820.001096925348974764310%
Georgia19320.00278803030960261820.002267244737595319710%
Kazakhstan19380.0300138294696807860.02442432381212711310%
Georgia19310.0026692305691540240.00217226264066994210%
Kazakhstan19330.0148622579872608180.01211128383874893210%
Kazakhstan19280.010985577479004860.00895304977893829310%
Tajikistan19290.00362402200698852540.002955028554424643510%
Russia19320.0122803393751382830.01001755334436893510%
Lower-middle-income countries19320.0012618931941688060.001546855783089995410%
Uzbekistan19380.029299827292561530.0239024348556995410%
Turkmenistan19300.016189627349376680.01321535557508468610%
Russia19310.0118451192975044250.00966920889914035810%
Ukraine19320.009118434041738510.00744452932849526410%
Uzbekistan19330.0145087642595171930.01185254566371440910%
Uzbekistan19280.0107242455706000330.00876174960285425210%
Ukraine19310.0091121289879083630.00744495447725057610%
Georgia19300.0025164752732962370.002057151868939399710%
Kyrgyzstan19320.0123927630484104160.01013536937534809110%
Kyrgyzstan19310.0118649015203118320.00971092469990253410.0%
Lower-middle-income countries20200.079040080308914180.0965472608804702810.0%
Russia19300.0111687136813998220.0091575076803565039.9%
Lebanon19310.00385190220549702640.00315887387841939939.9%
Lebanon19320.0113441394641995430.0093051157891750349.9%
Ukraine19300.0085731111466884610.0070360386744141589.8%
Kazakhstan19370.029005164280533790.023810083046555529.8%
Lebanon19330.0148469144478440280.0121924318373203289.8%
Lower-middle-income countries19310.00118201365694403650.00143917312379926449.8%
Moldova19320.0057972338981926440.0047616888768970979.8%
Tajikistan19380.0080778831616044040.0066353543661534799.8%
Moldova19310.0053979055956006050.0044370135292410859.8%
Turkmenistan19290.0126285534352064130.0103809358552098279.8%
Kyrgyzstan19300.0111860306933522220.0091964518651366239.8%
Tajikistan19330.003999674227088690.00328999408520758159.7%
Tajikistan19280.0029566728044301270.0024322969838976869.7%
Uzbekistan19370.0283151641488075260.0233013201504945769.7%
Lebanon19350.050070215016603470.041213363409042369.7%
Georgia19290.00196314789354801180.00161609880160540349.7%
Lebanon19360.056170724332332610.046288534998893749.6%
Israel19320.080383464694023130.097468093037605299.6%
Europe (excl. EU-28)19320.0142017910256981850.0117158154025673879.6%
Kazakhstan19390.029747514054179190.024544635787606249.6%
~ global_carbon_budget.cumulative_emissions_from_cement_as_share_of_global 🟡 median anomaly score 1.4%changed data
~ Changed values: 247 / 47,784 (0.52%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_cement_as_share_of_global -cumulative_emissions_from_cement_as_share_of_global +anomaly score
Lower-middle-income countries19280.166449502110481260.2101075351238250712%
Lower-middle-income countries19290.313958615064620970.3959718048572540312%
Lower-middle-income countries19300.457475095987319950.571351230144500711%
Lower-middle-income countries19310.58870136737823490.727034628391265911%
Lower-middle-income countries19320.72359871864318850.889193654060363810%
Lower-middle-income countries19330.84922760725021361.03001666069030769.6%
Lower-middle-income countries19340.97273856401443481.16580879688262949.0%
Lower-middle-income countries19401.378948688507081.6277866363525398.3%
Lower-middle-income countries19351.11477267742156981.31554508209228528.3%
Lower-middle-income countries19391.3694823980331421.6157122850418098.2%
Lower-middle-income countries19381.36421000957489011.6068335771560678.2%
Lower-middle-income countries19411.52509641647338871.78451979160308847.8%
Lower-middle-income countries19361.23811554908752441.44716727733612067.8%
Lower-middle-income countries202411.38184452056884813.2865753173828127.7%
Lower-middle-income countries202311.1221075057983412.9714555740356457.7%
Lower-middle-income countries19371.35212635993957521.5760636329650887.6%
Lower-middle-income countries202210.8741559982299812.6672201156616217.6%
Lower-middle-income countries202110.65186500549316412.3607997894287117.4%
Lower-middle-income countries202010.4567975997924812.0667982101440437.1%
Lower-middle-income countries19421.68860757350921631.9379811286926276.9%
Lower-middle-income countries201910.34087657928466811.849866867065436.8%
Upper-middle-income countries19280.349706083536148070.30604800581932076.7%
Lower-middle-income countries201810.1618413925170911.5661258697509776.5%
Upper-middle-income countries19300.94891625642776490.83504015207290656.4%
Lower-middle-income countries19431.79973113536834722.0388162136077886.2%
Lower-middle-income countries20179.9696149826049811.274204254150396.1%
Upper-middle-income countries19290.71529299020767210.63327986001968386.1%
Lower-middle-income countries20169.80336570739746111.0229244232177735.9%
Upper-middle-income countries19311.25478255748748781.1164492368698125.8%
Upper-middle-income countries19321.55283534526824951.38724029064178475.6%
Lower-middle-income countries20159.62097930908203110.7678365707397465.6%
Lower-middle-income countries19441.93636322021484382.1613137722015385.5%
Lower-middle-income countries20149.43788528442382810.513820648193365.4%
Upper-middle-income countries19331.80192196369171141.62113296985626225.3%
Lower-middle-income countries20139.28020572662353510.2870187759399415.1%
Lower-middle-income countries20129.12707424163818410.0670709609985354.9%
Lower-middle-income countries19452.08251142501831052.29625153541564944.9%
Upper-middle-income countries19342.08048796653747561.88741779327392584.9%
Lower-middle-income countries20118.9929151535034189.8669052124023444.6%
Lower-middle-income countries19462.196758747100832.39971041679382324.4%
Upper-middle-income countries19352.4085364341735842.2077641487121584.3%
Lower-middle-income countries20108.8776435852050789.6827459335327154.3%
Lower-middle-income countries19472.2725639343261722.46698355674743654.1%
Lower-middle-income countries20098.739857673645029.4801750183105474.1%
Upper-middle-income countries19362.8030726909637452.59402108192443853.9%
Lower-middle-income countries20088.580128669738779.2674150466918953.9%
Lower-middle-income countries19482.3660159111022952.5498538017272953.7%
Lower-middle-income countries20078.4595775604248059.1047401428222663.7%
Upper-middle-income countries19373.1687150001525882.9447777271270753.7%
Upper-middle-income countries19383.464745521545413.22212171554565433.6%
Lower-middle-income countries20068.3423910140991218.9476375579833983.5%
Lower-middle-income countries19492.4838397502899172.66030097007751463.4%
Lower-middle-income countries20058.2221488952636728.7983312606811523.4%
Upper-middle-income countries19393.79121160507202153.54498219490051273.4%
Lower-middle-income countries20048.1104669570922858.6384181976318363.2%
Upper-middle-income countries19404.0904045104980473.8415663242340093.1%
Upper-middle-income countries19414.3790774345397954.1196537017822273.1%
Lower-middle-income countries19502.6232562065124512.7860341072082523.0%
Lower-middle-income countries20037.9966015815734868.4798030853271482.9%
Upper-middle-income countries19424.5357060432434084.2863316535949712.8%
Lower-middle-income countries20027.8872370719909678.3325500488281252.7%
Low-income countries20240.86339974403381350.91119098663330082.7%
Low-income countries20230.86230069398880.90958565473556522.7%
Low-income countries20220.86237680912017820.90919125080108642.6%
Lower-middle-income countries19512.7783105373382572.92909646034240722.6%
Low-income countries20210.8636198639869690.90997117757797242.6%
Upper-middle-income countries19434.72206115722656254.482976436614992.6%
Low-income countries20200.86620396375656130.91221588850021362.6%
Low-income countries20190.87033182382583620.91606372594833372.6%
Lower-middle-income countries20017.7607746124267588.1647996902465822.5%
Low-income countries20170.87543922662734990.92092967033386232.5%
Low-income countries20180.87322503328323360.91850608587265012.5%
Low-income countries20160.87687629461288450.92214697599411012.5%
Low-income countries20150.87948971986770630.92433583736419682.5%
Low-income countries20120.90115976333618160.94676798582077032.5%
Low-income countries20130.89357483386993410.9386222362518312.5%
Low-income countries20110.90792685747146610.95360547304153442.5%
Low-income countries20140.88412249088287350.92847764492034912.4%
Lower-middle-income countries20007.6309461593627938.0123710632324222.4%
Low-income countries20100.9190872907638550.96473079919815062.4%
Low-income countries20090.93087452650070190.9765919446945192.4%
Low-income countries20080.94455516338348390.99023079872131352.4%
Low-income countries20070.95804816484451291.00391697883605962.3%
Upper-middle-income countries19444.9494028091430664.7244520187377932.3%
Lower-middle-income countries19997.4931392669677737.8480138778686522.3%
Low-income countries20060.97437572479248051.01987671852111822.3%
Lower-middle-income countries19987.3492155075073247.6813278198242192.2%
Low-income countries20050.98978906869888311.03440034389495852.2%
Lower-middle-income countries19522.93165636062622073.0627954006195072.2%
Upper-middle-income countries19455.1456365585327154.9318962097167972.1%
Low-income countries20041.00342059135437011.04642128944396972.1%
Lower-middle-income countries19977.2173709869384777.5229935646057132.1%
Low-income countries20031.0156555175781251.0569304227828982.0%
Upper-middle-income countries19465.3153238296508795.1123723983764651.9%
Lower-middle-income countries19967.09547901153564457.36844682693481451.9%
Upper-middle-income countries202452.92623901367187550.973712921142581.9%
Low-income countries20021.02723395824432371.06657946109771731.9%
Upper-middle-income countries202352.6080932617187550.7114562988281251.8%
Low-income countries20011.03752183914184571.07591485977172851.8%
Upper-middle-income countries202252.1994705200195350.359600067138671.8%
~ global_carbon_budget.cumulative_emissions_from_cement 🟡 median anomaly score 1.4%changed data
~ Changed values: 247 / 47,784 (0.52%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_cement -cumulative_emissions_from_cement +anomaly score
Lower-middle-income countries1928429536.0542199.012%
Lower-middle-income countries1929925960.01167842.012%
Lower-middle-income countries19301511917.01888268.011%
Lower-middle-income countries19312127484.02627401.011%
Lower-middle-income countries19322793670.03432999.010%
Lower-middle-income countries19333481146.04222235.09.6%
Lower-middle-income countries19344264811.05111295.09.0%
Lower-middle-income countries19409040969.010672456.08.3%
Lower-middle-income countries19355244906.06189522.08.3%
Lower-middle-income countries19398548468.010085463.08.2%
Lower-middle-income countries19388029088.09457054.08.2%
Lower-middle-income countries194110659435.012472636.07.8%
Lower-middle-income countries19366304822.07369370.07.8%
Lower-middle-income countries20245656084992.06602620928.07.7%
Lower-middle-income countries20235363203072.06254979072.07.7%
Lower-middle-income countries19377437116.08668841.07.6%
Lower-middle-income countries20225076145152.05913162240.07.6%
Lower-middle-income countries20214804213248.05574978560.07.4%
Lower-middle-income countries20204541931008.05241238016.07.1%
Lower-middle-income countries194212450297.014288958.06.9%
Lower-middle-income countries20194323639296.04954565632.06.8%
Upper-middle-income countries1928902444.0789781.06.7%
Lower-middle-income countries20184084594688.04649052672.06.5%
Upper-middle-income countries19303136089.02759738.06.4%
Lower-middle-income countries194313895371.015741301.06.2%
Lower-middle-income countries20173853113856.04357318656.06.1%
Upper-middle-income countries19292109618.01867736.06.1%
Lower-middle-income countries20163641815296.04094864640.05.9%
Upper-middle-income countries19314534608.04034691.05.8%
Upper-middle-income countries19325995187.05355858.05.6%
Lower-middle-income countries20153432041216.03841153792.05.6%
Lower-middle-income countries194415389137.017176918.05.5%
Lower-middle-income countries20143230758656.03599070976.05.4%
Upper-middle-income countries19337386422.06645333.05.3%
Lower-middle-income countries20133038279680.03367904000.05.1%
Lower-middle-income countries20122856593920.03150794240.04.9%
Lower-middle-income countries194517029320.018777136.04.9%
Upper-middle-income countries19349121554.08275070.04.9%
Lower-middle-income countries20112690740480.02952243968.04.6%
Lower-middle-income countries194618761114.020494394.04.4%
Upper-middle-income countries193511331949.010387333.04.3%
Lower-middle-income countries20102536868352.02766934016.04.3%
Lower-middle-income countries194720388918.022133206.04.1%
Lower-middle-income countries20092388088064.02590373376.04.1%
Upper-middle-income countries193614274011.013209463.03.9%
Lower-middle-income countries20082244004096.02423753728.03.9%
Lower-middle-income countries194822449042.024193318.03.7%
Lower-middle-income countries20072116256896.02277651456.03.7%
Upper-middle-income countries193717428920.016197195.03.7%
Upper-middle-income countries193820391836.018963868.03.6%
Lower-middle-income countries20061992989184.02137582208.03.5%
Lower-middle-income countries194925012288.026789252.03.4%
Lower-middle-income countries20051878153600.02009768704.03.4%
Upper-middle-income countries193923665184.022128190.03.4%
Lower-middle-income countries20041774232448.01889726208.03.2%
Upper-middle-income countries194026818416.025186928.03.1%
Upper-middle-income countries194130606912.028793710.03.1%
Lower-middle-income countries195028171160.029919232.03.0%
Lower-middle-income countries20031677679360.01779054592.02.9%
Upper-middle-income countries194233442280.031603618.02.8%
Lower-middle-income countries20021587106944.01676715008.02.7%
Low-income countries2024429057248.0452806560.02.7%
Low-income countries2023415810912.0438612256.02.7%
Low-income countries2022402564576.0424417952.02.6%
Lower-middle-income countries195131941304.033674840.02.6%
Low-income countries2021389510560.0410415968.02.6%
Upper-middle-income countries194336458108.034612180.02.6%
Low-income countries2020376237440.0396222784.02.6%
Low-income countries2019363895744.0383016768.02.6%
Lower-middle-income countries20011501202816.01579355392.02.5%
Low-income countries2017338344736.0355926144.02.5%
Low-income countries2018350996480.0369197376.02.5%
Low-income countries2016325747456.0342564896.02.5%
Low-income countries2015313735744.0329733472.02.5%
Low-income countries2012282045184.0296319680.02.5%
Low-income countries2013292550656.0307298880.02.5%
Low-income countries2011271657792.0285325152.02.5%
Low-income countries2014302651104.0317834688.02.4%
Lower-middle-income countries20001418800384.01489717632.02.4%
Low-income countries2010262637664.0275680736.02.4%
Low-income countries2009254353152.0266845040.02.4%
Low-income countries2008247034272.0258980048.02.4%
Low-income countries2007239666336.0251140912.02.3%
Upper-middle-income countries194439335096.037547312.02.3%
Lower-middle-income countries19991339365120.01402797440.02.3%
Low-income countries2006232777440.0243647600.02.3%
Lower-middle-income countries19981263073408.01320151936.02.2%
Low-income countries2005226093664.0236284048.02.2%
Lower-middle-income countries195236071472.037685024.02.2%
Upper-middle-income countries194542077412.040329596.02.1%
Low-income countries2004219506624.0228913392.02.1%
Lower-middle-income countries19971193024896.01243544064.02.1%
Low-income countries2003213083536.0221742992.02.0%
Upper-middle-income countries194645394784.043661508.01.9%
Lower-middle-income countries19961126129152.01169452160.01.9%
Upper-middle-income countries202426301124608.025330839552.01.9%
Low-income countries2002206704848.0214622144.01.9%
Upper-middle-income countries202325368205312.024453625856.01.8%
Low-income countries2001200692688.0208119232.01.8%
Upper-middle-income countries202224367142912.023508273152.01.8%
~ global_carbon_budget.emissions_total_including_land_use_change_per_unit_energy 🟡 median anomaly score 1.2%changed data
~ Changed values: 165 / 47,784 (0.35%) — showing the 100 most anomalous rows
countryyearemissions_total_including_land_use_change_per_unit_energy -emissions_total_including_land_use_change_per_unit_energy +anomaly score
Lower-middle-income countries1976999.43231201171881335.878295898437514%
Lower-middle-income countries19751061.04650878906251377.42700195312513%
Lower-middle-income countries1979832.57385253906251046.42651367187511%
Lower-middle-income countries1978937.95349121093751163.934204101562511%
Lower-middle-income countries19771117.398925781251383.562511%
Lower-middle-income countries19741231.29772949218751488.801269531259.5%
Lower-middle-income countries1980666.7360229492188797.5839843758.9%
Lower-middle-income countries19661610.85119628906251886.50793457031257.9%
Lower-middle-income countries19651650.120605468751932.395996093757.9%
Lower-middle-income countries19731286.98278808593751488.50354003906257.3%
Lower-middle-income countries1981664.7052001953125768.04199218757.2%
Lower-middle-income countries1982575.5979614257812665.03204345703127.2%
Lower-middle-income countries19671523.3557128906251719.5207519531256.0%
Lower-middle-income countries1983677.060791015625758.19812011718755.7%
Lower-middle-income countries19681253.20910644531251401.2832031255.6%
Lower-middle-income countries2000434.6795654296875484.44833374023445.4%
Lower-middle-income countries1995467.9804382324219521.12316894531255.4%
Lower-middle-income countries1991422.6920166015625469.82028198242195.3%
Lower-middle-income countries19721397.15881347656251548.44531255.1%
Lower-middle-income countries1984679.5912475585938751.75274658203125.0%
Lower-middle-income countries1996466.66766357421875516.1574707031255.0%
Lower-middle-income countries19711358.10827636718751500.36682128906255.0%
Lower-middle-income countries2007384.1037902832031422.792968754.8%
Lower-middle-income countries1992455.6980895996094499.82479858398444.6%
Lower-middle-income countries2014369.8052062988281405.281677246093754.6%
Lower-middle-income countries1988504.2675476074219552.50671386718754.6%
Lower-middle-income countries2009382.81390380859375418.5722656254.5%
Lower-middle-income countries1997452.5915222167969493.499694824218754.3%
Lower-middle-income countries2001409.1851806640625446.10720825195314.3%
Lower-middle-income countries1986531.69921875579.08953857421884.3%
Lower-middle-income countries1998475.47869873046875517.74572753906254.3%
Lower-middle-income countries1985553.9673461914062602.43743896484384.2%
Lower-middle-income countries2004396.71868896484375431.28121948242194.2%
Lower-middle-income countries1999442.8846130371094481.25277709960944.2%
Lower-middle-income countries1987506.86688232421875550.74011230468754.1%
Lower-middle-income countries2006382.31951904296875415.03085327148444.1%
Lower-middle-income countries1989455.30126953125493.74502563476564.1%
Lower-middle-income countries2008395.38702392578125426.86825561523443.8%
Lower-middle-income countries1990441.0541687011719476.12002563476563.8%
Lower-middle-income countries1994516.396728515625556.98150634765623.8%
Lower-middle-income countries1993454.48779296875489.87088012695313.7%
Lower-middle-income countries19691800.52355957031251939.6750488281253.7%
Lower-middle-income countries2002407.629150390625439.10787963867193.7%
Lower-middle-income countries2005382.0694580078125411.457092285156253.7%
Lower-middle-income countries2003440.90301513671875473.93222045898443.6%
Upper-middle-income countries19761001.6726684570312937.924316406253.3%
Lower-middle-income countries2010387.7149963378906413.71762084960943.2%
Lower-middle-income countries2011375.90234375400.90036010742193.2%
Lower-middle-income countries2015352.01324462890625374.72702026367193.1%
Upper-middle-income countries19751054.007568359375992.48864746093753.0%
Lower-middle-income countries19701490.09240722656251575.7048339843752.8%
Lower-middle-income countries2012374.3629150390625394.773620605468752.7%
Upper-middle-income countries1977996.2291870117188947.8925781252.5%
Upper-middle-income countries1979867.9619140625827.83551025390622.4%
Upper-middle-income countries19661581.24572753906251509.55065917968752.3%
Upper-middle-income countries19651768.12805175781251690.45056152343752.2%
Lower-middle-income countries2013371.9684753417969388.97787475585942.2%
Upper-middle-income countries19741141.19567871093751091.50549316406252.2%
Upper-middle-income countries1978990.9751586914062948.41149902343752.2%
Lower-middle-income countries2016359.9043273925781374.59487915039062.0%
Upper-middle-income countries1980811.1823120117188779.4597167968752.0%
Upper-middle-income countries19671561.0773925781251505.40930175781251.8%
Upper-middle-income countries1981783.3658447265625756.50164794921881.7%
Upper-middle-income countries19731192.43811035156251152.5280761718751.7%
Upper-middle-income countries1982753.7951049804688729.86480712890621.6%
Upper-middle-income countries2000416.6980285644531403.69387817382811.6%
Upper-middle-income countries19681536.48864746093751490.1677246093751.5%
Lower-middle-income countries2018342.85430908203125353.45846557617191.5%
Lower-middle-income countries2017368.10101318359375378.965637207031251.5%
Upper-middle-income countries1995453.3669128417969440.73962402343751.4%
Upper-middle-income countries1996438.6897277832031426.76803588867191.4%
Upper-middle-income countries1983730.8697509765625711.04016113281251.4%
Lower-middle-income countries2019333.1544494628906342.432067871093751.4%
Upper-middle-income countries2014329.3424987792969320.880187988281251.3%
Lower-middle-income countries2020337.1919860839844345.933776855468751.3%
Upper-middle-income countries19711250.8073730468751220.01550292968751.2%
Upper-middle-income countries2007335.13641357421875326.90609741210941.2%
Upper-middle-income countries19721287.21093751255.83947753906251.2%
Upper-middle-income countries2001391.5513916015625382.01632690429691.2%
Upper-middle-income countries1998451.48529052734375440.618469238281251.2%
Upper-middle-income countries19691537.55090332031251500.82751464843751.2%
Upper-middle-income countries1984760.892578125742.93225097656251.2%
Upper-middle-income countries1991451.5603942871094441.00625610351561.2%
Upper-middle-income countries2009342.9367980957031335.03015136718751.2%
Upper-middle-income countries1999446.32916259765625436.10058593751.2%
Upper-middle-income countries1992451.3905029296875441.48837280273441.1%
Upper-middle-income countries2004379.6261901855469371.59680175781251.1%
Upper-middle-income countries1997511.68426513671875501.030090332031251.1%
Upper-middle-income countries2008332.60223388671875325.745422363281251.0%
Upper-middle-income countries2002402.05279541015625394.04238891601561.0%
Lower-middle-income countries2021320.4034423828125326.90075683593751.0%
Upper-middle-income countries2006360.0591125488281353.016174316406250.99%
Upper-middle-income countries1988513.1221923828125503.23538208007810.97%
Lower-middle-income countries2023317.3918762207031323.569030761718750.96%
Upper-middle-income countries1994465.7312316894531456.851745605468750.96%
Upper-middle-income countries2005355.8439636230469349.11483764648440.95%
Lower-middle-income countries2022318.49810791015625324.623840332031250.95%
Upper-middle-income countries2003425.1656494140625417.30468750.93%
Lower-middle-income countries2024313.2784729003906319.13558959960940.93%
Upper-middle-income countries1993438.8962097167969430.89096069335940.92%
~ global_carbon_budget.gdp 🟡 median anomaly score 1.1%changed data
~ Changed values: 383 / 47,784 (0.80%) — showing the 100 most anomalous rows
countryyeargdp -gdp +anomaly score
Lower-middle-income countries1820128087550002089653700024%
Lower-middle-income countries18712899425000371676000012%
Lower-middle-income countries1872297325000035553420008.9%
Lower-middle-income countries1878391099100034034000006.9%
Lower-middle-income countries202016102239819669179608490325435.5%
Lower-middle-income countries201916800929918144186846369171925.3%
Lower-middle-income countries202117292672248053192311472892435.3%
Lower-middle-income countries202218268388715622203070863492665.3%
Upper-middle-income countries19182425871890412184390160415.2%
Lower-middle-income countries19133844409090004266230590005.2%
Upper-middle-income countries19172304729287862079321767865.1%
Lower-middle-income countries1873324990000035959280005.1%
Lower-middle-income countries201816209419673899179100763933745.0%
Upper-middle-income countries19222901524746962628098886964.9%
Upper-middle-income countries19202709956240672455092750674.9%
Upper-middle-income countries19192576306116632335073726634.9%
Upper-middle-income countries19212750890987842501636067844.7%
Lower-middle-income countries1875329326400036204600004.7%
Lower-middle-income countries201715366070471544168897573621714.7%
Upper-middle-income countries19162251067777032054399807034.6%
Upper-middle-income countries19031578170866251444339756254.4%
Upper-middle-income countries19243295254691923017153531924.4%
Lower-middle-income countries201614684307047124160287523495224.4%
Upper-middle-income countries19253374220371763092483231764.4%
Upper-middle-income countries19263574347397573277377017574.3%
Upper-middle-income countries19142167506423511987640153514.3%
Upper-middle-income countries19273694834692893392958592894.3%
Upper-middle-income countries19102053730562461887346852464.2%
Upper-middle-income countries19233144078040002889545980004.2%
Upper-middle-income countries19122151849130161978855770164.2%
Upper-middle-income countries19081862432570191715871600194.1%
Upper-middle-income countries19021460604604401345889154404.1%
Upper-middle-income countries19283907458840173606614330174.0%
Upper-middle-income countries19071821886572991681881942994.0%
Lower-middle-income countries201513905084155264150616533734024.0%
Upper-middle-income countries19152188005691552022121191553.9%
Upper-middle-income countries19091943120878401798543078403.9%
Upper-middle-income countries19041611173806831491756516833.8%
Upper-middle-income countries19061760204614081629761344083.8%
Lower-middle-income countries2003639297651895069041884981703.8%
Lower-middle-income countries19203217812480003472675970003.8%
Lower-middle-income countries19374229184440004563959390003.8%
Lower-middle-income countries19324076112470004398546870003.8%
Lower-middle-income countries19183054160620003295642350003.8%
Upper-middle-income countries19051704283555741579818665743.8%
Lower-middle-income countries19273835975390004137851490003.8%
Lower-middle-income countries19344141303370004466519880003.8%
Lower-middle-income countries201413163787583251141948611819623.8%
Lower-middle-income countries19294057644280004372797000003.7%
Lower-middle-income countries19394365989540004704575420003.7%
Lower-middle-income countries19283895174740004196019250003.7%
Lower-middle-income countries19334097492510004413639510003.7%
Lower-middle-income countries19243660084100003938185260003.7%
Lower-middle-income countries19223599131120003872556980003.7%
Lower-middle-income countries19253712927780003994664920003.7%
Lower-middle-income countries19304081374370004390632310003.7%
Lower-middle-income countries19404518503960004858728660003.6%
Lower-middle-income countries2004692031094976974350272179233.6%
Lower-middle-income countries19264012032170004309002550003.6%
Lower-middle-income countries201312437126880008133567352792653.6%
Lower-middle-income countries19384447270060004775623740003.6%
Lower-middle-income countries2002600584509027064478102316663.5%
Lower-middle-income countries19233492301000003746833060003.5%
Lower-middle-income countries1882427018500045787700003.5%
Lower-middle-income countries201211794940562041126430709707433.5%
Lower-middle-income countries19314258378200004564579160003.5%
Lower-middle-income countries2005744584637203279783349769343.5%
Upper-middle-income countries19395085061580004746475700003.4%
Lower-middle-income countries201010550080681222113019606165493.4%
Lower-middle-income countries201111198569003817119917725063253.4%
Lower-middle-income countries19193457667140003698899530003.4%
Upper-middle-income countries19405223888250004883663550003.4%
Lower-middle-income countries19213597731330003846986250003.3%
Lower-middle-income countries2006806352130122586195805654413.3%
Lower-middle-income countries20099850175693206105230043150883.3%
Lower-middle-income countries2007872124091255893126809511033.3%
Lower-middle-income countries19364497432080004802140330003.3%
Lower-middle-income countries2008925905794817198807031748083.2%
Lower-middle-income countries19354122409450004398755170003.2%
Lower-middle-income countries2000550460409296658666230098593.2%
Lower-middle-income countries2001579242706362861677283288033.1%
Lower-middle-income countries19173483679390003709086910003.1%
Lower-middle-income countries1999527182393212356069109091223.1%
Lower-middle-income countries1879390876300036785460003.0%
Lower-middle-income countries18702386377590002533009990003.0%
Upper-middle-income countries19137381350410136959528910132.9%
Lower-middle-income countries1997478615572826850709316879312.9%
Lower-middle-income countries1998503925802320353314401746442.8%
Lower-middle-income countries1996459135087665048562173706392.8%
Lower-middle-income countries1876349398400036859400002.7%
Lower-middle-income countries19163704612900003901280870002.6%
Lower-middle-income countries19537702500007918105791144432.6%
Lower-middle-income countries19517087890570797458993620002.6%
Lower-middle-income countries19506833296775687190954488962.6%
Lower-middle-income countries19527324084922627705048075422.5%
Lower-middle-income countries1995432493479576445483496930702.5%
Lower-middle-income countries19143527636150003707502420002.5%
Lower-middle-income countries19123413572140003586565500002.5%
Lower-middle-income countries19548047802331738451032534652.4%
Lower-middle-income countries1880420265600040028250002.4%
~ global_carbon_budget.emissions_from_coal 🟡 median anomaly score 1.1%changed data
~ Changed values: 310 / 47,784 (0.65%) — showing the 100 most anomalous rows
countryyearemissions_from_coal -emissions_from_coal +anomaly score
Lower-middle-income countries20201720674944.02013454080.07.8%
Lower-middle-income countries20191810189184.02077100544.06.9%
Lower-middle-income countries20242306407424.02635375104.06.7%
Lower-middle-income countries20232230463232.02530136064.06.3%
Lower-middle-income countries20211946171392.02200113920.06.1%
Lower-middle-income countries20222043450240.02302564864.06.0%
Lower-middle-income countries193647654964.053453684.05.7%
Lower-middle-income countries193958460720.065427188.05.6%
Lower-middle-income countries18934953294.05531483.05.5%
Lower-middle-income countries192844869616.050048968.05.5%
Lower-middle-income countries193753146408.059249544.05.4%
Lower-middle-income countries193239590152.044117728.05.4%
Lower-middle-income countries192946156496.051305240.05.3%
Lower-middle-income countries193046637564.051802232.05.2%
Lower-middle-income countries193142259840.046815116.05.1%
Lower-middle-income countries20181817529472.02009888640.05.0%
Lower-middle-income countries193339626352.043810312.05.0%
Lower-middle-income countries194063649580.070337584.05.0%
Lower-middle-income countries193859410376.065636224.05.0%
Lower-middle-income countries20171671959040.01847163392.05.0%
Lower-middle-income countries20161593211264.01756646784.04.9%
Lower-middle-income countries193547425144.052135992.04.7%
Lower-middle-income countries20151528185216.01677081472.04.6%
Lower-middle-income countries194163111048.069238792.04.6%
Lower-middle-income countries193444882456.049094164.04.5%
Lower-middle-income countries192743332932.047255628.04.3%
Lower-middle-income countries192539661936.043239992.04.3%
Lower-middle-income countries20141475998592.01600650752.04.1%
Lower-middle-income countries192640992556.044371404.04.0%
Lower-middle-income countries192439844440.043116392.03.9%
Lower-middle-income countries20111129379200.01219804672.03.8%
Lower-middle-income countries192336884580.039662208.03.6%
Lower-middle-income countries2005773079296.0831259904.03.6%
Lower-middle-income countries192235283960.037891688.03.6%
Lower-middle-income countries20131334323712.01432453504.03.5%
Lower-middle-income countries2006827043392.0886876544.03.5%
Lower-middle-income countries2008965514048.01033967168.03.4%
Lower-middle-income countries2004720631680.0771611136.03.4%
Lower-middle-income countries18999681370.010360643.03.4%
Lower-middle-income countries20101072209344.01146914560.03.4%
Lower-middle-income countries18988679710.09283542.03.4%
Lower-middle-income countries2003671864768.0718591744.03.4%
Lower-middle-income countries20121262294528.01347663360.03.3%
Lower-middle-income countries192136171528.038599792.03.2%
Lower-middle-income countries20091037316800.01106130304.03.2%
Lower-middle-income countries2001630038720.0671003776.03.1%
Lower-middle-income countries2002646410112.0687941568.03.1%
Lower-middle-income countries2007901146560.0958904768.03.1%
Lower-middle-income countries1985293670560.0311829344.03.0%
Lower-middle-income countries1979215393008.0228510096.03.0%
Lower-middle-income countries1978209134448.0221797152.02.9%
Lower-middle-income countries1982249837200.0264681056.02.9%
Lower-middle-income countries1975196542128.0208209872.02.9%
Lower-middle-income countries18977697168.08153222.02.9%
Lower-middle-income countries191022791180.024135252.02.9%
Lower-middle-income countries1981245187952.0259480432.02.8%
Lower-middle-income countries2000619510080.0655597632.02.8%
Lower-middle-income countries1983268961824.0284625408.02.8%
Lower-middle-income countries1977213574752.0225797792.02.8%
Lower-middle-income countries1980233993632.0247348912.02.8%
Lower-middle-income countries192033694104.035602236.02.8%
Lower-middle-income countries1987340921088.0360039840.02.7%
Lower-middle-income countries1984267985568.0282593920.02.7%
Lower-middle-income countries194259458164.062690684.02.6%
Lower-middle-income countries1962135113296.0142448608.02.6%
Lower-middle-income countries191633038074.034816256.02.6%
Lower-middle-income countries1976205726912.0216762928.02.6%
Lower-middle-income countries1964138378672.0145724944.02.6%
Lower-middle-income countries191532337392.034024512.02.5%
Lower-middle-income countries1986320498720.0337188256.02.5%
Lower-middle-income countries1999602127104.0633450048.02.5%
Lower-middle-income countries1966150426784.0158247296.02.5%
Lower-middle-income countries1965149183840.0156823280.02.5%
Lower-middle-income countries1960122325656.0128587432.02.5%
Lower-middle-income countries191431370676.032955080.02.5%
Lower-middle-income countries194353708696.056351312.02.4%
Lower-middle-income countries1997568354560.0596103424.02.4%
Lower-middle-income countries1961126948960.0133115552.02.4%
Lower-middle-income countries191734894644.036575944.02.4%
Lower-middle-income countries1963142219312.0149049008.02.3%
Lower-middle-income countries190415474082.016213204.02.3%
Lower-middle-income countries191124203572.025356200.02.3%
Lower-middle-income countries1988366795616.0384019008.02.3%
Lower-middle-income countries190515951133.016696609.02.3%
Lower-middle-income countries190922542936.023579908.02.2%
Lower-middle-income countries1974179354704.0187567648.02.2%
Lower-middle-income countries1959113881976.0119038056.02.2%
Lower-middle-income countries1967152289808.0158991232.02.2%
Lower-middle-income countries190618475466.019275622.02.1%
Lower-middle-income countries1998567495232.0592067904.02.1%
Lower-middle-income countries18945452126.05685037.02.1%
Lower-middle-income countries191838442520.040080928.02.1%
Lower-middle-income countries191941502192.043252072.02.1%
Lower-middle-income countries1969156008128.0162570384.02.1%
Lower-middle-income countries191331015042.032306400.02.0%
Lower-middle-income countries18967239693.07539396.02.0%
Lower-middle-income countries190011522967.011998248.02.0%
Lower-middle-income countries1968156844544.0163285792.02.0%
Lower-middle-income countries1970158490240.0164997504.02.0%
Lower-middle-income countries1971161033264.0167415984.01.9%
~ global_carbon_budget.emissions_from_coal_as_share_of_global 🟡 median anomaly score 1.1%changed data
~ Changed values: 310 / 47,784 (0.65%) — showing the 100 most anomalous rows
countryyearemissions_from_coal_as_share_of_global -emissions_from_coal_as_share_of_global +anomaly score
Lower-middle-income countries202012.06049346923828114.1126308441162117.8%
Lower-middle-income countries201912.31173610687255914.1270952224731456.9%
Lower-middle-income countries202414.59266376495361316.674045562744146.7%
Lower-middle-income countries202314.26458168029785216.1810932159423836.3%
Lower-middle-income countries202113.00113010406494114.697557449340826.1%
Lower-middle-income countries202213.22691917419433614.904127120971686.0%
Lower-middle-income countries19361.44948327541351321.62585842609405525.7%
Lower-middle-income countries19391.70152628421783451.9042886495590215.6%
Lower-middle-income countries18930.377341300249099730.4213876426219945.5%
Lower-middle-income countries19281.35656893253326421.51315927505493165.5%
Lower-middle-income countries19371.53336799144744871.70945429801940925.4%
Lower-middle-income countries19321.56956171989440921.7490587234497075.4%
Lower-middle-income countries19291.30981910228729251.45592904090881355.3%
Lower-middle-income countries19301.45006000995635991.6106402873992925.2%
Lower-middle-income countries19311.49159634113311771.65237855911254885.1%
Lower-middle-income countries201812.31163787841796913.6146469116210945.0%
Lower-middle-income countries19331.50167679786682131.66023182868957525.0%
Lower-middle-income countries19401.6769735813140871.8531820774078375.0%
Lower-middle-income countries19381.83899712562561042.0317127704620365.0%
Lower-middle-income countries201711.53539180755615212.7441844940185555.0%
Lower-middle-income countries201611.12345504760742212.26452636718754.9%
Lower-middle-income countries19351.58169806003570561.73881185054779054.7%
Lower-middle-income countries201510.42772674560546911.443736076354984.6%
Lower-middle-income countries19411.62407743930816651.7817666530609134.6%
Lower-middle-income countries19341.55816423892974851.70438015460968024.5%
Lower-middle-income countries19271.28798425197601321.40457856655120854.3%
Lower-middle-income countries19251.25764095783233641.37109756469726564.3%
Lower-middle-income countries20149.83023643493652310.6604280471801764.1%
Lower-middle-income countries19261.32918190956115721.43874096870422364.0%
Lower-middle-income countries19241.26251721382141111.36619281768798833.9%
Lower-middle-income countries20117.680645465850838.2956085205078123.8%
Lower-middle-income countries19231.17104506492614751.25923180580139163.6%
Lower-middle-income countries20056.7233057022094737.2292900085449223.6%
Lower-middle-income countries19221.27221190929412841.36623716354370123.6%
Lower-middle-income countries20138.9233598709106459.5796079635620123.5%
Lower-middle-income countries20066.8146605491638187.307672977447513.5%
Lower-middle-income countries20087.3424968719482427.863066196441653.4%
Lower-middle-income countries20046.6642518043518077.1356992721557623.4%
Lower-middle-income countries18990.54019355773925780.57809507846832283.4%
Lower-middle-income countries20107.7036366462707528.240380287170413.4%
Lower-middle-income countries18980.52914381027221680.5659554004669193.4%
Lower-middle-income countries20036.419152259826666.8655929565429693.4%
Lower-middle-income countries20128.4901218414306649.0643081665039063.3%
Lower-middle-income countries19211.3536719083786011.44454658031463623.2%
Lower-middle-income countries20097.9774136543273938.5066194534301763.2%
Lower-middle-income countries20016.8419790267944347.2868432998657233.1%
Lower-middle-income countries20026.712336063385017.1435990333557133.1%
Lower-middle-income countries20077.0820069313049327.5359220504760743.1%
Lower-middle-income countries19853.6056096553802493.82855820655822753.0%
Lower-middle-income countries19793.16759943962097173.3605012893676763.0%
Lower-middle-income countries19783.212447404861453.40695524215698242.9%
Lower-middle-income countries19823.5352668762207033.7453117370605472.9%
Lower-middle-income countries19753.26573371887207033.4596042633056642.9%
Lower-middle-income countries18970.49509757757186890.52443188428878782.9%
Lower-middle-income countries19100.79361063241958620.84041249752044682.9%
Lower-middle-income countries19813.5314710140228273.73732733726501462.8%
Lower-middle-income countries20006.76569414138793957.15980768203735352.8%
Lower-middle-income countries19833.69999980926513673.91547727584838872.8%
Lower-middle-income countries19773.350179910659793.54191303253173832.8%
Lower-middle-income countries19803.3499493598937993.5411493778228762.8%
Lower-middle-income countries19201.0755898952484131.1365016698837282.8%
Lower-middle-income countries19873.98774051666259774.2113718986511232.7%
Lower-middle-income countries19843.53257989883422853.7251467704772952.7%
Lower-middle-income countries19421.52045297622680661.60311424732208252.6%
Lower-middle-income countries19622.74142050743103032.89025235176086432.6%
Lower-middle-income countries19161.05367624759674071.11038732528686522.6%
Lower-middle-income countries19763.3041386604309083.48138594627380372.6%
Lower-middle-income countries19642.65438270568847662.79529929161071782.6%
Lower-middle-income countries19151.11191308498382571.1699242591857912.5%
Lower-middle-income countries19863.8794414997100834.081458091735842.5%
Lower-middle-income countries19996.8352904319763187.1908655166625982.5%
Lower-middle-income countries19662.8117275238037112.95790576934814452.5%
Lower-middle-income countries19652.8205962181091312.9650340080261232.5%
Lower-middle-income countries19602.37142324447631842.4928147792816162.5%
Lower-middle-income countries19141.05581605434417721.10914099216461182.5%
Lower-middle-income countries19431.36778688430786131.43508589267730712.4%
Lower-middle-income countries19976.3664779663085946.6773095130920412.4%
Lower-middle-income countries19612.5676412582397462.69236564636230472.4%
Lower-middle-income countries19171.06854522228240971.12003004550933842.4%
Lower-middle-income countries19632.78428435325622562.9179918766021732.3%
Lower-middle-income countries19040.71163713932037350.74562859535217292.3%
Lower-middle-income countries19110.83198273181915280.87160360813140872.3%
Lower-middle-income countries19884.1509485244750984.3458619117736822.3%
Lower-middle-income countries19050.68728268146514890.71940279006958012.3%
Lower-middle-income countries19090.82248771190643310.8603221178054812.2%
Lower-middle-income countries19743.061865806579593.2020738124847412.2%
Lower-middle-income countries19592.29881978034973142.4029002189636232.2%
Lower-middle-income countries19672.89421582221984863.0215740203857422.2%
Lower-middle-income countries19060.7617338895797730.79472386837005622.1%
Lower-middle-income countries19986.5311903953552256.8139925003051762.1%
Lower-middle-income countries18940.399969041347503660.41705542802810672.1%
Lower-middle-income countries19181.19539010524749761.24633729457855222.1%
Lower-middle-income countries19191.52572906017303471.59005916118621832.1%
Lower-middle-income countries19692.8271183967590332.94603705406188962.1%
Lower-middle-income countries19130.93917977809906010.97828394174575812.0%
Lower-middle-income countries18960.487441390752792360.5076200962066652.0%
Lower-middle-income countries19000.61206281185150150.63730818033218382.0%
Lower-middle-income countries19682.9483950138092043.0694787502288822.0%
Lower-middle-income countries19702.78108739852905272.8952729701995852.0%
Lower-middle-income countries19712.8251178264617922.9370942115783691.9%
~ global_carbon_budget.emissions_total_per_gdp 🟡 median anomaly score 1.0%changed data
~ Changed values: 381 / 47,784 (0.80%) — showing the 100 most anomalous rows
countryyearemissions_total_per_gdp -emissions_total_per_gdp +anomaly score
Lower-middle-income countries19510.246524319052696230.1794785559177398716%
Lower-middle-income countries19520.25497731566429140.1869008243083953915%
Lower-middle-income countries19560.27201986312866210.2007621228694915815%
Lower-middle-income countries19570.292894750833511350.2191377133131027214%
Lower-middle-income countries19550.268030405044555660.20059588551521314%
Lower-middle-income countries19530.244340285658836360.183054819703102114%
Lower-middle-income countries19540.248776525259017940.188159793615341214%
Lower-middle-income countries19490.299037218093872070.2269750386476516714%
Lower-middle-income countries19500.23105584084987640.1757812514%
Lower-middle-income countries19480.280295640230178830.214431986212730413%
Lower-middle-income countries18710.065338470041751860.0507633015513420113%
Lower-middle-income countries19590.286021292209625240.225838795304298412%
Lower-middle-income countries19470.2654744088649750.209640964865684512%
Lower-middle-income countries19580.275029152631759640.2227351665496826211%
Lower-middle-income countries19460.210736274719238280.172655299305915839.9%
Lower-middle-income countries19600.28090876340866090.23413011431694039.1%
Lower-middle-income countries18720.06707811355590820.055953830480575569.0%
Lower-middle-income countries19440.183927819132804870.157527551054954537.7%
Lower-middle-income countries19610.27735465764999390.237629815936088567.7%
Lower-middle-income countries19450.194990471005439760.167678415775299077.5%
Lower-middle-income countries19620.28645354509353640.248587891459465037.1%
Lower-middle-income countries18780.56381183862686160.64707410335540776.9%
Lower-middle-income countries19630.29201078414916990.25502526760101326.8%
Lower-middle-income countries19400.204786807298660280.179121151566505436.7%
Lower-middle-income countries19370.178951814770698550.15906031429767615.9%
Lower-middle-income countries19640.28135392069816590.25053280591964725.8%
Lower-middle-income countries19650.305212974548339840.27333456277847295.5%
Lower-middle-income countries18730.0590876601636409760.053035821765661245.4%
Lower-middle-income countries18750.07833959907293320.071078263223171234.9%
Lower-middle-income countries19420.185316130518913270.168324247002601624.8%
Upper-middle-income countries19510.3970510661602020.43642538785934454.7%
Lower-middle-income countries19430.161235317587852480.146783649921417244.7%
Upper-middle-income countries19180.51996660232543950.5703167319297794.6%
Upper-middle-income countries19170.60692012310028080.66476809978485114.5%
Lower-middle-income countries19340.148098364472389220.135282650589942934.5%
Upper-middle-income countries19520.40363681316375730.441509574651718144.5%
Upper-middle-income countries19200.70263940095901490.76816016435623174.5%
Lower-middle-income countries19860.32921636104583740.30138915777206424.4%
Upper-middle-income countries19190.55771106481552120.60841393470764164.3%
Upper-middle-income countries19500.3947730064392090.43063887953758244.3%
Upper-middle-income countries19220.70357674360275270.7674255371093754.3%
Lower-middle-income countries19900.32312592864036560.296704828739166264.3%
Lower-middle-income countries19890.322370350360870360.296125531196594244.2%
Lower-middle-income countries19850.32509118318557740.29877248406410224.2%
Upper-middle-income countries19210.7354794740676880.799463689327244.2%
Lower-middle-income countries19840.31605160236358640.29076278209686284.2%
Lower-middle-income countries19410.208238199353218080.191624149680137634.2%
Lower-middle-income countries19350.158255800604820250.145660549402236944.1%
Upper-middle-income countries19530.3884805440902710.421926975250244144.1%
Lower-middle-income countries19870.32946783304214480.30375888943672184.1%
Upper-middle-income countries19400.83008682727813720.89918351173400884.0%
Upper-middle-income countries19540.425279319286346440.46031922101974494.0%
Lower-middle-income countries19830.313989460468292240.29018265008926393.9%
Lower-middle-income countries19880.32690048217773440.30216547846794133.9%
Upper-middle-income countries19030.31331887841224670.338736712932586673.9%
Upper-middle-income countries19160.57955849170684810.62652689218521123.9%
Lower-middle-income countries18930.0259970575571060180.028093924745917323.9%
Lower-middle-income countries19670.30133426189422610.278916060924530033.9%
Upper-middle-income countries19550.46216401457786560.49928230047225953.9%
Lower-middle-income countries19820.315214484930038450.29180812835693363.9%
Upper-middle-income countries19560.48085549473762510.51940947771072393.9%
Upper-middle-income countries19490.69900125265121460.75383567810058593.8%
Lower-middle-income countries19660.307585388422012330.285294145345687873.8%
Upper-middle-income countries19260.58517676591873170.63084268569946293.8%
Upper-middle-income countries19240.6716807484626770.72357308864593513.7%
Lower-middle-income countries19810.31561112403869630.29298543930053713.7%
Upper-middle-income countries19120.51834672689437870.55818158388137823.7%
Upper-middle-income countries19020.307428628206253050.331046134233474733.7%
Upper-middle-income countries19140.5615199804306030.6043947935104373.7%
Lower-middle-income countries19390.183458194136619570.170528039336204533.7%
Upper-middle-income countries19250.62904930114746090.67642003297805793.6%
Upper-middle-income countries19230.67204380035400390.7226105928421023.6%
Lower-middle-income countries19910.32326149940490720.300646454095840453.6%
Upper-middle-income countries19080.51302438974380490.55159509181976323.6%
Upper-middle-income countries19570.50446742773056030.54214322566986083.6%
Upper-middle-income countries19100.5202907323837280.55903679132461553.6%
Upper-middle-income countries19270.5741301178932190.61650091409683233.6%
Upper-middle-income countries19070.499770462512969970.53655958175659183.5%
Lower-middle-income countries20020.31534001231193540.29389736056327823.5%
Lower-middle-income countries19800.314858198165893550.293448448181152343.5%
Lower-middle-income countries18820.65465170145034790.61016583442687993.5%
Lower-middle-income countries19930.330512762069702150.30824422836303713.5%
Upper-middle-income countries19480.87514322996139530.93818116188049323.5%
Lower-middle-income countries19130.094969332218170170.088606216013431553.5%
Upper-middle-income countries19390.77941066026687620.83473849296569823.4%
Lower-middle-income countries20030.30641388893127440.28644725680351263.4%
Upper-middle-income countries19090.52289545536041260.55916339159011843.4%
Lower-middle-income countries19380.177040055394172670.165563762187957763.3%
Lower-middle-income countries18700.00058062898460775610.00054300617193803193.3%
Lower-middle-income countries19990.334132969379425050.313077270984649663.3%
Upper-middle-income countries19470.88392430543899540.94324284791946413.2%
Upper-middle-income countries19060.36702257394790650.39148876070976263.2%
Upper-middle-income countries19150.53635692596435550.57208609580993653.2%
Upper-middle-income countries19280.55115997791290280.58760219812393193.2%
Upper-middle-income countries19040.344780445098876950.36742588877677923.2%
Lower-middle-income countries19940.33515176177024840.314638495445251463.2%
Upper-middle-income countries19050.33297032117843630.35448440909385683.1%
Lower-middle-income countries19950.333924442529678340.31370693445205693.1%
Lower-middle-income countries19320.130604892969131470.122994646430015563.0%
Lower-middle-income countries20000.330636769533157350.31138250231742863.0%
~ global_carbon_budget.consumption_emissions_per_gdp 🟢 median anomaly score 0.83%changed data
~ Changed values: 99 / 47,784 (0.21%)
countryyearconsumption_emissions_per_gdp -consumption_emissions_per_gdp +anomaly score
Low-income countries20060.033621288836002350.039512585848569878.1%
Low-income countries20180.066125109791755680.074350222945213325.9%
Low-income countries20190.06515213102102280.073030099272727975.7%
Low-income countries20220.068233631551265720.076449096202850345.7%
Low-income countries20200.06304470449686050.070468939840793615.6%
Low-income countries20210.068540267646312710.07655844092369085.5%
Low-income countries19950.0223374478518962860.0247287917882204065.1%
Low-income countries19930.0233775172382593150.025610983371734624.6%
Low-income countries19910.0217996388673782350.0238697640597820284.5%
Low-income countries19940.0215706676244735720.0236042179167270664.5%
Low-income countries19920.022297572344541550.024388657882809644.5%
Low-income countries19960.0245675574988126750.026869127526879314.5%
Low-income countries19980.0245590265840291980.026760261505842214.3%
Low-income countries19900.0218589492142200470.023783417418599134.2%
Low-income countries19990.0314333625137805940.033709164708852773.5%
Low-income countries19970.023422628641128540.024910824373364453.1%
Low-income countries20100.035167325288057330.03729175031185152.9%
Low-income countries20090.038096904754638670.040376812219619752.9%
Low-income countries20030.0344627648591995240.036207199096679692.5%
Low-income countries20120.0421723015606403350.044156447052955632.3%
Low-income countries20050.0337560586631298070.035337340086698532.3%
Low-income countries20110.040578473359346390.0424784719944000242.3%
Low-income countries20020.0339564830064773560.035527911037206652.3%
Low-income countries20070.035617090761661530.0372513197362422942.2%
Low-income countries20040.0333240963518619540.0348410829901695252.2%
Low-income countries20000.039184395223855970.0407925918698310852.0%
Lower-middle-income countries19930.28699508309364320.276160448789596561.9%
Lower-middle-income countries19900.2808717191219330.270762771368026731.8%
Lower-middle-income countries19910.279550790786743160.269557803869247441.8%
Low-income countries20080.0391800068318843840.0406135059893131261.8%
Lower-middle-income countries19980.278853088617324830.26924231648445131.8%
Low-income countries20160.0591354221105575560.0611762255430221561.7%
Lower-middle-income countries19950.28827318549156190.279446721076965331.6%
Lower-middle-income countries20030.255719780921936040.248399153351783751.5%
Lower-middle-income countries19940.28995046019554140.281710356473922731.4%
Low-income countries20010.038761977106332780.0398612730205059051.4%
Low-income countries20150.056935187429189680.058477420359849931.3%
Lower-middle-income countries19920.29226347804069520.28537937998771671.2%
Lower-middle-income countries20100.237397059798240660.231960996985435491.2%
Lower-middle-income countries20090.243374243378639220.238234683871269231.1%
Lower-middle-income countries19970.28442698717117310.27846884727478031.1%
Lower-middle-income countries20060.238417804241180420.233511745929718021.0%
Lower-middle-income countries20070.240138038992881770.235407635569572450.99%
Lower-middle-income countries19960.283608436584472660.27804738283157350.99%
Low-income countries20170.066063582897186280.067309983074665070.93%
Low-income countries20130.0517478249967098240.052695896476507190.91%
Lower-middle-income countries20180.210363194346427920.214115276932716370.88%
Upper-middle-income countries20030.3942691981792450.401111572980880740.86%
Lower-middle-income countries20190.207116901874542240.210646450519561770.84%
Lower-middle-income countries19990.281155407428741460.276502728462219240.83%
Low-income countries20140.0590634644031524660.0600100681185722350.79%
Lower-middle-income countries20140.226368442177772520.222840890288352970.79%
Upper-middle-income countries20100.390933662652969360.39709717035293580.78%
Upper-middle-income countries19980.410042971372604370.41643825173377990.77%
Lower-middle-income countries20120.23505924642086030.231494352221488950.76%
Upper-middle-income countries20140.373861014842987060.379608541727066040.76%
Upper-middle-income countries20090.396504163742065430.40247648954391480.75%
Upper-middle-income countries20220.31282842159271240.317415356636047360.73%
Upper-middle-income countries19900.499108374118804930.50637269020080570.72%
Upper-middle-income countries20120.398560404777526860.40430384874343870.72%
Upper-middle-income countries20060.382405459880828860.38775178790092470.69%
Upper-middle-income countries20210.31505772471427920.31944862008094790.69%
Upper-middle-income countries19930.47628936171531680.482916593551635740.69%
Upper-middle-income countries19910.49059233069419860.49734738469123840.68%
Upper-middle-income countries20070.38021248579025270.38544690608978270.68%
Upper-middle-income countries19950.446932524442672730.45293781161308290.67%
Upper-middle-income countries20130.38868904113769530.3938913047313690.66%
Upper-middle-income countries20170.3333831727504730.33779200911521910.66%
Upper-middle-income countries20110.403511077165603640.40873643755912780.64%
Upper-middle-income countries20040.387852370738983150.39279097318649290.63%
Upper-middle-income countries19940.448473721742630.45414036512374880.63%
Upper-middle-income countries20200.3278315067291260.33194458484649660.62%
Lower-middle-income countries20040.247746601700782780.244764178991317750.61%
Upper-middle-income countries20080.384196788072586060.388817995786666870.60%
Upper-middle-income countries19990.41814246773719790.423167228698730470.60%
Upper-middle-income countries19970.42668738961219790.431809067726135250.60%
Lower-middle-income countries20080.24050296843051910.237687438726425170.59%
Upper-middle-income countries20150.36163547635078430.36591574549674990.59%
Upper-middle-income countries19960.443010240793228150.448222428560256960.58%
Upper-middle-income countries20050.385424762964248660.38992354273796080.58%
Upper-middle-income countries20020.38255211710929870.38684615492820740.56%
Upper-middle-income countries20160.340908378362655640.34473136067390440.56%
Upper-middle-income countries20190.32879665493965150.33242022991180420.55%
Upper-middle-income countries19920.48720127344131470.49236509203910830.53%
Lower-middle-income countries20200.208440020680427550.210628777742385860.52%
Upper-middle-income countries20010.389212816953659060.39304167032241820.49%
Upper-middle-income countries20000.39519289135932920.39897906780242920.48%
Upper-middle-income countries20180.330775082111358640.33392721414566040.47%
Lower-middle-income countries20020.254863291978836060.25249499082565310.47%
Lower-middle-income countries20050.244841724634170530.242612689733505250.46%
Lower-middle-income countries20110.231351926922798160.22956168651580810.39%
Lower-middle-income countries20010.258687227964401250.25688847899436950.35%
Lower-middle-income countries20000.26616612076759340.26437553763389590.34%
Lower-middle-income countries20130.216098219156265260.214920178055763240.27%
Lower-middle-income countries20160.218118667602539060.219301670789718630.27%
Lower-middle-income countries20210.211720004677772520.211251005530357360.11%
Lower-middle-income countries20150.220086142420768740.220560759305953980.11%
Lower-middle-income countries20220.203168466687202450.203066512942314150.03%
Lower-middle-income countries20170.216483891010284420.216565400362014770.02%
~ global_carbon_budget.cumulative_emissions_from_coal 🟢 median anomaly score 0.82%changed data
~ Changed values: 310 / 47,784 (0.65%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_coal -cumulative_emissions_from_coal +anomaly score
Lower-middle-income countries202447169986560.051218956288.04.1%
Lower-middle-income countries202344863578112.048583581696.04.0%
Lower-middle-income countries202242633113600.046053445632.03.9%
Lower-middle-income countries202140589664256.043750883328.03.7%
Lower-middle-income countries19411592163840.01716090368.03.7%
Lower-middle-income countries19401529052800.01646851584.03.7%
Lower-middle-income countries19421651622016.01778781056.03.7%
Lower-middle-income countries19431705330816.01835132416.03.7%
Lower-middle-income countries19391465403264.01576514048.03.7%
Lower-middle-income countries202038643490816.041550766080.03.6%
Lower-middle-income countries19441762065024.01893242240.03.6%
Lower-middle-income countries19381406942592.01511086848.03.6%
Lower-middle-income countries19371347532160.01445450624.03.5%
Lower-middle-income countries19451825841536.01957584640.03.5%
Lower-middle-income countries19361294385792.01386201088.03.4%
Lower-middle-income countries201936922818560.039537311744.03.4%
Lower-middle-income countries19461890819072.02023300480.03.4%
Lower-middle-income countries19351246730752.01332747392.03.3%
Lower-middle-income countries19471958121088.02091384704.03.3%
Lower-middle-income countries19341199305728.01280611328.03.3%
Lower-middle-income countries201835112628224.037460213760.03.2%
Lower-middle-income countries19331154423168.01231517184.03.2%
Lower-middle-income countries19482026158208.02160486144.03.2%
Lower-middle-income countries19321114796800.01187706880.03.2%
Lower-middle-income countries201733295097856.035450322944.03.1%
Lower-middle-income countries19492098723328.02234210048.03.1%
Lower-middle-income countries19311075206656.01143589120.03.1%
Lower-middle-income countries19502175821568.02313457408.03.1%
Lower-middle-income countries201631623139328.033603160064.03.0%
Lower-middle-income countries19301032946880.01096774016.03.0%
Lower-middle-income countries19512257231616.02396226816.03.0%
Lower-middle-income countries201530029928448.031846514688.02.9%
Lower-middle-income countries19522344050176.02485124352.02.9%
Lower-middle-income countries1929986309312.01044971840.02.9%
Lower-middle-income countries19532432158464.02574983936.02.9%
Lower-middle-income countries201428501743616.030169432064.02.8%
Lower-middle-income countries19542522896640.02667935232.02.8%
Lower-middle-income countries201327025743872.028568780800.02.8%
Lower-middle-income countries1928940152832.0993666560.02.8%
Lower-middle-income countries19552618772992.02766587904.02.7%
Lower-middle-income countries201225691420672.027136327680.02.7%
Lower-middle-income countries201124429125632.025788665856.02.7%
Lower-middle-income countries19562718698752.02868591104.02.7%
Lower-middle-income countries201023299747840.024568860672.02.7%
Lower-middle-income countries1927895283200.0943617600.02.6%
Lower-middle-income countries19572826978816.02979102208.02.6%
Lower-middle-income countries200922227537920.023421945856.02.6%
Lower-middle-income countries200821190221824.022315814912.02.6%
Lower-middle-income countries19582937654272.03093389312.02.6%
Lower-middle-income countries19593051536128.03212427520.02.6%
Lower-middle-income countries19603173861888.03341014784.02.6%
Lower-middle-income countries19623435924224.03616579072.02.6%
Lower-middle-income countries19613300810752.03474130432.02.6%
Lower-middle-income countries19643716522240.03911352832.02.6%
Lower-middle-income countries19878580794368.09030417408.02.6%
Lower-middle-income countries19633578143488.03765627904.02.6%
Lower-middle-income countries19653865705984.04068176128.02.6%
Lower-middle-income countries19664016132864.04226423552.02.6%
Lower-middle-income countries200720224706560.021281847296.02.5%
Lower-middle-income countries19857919374336.08333189120.02.5%
Lower-middle-income countries19868239873536.08670377984.02.5%
Lower-middle-income countries19888947590144.09414436864.02.5%
Lower-middle-income countries1926851950272.0896361984.02.5%
Lower-middle-income countries19674168422656.04385414656.02.5%
Lower-middle-income countries19847625703936.08021360128.02.5%
Lower-middle-income countries19837357718528.07738766336.02.5%
Lower-middle-income countries200619323559936.020322942976.02.5%
Lower-middle-income countries19684325266944.04548700672.02.5%
Lower-middle-income countries19827088756736.07454140416.02.5%
Lower-middle-income countries19694481275392.04711270912.02.5%
Lower-middle-income countries19816838919168.07189459456.02.5%
Lower-middle-income countries19899337403392.09815094272.02.5%
Lower-middle-income countries19806593731584.06929979392.02.5%
Lower-middle-income countries19704639765504.04876268544.02.5%
Lower-middle-income countries200518496516096.019436066816.02.5%
Lower-middle-income countries19796359737856.06682630144.02.5%
Lower-middle-income countries1925810957696.0851990592.02.5%
Lower-middle-income countries19714800798720.05043684352.02.5%
Lower-middle-income countries19786144345088.06454119936.02.5%
Lower-middle-income countries19909755374592.010246073344.02.5%
Lower-middle-income countries19775935210496.06232323072.02.4%
Lower-middle-income countries19724968124416.05215645184.02.4%
Lower-middle-income countries19765721635840.06006525440.02.4%
Lower-middle-income countries200417723437056.018604806144.02.4%
Lower-middle-income countries19755515908608.05789762560.02.4%
Lower-middle-income countries199110196184064.010701437952.02.4%
Lower-middle-income countries19735140012032.05393985024.02.4%
Lower-middle-income countries19745319366656.05581552640.02.4%
Lower-middle-income countries200317002806272.017833195520.02.4%
Lower-middle-income countries199210656076800.011174953984.02.4%
Lower-middle-income countries1924771295744.0808750592.02.4%
Lower-middle-income countries200216330941440.017114604544.02.3%
Lower-middle-income countries199311135027200.011665610752.02.3%
Lower-middle-income countries200115684531200.016426662912.02.3%
Lower-middle-income countries199411638831104.012183333888.02.3%
Lower-middle-income countries1923731451328.0765634176.02.3%
Lower-middle-income countries200015054492672.015755659264.02.3%
Lower-middle-income countries199512149391360.012710680576.02.3%
Lower-middle-income countries199914434982912.015100061696.02.3%
Lower-middle-income countries199713265359872.013874543616.02.2%
~ global_carbon_budget.cumulative_emissions_from_coal_as_share_of_global 🟢 median anomaly score 0.82%changed data
~ Changed values: 310 / 47,784 (0.65%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_coal_as_share_of_global -cumulative_emissions_from_coal_as_share_of_global +anomaly score
Lower-middle-income countries20245.5505061149597176.0269498825073244.1%
Lower-middle-income countries20235.3791518211364755.8251814842224124.0%
Lower-middle-income countries20225.2093849182128915.6273188591003423.9%
Lower-middle-income countries20215.0551218986511235.4488267898559573.7%
Lower-middle-income countries19410.96425300836563111.03930592536926273.7%
Lower-middle-income countries19400.94835025072097781.0214114189147953.7%
Lower-middle-income countries19420.97712099552154541.05234992504119873.7%
Lower-middle-income countries19430.98599040508270261.06103920936584473.7%
Lower-middle-income countries19390.93078458309173581.00135910511016853.7%
Lower-middle-income countries20204.9041700363159185.2731266021728523.6%
Lower-middle-income countries19440.99650084972381591.0706856250762943.6%
Lower-middle-income countries19380.91358923912048340.98121464252471923.6%
Lower-middle-income countries19370.89376038312911990.9587054848670963.5%
Lower-middle-income countries19451.01534283161163331.08860468864440923.5%
Lower-middle-income countries19360.87871086597442630.94104087352752693.4%
Lower-middle-income countries20194.77220869064331055.11012744903564453.4%
Lower-middle-income countries19461.0328894853591921.10525953769683843.4%
Lower-middle-income countries19350.86568087339401250.92540746927261353.3%
Lower-middle-income countries19471.04889452457427981.12027895450592043.3%
Lower-middle-income countries19340.85045689344406130.9081126451492313.3%
Lower-middle-income countries20184.6261568069458014.9354557991027833.2%
Lower-middle-income countries19330.8356997370719910.8915089368820193.2%
Lower-middle-income countries19481.0640189647674561.13456010818481453.2%
Lower-middle-income countries19320.82273006439208980.87653839588165283.2%
Lower-middle-income countries20174.4737081527709964.7632956504821783.1%
Lower-middle-income countries19491.08197081089019781.15181934833526613.1%
Lower-middle-income countries19310.80856382846832280.85998797416687013.1%
Lower-middle-income countries19501.09972047805786131.16928541660308843.1%
Lower-middle-income countries20164.3334488868713384.6047792434692383.0%
Lower-middle-income countries19300.79369449615478520.84273791313171393.0%
Lower-middle-income countries19511.11779344081878661.18662464618682863.0%
Lower-middle-income countries20154.1975107192993164.45142889022827152.9%
Lower-middle-income countries19521.13807392120361331.2065676450729372.9%
Lower-middle-income countries19290.77706277370452880.82327991724014282.9%
Lower-middle-income countries19531.15801882743835451.22602212429046632.9%
Lower-middle-income countries20144.0672192573547364.3052000999450682.8%
Lower-middle-income countries19541.17847645282745361.24622571468353272.8%
Lower-middle-income countries20133.9410352706909184.1660490036010742.8%
Lower-middle-income countries19280.7618495821952820.80521422624588012.8%
Lower-middle-income countries19551.19870257377624511.26636254787445072.7%
Lower-middle-income countries20123.82997155189514164.0453724861145022.7%
Lower-middle-income countries20113.7243416309356693.9316101074218752.7%
Lower-middle-income countries19561.21873438358306881.28592789173126222.7%
Lower-middle-income countries20103.6336181163787843.8315379619598392.7%
Lower-middle-income countries19270.74547034502029420.7857167124748232.6%
Lower-middle-income countries19571.24117052555084231.30795943737030032.6%
Lower-middle-income countries20093.5433158874511723.7337176799774172.6%
Lower-middle-income countries20083.4494583606719973.6326885223388672.6%
Lower-middle-income countries19581.26335167884826661.33032631874084472.6%
Lower-middle-income countries19591.28495168685913091.35270047187805182.6%
Lower-middle-income countries19601.3080492019653321.37693822383880622.6%
Lower-middle-income countries19621.36068868637084961.43223118782043462.6%
Lower-middle-income countries19611.3332028388977051.40320694446563722.6%
Lower-middle-income countries19641.41401469707489011.4881414175033572.6%
Lower-middle-income countries19872.0871858596801762.196551799774172.6%
Lower-middle-income countries19631.38891458511352541.46168971061706542.6%
Lower-middle-income countries19651.44176125526428221.51727497577667242.6%
Lower-middle-income countries19661.46856200695037841.54545807838439942.6%
Lower-middle-income countries20073.3643021583557133.54015326499938962.5%
Lower-middle-income countries19852.0084276199340822.1133749485015872.5%
Lower-middle-income countries19862.04682445526123052.1537640094757082.5%
Lower-middle-income countries19882.1306104660034182.2417767047882082.5%
Lower-middle-income countries19260.7298342585563660.76788008213043212.5%
Lower-middle-income countries19671.49547505378723141.57332372665405272.5%
Lower-middle-income countries19841.97474038600921632.07719874382019042.5%
Lower-middle-income countries19831.9435236454010012.04417634010314942.5%
Lower-middle-income countries20063.28390908241271973.4537475109100342.5%
Lower-middle-income countries19681.52268457412719731.60134315490722662.5%
Lower-middle-income countries19821.90913629531860352.00754117965698242.5%
Lower-middle-income countries19691.54754281044006351.62696838378906252.5%
Lower-middle-income countries19811.8775860071182251.97382497787475592.5%
Lower-middle-income countries19892.1776571273803712.28906345367431642.5%
Lower-middle-income countries19801.84544825553894041.93955683708190922.5%
Lower-middle-income countries19701.57135069370269781.65144717693328862.5%
Lower-middle-income countries20053.2095546722412113.37258744239807132.5%
Lower-middle-income countries19791.81544947624206541.90762209892272952.5%
Lower-middle-income countries19250.71356981992721560.74967509508132932.5%
Lower-middle-income countries19711.59509539604187011.67579567432403562.5%
Lower-middle-income countries19781.7886835336685181.87886214256286622.5%
Lower-middle-income countries19902.23009610176086432.3422706127166752.5%
Lower-middle-income countries19771.76117932796478271.84934282302856452.4%
Lower-middle-income countries19721.62005579471588131.70076990127563482.4%
Lower-middle-income countries19761.73054075241088871.81670725345611572.4%
Lower-middle-income countries20043.1380193233489993.2940702438354492.4%
Lower-middle-income countries19751.70033824443817141.78475666046142582.4%
Lower-middle-income countries19912.2860581874847412.39933967590332032.4%
Lower-middle-income countries19731.64467406272888181.72593891620635992.4%
Lower-middle-income countries19741.67074787616729741.75309717655181882.4%
Lower-middle-income countries20033.06918978691101073.2190837860107422.4%
Lower-middle-income countries19922.3452053070068362.45940041542053222.4%
Lower-middle-income countries19240.69804114103317260.73193871974945072.4%
Lower-middle-income countries20023.00467944145202643.14886307716369632.3%
Lower-middle-income countries19932.40576767921447752.5204024314880372.3%
Lower-middle-income countries20012.93780112266540533.07680654525756842.3%
Lower-middle-income countries19942.46919703483581542.5847144126892092.3%
Lower-middle-income countries19230.68144446611404420.71329033374786382.3%
Lower-middle-income countries20002.86928033828735353.0029177665710452.3%
Lower-middle-income countries19952.5304939746856692.6474001407623292.3%
Lower-middle-income countries19992.800072669982912.92908358573913572.3%
Lower-middle-income countries19972.6636004447937012.78592085838317872.2%
~ global_carbon_budget.emissions_from_oil_as_share_of_global 🟢 median anomaly score 0.77%changed data
~ Changed values: 293 / 47,784 (0.61%) — showing the 100 most anomalous rows
countryyearemissions_from_oil_as_share_of_global -emissions_from_oil_as_share_of_global +anomaly score
Lower-middle-income countries19482.77624201774597171.090704679489135744%
Lower-middle-income countries19493.4089543819427491.367898821830749543%
Lower-middle-income countries19462.45909857749938960.990729153156280543%
Lower-middle-income countries19472.4538788795471190.995851933956146242%
Lower-middle-income countries19452.41561031341552731.040776491165161140%
Lower-middle-income countries19442.5937757492065431.292092800140380933%
Lower-middle-income countries19422.5994567871093751.369755148887634331%
Lower-middle-income countries19413.3109152317047121.781197905540466330%
Lower-middle-income countries19432.25757837295532231.225906610488891630%
Lower-middle-income countries19403.0506308078765871.687073111534118729%
Lower-middle-income countries19372.30373024940490721.355083227157592826%
Lower-middle-income countries19392.4033951759338381.5904116630554220%
Lower-middle-income countries19352.19347095489501951.507115244865417519%
Lower-middle-income countries19342.1985054016113281.56718933582305917%
Lower-middle-income countries19382.01069188117980961.466207385063171416%
Lower-middle-income countries19322.1054520606994631.612328648567199713%
Lower-middle-income countries19281.46352255344390871.136880517005920413%
Lower-middle-income countries19291.39156055450439451.08627557754516612%
Upper-middle-income countries19498.96549606323242211.00655174255371110%
Lower-middle-income countries19712.53946971893310553.04971885681152349.1%
Lower-middle-income countries19331.79767179489135741.50941336154937748.7%
Lower-middle-income countries19692.68148469924926763.18478488922119148.6%
Lower-middle-income countries19732.5381424427032473.0054700374603278.4%
Lower-middle-income countries19682.79810404777526863.29610610008239758.2%
Lower-middle-income countries19702.59682106971740723.05666589736938488.1%
Lower-middle-income countries19261.27574825286865231.08476054668426518.1%
Lower-middle-income countries19361.71422183513641361.46766829490661627.7%
Lower-middle-income countries19722.56019186973571782.98810219764709477.7%
Lower-middle-income countries19672.74947786331176763.20730686187744147.7%
Lower-middle-income countries19271.2476758956909181.0731203556060797.5%
Lower-middle-income countries19663.0028402805328373.40178370475769046.2%
Upper-middle-income countries194812.70363044738769514.3891677856445316.2%
Lower-middle-income countries19512.96428918838500982.62987685203552256.0%
Lower-middle-income countries19563.17361831665039062.8159034252166756.0%
Lower-middle-income countries19553.25086736679077152.8979980945587165.7%
Upper-middle-income countries194113.32691383361816414.85663127899175.4%
Upper-middle-income countries194712.7493658065795914.2073926925659185.4%
Upper-middle-income countries194612.88425159454345714.3526210784912115.4%
Lower-middle-income countries19522.9853045940399172.69274973869323735.2%
Upper-middle-income countries194512.65967750549316414.034511566162115.2%
Lower-middle-income countries19593.30896615982055662.99101209640502935.0%
Lower-middle-income countries19573.29801964759826662.98439264297485355.0%
Upper-middle-income countries194412.95833015441894514.2600116729736334.8%
Upper-middle-income countries194213.15196990966796914.3816719055175784.5%
Upper-middle-income countries194014.64048576354980516.0040454864501954.4%
Lower-middle-income countries19251.17610335350036621.07626414299011234.4%
Lower-middle-income countries202410.88796806335449211.828135490417484.1%
Lower-middle-income countries202010.7200212478637711.6260204315185554.1%
Lower-middle-income countries20199.9990711212158210.828663825988774.0%
Lower-middle-income countries19532.8936698436737062.672286272048954.0%
Lower-middle-income countries19502.93567705154418952.71128106117248544.0%
Lower-middle-income countries202210.82765293121337911.6961889266967773.9%
Lower-middle-income countries202110.72833919525146511.5796041488647463.8%
Lower-middle-income countries201810.03533267974853510.826636314392093.8%
Lower-middle-income countries202310.68276882171630911.5069532394409183.7%
Upper-middle-income countries194313.3806285858154314.4122991561889653.7%
Lower-middle-income countries19965.8019828796386726.191289424896243.2%
Lower-middle-income countries19976.0920805931091316.4914102554321293.2%
Lower-middle-income countries19622.911618471145633.09633374214172363.1%
Upper-middle-income countries193715.16814708709716816.116794586181643.0%
Lower-middle-income countries19643.05186271667480473.24092149734497073.0%
Lower-middle-income countries19543.0069177150726322.8423254489898682.8%
Lower-middle-income countries19653.10529851913452153.2838444709777832.8%
Lower-middle-income countries19762.8783874511718753.03719019889831542.7%
Lower-middle-income countries201710.27028369903564510.832384109497072.7%
Lower-middle-income countries19231.14789068698883061.08950412273406982.6%
Upper-middle-income countries193916.0598354339599616.8728199005126952.5%
Lower-middle-income countries19742.8798336982727053.0250108242034912.5%
Lower-middle-income countries19753.03214788436889653.1809973716735842.4%
Lower-middle-income countries19582.94307851791381843.08326458930969242.3%
Lower-middle-income countries19855.0479130744934084.8186984062194822.3%
Lower-middle-income countries19241.17389440536499021.12243640422821042.2%
Lower-middle-income countries201610.28977489471435510.7569799423217772.2%
Upper-middle-income countries193515.310854911804215.9972105026245122.2%
Lower-middle-income countries19772.9373781681060793.0665373802185062.2%
Lower-middle-income countries19865.0374503135681154.8289752006530762.1%
Lower-middle-income countries19986.4881544113159186.7604398727416992.1%
Upper-middle-income countries196812.55494308471679712.0534276962280272.0%
Upper-middle-income countries196912.72439289093017612.2170476913452152.0%
Upper-middle-income countries193415.35435295104980515.9856681823730472.0%
Upper-middle-income countries197113.26513004302978512.7505054473876952.0%
Upper-middle-income countries196712.34941196441650411.8876829147338871.9%
Upper-middle-income countries197012.56441974639892612.1005325317382811.9%
Lower-middle-income countries19955.7302026748657235.9470872879028321.9%
Lower-middle-income countries20159.65355205535888710.0147209167480471.8%
Upper-middle-income countries197313.89338970184326213.421872138977051.7%
Upper-middle-income countries193815.87339115142822316.4178752899169921.7%
Lower-middle-income countries20016.833543777465827.0671157836914061.7%
Upper-middle-income countries197213.20218849182128912.7698898315429691.7%
Upper-middle-income countries193214.57170677185058615.0648288726806641.7%
Lower-middle-income countries19603.1472125053405763.0442202091217041.7%
Upper-middle-income countries196612.41876888275146512.016052246093751.6%
Upper-middle-income countries195110.1363658905029310.4692878723144531.6%
Upper-middle-income countries195510.96596813201904311.3170843124389651.6%
Upper-middle-income countries195611.39528656005859411.7513875961303711.5%
Lower-middle-income countries19874.9062514305114754.7577576637268071.5%
Upper-middle-income countries202431.9829101562531.031106948852541.5%
Upper-middle-income countries202031.78884315490722730.8668575286865231.5%
Upper-middle-income countries202231.69062805175781230.809835433959961.4%
Upper-middle-income countries201930.45216751098632829.611871719360351.4%
~ global_carbon_budget.emissions_from_oil 🟢 median anomaly score 0.77%changed data
~ Changed values: 293 / 47,784 (0.61%) — showing the 100 most anomalous rows
countryyearemissions_from_oil -emissions_from_oil +anomaly score
Lower-middle-income countries194838049848.014948679.044%
Lower-middle-income countries194944109460.017699644.043%
Lower-middle-income countries194627257400.010981545.043%
Lower-middle-income countries194730586840.012412986.042%
Lower-middle-income countries194525262180.010884323.040%
Lower-middle-income countries194427721916.013809709.033%
Lower-middle-income countries194222446504.011827938.031%
Lower-middle-income countries194130206702.016250526.030%
Lower-middle-income countries194320918512.011359137.030%
Lower-middle-income countries194027485592.015200201.029%
Lower-middle-income countries193719503972.011472483.026%
Lower-middle-income countries193920537010.013590066.020%
Lower-middle-income countries193515177931.010428628.019%
Lower-middle-income countries193414150366.010086990.017%
Lower-middle-income countries193816544234.012064145.016%
Lower-middle-income countries193211706015.08964318.013%
Lower-middle-income countries19288306792.06452808.013%
Lower-middle-income countries19298651311.06753359.012%
Upper-middle-income countries1949116007192.0142417008.010%
Lower-middle-income countries1971182867904.0219611104.09.1%
Lower-middle-income countries193310922240.09170848.08.7%
Lower-middle-income countries1969160311552.0190401168.08.6%
Lower-middle-income countries1973208627440.0247040320.08.4%
Lower-middle-income countries1968154684736.0182215280.08.2%
Lower-middle-income countries1970176558288.0207823200.08.1%
Lower-middle-income countries19266461284.05493988.08.1%
Lower-middle-income countries193612915737.011058089.07.7%
Lower-middle-income countries1972198791360.0232017328.07.7%
Lower-middle-income countries1967139523360.0162756064.07.7%
Lower-middle-income countries19276913971.05946675.07.5%
Lower-middle-income countries1966142901344.0161886560.06.2%
Upper-middle-income countries1948174109904.0197211072.06.2%
Lower-middle-income countries195150990988.045238508.06.0%
Lower-middle-income countries195679309776.070370368.06.0%
Lower-middle-income countries195574754928.066640564.05.7%
Upper-middle-income countries1941121586352.0135542528.05.4%
Upper-middle-income countries1947158916896.0177090752.05.4%
Upper-middle-income countries1946142812992.0159088848.05.4%
Lower-middle-income countries195254305484.048983640.05.2%
Upper-middle-income countries1945132393472.0146771328.05.2%
Lower-middle-income countries195995883680.086670352.05.0%
Lower-middle-income countries195786145928.077953832.05.0%
Upper-middle-income countries1944138496832.0152409024.04.8%
Upper-middle-income countries1942113568248.0124186816.04.5%
Upper-middle-income countries1940131907936.0144193328.04.4%
Lower-middle-income countries19255945480.05440769.04.4%
Lower-middle-income countries20241357794432.01475038976.04.1%
Lower-middle-income countries20201171949312.01270996224.04.1%
Lower-middle-income countries20191232476288.01334731264.04.0%
Lower-middle-income countries195356081036.051790492.04.0%
Lower-middle-income countries195045555336.042073200.04.0%
Lower-middle-income countries20221290105344.01393590528.03.9%
Lower-middle-income countries20211235171456.01333179008.03.8%
Lower-middle-income countries20181218573184.01314659840.03.8%
Lower-middle-income countries20231311656192.01412851456.03.7%
Upper-middle-income countries1943123983664.0133543040.03.7%
Lower-middle-income countries1996554793536.0592019520.03.2%
Lower-middle-income countries1997591066496.0629810304.03.2%
Lower-middle-income countries1962103602992.0110175656.03.1%
Upper-middle-income countries1937128417424.0136448912.03.0%
Lower-middle-income countries1964125258840.0133018464.03.0%
Lower-middle-income countries195461769064.058387960.02.8%
Lower-middle-income countries1965136926352.0144799232.02.8%
Lower-middle-income countries1976243961808.0257421376.02.7%
Lower-middle-income countries20171241193728.01309125248.02.7%
Lower-middle-income countries19235573404.05289917.02.6%
Upper-middle-income countries1939137231280.0144178224.02.5%
Lower-middle-income countries1974233246080.0245004416.02.5%
Lower-middle-income countries1975242727136.0254642736.02.4%
Lower-middle-income countries195880029232.083841216.02.3%
Lower-middle-income countries1985416332352.0397427648.02.3%
Lower-middle-income countries19245683824.05434672.02.2%
Lower-middle-income countries20161224510336.01280108928.02.2%
Upper-middle-income countries1935105944920.0110694224.02.2%
Lower-middle-income countries1977257531840.0268855744.02.2%
Lower-middle-income countries1986427709440.0410008672.02.1%
Lower-middle-income countries1998637264896.0664008704.02.1%
Upper-middle-income countries1968694062080.0666337344.02.0%
Upper-middle-income countries1969760723072.0730391616.02.0%
Upper-middle-income countries193498826096.0102889472.02.0%
Upper-middle-income countries1971955225664.0918167360.02.0%
Upper-middle-income countries1967626675840.0603245248.01.9%
Upper-middle-income countries1970854256896.0822717184.01.9%
Lower-middle-income countries1995531986368.0552121728.01.9%
Lower-middle-income countries20151136225280.01178734976.01.8%
Upper-middle-income countries19731141993600.01103236352.01.7%
Upper-middle-income countries1938130608320.0135088416.01.7%
Lower-middle-income countries2001702732288.0726751808.01.7%
Upper-middle-income countries19721025111040.0991544320.01.7%
Upper-middle-income countries193281016616.083758312.01.7%
Lower-middle-income countries196098192080.094978752.01.7%
Upper-middle-income countries1966590993408.0571828608.01.6%
Upper-middle-income countries1951174363328.0180090160.01.6%
Upper-middle-income countries1955252166592.0260240656.01.6%
Upper-middle-income countries1956284772000.0293671104.01.5%
Lower-middle-income countries1987420923648.0408183904.01.5%
Upper-middle-income countries20243988459520.03869763840.01.5%
Upper-middle-income countries20203475265024.03374470400.01.5%
Upper-middle-income countries20223775910400.03670964736.01.4%
Upper-middle-income countries20193753506304.03649932288.01.4%
~ global_carbon_budget.emissions_total_including_land_use_change_per_gdp 🟢 median anomaly score 0.75%changed data
~ Changed values: 380 / 47,784 (0.80%) — showing the 100 most anomalous rows
countryyearemissions_total_including_land_use_change_per_gdp -emissions_total_including_land_use_change_per_gdp +anomaly score
Lower-middle-income countries18758.6387395858764651.399453639984130972%
Lower-middle-income countries18719.8667755126953121.60146379470825272%
Lower-middle-income countries18777.9628419876098631.41762590408325270%
Lower-middle-income countries18738.9758920669555661.628393888473510769%
Lower-middle-income countries18768.9891233444213871.68837702274322568%
Lower-middle-income countries18700.120256714522838590.02402722835540771567%
Lower-middle-income countries187210.3310823440551762.14424300193786666%
Lower-middle-income countries18748.5681829452514652.006050109863281262%
Lower-middle-income countries19070.50946116447448731.026523828506469734%
Lower-middle-income countries19080.51810359954833980.999615848064422632%
Lower-middle-income countries19100.465654045343399050.880925059318542531%
Lower-middle-income countries19120.50353211164474490.93394351005554230%
Lower-middle-income countries19090.456958949565887450.844532430171966630%
Lower-middle-income countries19110.47151601314544680.865800023078918529%
Lower-middle-income countries19140.50462669134140010.879871249198913627%
Lower-middle-income countries19130.45842805504798890.792900741100311327%
Lower-middle-income countries19150.79987365007400511.236189723014831521%
Lower-middle-income countries19160.75098145008087161.12835824489593520%
Lower-middle-income countries19170.80596005916595461.193963289260864319%
Lower-middle-income countries19180.92580837011337281.370364308357238819%
Lower-middle-income countries19190.81960493326187131.20576965808868419%
Lower-middle-income countries19010.50212758779525760.706158041954040517%
Lower-middle-income countries19000.53759586811065670.754876255989074717%
Lower-middle-income countries18950.58040720224380490.808035969734191916%
Lower-middle-income countries18970.5259277224540710.728396236896514916%
Lower-middle-income countries18980.52478772401809690.726463556289672916%
Lower-middle-income countries19050.498266160488128660.687337219715118416%
Lower-middle-income countries19040.48783046007156370.672669887542724616%
Lower-middle-income countries19020.49424117803573610.680572867393493716%
Lower-middle-income countries18990.57159626483917240.783455014228820816%
Lower-middle-income countries19030.48514226078987120.664411962032318116%
Lower-middle-income countries18930.55865591764450070.764100432395935116%
Lower-middle-income countries18960.62874555587768550.857892513275146515%
Lower-middle-income countries19060.47841078042984010.651830673217773415%
Lower-middle-income countries18940.5587763190269470.751170694828033415%
Lower-middle-income countries18920.59286332130432130.787840783596038814%
Lower-middle-income countries188241.58237457275390632.8894500732421912%
Lower-middle-income countries188340.9267425537109433.590316772460949.8%
Lower-middle-income countries19750.9062757492065431.09593486785888679.5%
Lower-middle-income countries18890.67393684387207030.55755335092544569.5%
Lower-middle-income countries19760.87734901905059811.056945800781259.3%
Lower-middle-income countries188139.22631835937532.815471649169928.9%
Lower-middle-income countries18850.79203021526336670.67096322774887088.3%
Lower-middle-income countries18840.79274892807006840.67814344167709357.8%
Lower-middle-income countries18860.81047558784484860.69355267286300667.8%
Lower-middle-income countries18880.77119070291519170.66106110811233527.7%
Lower-middle-income countries18870.77373641729354860.66584569215774547.5%
Lower-middle-income countries19201.48022305965423581.71092534065246587.2%
Lower-middle-income countries18900.60872787237167360.53327304124832156.6%
Lower-middle-income countries188037.36230087280273432.78576660156256.5%
Lower-middle-income countries187933.9339179992675829.9689159393310556.2%
Lower-middle-income countries19492.84780979156494142.54809236526489265.6%
Lower-middle-income countries19780.82808166742324830.92104142904281625.3%
Lower-middle-income countries19741.03276538848876951.14802074432373055.3%
Lower-middle-income countries19790.79251837730407710.88072359561920175.3%
Lower-middle-income countries19482.88471293449401862.59836196899414065.2%
Lower-middle-income countries19770.98877459764480591.09593737125396735.1%
Lower-middle-income countries19472.9088575839996342.62702417373657235.1%
Upper-middle-income countries18700.71794003248214720.79358261823654175.0%
Lower-middle-income countries18910.64600092172622680.58477509021759035.0%
Lower-middle-income countries19502.9827406406402592.72660374641418464.5%
Lower-middle-income countries19730.97012019157409671.05748331546783454.3%
Upper-middle-income countries18718.3124961853027349.0390081405639654.2%
Low-income countries19507.296697139739997.8931970596313483.9%
Lower-middle-income countries19422.21953511238098142.0525467395782473.9%
Lower-middle-income countries19442.1721847057342532.0099835395812993.9%
Upper-middle-income countries18728.326490402221688.9901504516601563.8%
Lower-middle-income countries19211.6230399608612061.7515479326248173.8%
Lower-middle-income countries19432.135092020034791.98011934757232673.8%
Lower-middle-income countries19513.06395626068115232.84301114082336433.7%
Lower-middle-income countries19402.1703023910522462.0144674777984623.7%
Lower-middle-income countries19631.61270809173583981.73561489582061773.7%
Lower-middle-income countries19462.47139167785644532.29785513877868653.6%
Upper-middle-income countries18738.5035896301269539.1294717788696293.5%
Upper-middle-income countries18768.48956012725839.0978879928588873.5%
Upper-middle-income countries18758.4286441802978529.0229644775390623.4%
Upper-middle-income countries19405.6400156021118166.0367755889892583.4%
Lower-middle-income countries19661.3244122266769411.41678357124328613.4%
Upper-middle-income countries19266.1310448646545416.553297042846683.3%
Upper-middle-income countries19275.9228897094726566.3277468681335453.3%
Upper-middle-income countries19227.4138016700744637.9043831825256353.2%
Lower-middle-income countries19800.72007858753204350.76762497425079353.2%
Upper-middle-income countries18778.507907867431649.0555801391601563.1%
Lower-middle-income countries19711.07583260536193851.14458322525024413.1%
Upper-middle-income countries19256.50999927520751956.919714927673343.1%
Upper-middle-income countries18748.7221660614013679.2702789306640623.0%
Upper-middle-income countries19285.7017402648925786.05769109725952153.0%
Upper-middle-income countries19246.7016329765319827.1098589897155763.0%
Low-income countries19517.0336999893188487.4564561843872072.9%
Upper-middle-income countries18828.6998729705810559.2208871841430662.9%
Upper-middle-income countries18838.9866189956665049.5213003158569342.9%
Upper-middle-income countries19237.0155086517333987.431391239166262.9%
Lower-middle-income countries19523.1286125183105472.95789098739624022.8%
Lower-middle-income countries19721.14825391769409181.21406292915344242.8%
Upper-middle-income countries19113.18351984024047853.01293635368347172.8%
Upper-middle-income countries18818.3124551773071298.7792682647705082.7%
Lower-middle-income countries19641.4443184137344361.52408921718597412.7%
Upper-middle-income countries19217.90143632888793958.3293771743774412.6%
Upper-middle-income countries189511.77344417572021511.171644210815432.6%
Lower-middle-income countries19671.23432397842407231.29988288879394532.6%
~ global_carbon_budget.primary_energy_consumption 🟢 median anomaly score 0.65%changed data
~ Changed values: 165 / 47,784 (0.35%) — showing the 100 most anomalous rows
countryyearprimary_energy_consumption -primary_energy_consumption +anomaly score
Lower-middle-income countries19792006.63635253906251820.11071777343754.9%
Lower-middle-income countries19771797.63220214843751636.8776855468754.7%
Lower-middle-income countries19651002.5966796875913.52166748046884.6%
Lower-middle-income countries202014494.5117187515904.28613281254.6%
Lower-middle-income countries19781870.4445800781251710.90441894531254.5%
Lower-middle-income countries202417842.523437519479.691406254.4%
Lower-middle-income countries19761673.76696777343751536.60974121093754.3%
Lower-middle-income countries19802577.7561035156252367.1203613281254.3%
Lower-middle-income countries201915311.18164062516644.378906254.2%
Lower-middle-income countries202115716.820312517084.691406254.2%
Lower-middle-income countries202216335.969726562517755.175781254.2%
Lower-middle-income countries202317102.68554687518583.417968754.1%
Lower-middle-income countries19812797.566894531252574.9870605468754.1%
Lower-middle-income countries19822842.52343752619.5910644531254.1%
Lower-middle-income countries19843115.074707031252884.6818847656253.8%
Lower-middle-income countries19832949.5842285156252738.709472656253.7%
Lower-middle-income countries19863909.6501464843753635.0856933593753.6%
Lower-middle-income countries201815049.391601562516167.7714843753.6%
Lower-middle-income countries19853733.0192871093753484.720214843753.4%
Lower-middle-income countries19741467.3508300781251376.0261230468753.2%
Lower-middle-income countries19874112.1425781253861.8220214843753.1%
Lower-middle-income countries19661034.4091796875972.2888183593753.1%
Lower-middle-income countries19884351.159667968754090.6945800781253.1%
Lower-middle-income countries19925366.052246093755068.00488281252.9%
Lower-middle-income countries19915040.0878906254760.5449218752.9%
Lower-middle-income countries19904886.74707031254617.031252.8%
Lower-middle-income countries19751565.4689941406251480.4343261718752.8%
Lower-middle-income countries19894637.13378906254385.537597656252.8%
Lower-middle-income countries201714550.840820312515377.7363281252.8%
Lower-middle-income countries19945724.909667968755442.689941406252.5%
Lower-middle-income countries19935492.497558593755235.80468752.4%
Lower-middle-income countries201614082.784179687514762.6425781252.4%
Lower-middle-income countries19671061.19348144531251014.29406738281252.3%
Lower-middle-income countries19681143.61901855468751096.38964843752.1%
Lower-middle-income countries19956045.852050781255797.839843752.1%
Lower-middle-income countries19731381.806152343751332.41662597656251.8%
Lower-middle-income countries201513598.33789062514078.6347656251.7%
Lower-middle-income countries19966262.542968756076.585449218751.5%
Lower-middle-income countries19976515.991699218756336.235839843751.4%
Upper-middle-income countries19653434.762207031253523.8371582031251.3%
Lower-middle-income countries19721320.9982910156251288.84484863281251.2%
Lower-middle-income countries19986792.480957031256628.667968751.2%
Lower-middle-income countries19691209.82519531251180.705566406251.2%
Lower-middle-income countries201413247.750976562513542.72753906251.1%
Lower-middle-income countries20017485.509277343757323.628906251.1%
Upper-middle-income countries202477891.76562576241.82031251.1%
Upper-middle-income countries202067163.5312565743.8281251.1%
Upper-middle-income countries198110739.104492187510959.1269531251.0%
Upper-middle-income countries201966958.429687565615.83593751.0%
Upper-middle-income countries202375313.37573819.50781251.0%
Upper-middle-income countries202272345.710937570914.718751.00%
Upper-middle-income countries202170623.9062569244.42968750.99%
Upper-middle-income countries198010595.198242187510803.10839843750.97%
Upper-middle-income countries198211286.750976562511507.1621093750.97%
Lower-middle-income countries19711259.78027343751235.93371582031250.96%
Upper-middle-income countries19799858.29687510044.8222656250.94%
Lower-middle-income countries19997033.791503906256904.253417968750.93%
Lower-middle-income countries20007309.91308593757175.594238281250.93%
Upper-middle-income countries19778652.5468758813.30175781250.92%
Upper-middle-income countries198412567.247070312512794.52636718750.90%
Upper-middle-income countries201864558.7563430.4843750.88%
Upper-middle-income countries198311842.8085937512051.0058593750.87%
Lower-middle-income countries20027684.834472656257552.4238281250.87%
Upper-middle-income countries19767986.0839843758123.24121093750.85%
Upper-middle-income countries19789353.8652343759513.40527343750.85%
Upper-middle-income countries19663716.56542968753778.6857910156250.83%
Low-income countries2023820.2113647460938833.34606933593750.79%
Lower-middle-income countries20069213.59277343759075.03906250.76%
Low-income countries2024838.9551391601562851.728027343750.76%
Upper-middle-income countries198618364.45117187518636.511718750.74%
Lower-middle-income countries19701212.97448730468751195.34045410156250.73%
Lower-middle-income countries20079794.88769531259654.1972656250.72%
Low-income countries2022832.4835205078125844.26861572265620.70%
Low-income countries2021819.8523559570312831.4550781250.70%
Low-income countries2009857.5120849609375869.44915771484380.69%
Upper-middle-income countries198517714.9687517960.2910156250.69%
Lower-middle-income countries201312623.88085937512797.52636718750.68%
Upper-middle-income countries201762232.023437561396.964843750.68%
Low-income countries2011792.4205322265625803.01464843750.66%
Upper-middle-income countries19746892.441406256983.766113281250.66%
Low-income countries2013717.6187744140625727.04895019531250.65%
Low-income countries2012734.3034057617188743.86291503906250.65%
Low-income countries2010875.7343139648438887.12951660156250.65%
Upper-middle-income countries199222716.0429687523010.6933593750.64%
Upper-middle-income countries19673643.12988281253690.0292968750.64%
Upper-middle-income countries198719323.35351562519571.2871093750.64%
Low-income countries2016675.475341796875684.12792968750.64%
Upper-middle-income countries198820274.6757812520532.667968750.63%
Upper-middle-income countries199122150.54687522425.558593750.62%
Low-income countries2020806.9618530273438816.89440917968750.61%
Upper-middle-income countries19683838.4011230468753885.6306152343750.61%
Upper-middle-income countries199021737.695312522004.6308593750.61%
Low-income countries2014714.689453125723.42980957031250.61%
Low-income countries2018824.2786865234375834.16711425781250.60%
Upper-middle-income countries198920766.06835937521014.785156250.60%
Upper-middle-income countries199423772.92773437524052.18750.58%
Upper-middle-income countries201660051.1445312559362.63281250.58%
Upper-middle-income countries19757530.486816406257615.5214843750.56%
Upper-middle-income countries199323109.2382812523363.2519531250.55%
Low-income countries2019863.2260131835938872.62408447265620.54%
~ global_carbon_budget.emissions_total 🟢 median anomaly score 0.59%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearemissions_total -emissions_total +anomaly score
Lower-middle-income countries1951174733744.0133872936.013%
Lower-middle-income countries1952186747552.0144007984.013%
Lower-middle-income countries1956236548560.0182529152.013%
Lower-middle-income countries1949122905968.095525672.013%
Lower-middle-income countries1957258474672.0201261312.012%
Lower-middle-income countries1948111947672.087572784.012%
Lower-middle-income countries1955221593040.0173984720.012%
Lower-middle-income countries1953188203104.0148380416.012%
Lower-middle-income countries1954200210432.0159014448.011%
Lower-middle-income countries1950157887312.0126403504.011%
Lower-middle-income countries1947103119944.083497328.011%
Lower-middle-income countries1959272577728.0223914752.09.8%
Lower-middle-income countries194696682456.079536544.09.7%
Lower-middle-income countries194592978000.077825712.08.9%
Lower-middle-income countries194487078504.073355168.08.6%
Lower-middle-income countries1958253217648.0213762000.08.4%
Lower-middle-income countries1960283231680.0244957696.07.2%
Lower-middle-income countries1961289985728.0258016256.05.8%
Lower-middle-income countries20203722722048.04174302720.05.7%
Lower-middle-income countries1962310919904.0280057152.05.2%
Lower-middle-income countries194376761112.069162792.05.2%
Lower-middle-income countries194284537984.076334952.05.1%
Lower-middle-income countries20193909786624.04329724416.05.1%
Lower-middle-income countries1963335203168.0303277856.05.0%
Lower-middle-income countries20244617955840.05089164800.04.9%
Lower-middle-income countries194195965800.087289496.04.7%
Lower-middle-income countries20214101157632.04500257280.04.6%
Lower-middle-income countries20234451222016.04879772160.04.6%
Lower-middle-income countries20224222639360.04626042880.04.6%
Lower-middle-income countries193055496696.060795828.04.6%
Lower-middle-income countries193151869292.056548136.04.3%
Lower-middle-income countries1964345295616.0316736608.04.3%
Lower-middle-income countries1965376967968.0347297504.04.1%
Lower-middle-income countries20183874260992.04202011648.04.1%
Lower-middle-income countries18936939585.07517774.04.0%
Lower-middle-income countries20173740908544.04009563904.03.5%
Upper-middle-income countries1951579755520.0620590656.03.4%
Lower-middle-income countries192545657316.048730660.03.3%
Upper-middle-income countries1952639454912.0682150528.03.2%
Lower-middle-income countries192445559488.048582288.03.2%
Lower-middle-income countries20163621248768.03854896896.03.1%
Lower-middle-income countries192853684920.057122952.03.1%
Lower-middle-income countries194092533000.087030104.03.1%
Upper-middle-income countries1949443767200.0471147520.03.0%
Lower-middle-income countries192955395296.058775308.03.0%
Upper-middle-income countries1950520621152.0552079296.02.9%
Lower-middle-income countries192240739316.043196820.02.9%
Upper-middle-income countries1953665406016.0705199360.02.9%
Lower-middle-income countries192342461504.044955648.02.9%
Lower-middle-income countries192750317456.053272856.02.9%
Lower-middle-income countries20153430742016.03632174080.02.9%
Upper-middle-income countries1956937865472.0991844608.02.8%
Upper-middle-income countries1954731464768.0772627776.02.7%
Lower-middle-income countries192141523796.043849472.02.7%
Upper-middle-income countries1955852214272.0899782272.02.7%
Upper-middle-income countries19571035876160.01093041920.02.7%
Lower-middle-income countries1967394652832.0374231712.02.7%
Lower-middle-income countries189912448189.013127462.02.7%
Lower-middle-income countries189811197028.011800860.02.6%
Upper-middle-income countries1948455648864.0480023744.02.6%
Lower-middle-income countries1986975158272.0927414400.02.5%
Lower-middle-income countries192647520024.049931576.02.5%
Lower-middle-income countries191027351600.028695672.02.4%
Lower-middle-income countries1966386981632.0369354400.02.3%
Lower-middle-income countries192038595584.040417336.02.3%
Upper-middle-income countries1947430860864.0450483488.02.2%
Lower-middle-income countries1985927951616.0887537920.02.2%
Lower-middle-income countries189710127418.010583472.02.2%
Upper-middle-income countries1946381162816.0398308736.02.2%
Lower-middle-income countries191639035792.040784660.02.2%
Lower-middle-income countries191537969120.039641584.02.2%
Lower-middle-income countries193663450040.066235972.02.1%
Lower-middle-income countries19871006883904.0964548288.02.1%
Lower-middle-income countries20143341492736.03487512064.02.1%
Lower-middle-income countries191436871460.038449352.02.1%
Lower-middle-income countries193775682024.072594480.02.1%
Lower-middle-income countries19881073470528.01029840832.02.1%
Lower-middle-income countries1980751503296.0721737920.02.0%
Lower-middle-income countries19901149566336.01104190080.02.0%
Lower-middle-income countries1981780273280.0749748096.02.0%
Upper-middle-income countries1945372699744.0387852032.02.0%
Lower-middle-income countries191740743100.042395088.02.0%
Lower-middle-income countries1984864430784.0831102592.02.0%
Lower-middle-income countries191128880840.030033466.02.0%
Lower-middle-income countries1982804162496.0773942656.01.9%
Lower-middle-income countries19891097269248.01056438016.01.9%
Lower-middle-income countries1968413963840.0398763296.01.9%
Lower-middle-income countries190519762436.020507912.01.9%
Lower-middle-income countries190419621844.020360966.01.8%
Lower-middle-income countries1970463322752.0446631744.01.8%
Lower-middle-income countries1974580980416.0560222464.01.8%
Lower-middle-income countries190928050668.029087642.01.8%
Lower-middle-income countries191843518984.045076784.01.8%
Lower-middle-income countries191336510096.037801456.01.7%
Lower-middle-income countries190622743018.023543176.01.7%
Lower-middle-income countries20112900200704.03000531200.01.7%
Lower-middle-income countries191946756576.048370888.01.7%
Upper-middle-income countries1944399038528.0412761888.01.7%
Lower-middle-income countries1983834789888.0807840768.01.6%
Lower-middle-income countries18947034715.07267626.01.6%
~ global_carbon_budget.emissions_total_as_share_of_global 🟢 median anomaly score 0.59%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearemissions_total_as_share_of_global -emissions_total_as_share_of_global +anomaly score
Lower-middle-income countries19512.7380647659301762.097779035568237313%
Lower-middle-income countries19522.887387514114382.22657203674316413%
Lower-middle-income countries19562.98435974121093752.302836418151855513%
Lower-middle-income countries19492.36174488067626951.83560872077941913%
Lower-middle-income countries19573.15753030776977542.45861077308654812%
Lower-middle-income countries19482.05488395690917971.607464551925659212%
Lower-middle-income countries19552.9767596721649172.337215662002563512%
Lower-middle-income countries19532.82967972755432132.2309358119964612%
Lower-middle-income countries19542.94872283935546882.341983556747436511%
Lower-middle-income countries19502.66233563423156742.131447792053222711%
Lower-middle-income countries19471.9964352846145631.616535186767578111%
Lower-middle-income countries19593.07819604873657232.52864956855773939.8%
Lower-middle-income countries19462.0978953838348391.72584927082061779.7%
Lower-middle-income countries19452.16766738891601561.81441032886505138.9%
Lower-middle-income countries19441.68675529956817631.42092728614807138.6%
Lower-middle-income countries19583.0082228183746342.5394902229309088.4%
Lower-middle-income countries19603.0172913074493412.6095552444458017.2%
Lower-middle-income countries19613.0800428390502932.74048376083374025.8%
Lower-middle-income countries202010.58847999572753911.8729038238525395.7%
Lower-middle-income countries19623.18982481956481932.87319421768188485.2%
Lower-middle-income countries19431.51245296001434331.3627403974533085.2%
Lower-middle-income countries19421.69669020175933841.532054066658025.1%
Lower-middle-income countries201910.54232501983642611.6746425628662115.1%
Lower-middle-income countries19633.26493072509765622.95397305488586435.0%
Lower-middle-income countries202411.96405696868896513.1848497390747074.9%
Lower-middle-income countries19411.91966533660888671.74610769748687744.7%
Lower-middle-income countries202111.12423801422119112.2067804336547854.6%
Lower-middle-income countries202311.6848249435424812.8098049163818364.6%
Lower-middle-income countries202211.2520380020141612.3269844055175784.6%
Lower-middle-income countries19301.40210628509521481.53598725795745854.6%
Lower-middle-income countries19311.4655162096023561.59771239757537844.3%
Lower-middle-income countries19643.18995428085327152.9261167049407964.3%
Lower-middle-income countries19653.33287286758422853.07054829597473144.1%
Lower-middle-income countries201810.54679679870605511.4390239715576174.1%
Lower-middle-income countries18930.50907349586486820.55148822069168094.0%
Lower-middle-income countries201710.39874649047851611.1455383300781253.5%
Upper-middle-income countries19519.0847263336181649.7246093753.4%
Lower-middle-income countries19251.2205773591995241.30273842811584473.3%
Upper-middle-income countries19529.88689804077148410.5470352172851563.2%
Lower-middle-income countries19241.2259887456893921.30733108520507813.2%
Lower-middle-income countries201610.23158836364746110.8917455673217773.1%
Lower-middle-income countries19281.34336209297180181.42939233779907233.1%
Lower-middle-income countries19401.89435839653015141.78170180320739753.1%
Upper-middle-income countries19498.5273714065551769.0535087585449223.0%
Lower-middle-income countries19291.29180467128753661.37062573432922363.0%
Upper-middle-income countries19508.7788448333740239.3093004226684572.9%
Lower-middle-income countries19221.24786674976348881.32314145565032962.9%
Upper-middle-income countries195310.00454235076904310.6028451919555662.9%
Lower-middle-income countries19231.14667975902557371.21403443813323972.9%
Lower-middle-income countries19271.25387799739837651.32752466201782232.9%
Lower-middle-income countries20159.69039630889892610.2593574523925782.9%
Upper-middle-income countries195611.83236122131347712.5133762359619142.8%
Upper-middle-income countries195410.77309894561767611.3793525695800782.7%
Lower-middle-income countries19211.33302974700927731.4076904058456422.7%
Upper-middle-income countries195511.44818019866943412.087182044982912.7%
Upper-middle-income countries195712.65427780151367213.3526153564453122.7%
Lower-middle-income countries19673.2249803543090823.0581052303314212.7%
Lower-middle-income countries18990.66766935586929320.70410275459289552.7%
Lower-middle-income countries18980.65596061944961550.69133520126342772.6%
Upper-middle-income countries19488.3637790679931648.8111982345581052.6%
Lower-middle-income countries19864.7712898254394534.5376868247985842.5%
Lower-middle-income countries19261.29221570491790771.35779309272766112.5%
Lower-middle-income countries19100.89669352769851680.94075751304626462.4%
Lower-middle-income countries19663.26219224929809573.11359739303588872.3%
Lower-middle-income countries19201.0881934165954591.13955724239349372.3%
Upper-middle-income countries19478.3416051864624028.7215051651000982.2%
Lower-middle-income countries19854.6063928604125984.4057779312133792.2%
Lower-middle-income countries18970.62576526403427120.65394449234008792.2%
Upper-middle-income countries19468.2707843780517588.6428298950195312.2%
Lower-middle-income countries19161.14803314208984381.19946694374084472.2%
Lower-middle-income countries19151.20612299442291261.2592502832412722.2%
Lower-middle-income countries19361.50786864757537841.57407534122467042.1%
Lower-middle-income countries19874.7705616950988774.56997823715212.1%
Lower-middle-income countries20149.4217605590820319.8334798812866212.1%
Lower-middle-income countries19141.15304386615753171.20238769054412842.1%
Lower-middle-income countries19371.68305206298828121.61438977718353272.1%
Lower-middle-income countries19884.8974971771240234.69844532012939452.1%
Lower-middle-income countries19803.87177371978759773.7184214591979982.0%
Lower-middle-income countries19905.0570077896118164.8573951721191412.0%
Lower-middle-income countries19814.1328563690185553.9711744785308842.0%
Upper-middle-income countries19458.6890344619750989.0422916412353522.0%
Lower-middle-income countries19171.1455959081649781.19204568862915042.0%
Lower-middle-income countries19844.4427185058593754.2714290618896482.0%
Lower-middle-income countries19110.93248003721237180.96969509124755862.0%
Lower-middle-income countries19824.2935056686401374.1321582794189451.9%
Lower-middle-income countries19894.94260692596435554.7586841583251951.9%
Lower-middle-income countries19683.20771074295043953.08992528915405271.9%
Lower-middle-income countries19050.8097465038299560.84029167890548711.9%
Lower-middle-income countries19040.85675376653671260.88902622461318971.8%
Lower-middle-income countries19703.10972857475280762.9977016448974611.8%
Lower-middle-income countries19743.41795158386230473.29583096504211431.8%
Lower-middle-income countries19090.96489816904067991.00056838989257811.8%
Lower-middle-income countries19181.24124181270599371.28567302227020261.8%
Lower-middle-income countries19131.03579270839691161.07242870330810551.7%
Lower-middle-income countries19060.89224052429199220.92363190650939941.7%
Lower-middle-income countries20118.411257743835458.7022399902343751.7%
Lower-middle-income countries19191.53748238086700441.59056520462036131.7%
Upper-middle-income countries19447.7295813560485847.9954099655151371.7%
Lower-middle-income countries19834.4164624214172364.2738881111145021.6%
Lower-middle-income countries18940.498129069805145260.51462155580520631.6%
~ global_carbon_budget.cumulative_emissions_total_as_share_of_global 🟢 median anomaly score 0.46%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_total_as_share_of_global -cumulative_emissions_total_as_share_of_global +anomaly score
Lower-middle-income countries19611.72960567474365231.54121232032775885.8%
Lower-middle-income countries19601.68837833404541021.5045999288558965.8%
Lower-middle-income countries19621.77305781841278081.58084845542907715.7%
Lower-middle-income countries19631.81839716434478761.62257885932922365.7%
Lower-middle-income countries19591.6466590166091921.46991145610809335.7%
Lower-middle-income countries19641.86097955703735351.66304969787597665.6%
Lower-middle-income countries19651.90722918510437011.7072756290435795.5%
Lower-middle-income countries19581.60297071933746341.43760037422180185.4%
Lower-middle-income countries19661.95045781135559081.75214290618896485.4%
Lower-middle-income countries19571.56098544597625731.40467882156372075.3%
Lower-middle-income countries19671.99106800556182861.7937550544738775.2%
Lower-middle-income countries19682.0306208133697511.8358931541442875.0%
Lower-middle-income countries19692.0674583911895751.87603700160980224.9%
Lower-middle-income countries19561.51320910453796391.37314009666442874.9%
Lower-middle-income countries19702.1039433479309081.91530120372772224.7%
Lower-middle-income countries19712.1393647193908691.95601177215576174.5%
Lower-middle-income countries19551.46930956840515141.3453977108001714.4%
Lower-middle-income countries19722.17550039291381841.99689614772796634.3%
Lower-middle-income countries19732.2113065719604492.0382034778594974.1%
Lower-middle-income countries19541.42584526538848881.3168005943298344.0%
Lower-middle-income countries19742.25304293632507322.08170342445373544.0%
Lower-middle-income countries19752.2927131652832032.12622451782226563.8%
Lower-middle-income countries19762.3300619125366212.1686704158782963.6%
Lower-middle-income countries19531.38471436500549321.28911173343658453.6%
Lower-middle-income countries19772.36767053604125982.21058893203735353.4%
Lower-middle-income countries19782.4034280776977542.25002193450927733.3%
Lower-middle-income countries19792.44432973861694342.29330801963806153.2%
Lower-middle-income countries19521.3454459905624391.26351666450500493.1%
Lower-middle-income countries19802.4903090000152592.339212179183963.1%
Lower-middle-income countries19812.54020905494689942.38879084587097173.1%
Lower-middle-income countries19822.59150433540344242.439795494079593.0%
Lower-middle-income countries19832.643841266632082.492394447326662.9%
Lower-middle-income countries19842.69542360305786132.5434079170227052.9%
Lower-middle-income countries19852.7505211830139162.59710383415222172.9%
Lower-middle-income countries19862.80795192718505862.65225577354431152.9%
Lower-middle-income countries19872.86391115188598632.7069354057312012.8%
Lower-middle-income countries19882.92239451408386232.76420855522155762.8%
Lower-middle-income countries19892.9795739650726322.8206596374511722.7%
Lower-middle-income countries19903.03808593752.87802529335021972.7%
Lower-middle-income countries19913.0957591533660892.9357249736785892.7%
Lower-middle-income countries19511.30359113216400151.2373752593994142.6%
Lower-middle-income countries19923.1586260795593263.0005702972412112.6%
Lower-middle-income countries19933.2249827384948733.06693768501281742.5%
Lower-middle-income countries19943.29553079605102543.1392776966094972.4%
Lower-middle-income countries19310.88370740413665770.92622846364974982.3%
Lower-middle-income countries19953.3681080341339113.2139582633972172.3%
Lower-middle-income countries19320.90062826871871950.94281542301177982.3%
Lower-middle-income countries19300.86911863088607790.90939110517501832.3%
Lower-middle-income countries19330.91535437107086180.95758146047592162.3%
Lower-middle-income countries19963.4446129798889163.29413866996765142.2%
Lower-middle-income countries19290.8537414669990540.89131325483322142.2%
Lower-middle-income countries19340.93334329128265380.97398769855499272.1%
Lower-middle-income countries19973.52359652519226073.37751126289367682.1%
Lower-middle-income countries19280.83960705995559690.87584799528121952.1%
Lower-middle-income countries19270.8239899873733520.85868728160858152.1%
Lower-middle-income countries19501.26411414146423341.21369695663452152.0%
Lower-middle-income countries19260.81017732620239260.84362322092056272.0%
Lower-middle-income countries19983.60399603843688963.4616019725799562.0%
Lower-middle-income countries19360.96624684333801271.00587844848632812.0%
Lower-middle-income countries19350.95188909769058230.99081611633300782.0%
Lower-middle-income countries19250.79555356502532960.82802462577819822.0%
Lower-middle-income countries19240.7820200920104980.8129089474678041.9%
Lower-middle-income countries19993.68894720077514653.5494241714477541.9%
Lower-middle-income countries19230.76751714944839480.79675787687301641.9%
Lower-middle-income countries19370.98549693822860721.0222202539443971.8%
Lower-middle-income countries20003.7730290889739993.63755536079406741.8%
Lower-middle-income countries19220.75475984811782840.78271812200546261.8%
Lower-middle-income countries19210.73968523740768430.76619708538055421.8%
Lower-middle-income countries19381.00707995891571041.04309225082397461.8%
Lower-middle-income countries20013.85272526741027833.7228536605834961.7%
Lower-middle-income countries19200.72185808420181270.74692332744598391.7%
Lower-middle-income countries19391.02699589729309081.06216716766357421.7%
Lower-middle-income countries19190.70888203382492070.73301571607589721.7%
Lower-middle-income countries19180.68292796611785890.70615488290786741.7%
Lower-middle-income countries19170.6620109081268310.68444329500198361.7%
Lower-middle-income countries19160.64290696382522580.66439056396484381.6%
Lower-middle-income countries20023.93310165405273443.80644035339355471.6%
Lower-middle-income countries19150.62307983636856080.64338791370391851.6%
Lower-middle-income countries19491.2274172306060791.18961000442504881.6%
Lower-middle-income countries19140.60109299421310420.62016338109970091.6%
Lower-middle-income countries20034.0105547904968263.8886766433715821.5%
Lower-middle-income countries19130.57910764217376710.59697222709655761.5%
Lower-middle-income countries19120.55813539028167720.57513791322708131.5%
Lower-middle-income countries19110.53768956661224370.55396956205368041.5%
Lower-middle-income countries19401.05040013790130621.08158254623413091.5%
Lower-middle-income countries19100.52032220363616940.53568124771118161.5%
Lower-middle-income countries20044.087683677673343.9729378223419191.4%
Lower-middle-income countries19090.50327754020690920.51733666658401491.4%
Lower-middle-income countries19080.482454687356948850.495538949966430661.3%
Lower-middle-income countries20246.1649050712585456.33014726638793951.3%
Lower-middle-income countries19070.45787242054939270.470088005065917971.3%
Lower-middle-income countries20054.1654858589172364.0578894615173341.3%
Lower-middle-income countries19060.43735834956169130.448800086975097661.3%
Upper-middle-income countries19596.8454623222351077.0220804214477541.3%
Upper-middle-income countries19607.19432783126831057.3779602050781251.3%
Upper-middle-income countries19586.5067710876464846.6720266342163091.3%
Lower-middle-income countries19050.416728109121322630.42726504802703861.2%
Upper-middle-income countries19617.4614901542663577.6497116088867191.2%
Upper-middle-income countries19576.220313072204596.3765182495117191.2%
Upper-middle-income countries19627.6855106353759777.8775267601013181.2%
~ global_carbon_budget.cumulative_emissions_total 🟢 median anomaly score 0.46%changed data
~ Changed values: 385 / 47,784 (0.81%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_total -cumulative_emissions_total +anomaly score
Lower-middle-income countries19615496879104.04898144256.05.8%
Lower-middle-income countries19605206893568.04640128000.05.8%
Lower-middle-income countries19625807799296.05178201600.05.7%
Lower-middle-income countries19636143002624.05481479168.05.7%
Lower-middle-income countries19594923661824.04395170304.05.7%
Lower-middle-income countries19646488297984.05798216192.05.6%
Lower-middle-income countries19656865266176.06145513472.05.5%
Lower-middle-income countries19584651084288.04171255552.05.4%
Lower-middle-income countries19667252247552.06514867712.05.4%
Lower-middle-income countries19574397866496.03957493760.05.3%
Lower-middle-income countries19677646900224.06889099776.05.2%
Lower-middle-income countries19688060864512.07287862784.05.0%
Lower-middle-income countries19698491616256.07705396736.04.9%
Lower-middle-income countries19564139392000.03756232448.04.9%
Lower-middle-income countries19708954939392.08152028672.04.7%
Lower-middle-income countries19719437386752.08628560896.04.5%
Lower-middle-income countries19553902843392.03573703168.04.4%
Lower-middle-income countries19729949757440.09132902400.04.3%
Lower-middle-income countries197310491150336.09669893120.04.1%
Lower-middle-income countries19543681250304.03399718400.04.0%
Lower-middle-income countries197411072130048.010230116352.04.0%
Lower-middle-income countries197511656579072.010810120192.03.8%
Lower-middle-income countries197612262674432.011413301248.03.6%
Lower-middle-income countries19533481039872.03240704000.03.6%
Lower-middle-income countries197712895258624.012039731200.03.4%
Lower-middle-income countries197813547255808.012682560512.03.3%
Lower-middle-income countries197914254656512.013373939712.03.2%
Lower-middle-income countries19523292836864.03092323584.03.1%
Lower-middle-income countries198015006159872.014095677440.03.1%
Lower-middle-income countries198115786433536.014845425664.03.1%
Lower-middle-income countries198216590596096.015619367936.03.0%
Lower-middle-income countries198317425385472.016427208704.02.9%
Lower-middle-income countries198418289815552.017258311680.02.9%
Lower-middle-income countries198519217768448.018145849344.02.9%
Lower-middle-income countries198620192925696.019073263616.02.9%
Lower-middle-income countries198721199810560.020037812224.02.8%
Lower-middle-income countries198822273280000.021067653120.02.8%
Lower-middle-income countries198923370549248.022124091392.02.7%
Lower-middle-income countries199024520116224.023228280832.02.7%
Lower-middle-income countries199125703979008.024375220224.02.7%
Lower-middle-income countries19513106089216.02948315648.02.6%
Lower-middle-income countries199226937296896.025589368832.02.6%
Lower-middle-income countries199328236875776.026853085184.02.5%
Lower-middle-income countries199429611708416.028207708160.02.4%
Lower-middle-income countries19311278628352.01340151680.02.3%
Lower-middle-income countries199531055908864.029634557952.02.3%
Lower-middle-income countries19321331864320.01394251392.02.3%
Lower-middle-income countries19301226759040.01283603584.02.3%
Lower-middle-income countries19331384422016.01448288128.02.3%
Lower-middle-income countries199632596078592.031172153344.02.2%
Lower-middle-income countries19291171262336.01222807680.02.2%
Lower-middle-income countries19341445753984.01508712448.02.1%
Lower-middle-income countries199734202556416.032784549888.02.1%
Lower-middle-income countries19281115867008.01164032384.02.1%
Lower-middle-income countries19271062182144.01106909440.02.1%
Lower-middle-income countries19502931355392.02814442752.02.0%
Lower-middle-income countries19261011864640.01053636608.02.0%
Lower-middle-income countries199835858587648.034441814016.02.0%
Lower-middle-income countries19361574443520.01639020928.02.0%
Lower-middle-income countries19351510993536.01572784896.02.0%
Lower-middle-income countries1925964344640.01003705024.02.0%
Lower-middle-income countries1924918687296.0954974336.01.9%
Lower-middle-income countries199937620076544.036197212160.01.9%
Lower-middle-income countries1923873127808.0906392064.01.9%
Lower-middle-income countries19371650125568.01711615360.01.8%
Lower-middle-income countries200039440101376.038023974912.01.8%
Lower-middle-income countries1922830666304.0861436416.01.8%
Lower-middle-income countries1921789927040.0818239616.01.8%
Lower-middle-income countries19381728860032.01790682368.01.8%
Lower-middle-income countries200141263063040.039872122880.01.7%
Lower-middle-income countries1920748403200.0774390144.01.7%
Lower-middle-income countries19391808957696.01870908672.01.7%
Lower-middle-income countries1919709807616.0733972800.01.7%
Lower-middle-income countries1918663051072.0685601920.01.7%
Lower-middle-income countries1917619532096.0640525120.01.7%
Lower-middle-income countries1916578788992.0598130048.01.6%
Lower-middle-income countries200243156942848.041767116800.01.6%
Lower-middle-income countries1915539753152.0557345344.01.6%
Lower-middle-income countries19492773468160.02688039168.01.6%
Lower-middle-income countries1914501784064.0517703776.01.6%
Lower-middle-income countries200345115842560.043744800768.01.5%
Lower-middle-income countries1913464912608.0479254432.01.5%
Lower-middle-income countries1912428402496.0441452960.01.5%
Lower-middle-income countries1911395213088.0407179232.01.5%
Lower-middle-income countries19401901490688.01957938688.01.5%
Lower-middle-income countries1910366332224.0377145760.01.5%
Lower-middle-income countries200447152967680.045829332992.01.4%
Lower-middle-income countries1909338980640.0348450112.01.4%
Lower-middle-income countries1908310929984.0319362464.01.3%
Lower-middle-income countries2024113996701696.0117052235776.01.3%
Lower-middle-income countries1907282310880.0289842656.01.3%
Lower-middle-income countries200549283387392.048010375168.01.3%
Lower-middle-income countries1906256957456.0263679728.01.3%
Upper-middle-income countries195920468561920.020996665344.01.3%
Upper-middle-income countries196022187030528.022753343488.01.3%
Upper-middle-income countries195818879660032.019359156224.01.3%
Lower-middle-income countries1905234214432.0240136544.01.2%
Upper-middle-income countries196123713445888.024311635968.01.2%
Upper-middle-income countries195717524895744.017964982272.01.2%
Upper-middle-income countries196225174532096.025803497472.01.2%
~ global_carbon_budget.cumulative_emissions_from_oil_as_share_of_global 🟢 median anomaly score 0.45%changed data
~ Changed values: 297 / 47,784 (0.62%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_oil_as_share_of_global -cumulative_emissions_from_oil_as_share_of_global +anomaly score
Lower-middle-income countries19492.33836102485656741.576851367950439519%
Lower-middle-income countries19502.3715822696685791.6399456262588518%
Lower-middle-income countries19482.28307223320007321.587642550468444818%
Lower-middle-income countries19512.40600228309631351.69743359088897717%
Lower-middle-income countries19472.25453400611877441.616398453712463416%
Lower-middle-income countries19522.43952012062072751.75502133369445816%
Lower-middle-income countries19532.46588945388793951.808281064033508315%
Lower-middle-income countries19462.2434601783752441.65087044239044215%
Lower-middle-income countries19542.49725651741027831.868230819702148414%
Lower-middle-income countries19452.23225426673889161.685175776481628414%
Lower-middle-income countries19552.5431842803955081.930989027023315414%
Lower-middle-income countries19562.58234477043151861.98595714569091813%
Lower-middle-income countries19442.22280097007751461.718399286270141613%
Lower-middle-income countries19572.62597775459289552.046829223632812512%
Lower-middle-income countries19432.20216655731201171.742111206054687512%
Lower-middle-income countries19582.64490294456481932.108685493469238311%
Lower-middle-income countries19422.19935894012451171.768264770507812511%
Lower-middle-income countries19592.68461084365844732.161444425582885711%
Lower-middle-income countries19602.7125926017761232.214842081069946310%
Lower-middle-income countries19412.1795322895050051.78801310062408459.9%
Lower-middle-income countries19612.72993183135986332.26439166069030769.3%
Lower-middle-income countries19622.7409930229187012.3150398731231698.4%
Lower-middle-income countries19402.1170227527618411.78838956356048588.4%
Lower-middle-income countries19632.76437950134277342.36917901039123547.7%
Lower-middle-income countries19392.06314253807067871.7942366600036627.0%
Lower-middle-income countries19642.7821612358093262.4230999946594246.9%
Lower-middle-income countries19382.0434408187866211.80603897571563726.2%
Lower-middle-income countries19652.80229663848876952.4767341613769536.2%
Lower-middle-income countries19372.04537439346313481.82610559463500985.7%
Lower-middle-income countries19662.81493330001831052.53502297401428225.2%
Lower-middle-income countries19362.02866196632385251.85657501220703124.4%
Lower-middle-income countries19672.8108119964599612.5773506164550784.3%
Lower-middle-income countries19352.04786968231201171.88033139705657964.3%
Lower-middle-income countries19342.03921604156494141.90251338481903083.5%
Lower-middle-income countries19682.80999636650085452.6234855651855473.4%
Lower-middle-income countries19332.02989459037780761.92213618755340582.7%
Lower-middle-income countries19692.8016548156738282.6599187850952152.6%
Upper-middle-income countries194914.46380710601806615.2253170013427732.6%
Upper-middle-income countries195014.237915039062514.9694604873657232.5%
Upper-middle-income countries195113.99972724914550814.7081241607666022.5%
Lower-middle-income countries19322.04347276687622071.94626820087432862.4%
Upper-middle-income countries195213.79699611663818414.4811925888061522.4%
Upper-middle-income countries195313.59789085388183614.2551259994506842.4%
Upper-middle-income countries194814.74775600433349615.443186759948732.3%
Upper-middle-income countries195413.41495323181152314.0435333251953122.3%
Upper-middle-income countries195513.26570224761962913.8773727416992192.3%
Upper-middle-income countries195613.14951610565185513.7453117370605472.2%
Upper-middle-income countries195713.08220005035400413.660681724548342.2%
Upper-middle-income countries194714.86604404449462915.5041799545288092.1%
Lower-middle-income countries19292.12162113189697272.03659415245056152.0%
Upper-middle-income countries195813.04258823394775413.578074455261232.0%
Upper-middle-income countries195913.00607204437255913.5284366607666022.0%
Lower-middle-income countries19302.0724651813507081.99294853210449222.0%
Upper-middle-income countries194614.98362636566162115.5762157440185551.9%
Upper-middle-income countries196012.97942638397216813.4762954711914061.9%
Lower-middle-income countries19312.03996920585632321.96514582633972171.9%
Lower-middle-income countries19702.787573814392092.6871926784515381.8%
Upper-middle-income countries194515.09272384643554715.6398029327392581.8%
Upper-middle-income countries196112.94830131530761713.4128465652465821.8%
Upper-middle-income countries194415.21816444396972715.7225666046142581.6%
Upper-middle-income countries196212.90579986572265613.3306684494018551.6%
Lower-middle-income countries19282.17812108993530272.1101398468017581.6%
Upper-middle-income countries196312.84745121002197313.2414636611938481.5%
Upper-middle-income countries194315.34386062622070315.803917884826661.5%
Upper-middle-income countries196412.80465412139892613.1624021530151371.4%
Upper-middle-income countries194215.44332981109619115.8744220733642581.4%
Lower-middle-income countries20246.2597060203552256.4232501983642581.3%
Upper-middle-income countries196512.75252723693847713.0766716003417971.3%
Upper-middle-income countries194115.55687808990478515.9483966827392581.2%
Lower-middle-income countries20236.1674385070800786.3155002593994141.2%
Lower-middle-income countries20226.0770373344421396.211561203002931.1%
Lower-middle-income countries19272.2324497699737552.1841337680816651.1%
Upper-middle-income countries196612.73149681091308613.009840011596681.1%
Lower-middle-income countries19712.7707355022430422.71179604530334471.1%
Upper-middle-income countries194015.68008422851562516.0087184906005861.0%
Lower-middle-income countries20215.9829106330871586.1028904914855960.99%
Upper-middle-income countries196712.70743942260742212.9391870498657230.90%
Lower-middle-income countries20205.8902831077575685.9959897994995120.89%
Upper-middle-income countries193915.74008083343505916.0089874267578120.85%
Lower-middle-income countries19262.31140661239624022.2732121944427490.83%
Lower-middle-income countries20195.7990756034851075.8896694183349610.78%
Upper-middle-income countries193815.72156620025634815.9589691162109380.75%
Upper-middle-income countries196812.69765186309814512.8823337554931640.72%
Lower-middle-income countries19792.8245120048522952.86497068405151370.71%
Lower-middle-income countries19782.79839992523193362.83799266815185550.70%
Upper-middle-income countries193715.71260261535644515.931871414184570.69%
Lower-middle-income countries19772.78233551979064942.81936573982238770.66%
Lower-middle-income countries20185.7077045440673835.782221317291260.65%
Lower-middle-income countries19802.87014842033386232.9054429531097410.61%
Low-income countries20240.68782263994216920.69582504034042360.58%
Low-income countries20230.68274116516113280.69067120552062990.58%
Low-income countries20220.6776035428047180.685464620590210.58%
Low-income countries20210.67197269201278690.6797466874122620.58%
Low-income countries20200.66578841209411620.67347437143325810.57%
Low-income countries20190.65905636548995970.66658550500869750.57%
Low-income countries20180.65311431884765620.66057449579238890.57%
Low-income countries20160.64350545406341550.65085011720657350.57%
Low-income countries20120.62445223331451420.63156437873840330.57%
Low-income countries20170.64801359176635740.65539193153381350.57%
Low-income countries20130.63025021553039550.63742333650588990.57%
~ global_carbon_budget.cumulative_emissions_from_oil 🟢 median anomaly score 0.45%changed data
~ Changed values: 297 / 47,784 (0.62%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_from_oil -cumulative_emissions_from_oil +anomaly score
Lower-middle-income countries1949616138048.0415486816.019%
Lower-middle-income countries1950661693440.0457560032.018%
Lower-middle-income countries1948572028608.0397787200.018%
Lower-middle-income countries1951712684416.0502798528.017%
Lower-middle-income countries1947533978752.0382838496.016%
Lower-middle-income countries1952766989888.0551782144.016%
Lower-middle-income countries1953823070912.0603572672.015%
Lower-middle-income countries1946503391936.0370425504.015%
Lower-middle-income countries1954884840000.0661960640.014%
Lower-middle-income countries1945476134528.0359443968.014%
Lower-middle-income countries1955959594880.0728601216.014%
Lower-middle-income countries19561038904704.0798971584.013%
Lower-middle-income countries1944450872352.0348559648.013%
Lower-middle-income countries19571125050624.0876925376.012%
Lower-middle-income countries1943423150432.0334749952.012%
Lower-middle-income countries19581205079808.0960766592.011%
Lower-middle-income countries1942402231904.0323390816.011%
Lower-middle-income countries19591300963584.01047436928.011%
Lower-middle-income countries19601399155584.01142415744.010%
Lower-middle-income countries1941379785408.0311562880.09.9%
Lower-middle-income countries19611498435328.01242904320.09.3%
Lower-middle-income countries19621602038400.01353079936.08.4%
Lower-middle-income countries1940349578720.0295312352.08.4%
Lower-middle-income countries19631720854656.01474838400.07.7%
Lower-middle-income countries1939322093120.0280112128.07.0%
Lower-middle-income countries19641846113408.01607856896.06.9%
Lower-middle-income countries1938301556096.0266522080.06.2%
Lower-middle-income countries19651983039744.01752656128.06.2%
Lower-middle-income countries1937285011872.0254457936.05.7%
Lower-middle-income countries19662125941120.01914542592.05.2%
Lower-middle-income countries1936265507904.0242985440.04.4%
Lower-middle-income countries19672265464576.02077298688.04.3%
Lower-middle-income countries1935252592160.0231927360.04.3%
Lower-middle-income countries1934237414240.0221498736.03.5%
Lower-middle-income countries19682420149248.02259514112.03.4%
Lower-middle-income countries1933223263872.0211411744.02.7%
Lower-middle-income countries19692580460800.02449915136.02.6%
Upper-middle-income countries19493811089152.04011740416.02.6%
Upper-middle-income countries19503972510208.04176617984.02.5%
Upper-middle-income countries19514146873600.04356708352.02.5%
Lower-middle-income countries1932212341632.0202240896.02.4%
Upper-middle-income countries19524337802752.04552915456.02.4%
Upper-middle-income countries19534538738688.04758112256.02.4%
Upper-middle-income countries19483695081984.03869323264.02.3%
Upper-middle-income countries19544753251328.04975972864.02.3%
Upper-middle-income countries19555005417984.05236213760.02.3%
Upper-middle-income countries19565290189824.05529884672.02.2%
Upper-middle-income countries19575604821504.05852661248.02.2%
Upper-middle-income countries19473520972032.03672112384.02.1%
Lower-middle-income countries1929183624976.0176265936.02.0%
Upper-middle-income countries19585942509568.06186489344.02.0%
Upper-middle-income countries19596302747648.06555885568.02.0%
Lower-middle-income countries1930191800880.0184441840.02.0%
Upper-middle-income countries19463362055168.03495021568.01.9%
Upper-middle-income countries19606694789120.06951074816.01.9%
Lower-middle-income countries1931200635616.0193276576.01.9%
Lower-middle-income countries19702757019136.02657738240.01.8%
Upper-middle-income countries19453219241984.03335932672.01.8%
Upper-middle-income countries19617107206656.07362191872.01.8%
Upper-middle-income countries19443086848512.03189161472.01.6%
Upper-middle-income countries19627543100416.07791425024.01.6%
Lower-middle-income countries1928174973664.0169512576.01.6%
Upper-middle-income countries19637997670912.08242947072.01.5%
Upper-middle-income countries19432948351744.03036752384.01.5%
Upper-middle-income countries19648496574976.08733960192.01.4%
Upper-middle-income countries19422824368128.02903209216.01.4%
Lower-middle-income countries202439937814528.040981245952.01.3%
Upper-middle-income countries19659024301056.09253681152.01.3%
Upper-middle-income countries19412710799872.02779022336.01.2%
Lower-middle-income countries202338580019200.039506206720.01.2%
Lower-middle-income countries202237268365312.038093352960.01.1%
Lower-middle-income countries1927166666880.0163059776.01.1%
Upper-middle-income countries19669615294464.09825509376.01.1%
Lower-middle-income countries19712939887104.02877349376.01.1%
Upper-middle-income countries19402589213440.02643480064.01.0%
Lower-middle-income countries202135978260480.036699762688.00.99%
Upper-middle-income countries196710241970176.010428754944.00.90%
Lower-middle-income countries202034743087104.035366584320.00.89%
Upper-middle-income countries19392457305600.02499286528.00.85%
Lower-middle-income countries1926159752912.0157113104.00.83%
Lower-middle-income countries201933571139584.034095589376.00.78%
Upper-middle-income countries19382320074240.02355108352.00.75%
Upper-middle-income countries196810936033280.011095092224.00.72%
Lower-middle-income countries19794908855296.04979170816.00.71%
Lower-middle-income countries19784605340672.04670498816.00.70%
Upper-middle-income countries19372189466112.02220019968.00.69%
Lower-middle-income countries19774324772864.04382331392.00.66%
Lower-middle-income countries201832338661376.032760856576.00.65%
Lower-middle-income countries19805243970048.05308455936.00.61%
Low-income countries20244388405760.04439462400.00.58%
Low-income countries20234270843904.04320449536.00.58%
Low-income countries20224155507968.04203717376.00.58%
Low-income countries20214040911104.04087660032.00.58%
Low-income countries20203927068672.03972403200.00.57%
Low-income countries20193815309824.03858896640.00.57%
Low-income countries20183700409344.03742676992.00.57%
Low-income countries20163490058240.03529891840.00.57%
Low-income countries20123094799104.03130046976.00.57%
Low-income countries20173592822528.03633730816.00.57%
Low-income countries20133196117504.03232493568.00.57%
~ global_carbon_budget.emissions_total_per_unit_energy 🟢 median anomaly score 0.33%changed data
~ Changed values: 165 / 47,784 (0.35%) — showing the 100 most anomalous rows
countryyearemissions_total_per_unit_energy -emissions_total_per_unit_energy +anomaly score
Lower-middle-income countries1977351.89886474609375382.69824218754.2%
Lower-middle-income countries1976362.1143798828125392.54016113281254.0%
Lower-middle-income countries1978348.5782470703125375.724914550781253.7%
Lower-middle-income countries1979352.53094482421875379.85519409179693.7%
Lower-middle-income countries1975373.3379211425781391.77969360351562.4%
Lower-middle-income countries1980291.5339050292969304.90121459960942.2%
Lower-middle-income countries1982282.9044494628906295.44406127929692.2%
Lower-middle-income countries1981278.911376953125291.1657714843752.1%
Lower-middle-income countries1992229.8370819091797239.571029663085942.1%
Lower-middle-income countries1983283.01953125294.97131347656252.1%
Lower-middle-income countries1984277.49920654296875288.108947753906251.9%
Lower-middle-income countries2009245.2022247314453254.39558410644531.8%
Lower-middle-income countries1994240.1490936279297248.88847351074221.8%
Lower-middle-income countries2001243.5318145751953252.353820800781251.8%
Lower-middle-income countries2007243.1788330078125251.842758178710941.8%
Lower-middle-income countries2008243.82577514648438252.15495300292971.7%
Lower-middle-income countries2006245.13758850097656253.33264160156251.6%
Lower-middle-income countries1997246.5439453125254.472396850585941.6%
Lower-middle-income countries1995238.87474060058594246.100097656251.5%
Lower-middle-income countries1996245.93348693847656253.036026000976561.4%
Lower-middle-income countries1973391.8002624511719403.02014160156251.4%
Lower-middle-income countries1974395.9383239746094407.130676269531251.4%
Lower-middle-income countries2011248.3730926513672254.914550781251.3%
Lower-middle-income countries2004241.9639129638672248.245712280273441.3%
Lower-middle-income countries2005240.87911987304688247.08000183105471.3%
Lower-middle-income countries1991234.88929748535156240.92622375488281.3%
Lower-middle-income countries1998243.80340576171875250.014877319335941.3%
Lower-middle-income countries1985248.5793914794922254.69416809082031.2%
Lower-middle-income countries1986249.4234161376953255.12861633300781.1%
Lower-middle-income countries2015252.29127502441406257.9919433593751.1%
Lower-middle-income countries2012251.8784637451172257.550720214843751.1%
Lower-middle-income countries2000248.98031616210938254.580139160156251.1%
Lower-middle-income countries1970381.9723815917969373.64395141601561.1%
Lower-middle-income countries2020256.8366394042969262.46401977539061.1%
Lower-middle-income countries2014252.23092651367188257.51919555664061.0%
Lower-middle-income countries1988246.7090606689453251.75207519531251.0%
Lower-middle-income countries1993236.6099090576172241.360702514648440.99%
Lower-middle-income countries1987244.85626220703125249.76509094238280.99%
Lower-middle-income countries2019255.35498046875260.13131713867190.93%
Lower-middle-income countries2002246.44422912597656250.912094116210940.90%
Lower-middle-income countries1989236.62660217285156240.891342163085940.89%
Upper-middle-income countries1977438.3824768066406431.03225708007810.85%
Lower-middle-income countries1990235.2416534423828239.155868530273440.83%
Upper-middle-income countries1976447.6473388671875440.40805053710940.82%
Lower-middle-income countries2010251.58314514160156255.647811889648440.80%
Lower-middle-income countries2016257.1401062011719261.12512207031250.77%
Lower-middle-income countries1966374.1088562011719379.88137817382810.77%
Upper-middle-income countries1979425.4789733886719419.03573608398440.76%
Lower-middle-income countries1999250.43252563476562254.248550415039060.76%
Upper-middle-income countries1978436.0710144042969429.6843261718750.74%
Lower-middle-income countries2017257.0922546386719260.73825073242190.70%
Upper-middle-income countries1981389.185546875384.09292602539060.66%
Upper-middle-income countries1982390.20147705078125385.28259277343750.63%
Lower-middle-income countries2013251.50965881347656254.702743530273440.63%
Upper-middle-income countries1980397.7545471191406392.781250.63%
Upper-middle-income countries1983383.5743103027344379.132019042968750.58%
Lower-middle-income countries2003250.8280792236328253.678985595703120.57%
Upper-middle-income countries1984378.7265930175781374.54959106445310.55%
Lower-middle-income countries1965375.99163818359375380.17434692382810.55%
Upper-middle-income countries1975449.61767578125445.140075683593750.50%
Upper-middle-income countries1992266.4071350097656263.784118652343750.49%
Lower-middle-income countries2018257.4364013671875259.90048217773440.48%
Lower-middle-income countries2021260.940673828125263.408752441406250.47%
Lower-middle-income countries2024258.8174133300781261.25488281250.47%
Upper-middle-income countries2001261.8669128417969259.50332641601560.45%
Lower-middle-income countries2023260.2644958496094262.587463378906250.44%
Lower-middle-income countries1972387.8666687011719391.313049316406250.44%
Upper-middle-income countries1994266.9485778808594264.647521972656250.43%
Upper-middle-income countries1965499.7885437011719495.53750610351560.43%
Lower-middle-income countries2022258.4872131347656260.5461425781250.40%
Lower-middle-income countries1967371.8952941894531368.95779418945310.40%
Upper-middle-income countries2009262.727294921875260.68002319335940.39%
Upper-middle-income countries1997269.9443054199219267.86312866210940.39%
Upper-middle-income countries1995272.6326904296875270.58517456054690.38%
Upper-middle-income countries2007255.25205993652344253.37174987792970.37%
Upper-middle-income countries1966500.2007751464844496.59506225585940.36%
Upper-middle-income countries2008260.63262939453125258.804199218750.35%
Upper-middle-income countries2006257.8971252441406256.10427856445310.35%
Upper-middle-income countries1996270.60504150390625268.728088378906250.35%
Lower-middle-income countries1969356.04473876953125353.630798339843750.34%
Lower-middle-income countries1971382.9617614746094385.56481933593750.34%
Upper-middle-income countries1974455.01666259765625451.982910156250.33%
Upper-middle-income countries1998264.4622802734375262.74453735351560.33%
Upper-middle-income countries1991268.9353332519531267.23693847656250.32%
Upper-middle-income countries2020248.5880889892578247.04557800292970.31%
Upper-middle-income countries1973463.53662109375460.6857910156250.31%
Upper-middle-income countries1985286.4786071777344284.77902221679690.30%
Upper-middle-income countries1986286.0205383300781284.36148071289060.29%
Upper-middle-income countries2000263.4179382324219261.89633178710940.29%
Upper-middle-income countries2004258.2024841308594256.740661621093750.28%
Upper-middle-income countries2005257.6255187988281256.22988891601560.27%
Upper-middle-income countries1993267.9451904296875266.52120971679690.27%
Upper-middle-income countries1988283.1701965332031281.690124511718750.26%
Low-income countries1999221.85731506347656223.016265869140620.26%
Upper-middle-income countries1987283.1029968261719281.63244628906250.26%
Upper-middle-income countries2019251.02003479003906249.720321655273440.26%
Upper-middle-income countries2011271.8584899902344270.47732543945310.25%
Upper-middle-income countries1989278.58245849609375277.17959594726560.25%
Upper-middle-income countries2015261.1363830566406259.8378906250.25%
Lower-middle-income countries1968361.97705078125363.7058105468750.24%
~ garden/health/latest/measles_long_run🔴 1 · 🟡 2 column(s) changed3 columns in 1 table
~ Table measles_long_run🔴 1 · 🟡 2 column(s) changed
table metadata diff
-     date_accessed: '2026-09-21'
-     date_published: '2026-09-17'
+     date_accessed: '2026-07-07'
+     date_published: '2026-07-02'
-     title: Historical Measles Cases – United States
+     title: Historical Measles Cases - United States
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ measles_long_run.cases 🔴 median anomaly score 23%changed metadatachanged data
metadata diff
- reported cases up to 17 September
+ reported cases up to 02 July
~ Changed values: 1 / 93 (1.08%)
countryyearcases -cases +anomaly score
United States20263471217023%
~ measles_long_run.case_rate 🟡 median anomaly score 2.1%changed metadatachanged data
metadata diff
-   incomplete and includes reported cases up to 17 September 2026.
+   incomplete and includes reported cases up to 02 July 2026.
~ Changed values: 17 / 93 (18.28%)
countryyearcase_rate -case_rate +anomaly score
United States20260.99445474147796630.621713280677795423%
United States1945105.72097778320312101.22560882568362.2%
United States1946464.0693054199219444.37771606445312.2%
United States1944462.7069091796875443.07559204101562.2%
United States1947156.62644958496094150.022109985351562.2%
United States1943471.6217346191406451.74499511718752.2%
United States1948427.299560546875409.46972656252.1%
United States1942413.0994567871094395.88537597656252.1%
United States1949428.1235656738281410.79837036132812.1%
United States1941683.2457885742188656.10516357421882.0%
United States1925201.398681640625193.634735107421882.0%
United States1924464.34173583984375446.65377807617191.9%
United States1940224.9790802001953216.819793701171881.8%
United States1921266.5182189941406258.053039550781251.6%
United States1939314.6978759765625304.85946655273441.6%
United States1938647.4241943359375631.45233154296881.2%
United States1919175.58123779296875171.543106079101561.2%
~ measles_long_run.case_rate_static 🟡 median anomaly score 2.0%changed data
~ Changed values: 16 / 93 (17.20%)
countryyearcase_rate_static -case_rate_static +anomaly score
United States1945105.72097778320312101.22560882568362.2%
United States1946464.0693054199219444.37771606445312.2%
United States1944462.7069091796875443.07559204101562.2%
United States1947156.62644958496094150.022109985351562.2%
United States1943471.6217346191406451.74499511718752.2%
United States1948427.299560546875409.46972656252.1%
United States1942413.0994567871094395.88537597656252.1%
United States1949428.1235656738281410.79837036132812.1%
United States1941683.2457885742188656.10516357421882.0%
United States1925201.398681640625193.634735107421882.0%
United States1924464.34173583984375446.65377807617191.9%
United States1940224.9790802001953216.819793701171881.8%
United States1921266.5182189941406258.053039550781251.6%
United States1939314.6978759765625304.85946655273441.6%
United States1938647.4241943359375631.45233154296881.2%
United States1919175.58123779296875171.543106079101561.2%
~ garden/emissions/2025-12-04/national_contributions🟡 44 · 🟢 9 column(s) changed↕ 🟡 6 column(s) w/ shifted coverage53 columns in 1 table
~ Table national_contributions🟡 44 · 🟢 9 column(s) changed↕ 🟡 6 column(s) w/ shifted coverage
table metadata diff
-     title_snapshot: National contributions to climate change – Annual emissions
+     title_snapshot: National contributions to climate change - Annual emissions
-     title_snapshot: National contributions to climate change – Cumulative emissions
+     title_snapshot: National contributions to climate change - Cumulative emissions
-     title_snapshot: National contributions to climate change – Temperature response
+     title_snapshot: National contributions to climate change - Temperature response
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ national_contributions.cumulative_emissions_ch4_land 🟡 median anomaly score 3.6%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_ch4_land -cumulative_emissions_ch4_land +anomaly score
Upper-middle-income countries18742834831104.02518484224.05.9%
Upper-middle-income countries18732693914368.02393531904.05.9%
Upper-middle-income countries18752986909440.02654143488.05.9%
Upper-middle-income countries18722564159488.02279286528.05.9%
Upper-middle-income countries18763150149632.02800509440.05.9%
Upper-middle-income countries18773324551680.02957582592.05.8%
Upper-middle-income countries18712445566208.02175748096.05.8%
Upper-middle-income countries18783510115072.03125362432.05.8%
Upper-middle-income countries18702338134784.02082916352.05.8%
Upper-middle-income countries18793706840576.03303849216.05.7%
Lower-middle-income countries192412046932992.013504909312.05.7%
Lower-middle-income countries192512260028416.013743017984.05.7%
Lower-middle-income countries192311850575872.013283702784.05.7%
Lower-middle-income countries192612489862144.013998025728.05.7%
Upper-middle-income countries18803914727680.03493042688.05.7%
Lower-middle-income countries192211670959104.013079396352.05.7%
Upper-middle-income countries18692241865216.02000791552.05.7%
Lower-middle-income countries192712736434176.014269935616.05.7%
Lower-middle-income countries192111508079616.012891991040.05.7%
Lower-middle-income countries192812999745536.014558745600.05.7%
Lower-middle-income countries192011361940480.012721485824.05.6%
Upper-middle-income countries18814132902656.03692299520.05.6%
Lower-middle-income countries192913279796224.014864456704.05.6%
Lower-middle-income countries191911232539648.012567882752.05.6%
Lower-middle-income countries193013576585216.015187068928.05.6%
Upper-middle-income countries18682144180864.01917100672.05.6%
Lower-middle-income countries191811105082368.012415840256.05.6%
Lower-middle-income countries193113888120832.015525762048.05.6%
Upper-middle-income countries18824361365504.03901619712.05.6%
Lower-middle-income countries193214214403072.015880534016.05.5%
Lower-middle-income countries191710979568640.012265361408.05.5%
Lower-middle-income countries193314555429888.016251386880.05.5%
Upper-middle-income countries18672045082240.01831843840.05.5%
Upper-middle-income countries18834600116736.04121003008.05.5%
Lower-middle-income countries191610855999488.012116443136.05.5%
Lower-middle-income countries193414911204352.016638320640.05.5%
Lower-middle-income countries193515281724416.017041334272.05.4%
Lower-middle-income countries191510734373888.011969086464.05.4%
Upper-middle-income countries18844849155072.04350449664.05.4%
Lower-middle-income countries193615681267712.017476380672.05.4%
Upper-middle-income countries18661944568960.01745020672.05.4%
Lower-middle-income countries191410614692864.011823293440.05.4%
Lower-middle-income countries193716110189568.017943865344.05.4%
Lower-middle-income countries193816568847360.018444191744.05.4%
Upper-middle-income countries18855108482048.04589959168.05.3%
Lower-middle-income countries191310496955392.011679060992.05.3%
Lower-middle-income countries193917057597440.018977763328.05.3%
Upper-middle-income countries18651842641024.01656631424.05.3%
Lower-middle-income countries194017576796160.019544983552.05.3%
Lower-middle-income countries194118116028416.020134787072.05.3%
Upper-middle-income countries18865378096640.04839532032.05.3%
Lower-middle-income countries191210381162496.011536391168.05.3%
Lower-middle-income countries194218675611648.020747538432.05.3%
Lower-middle-income countries196437847683072.042037317632.05.2%
Lower-middle-income countries196538934966272.043243220992.05.2%
Lower-middle-income countries196235645820928.039587667968.05.2%
Lower-middle-income countries196336735401984.040794742784.05.2%
Lower-middle-income countries194319255857152.021383600128.05.2%
Lower-middle-income countries196640028864512.044447612928.05.2%
Lower-middle-income countries196134553958400.038363557888.05.2%
Upper-middle-income countries18641739298688.01566676096.05.2%
Lower-middle-income countries196741147514880.045680500736.05.2%
Lower-middle-income countries194419857078272.022043334656.05.2%
Lower-middle-income countries196842283036672.046930886656.05.2%
Lower-middle-income countries196033462587392.037140430848.05.2%
Lower-middle-income countries191110267313152.011395282944.05.2%
Lower-middle-income countries194520479592448.022727104512.05.2%
Upper-middle-income countries18875657998848.05099168256.05.2%
Lower-middle-income countries195932317085696.035857444864.05.2%
Lower-middle-income countries196943424280576.048177299456.05.2%
Lower-middle-income countries194621123710976.023435274240.05.2%
Lower-middle-income countries195831218716672.034628730880.05.2%
Lower-middle-income countries194721789749248.024168206336.05.2%
Lower-middle-income countries195730164516864.033451012096.05.2%
Lower-middle-income countries194822478020608.024926261248.05.2%
Lower-middle-income countries195629151639552.032321101824.05.2%
Lower-middle-income countries194923188838400.025709805568.05.2%
Lower-middle-income countries197044634812416.049484460032.05.2%
Lower-middle-income countries195528177350656.031235909632.05.1%
Lower-middle-income countries195023922515968.026519199744.05.1%
Lower-middle-income countries195124691652608.027368912896.05.1%
Lower-middle-income countries195427239020544.030192424960.05.1%
Lower-middle-income countries195225498957824.028262191104.05.1%
Lower-middle-income countries195326347159552.029202278400.05.1%
Lower-middle-income countries191010155407360.011255736320.05.1%
Lower-middle-income countries197145705723904.050653638656.05.1%
Upper-middle-income countries18631634541824.01475154688.05.1%
Upper-middle-income countries18885948189184.05368867328.05.1%
Lower-middle-income countries197246734008320.051773468672.05.1%
Lower-middle-income countries197347749349376.052894334976.05.1%
Lower-middle-income countries197448696074240.053938298880.05.1%
Lower-middle-income countries197549674104832.054987055104.05.1%
Lower-middle-income countries190910045445120.011117752320.05.1%
Lower-middle-income countries197650588729344.055964082176.05.0%
Upper-middle-income countries18896248667648.05648630272.05.0%
Upper-middle-income countries18621528370432.01382067200.05.0%
Lower-middle-income countries197751526750208.056960516096.05.0%
Lower-middle-income countries19089923850240.010968610816.05.0%
Upper-middle-income countries18906559433728.05938456064.05.0%
Lower-middle-income countries197852468183040.057948725248.05.0%
~ national_contributions.temperature_response_ch4_land 🟡 median anomaly score 3.6%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_ch4_land -temperature_response_ch4_land +anomaly score
Upper-middle-income countries18740.00127660238649696110.00113414274528622635.9%
Upper-middle-income countries18730.00121314381249248980.00107787328306585555.9%
Upper-middle-income countries18750.00134508754126727580.0011952338973060255.9%
Upper-middle-income countries18720.00115471158642321830.00102642551064491275.9%
Upper-middle-income countries18760.00141859904397279020.00126114650629460815.9%
Upper-middle-income countries18770.00149713701102882620.00133188080508261925.8%
Upper-middle-income countries18710.00110130582470446830.00097979919519275435.8%
Upper-middle-income countries18780.00158070144243538380.00140743667725473645.8%
Upper-middle-income countries18700.0010529264109209180.00093799456954002385.8%
Upper-middle-income countries18790.0016692923381924630.00148781412281095985.7%
Lower-middle-income countries19240.0054250652901828290.006081632338464265.7%
Lower-middle-income countries19250.0055210278369486330.0061888587661087515.7%
Lower-middle-income countries19230.0053366404026746750.0059820166788995275.7%
Lower-middle-income countries19260.0056245285086333750.00630369642749428755.7%
Upper-middle-income countries18800.00176290958188474180.00157301325816661125.7%
Lower-middle-income countries19220.0052557541057467460.0058900122530758385.7%
Upper-middle-income countries18690.00100957357790321110.00090101151727139955.7%
Lower-middle-income countries19270.00573556683957576750.0064261443912982945.7%
Lower-middle-income countries19210.005182405002415180.005805618129670625.7%
Lower-middle-income countries19280.00585414329543709750.0065562040545046335.7%
Lower-middle-income countries19200.0051165944896638390.0057288352400064475.6%
Upper-middle-income countries18810.00186115980613976720.00166274409275501975.6%
Lower-middle-income countries19290.0059802578762173650.0066938740201294425.6%
Lower-middle-income countries19190.00505832117050886150.0056596631184220315.6%
Lower-middle-income countries19300.0061139101162552830.00683915521949529655.6%
Upper-middle-income countries18680.00096558366203680630.00086332322098314765.6%
Lower-middle-income countries19180.005000923760235310.0055911946110427385.6%
Lower-middle-income countries19310.0062542031519114970.0069916774518787865.6%
Upper-middle-income countries18820.00196404289454221730.0017570067429915075.6%
Lower-middle-income countries19320.0064011365175247190.0071514411829411985.5%
Lower-middle-income countries19170.0049444017931818960.0055234292522072795.5%
Lower-middle-income countries19330.0065547106787562370.0073184464126825335.5%
Upper-middle-income countries18670.00092095677973702550.00082492968067526825.5%
Upper-middle-income countries18830.0020715589635074140.00185580097604542975.5%
Lower-middle-income countries19160.0048887552693486210.00545636750757694245.5%
Lower-middle-income countries19340.00671492563560605050.0074926936067640785.5%
Lower-middle-income countries19350.0068817809224128720.0076741813682019715.4%
Lower-middle-income countries19150.0048339841887354850.0053900093771517285.4%
Upper-middle-income countries18840.0021837081294506790.0019591271411627535.4%
Lower-middle-income countries19360.00706170592457056050.007870094850659375.4%
Upper-middle-income countries18660.00087569287279620770.00078583083814010025.4%
Lower-middle-income countries19140.00478008808568120.0053243543952703485.4%
Lower-middle-income countries19370.0072548617608845230.0080806165933609015.4%
Lower-middle-income countries19380.007461407687515020.008305926807224755.4%
Upper-middle-income countries18850.0023004899267107250.00206698500551283365.3%
Lower-middle-income countries19130.0047270678915083410.0052594025619328025.3%
Lower-middle-income countries19390.0076815052889287470.0085462089627981195.3%
Upper-middle-income countries18650.00082979194121435280.00074602669337764385.3%
Lower-middle-income countries19400.007915314286947250.008801643736660485.3%
Lower-middle-income countries19410.0081581464037299160.0090672485530376435.3%
Upper-middle-income countries18860.0024219048209488390.00217937445268034935.3%
Lower-middle-income countries19120.0046749226748943330.0051951543428003795.3%
Lower-middle-income countries19420.0084101418033242230.009343187324702745.3%
Lower-middle-income countries19640.017043851315975190.018930559977889065.2%
Lower-middle-income countries19650.017533486708998680.0194736123085021975.2%
Lower-middle-income countries19620.016052294522523880.0178274158388376245.2%
Lower-middle-income countries19630.0165429618209600450.0183709952980279925.2%
Lower-middle-income countries19430.0086714420467615130.0096296230331063275.2%
Lower-middle-income countries19660.0180260986089706420.0200159810483455665.2%
Lower-middle-income countries19610.0155605981126427650.0172761660069227225.2%
Upper-middle-income countries18640.00078325410140678290.00070551736280322075.2%
Lower-middle-income countries19670.018529858440160750.0205711871385574345.2%
Lower-middle-income countries19440.0089421886950731280.0099267205223441125.2%
Lower-middle-income countries19680.0190412141382694240.02113427035510545.2%
Lower-middle-income countries19600.0150691242888569830.0167253576219081885.2%
Lower-middle-income countries19110.0046236533671617510.005131609272211795.2%
Lower-middle-income countries19450.0092225242406129840.0102346409112215045.2%
Upper-middle-income countries18870.00254795257933437820.0022962957154959445.2%
Lower-middle-income countries19590.0145532730966806410.0161475930362939835.2%
Lower-middle-income countries19690.0195551477372646330.0216955635696649555.2%
Lower-middle-income countries19460.0095125883817672730.010553549043834215.2%
Lower-middle-income countries19580.0140586467459797860.0155942691490054135.2%
Lower-middle-income countries19470.0098125236108899120.0108836079016327865.2%
Lower-middle-income countries19570.0135839115828275680.0150639107450842865.2%
Lower-middle-income countries19480.0101224705576896670.0112249813973903665.2%
Lower-middle-income countries19560.0131277851760387420.0145550817251205445.2%
Lower-middle-income countries19490.0104425717145204540.0115778325125575075.2%
Lower-middle-income countries19700.020100284367799760.0222842153161764145.2%
Lower-middle-income countries19550.0126890363171696660.0140663897618651395.1%
Lower-middle-income countries19500.0107729677110910420.0119423251599073415.1%
Lower-middle-income countries19510.0111193312332034110.0123249739408493045.1%
Lower-middle-income countries19540.012266480363905430.013596478849649435.1%
Lower-middle-income countries19520.011482882313430310.0127272419631481175.1%
Lower-middle-income countries19530.0118648512288928030.0131505886092782025.1%
Lower-middle-income countries19100.004573259036988020.0050687678158283235.1%
Lower-middle-income countries19710.0205825455486774440.022810725495219235.1%
Upper-middle-income countries18630.0007360791787505150.00066430273000150925.1%
Upper-middle-income countries18880.0026786332018673420.00241774879395961765.1%
Lower-middle-income countries19720.0210456103086471560.023315018042922025.1%
Lower-middle-income countries19730.0215028449892997740.0238197743892669685.1%
Lower-middle-income countries19740.021929182112216950.0242899004369974145.1%
Lower-middle-income countries19750.0223696175962686540.024762183427810675.1%
Lower-middle-income countries19090.0045237401500344280.0050066299736499795.1%
Lower-middle-income countries19760.02278149686753750.025202166289091115.0%
Upper-middle-income countries18890.0028139469213783740.00254373345524072655.0%
Upper-middle-income countries18620.0006882672896608710.00062238285318017015.0%
Lower-middle-income countries19770.0232039131224155430.0256508868187665945.0%
Lower-middle-income countries19080.0044689830392599110.0049394671805202965.0%
Upper-middle-income countries18900.0029538935050368310.0026742501650005585.0%
Lower-middle-income countries19780.0236278660595417020.0260959062725305565.0%
~ national_contributions.cumulative_emissions_ghg_land 🟡 median anomaly score 3.0%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_ghg_land -cumulative_emissions_ghg_land +anomaly score
Lower-middle-income countries191940977379328.048513941504.08.4%
Lower-middle-income countries192041750228992.049423147008.08.4%
Lower-middle-income countries192142613235712.050403835904.08.4%
Lower-middle-income countries191840358137856.047727902720.08.4%
Lower-middle-income countries192243541737472.051438075904.08.3%
Lower-middle-income countries191739728353280.046921998336.08.3%
Lower-middle-income countries191639123292160.046147489792.08.2%
Lower-middle-income countries192344506423296.052496625664.08.2%
Lower-middle-income countries191538512353280.045367394304.08.2%
Lower-middle-income countries192445510664192.053599989760.08.2%
Lower-middle-income countries191437899735040.044579262464.08.1%
Lower-middle-income countries192546554951680.054737993728.08.1%
Lower-middle-income countries191337285695488.043807457280.08.0%
Lower-middle-income countries192647632265216.055897272320.08.0%
Lower-middle-income countries191236702916608.043053789184.08.0%
Lower-middle-income countries192748745541632.057089454080.07.9%
Lower-middle-income countries191136118970368.042299719680.07.9%
Lower-middle-income countries191035546615808.041560936448.07.8%
Lower-middle-income countries192849893683200.058317950976.07.8%
Lower-middle-income countries190934978975744.040823668736.07.7%
Lower-middle-income countries192951064332288.059557240832.07.7%
Lower-middle-income countries190834421325824.040104976384.07.6%
Lower-middle-income countries193052280881152.060835803136.07.6%
Lower-middle-income countries190733857474560.039369474048.07.5%
Lower-middle-income countries193153525266432.062169026560.07.5%
Lower-middle-income countries190633290647552.038626361344.07.4%
Lower-middle-income countries193254794567680.063527587840.07.4%
Lower-middle-income countries190532689651712.037854511104.07.3%
Lower-middle-income countries193356104312832.064927576064.07.3%
Lower-middle-income countries190432090683392.037084319744.07.2%
Lower-middle-income countries193457428922368.066341863424.07.2%
Lower-middle-income countries190331473004544.036296638464.07.1%
Lower-middle-income countries193558783117312.067784220672.07.1%
Lower-middle-income countries190230853021696.035518812160.07.0%
Lower-middle-income countries193660171059200.069263376384.07.0%
Lower-middle-income countries190130195109888.034705313792.06.9%
Lower-middle-income countries193761601071104.070791413760.06.9%
Lower-middle-income countries190029539979264.033896906752.06.9%
Lower-middle-income countries193863074312192.072364056576.06.9%
Lower-middle-income countries189928864563200.033076852736.06.8%
Lower-middle-income countries193964579145728.073968451584.06.8%
Lower-middle-income countries189828107532288.032187850752.06.8%
Lower-middle-income countries189727356012544.031300636672.06.7%
Lower-middle-income countries189626598660096.030411171840.06.7%
Lower-middle-income countries194066204839936.075650105344.06.7%
Lower-middle-income countries189525852033024.029536219136.06.7%
Lower-middle-income countries189425104836608.028658092032.06.6%
Lower-middle-income countries189324358176768.027792508928.06.6%
Lower-middle-income countries189223620825088.026940743680.06.6%
Lower-middle-income countries189122875641856.026076299264.06.5%
Lower-middle-income countries194167918721024.077399605248.06.5%
Lower-middle-income countries189022134941696.025212833792.06.5%
Lower-middle-income countries188921405554688.024373972992.06.5%
Lower-middle-income countries188820739399680.023609507840.06.5%
Lower-middle-income countries188720090339328.022864779264.06.5%
Lower-middle-income countries188619449120768.022128304128.06.4%
Lower-middle-income countries188518820501504.021407182848.06.4%
Lower-middle-income countries188418199244800.020696424448.06.4%
Lower-middle-income countries194269684699136.079187771392.06.4%
Lower-middle-income countries188317598312448.019991646208.06.4%
Lower-middle-income countries188217014915072.019307837440.06.3%
Lower-middle-income countries194371506558976.081029128192.06.2%
Lower-middle-income countries188116441442304.018630549504.06.2%
Lower-middle-income countries188015899295744.017991145472.06.2%
Lower-middle-income countries194473372925952.082918916096.06.1%
Lower-middle-income countries187915404658688.017400520704.06.1%
Lower-middle-income countries187814945452032.016847655936.06.0%
Lower-middle-income countries194575279523840.084848926720.06.0%
Lower-middle-income countries187714487695360.016295456768.05.9%
Lower-middle-income countries194677235281920.086820200448.05.8%
Lower-middle-income countries187614031760384.015757578240.05.8%
Lower-middle-income countries194779234392064.088831655936.05.7%
Lower-middle-income countries187513574860800.015217958912.05.7%
Lower-middle-income countries187413122833408.014677583872.05.6%
Lower-middle-income countries194881280303104.090886823936.05.6%
Lower-middle-income countries187312669373440.014133451776.05.5%
Lower-middle-income countries194983366002688.092985901056.05.5%
Lower-middle-income countries195085623709696.095318614016.05.4%
Lower-middle-income countries187212217715712.013592148992.05.3%
Lower-middle-income countries195188004501504.097802305536.05.3%
Lower-middle-income countries195290493485056.0100424376320.05.2%
Lower-middle-income countries1980158801887232.0176135569408.05.2%
Lower-middle-income countries1979156869197824.0173989773312.05.2%
Lower-middle-income countries187111770429440.013053719552.05.2%
Lower-middle-income countries1981160827146240.0178344804352.05.2%
Lower-middle-income countries1978154868826112.0171727110144.05.2%
Lower-middle-income countries1982162753118208.0180433960960.05.2%
Lower-middle-income countries1977152792973312.0169379414016.05.1%
Lower-middle-income countries195393085196288.0103189241856.05.1%
Lower-middle-income countries1976150587637760.0166882476032.05.1%
Lower-middle-income countries1983164937023488.0182769614848.05.1%
Lower-middle-income countries195495771058176.0106072170496.05.1%
Lower-middle-income countries1984167128039424.0185095340032.05.1%
Lower-middle-income countries1975148570488832.0164478353408.05.1%
Lower-middle-income countries1985169337667584.0187442429952.05.1%
Lower-middle-income countries195598567495680.0109086695424.05.1%
Lower-middle-income countries1986171564548096.0189812506624.05.0%
Lower-middle-income countries1956101442510848.0112202539008.05.0%
Lower-middle-income countries1974146495291392.0162006237184.05.0%
Lower-middle-income countries187011332845568.012531465216.05.0%
~ national_contributions.temperature_response_ghg_land 🟡 median anomaly score 3.0%changed metadatachanged data
metadata diff
-       Global mean surface temperature change as a result of a country or region's cumulative
+       The global mean surface temperature change as a result of a country or region's cumulative
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_ghg_land -temperature_response_ghg_land +anomaly score
Lower-middle-income countries19190.0184532422572374340.0218471623957157148.4%
Lower-middle-income countries19200.018801277503371240.0222566034644842158.4%
Lower-middle-income countries19210.019189912825822830.0226982347667217258.4%
Lower-middle-income countries19180.018174380064010620.021493189036846168.4%
Lower-middle-income countries19220.0196080412715673450.023163981735706338.3%
Lower-middle-income countries19170.0178907718509435650.0211302675306797038.3%
Lower-middle-income countries19160.0176182948052883150.0207814835011959088.2%
Lower-middle-income countries19230.020042465999722480.0236406736075878148.2%
Lower-middle-income countries19150.0173431728035211560.02043018676340588.2%
Lower-middle-income countries19240.0204947050660848620.0241375509649515158.2%
Lower-middle-income countries19140.017067292705178260.0200752671808004388.1%
Lower-middle-income countries19250.0209649764001369480.0246500242501497278.1%
Lower-middle-income countries19130.016790775582194330.019727703183889398.0%
Lower-middle-income countries19260.0214501190930604930.0251720789819955838.0%
Lower-middle-income countries19120.0165283326059579850.0193883068859577188.0%
Lower-middle-income countries19270.0219514574855566020.025708951056003577.9%
Lower-middle-income countries19110.0162653662264347080.0190487280488014227.9%
Lower-middle-income countries19100.0160076189786195760.0187160316854715357.8%
Lower-middle-income countries19280.022468497976660730.0262621771544218067.8%
Lower-middle-income countries19090.0157519951462745670.0183840226382017147.7%
Lower-middle-income countries19290.022995673120021820.0268202647566795357.7%
Lower-middle-income countries19080.0155008705332875250.018060373142361647.6%
Lower-middle-income countries19300.0235435180366039280.0273960363119840627.6%
Lower-middle-income countries19070.0152469528838992120.0177291575819253927.5%
Lower-middle-income countries19310.024103898555040360.0279964227229356777.5%
Lower-middle-income countries19060.0149916950613260270.017394512891769417.4%
Lower-middle-income countries19320.0246755015105009080.028608219698071487.4%
Lower-middle-income countries19050.014721048995852470.017046928405761727.3%
Lower-middle-income countries19330.0252653155475854870.029238674789667137.3%
Lower-middle-income countries19040.0144513174891471860.016700088977813727.2%
Lower-middle-income countries19340.0258618220686912540.0298755653202533727.2%
Lower-middle-income countries19030.0141731603071093560.0163453742861747747.1%
Lower-middle-income countries19350.0264716539531946180.0305250994861125957.1%
Lower-middle-income countries19020.0138939637690782550.0159950982779264457.0%
Lower-middle-income countries19360.0270966831594705580.0311912056058645257.0%
Lower-middle-income countries19010.0135976886376738550.0156287569552666.9%
Lower-middle-income countries19370.0277406573295593260.031879320740699776.9%
Lower-middle-income countries19000.0133026661351323130.0152647104114294056.9%
Lower-middle-income countries19380.0284040980041027070.032587524503469476.9%
Lower-middle-income countries18990.0129985073581337930.0148954158648848536.8%
Lower-middle-income countries19390.0290817674249410630.033310029655694966.8%
Lower-middle-income countries18980.0126575939357280730.0144950738176703456.8%
Lower-middle-income countries18970.0123191652819514270.014095537364482886.7%
Lower-middle-income countries18960.0119781084358692170.0136949876323342326.7%
Lower-middle-income countries19400.02981386147439480.034067321568727496.7%
Lower-middle-income countries18950.0116418823599815370.0133009720593690876.7%
Lower-middle-income countries18940.0113053992390632630.0129055278375744826.6%
Lower-middle-income countries18930.0109691573306918140.0125157311558723456.6%
Lower-middle-income countries18920.010637107305228710.0121321585029363636.6%
Lower-middle-income countries18910.0103015303611755370.011742874979972846.5%
Lower-middle-income countries19410.0305856689810752870.034855172038078316.5%
Lower-middle-income countries18900.009967972524464130.0113540329039096836.5%
Lower-middle-income countries18890.009639510884881020.0109762707725167276.5%
Lower-middle-income countries18880.0093395225703716280.010632010176777846.5%
Lower-middle-income countries18870.0090472325682640080.0102966390550136576.5%
Lower-middle-income countries18860.008758474141359330.009964983910322196.4%
Lower-middle-income countries18850.0084753893315792080.0096402438357472426.4%
Lower-middle-income countries18840.0081956200301647190.0093201687559485446.4%
Lower-middle-income countries19420.031380940228700640.0356604307889938356.4%
Lower-middle-income countries18830.007925003767013550.0090027879923582086.4%
Lower-middle-income countries18820.0076622841879725460.0086948508396744736.3%
Lower-middle-income countries19430.03220137208700180.036489646881818776.2%
Lower-middle-income countries18810.0074040335603058340.0083898492157459266.2%
Lower-middle-income countries18800.007159890141338110.008101908490061766.2%
Lower-middle-income countries19440.033041846007108690.03734067082405096.1%
Lower-middle-income countries18790.00693714199587702750.0078359339386224756.1%
Lower-middle-income countries18780.00673034787178039550.0075869625434279446.0%
Lower-middle-income countries19450.0339004397392272950.038209807127714166.0%
Lower-middle-income countries18770.0065242075361311440.0073382928967475895.9%
Lower-middle-income countries19460.034781172871589660.039097521454095845.8%
Lower-middle-income countries18760.0063188876956701280.0070960712619125845.8%
Lower-middle-income countries19470.035681426525115970.040003340691328055.7%
Lower-middle-income countries18750.0061131333932280540.0068530654534697535.7%
Lower-middle-income countries18740.0059095728211104870.0066097197122871885.6%
Lower-middle-income countries19480.036602757871150970.040928836911916735.6%
Lower-middle-income countries18730.0057053677737712860.0063646822236478335.5%
Lower-middle-income countries19490.037542004138231280.041874110698699955.5%
Lower-middle-income countries19500.03855871409177780.042924594134092335.4%
Lower-middle-income countries18720.0055019734427332880.0061209183186292655.3%
Lower-middle-income countries19510.039630848914384840.044043071568012245.3%
Lower-middle-income countries19520.0407517068088054660.045223858207464225.2%
Lower-middle-income countries19800.07151286303997040.079318694770336155.2%
Lower-middle-income countries19790.070642516016960140.078352376818656925.2%
Lower-middle-income countries18710.0053005483932793140.0058784489519894125.2%
Lower-middle-income countries19810.072424888610839840.080313570797443395.2%
Lower-middle-income countries19780.069741696119308470.077333442866802225.2%
Lower-middle-income countries19820.073292210698127750.081254377961158755.2%
Lower-middle-income countries19770.068806879222393040.076276212930679325.1%
Lower-middle-income countries19530.041918825358152390.046468954533338555.1%
Lower-middle-income countries19760.067813761532306670.075151771306991585.1%
Lower-middle-income countries19830.07427567243576050.082306183874607095.1%
Lower-middle-income countries19540.043128341436386110.0477672182023525245.1%
Lower-middle-income countries19840.075262352824211120.083353519439697275.1%
Lower-middle-income countries19750.066905371844768520.074069127440452585.1%
Lower-middle-income countries19850.076257407665252690.084410481154918675.1%
Lower-middle-income countries19550.044387653470039370.0491247400641441355.1%
Lower-middle-income countries19860.077260233461856840.08547779172658925.0%
Lower-middle-income countries19560.045682352036237720.050527889281511315.0%
Lower-middle-income countries19740.065970860421657560.072955869138240815.0%
Lower-middle-income countries18700.0051034917123615740.00564326345920562745.0%
~ national_contributions.cumulative_emissions_co2_land 🟡 median anomaly score 2.9%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_co2_land -cumulative_emissions_co2_land +anomaly score
Lower-middle-income countries191926190514176.032329342976.010%
Lower-middle-income countries192026760366080.033009881088.010%
Lower-middle-income countries191825771597824.031769636864.010%
Lower-middle-income countries192127402895360.033744209920.010%
Lower-middle-income countries191725339404288.031187656704.010%
Lower-middle-income countries191624929153024.030634620928.010%
Lower-middle-income countries192228093341696.034514300928.010%
Lower-middle-income countries191524510226432.030073534464.010%
Lower-middle-income countries192328802342912.035290845184.010%
Lower-middle-income countries191424086835200.029501949952.010%
Lower-middle-income countries191323659276288.028944279552.010%
Lower-middle-income countries192429533247488.036094337024.010.0%
Lower-middle-income countries191223260286976.028402395136.010.0%
Lower-middle-income countries192530286567424.036914618368.09.9%
Lower-middle-income countries191122857535488.027857848320.09.9%
Lower-middle-income countries191022463893504.027326453760.09.8%
Lower-middle-income countries192631055337472.037738381312.09.7%
Lower-middle-income countries190922072627200.026794590208.09.7%
Lower-middle-income countries192731842592768.038577348608.09.6%
Lower-middle-income countries190821702647808.026292105216.09.6%
Lower-middle-income countries190721337739264.025783607296.09.4%
Lower-middle-income countries192832647370752.039435075584.09.4%
Lower-middle-income countries190620981108736.025278281728.09.3%
Lower-middle-income countries192933457485824.040286208000.09.3%
Lower-middle-income countries190520601548800.024754999296.09.2%
Lower-middle-income countries193034296541184.041159442432.09.1%
Lower-middle-income countries190420235253760.024244156416.09.0%
Lower-middle-income countries193135148673024.042071203840.09.0%
Lower-middle-income countries190319861491712.023726614528.08.9%
Lower-middle-income countries193236011114496.042992316416.08.8%
Lower-middle-income countries190219496675328.023229724672.08.7%
Lower-middle-income countries193336899495936.043938996224.08.7%
Lower-middle-income countries190119105202176.022707978240.08.6%
Lower-middle-income countries193437788319744.044884176896.08.6%
Lower-middle-income countries190018727813120.022202161152.08.5%
Lower-middle-income countries193538692339712.045841674240.08.5%
Lower-middle-income countries189918341470208.021695557632.08.4%
Lower-middle-income countries193639601434624.046804267008.08.3%
Lower-middle-income countries189817871798272.021118052352.08.3%
Lower-middle-income countries189717405931520.020540389376.08.3%
Lower-middle-income countries193740523526144.047783575552.08.2%
Lower-middle-income countries189616932526080.019958530048.08.2%
Lower-middle-income countries189516468144128.019389239296.08.1%
Lower-middle-income countries193841459326976.048774844416.08.1%
Lower-middle-income countries189416001498112.018814842880.08.1%
Lower-middle-income countries189315533704192.018251059200.08.0%
Lower-middle-income countries189215073539072.017699178496.08.0%
Lower-middle-income countries193942396729344.049764708352.08.0%
Lower-middle-income countries189114603878400.017132707840.08.0%
Lower-middle-income countries189014137046016.016565317632.07.9%
Lower-middle-income countries188913679888384.016020647936.07.9%
Lower-middle-income countries188813276628992.015540798464.07.9%
Lower-middle-income countries188712883186688.015073176576.07.8%
Lower-middle-income countries194043424477184.050798080000.07.8%
Lower-middle-income countries188612490350592.014606343168.07.8%
Lower-middle-income countries188512102899712.014147419136.07.8%
Lower-middle-income countries188411715599360.013691413504.07.8%
Lower-middle-income countries188311341388800.013233923072.07.7%
Lower-middle-income countries194144518264832.051874566144.07.6%
Lower-middle-income countries188210977439744.012789897216.07.6%
Lower-middle-income countries188110616075264.012344819712.07.5%
Lower-middle-income countries188010278617088.011929971712.07.4%
Lower-middle-income countries194245638348800.052961198080.07.4%
Lower-middle-income countries18799981142016.011556139008.07.3%
Lower-middle-income countries194346785654784.054069579776.07.2%
Lower-middle-income countries18789718554624.011219048448.07.2%
Lower-middle-income countries194447946788864.055192838144.07.0%
Lower-middle-income countries18779456141312.010880862208.07.0%
Lower-middle-income countries18769193742336.010554689536.06.9%
Lower-middle-income countries194549116262400.056321499136.06.8%
Lower-middle-income countries18758928234496.010224128000.06.8%
Lower-middle-income countries194650302619648.057456152576.06.6%
Lower-middle-income countries18748665320448.09890027520.06.6%
Lower-middle-income countries194751500486656.058596130816.06.4%
Lower-middle-income countries18738398758912.09549447168.06.4%
Lower-middle-income countries194852714549248.059746168832.06.3%
Lower-middle-income countries18728132043264.09209241600.06.2%
Lower-middle-income countries2024138251157504.0156445179904.06.2%
Lower-middle-income countries2023137565061120.0155648491520.06.2%
Lower-middle-income countries2022136876957696.0154845806592.06.2%
Lower-middle-income countries2021136198242304.0154049331200.06.2%
Lower-middle-income countries2020135543832576.0153283264512.06.1%
Lower-middle-income countries2019134771531776.0152390975488.06.1%
Lower-middle-income countries2018133985460224.0151471472640.06.1%
Lower-middle-income countries2017133133770752.0150449618944.06.1%
Lower-middle-income countries2016132093657088.0149253406720.06.1%
Lower-middle-income countries2015131118366720.0148101529600.06.1%
Lower-middle-income countries194953939871744.060908527616.06.1%
Lower-middle-income countries2014130140520448.0146902990848.06.1%
Lower-middle-income countries2011126639759360.0142794457088.06.0%
Lower-middle-income countries2013129016545280.0145459101696.06.0%
Lower-middle-income countries2010125385613312.0141363511296.06.0%
Lower-middle-income countries2012127882018816.0144177528832.06.0%
Lower-middle-income countries18717868207616.08869923840.06.0%
Lower-middle-income countries2009124136251392.0139927011328.06.0%
Lower-middle-income countries2008122885873664.0138474930176.06.0%
Lower-middle-income countries2007121565143040.0136978980864.06.0%
Lower-middle-income countries2006120329379840.0135539523584.05.9%
Lower-middle-income countries2005119180664832.0134229712896.05.9%
Lower-middle-income countries2004118077825024.0132968153088.05.9%
~ national_contributions.temperature_response_co2_land 🟡 median anomaly score 2.9%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_co2_land -temperature_response_co2_land +anomaly score
Lower-middle-income countries19190.0117943091318011280.01455879304558038710%
Lower-middle-income countries19200.0120509294793009760.01486525777727365510%
Lower-middle-income countries19180.0116056594997644420.01430674176663160310%
Lower-middle-income countries19210.0123402774333953860.01519594620913267110%
Lower-middle-income countries19170.01141103170812130.01404465921223163610%
Lower-middle-income countries19160.0112262833863496780.01379561237990856210%
Lower-middle-income countries19220.0126512050628662110.01554273907095193910%
Lower-middle-income countries19150.0110376290977001190.01354293897747993510%
Lower-middle-income countries19230.0129704866558313370.0158924385905265810%
Lower-middle-income countries19140.010846965014934540.01328554004430770910%
Lower-middle-income countries19130.0106544233858585360.01303440518677234610%
Lower-middle-income countries19240.0132996337488293650.01625427417457103710.0%
Lower-middle-income countries19120.010474747046828270.01279038004577159910.0%
Lower-middle-income countries19250.01363887358456850.0166236683726310739.9%
Lower-middle-income countries19110.0102933775633573530.0125451553612947469.9%
Lower-middle-income countries19100.0101161086931824680.0123058538883924489.8%
Lower-middle-income countries19260.0139850731939077380.016994630917906769.7%
Lower-middle-income countries19090.0099399108439683910.0120663410052657139.7%
Lower-middle-income countries19270.0143395960330963130.017372442409396179.6%
Lower-middle-income countries19080.0097732990980148320.011840057559311399.6%
Lower-middle-income countries19070.0096089709550142290.0116110676899552359.4%
Lower-middle-income countries19280.0147020090371370320.0177586991339921959.4%
Lower-middle-income countries19060.0094483708962798120.0113835055381059659.3%
Lower-middle-income countries19290.0150668267160654070.0181419886648654949.3%
Lower-middle-income countries19050.0092774443328380580.0111478567123413099.2%
Lower-middle-income countries19300.0154446763917803760.0185352303087711339.1%
Lower-middle-income countries19040.0091124912723898890.010917810723185549.0%
Lower-middle-income countries19310.0158284157514572140.018945820629596719.0%
Lower-middle-income countries19030.0089441761374473570.0106847472488880168.9%
Lower-middle-income countries19320.016216795891523360.0193606223911046988.8%
Lower-middle-income countries19020.0087798889726400380.0104609839618206028.7%
Lower-middle-income countries19330.0166168585419654850.0197869390249252328.7%
Lower-middle-income countries19010.0086035979911684990.0102260271087288868.6%
Lower-middle-income countries19340.0170171204954385760.0202125795185565958.6%
Lower-middle-income countries19000.0084336493164300920.0099982442334294328.5%
Lower-middle-income countries19350.017424225807189940.0206437669694423688.5%
Lower-middle-income countries18990.0082596689462661740.009770106524229058.4%
Lower-middle-income countries19360.0178336147218942640.0210772491991519938.3%
Lower-middle-income countries18980.0080481627956032750.0095100402832031258.3%
Lower-middle-income countries18970.0078383702784776690.0092499023303389558.3%
Lower-middle-income countries19370.018248857930302620.021518258377909668.2%
Lower-middle-income countries18960.0076251821592450140.008987874723970898.2%
Lower-middle-income countries18950.0074160583317279820.0087315086275339138.1%
Lower-middle-income countries19380.0186702758073806760.0219646543264389048.1%
Lower-middle-income countries18940.0072059147059917450.008472841233015068.1%
Lower-middle-income countries18930.0069952541962265970.008218954317271718.0%
Lower-middle-income countries18920.0067880293354392050.007970427162945278.0%
Lower-middle-income countries19390.0190924126654863360.022410416975617418.0%
Lower-middle-income countries18910.0065765278413891790.0077153295278549198.0%
Lower-middle-income countries18900.0063663008622825150.0074598183855414397.9%
Lower-middle-income countries18890.0061604301445186140.0072145382873713977.9%
Lower-middle-income countries18880.0059788310900330540.0069984490983188157.9%
Lower-middle-income countries18870.0058016534894704820.006787865888327367.8%
Lower-middle-income countries19400.0195552352815866470.0228757727891206747.8%
Lower-middle-income countries18860.0056247487664222720.0065776384435594087.8%
Lower-middle-income countries18850.0054502687416970730.0063709723763167867.8%
Lower-middle-income countries18840.0052758567035198210.0061656199395656597.8%
Lower-middle-income countries18830.0051073394715785980.0059595997445285327.7%
Lower-middle-income countries19410.020047798752784730.0233605448156595237.6%
Lower-middle-income countries18820.004943442996591330.0057596424594521527.6%
Lower-middle-income countries18810.0047807111404836180.0055592120625078687.5%
Lower-middle-income countries18800.0046287439763545990.00537239434197545057.4%
Lower-middle-income countries19420.020552204921841620.0238498859107494357.4%
Lower-middle-income countries18790.0044947830028831960.0052040475420653827.3%
Lower-middle-income countries19430.0210688672959804530.0243490189313888557.2%
Lower-middle-income countries18780.0043765325099229810.0050522461533546457.2%
Lower-middle-income countries19440.0215917583554983140.0248548537492752087.0%
Lower-middle-income countries18770.0042583607137203220.0048999516293406497.0%
Lower-middle-income countries18760.0041401954367756840.0047530671581625946.9%
Lower-middle-income countries19450.0221184045076370240.0253631211817264566.8%
Lower-middle-income countries18750.0040206299163401130.0046042064204812056.8%
Lower-middle-income countries19460.0226526539772748950.025874085724353796.6%
Lower-middle-income countries18740.0039022322744131090.0044537512585520746.6%
Lower-middle-income countries19470.0231920853257179260.0263874493539333346.4%
Lower-middle-income countries18730.0037821920122951270.0043003787286579616.4%
Lower-middle-income countries19480.0237388107925653460.0269053429365158086.3%
Lower-middle-income countries18720.00366208283230662350.0041471747681498536.2%
Lower-middle-income countries20240.062258299440145490.070451572537422186.2%
Lower-middle-income countries20230.061949331313371660.070092797279357916.2%
Lower-middle-income countries20220.0616394616663455960.069731324911117556.2%
Lower-middle-income countries20210.061333812773227690.069372653961181646.2%
Lower-middle-income countries20200.0610391162335872650.069027669727802286.1%
Lower-middle-income countries20190.060691330581903460.068625852465629586.1%
Lower-middle-income countries20180.060337338596582410.068211764097213756.1%
Lower-middle-income countries20170.0599538013339042660.067751601338386546.1%
Lower-middle-income countries20160.0594854094088077550.067212916910648356.1%
Lower-middle-income countries20150.059046208858489990.066694192588329326.1%
Lower-middle-income countries19490.024290608242154120.027428785338997846.1%
Lower-middle-income countries20140.058605857193470.066154457628726966.1%
Lower-middle-income countries20110.05702936649322510.064304277300834666.0%
Lower-middle-income countries20130.058099698275327680.065504238009452826.0%
Lower-middle-income countries20100.056464590132236480.063659876585006716.0%
Lower-middle-income countries20120.057588793337345120.06492710858583456.0%
Lower-middle-income countries18710.00354327028617262840.0039943708106875426.0%
Lower-middle-income countries20090.055901970714330670.06301297992467886.0%
Lower-middle-income countries20080.0553388893604278560.062359068542718896.0%
Lower-middle-income countries20070.054744131863117220.061685401946306236.0%
Lower-middle-income countries20060.054187633097171780.0610371790826320655.9%
Lower-middle-income countries20050.0536703318357467650.06044733151793485.9%
Lower-middle-income countries20040.0531736947596073150.059879217296838765.9%
~ national_contributions.cumulative_emissions_co2_total 🟡 median anomaly score 2.7%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_co2_total -cumulative_emissions_co2_total +anomaly score
Lower-middle-income countries191926900316160.033063311360.010%
Lower-middle-income countries192027508762624.033784264704.010%
Lower-middle-income countries191826434641920.032455231488.010%
Lower-middle-income countries191725958930432.031828174848.010%
Lower-middle-income countries192128192815104.034562441216.010%
Lower-middle-income countries191625507934208.031232743424.010%
Lower-middle-income countries192228924002304.035375730688.010%
Lower-middle-income countries191525049972736.030630873088.010%
Lower-middle-income countries191424588613632.030019647488.09.9%
Lower-middle-income countries192329675462656.036197232640.09.9%
Lower-middle-income countries191324124182528.029423525888.09.9%
Lower-middle-income countries191223688683520.028843841536.09.8%
Lower-middle-income countries192430451927040.037049307136.09.8%
Lower-middle-income countries191123252742144.028265021440.09.7%
Lower-middle-income countries191022830219264.027703592960.09.6%
Lower-middle-income countries192531250905088.037918318592.09.6%
Lower-middle-income countries190922411599872.027143034880.09.5%
Lower-middle-income countries192632067194880.038792011776.09.5%
Lower-middle-income countries190822013571072.026611460096.09.5%
Lower-middle-income countries192732904769536.039684251648.09.3%
Lower-middle-income countries190721620043776.026073444352.09.3%
Lower-middle-income countries190621238059008.025541953536.09.2%
Lower-middle-income countries192833763231744.040599101440.09.2%
Lower-middle-income countries190520835756032.024995129344.09.1%
Lower-middle-income countries192934628743168.041509007360.09.0%
Lower-middle-income countries190420449699840.024463777792.08.9%
Lower-middle-income countries193035523293184.042443038720.08.9%
Lower-middle-income countries190320056313856.023925874688.08.8%
Lower-middle-income countries193136427296768.043411349504.08.7%
Lower-middle-income countries190219673978880.023410944000.08.7%
Lower-middle-income countries193237342973952.044386562048.08.6%
Lower-middle-income countries190119265312768.022871654400.08.6%
Lower-middle-income countries193338283915264.045387276288.08.5%
Lower-middle-income countries190018871971840.022349436928.08.4%
Lower-middle-income countries193439234068480.046392881152.08.4%
Lower-middle-income countries189918471014400.021827739648.08.3%
Lower-middle-income countries189817988892672.021237108736.08.3%
Lower-middle-income countries193540203329536.047414452224.08.2%
Lower-middle-income countries189717511829504.020647643136.08.2%
Lower-middle-income countries189617028295680.020055199744.08.2%
Lower-middle-income countries193641175871488.048443281408.08.1%
Lower-middle-income countries189516554674176.019476371456.08.1%
Lower-middle-income countries189416079381504.018893219840.08.0%
Lower-middle-income countries189315604553728.018322169856.08.0%
Lower-middle-income countries193742173644800.049495183360.08.0%
Lower-middle-income countries189215137447936.017762770944.08.0%
Lower-middle-income countries189114661328896.017189707776.07.9%
Lower-middle-income countries189014188542976.016616460288.07.9%
Lower-middle-income countries193843188183040.050565521408.07.9%
Lower-middle-income countries188913725885440.016066380800.07.9%
Lower-middle-income countries188813317679104.015581657088.07.8%
Lower-middle-income countries188712919941120.015109800960.07.8%
Lower-middle-income countries188612523216896.014639123456.07.8%
Lower-middle-income countries188512132242432.014176701440.07.8%
Lower-middle-income countries188411741724672.013717510144.07.8%
Lower-middle-income countries193944205678592.051635609600.07.8%
Lower-middle-income countries188311364093952.013256602624.07.7%
Lower-middle-income countries188210997037056.012809470976.07.6%
Lower-middle-income countries194045325959168.052756013056.07.6%
Lower-middle-income countries188110632878080.012361600000.07.5%
Lower-middle-income countries188010293015552.011944349696.07.4%
Lower-middle-income countries194146515716096.053919789056.07.4%
Lower-middle-income countries18799993122816.011568104448.07.3%
Lower-middle-income countries194247720337408.055082754048.07.2%
Lower-middle-income countries18789728398336.011228879872.07.2%
Lower-middle-income countries18779463780352.010888491008.07.0%
Lower-middle-income countries194348944402432.056260300800.07.0%
Lower-middle-income countries18769201051648.010561990656.06.9%
Lower-middle-income countries18758935219200.010231106560.06.8%
Lower-middle-income countries194450192617472.057456914432.06.7%
Lower-middle-income countries18748672047104.09896748032.06.6%
Lower-middle-income countries194551455070208.058663399424.06.5%
Lower-middle-income countries18738405260288.09555944448.06.4%
Lower-middle-income countries194652738105344.059877588992.06.3%
Lower-middle-income countries18728138353152.09215548416.06.2%
Lower-middle-income countries194754039093248.061101064192.06.1%
Lower-middle-income countries18717874317824.08876032000.06.0%
Lower-middle-income countries194855365103616.062338674688.05.9%
Lower-middle-income countries18707619161088.08551389696.05.8%
Lower-middle-income countries194956713334784.063596564480.05.7%
Lower-middle-income countries195058242908160.065090248704.05.6%
Lower-middle-income countries18697360886784.08224699904.05.5%
Lower-middle-income countries195159876810752.066701905920.05.4%
Lower-middle-income countries18687105463296.07914135552.05.4%
Lower-middle-income countries195261593907200.068419653632.05.3%
Lower-middle-income countries18676849809920.07599541760.05.2%
Lower-middle-income countries195363376424960.070239911936.05.1%
Lower-middle-income countries195465224212480.072141586432.05.0%
Lower-middle-income countries195567160580096.074139615232.04.9%
Lower-middle-income countries18666585535488.07269027840.04.9%
Lower-middle-income countries195669157584896.076208881664.04.9%
Lower-middle-income countries195771228506112.078371741696.04.8%
Lower-middle-income countries18656314679296.06943272960.04.7%
Lower-middle-income countries195873346408448.080593977344.04.7%
Lower-middle-income countries1980107969110016.0118587170816.04.7%
Lower-middle-income countries1979106397745152.0116858191872.04.7%
Lower-middle-income countries1981109632151552.0120374042624.04.7%
Lower-middle-income countries1978104876187648.0115130425344.04.7%
Lower-middle-income countries1982111187648512.0122045177856.04.7%
Lower-middle-income countries195975624775680.082999943168.04.6%
~ national_contributions.temperature_response_co2_total 🟡 median anomaly score 2.7%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_co2_total -temperature_response_co2_total +anomaly score
Lower-middle-income countries19190.0121139520779252050.01488931849598884610%
Lower-middle-income countries19200.0123879527673125270.01521398406475782410%
Lower-middle-income countries19180.0119042471051216130.0146154845133423810%
Lower-middle-income countries19170.0116900205612182620.01433310285210609410%
Lower-middle-income countries19210.012696000747382640.01556441932916641210%
Lower-middle-income countries19160.0114869251847267150.01406496390700340310%
Lower-middle-income countries19220.0130252735689282420.015930663794279110%
Lower-middle-income countries19150.0112806921824812890.01379392482340335810%
Lower-middle-income countries19140.011072929017245770.0135186733677983289.9%
Lower-middle-income countries19230.0133636770769953730.0163006093353033079.9%
Lower-middle-income countries19130.0108637828379869460.0132502233609557159.9%
Lower-middle-income countries19120.0106676658615469930.0129891755059361469.8%
Lower-middle-income countries19240.013713341206312180.016684321686625489.8%
Lower-middle-income countries19110.0104713495820760730.0127285169437527669.7%
Lower-middle-income countries19100.0102810757234692570.0124756898730993279.6%
Lower-middle-income countries19250.0140731418505311010.0170756615698337559.6%
Lower-middle-income countries19090.0100925602018833160.0122232548892498029.5%
Lower-middle-income countries19260.0144407404586672780.017469109967350969.5%
Lower-middle-income countries19080.0099133169278502460.0119838723912835129.5%
Lower-middle-income countries19270.0148179223760962490.0178709104657173169.3%
Lower-middle-income countries19070.009736100211739540.0117415888234972959.3%
Lower-middle-income countries19060.0095640821382403370.0115022445097565659.2%
Lower-middle-income countries19280.015204511582851410.0182828921824693689.2%
Lower-middle-income countries19050.0093829147517681120.0112559944391250619.1%
Lower-middle-income countries19290.0155942756682634350.018692649900913249.0%
Lower-middle-income countries19040.0092090619727969170.011016712523996838.9%
Lower-middle-income countries19300.015997117385268210.0191132687032222758.9%
Lower-middle-income countries19030.0090319104492664340.0107744801789522178.8%
Lower-middle-income countries19310.016404213383793830.0195493251085281378.7%
Lower-middle-income countries19020.0088597340509295460.0105425920337438588.7%
Lower-middle-income countries19320.016816567629575730.0199884884059429178.6%
Lower-middle-income countries19010.0086757000535726550.0102997357025742538.6%
Lower-middle-income countries19330.017240298911929130.0204391386359930048.5%
Lower-middle-income countries19000.0084985680878162380.010064565576612958.4%
Lower-middle-income countries19340.017668180167675020.0208919905126094828.4%
Lower-middle-income countries18990.0083180060610175130.0098296320065855988.3%
Lower-middle-income countries18980.0081008933484554290.0095636546611785898.3%
Lower-middle-income countries19350.0181046649813652040.021352034062147148.2%
Lower-middle-income countries18970.0078860586509108540.0092982025817036638.2%
Lower-middle-income countries18960.0076683103106915950.0090314084663987168.2%
Lower-middle-income countries19360.018542628735303880.02181534282863148.1%
Lower-middle-income countries18950.00745502533391118050.0087707461789250378.1%
Lower-middle-income countries18940.0072409878484904770.0085081364959478388.0%
Lower-middle-income countries18930.0070271594449877740.0082509769126772888.0%
Lower-middle-income countries19370.0189919527620077130.022289043292403228.0%
Lower-middle-income countries18920.006816809531301260.0079990644007921228.0%
Lower-middle-income countries18910.0066023999825119970.0077409981749951847.9%
Lower-middle-income countries18900.0063894912600517270.00748284952715039257.9%
Lower-middle-income countries19380.019448826089501380.0227710455656051647.9%
Lower-middle-income countries18890.0061811436899006370.0072351330891251567.9%
Lower-middle-income countries18880.0059973173774778840.0070168492384254937.8%
Lower-middle-income countries18870.0058182049542665480.0068043586798012267.8%
Lower-middle-income countries18860.0056395488791167740.00659239990636706357.8%
Lower-middle-income countries18850.0054634828120470050.0063841589726507667.8%
Lower-middle-income countries18840.0052876216359436510.0061773718334734447.8%
Lower-middle-income countries19390.0199070330709218980.0232529360800981527.8%
Lower-middle-income countries18830.0051175639964640140.0059698130935430537.7%
Lower-middle-income countries18820.0049522682093083860.00576845696195960047.6%
Lower-middle-income countries19400.0204115267843008040.0237574838101863867.6%
Lower-middle-income countries18810.0047882772050797940.0055667688138782987.5%
Lower-middle-income countries18800.0046352278441190720.0053788693621754657.4%
Lower-middle-income countries19410.0209473054856061940.0242815632373094567.4%
Lower-middle-income countries18790.0045001781545579430.005209435708820827.3%
Lower-middle-income countries19420.0214897803962230680.0248052813112735757.2%
Lower-middle-income countries18780.0043809656053781510.0050566736608743677.2%
Lower-middle-income countries18770.0042618010193109510.0049033872783184057.0%
Lower-middle-income countries19430.0220410116016864780.0253355614840984347.0%
Lower-middle-income countries18760.00414348673075437550.0047563551925122746.9%
Lower-middle-income countries18750.00402377545833587650.0046073487028479586.8%
Lower-middle-income countries19440.0226031150668859480.025874428451061256.7%
Lower-middle-income countries18740.00390526140108704570.0044567780569195756.6%
Lower-middle-income countries19450.023171631619334220.0264177434146404276.5%
Lower-middle-income countries18730.0037851200904697180.0043033049441874036.4%
Lower-middle-income countries19460.0237494204193353650.0269645266234874736.3%
Lower-middle-income countries18720.00366492429748177530.004150015302002436.2%
Lower-middle-income countries19470.0243352912366390230.0275154914706945426.1%
Lower-middle-income countries18710.003546021878719330.0039971214719116696.0%
Lower-middle-income countries19480.024932429194450380.0280728209763765345.9%
Lower-middle-income countries18700.00343111786060035230.00385092594660818585.8%
Lower-middle-income countries19490.0255395751446485520.0286392811685800555.7%
Lower-middle-income countries19500.026228383183479310.0293119307607412345.6%
Lower-middle-income countries18690.0033148098737001420.0037038086447864775.5%
Lower-middle-income countries19510.0269641745835542680.030037702992558485.4%
Lower-middle-income countries18680.00319978548213839530.00356395286507904535.4%
Lower-middle-income countries19520.027737429365515710.03081125207245355.3%
Lower-middle-income countries18670.003084657946601510.00342228286899626265.2%
Lower-middle-income countries19530.0285401474684476850.031630963087081915.1%
Lower-middle-income countries19540.0293722562491893770.032487343996763235.0%
Lower-middle-income countries19550.0302442554384470.033387105911970144.9%
Lower-middle-income countries18660.00296564796008169650.0032734433189034464.9%
Lower-middle-income countries19560.0311435628682374950.03431895375251774.9%
Lower-middle-income countries19570.03207615390419960.035292953252792364.8%
Lower-middle-income countries18650.00284367380663752560.003126746742054824.7%
Lower-middle-income countries19580.033029902726411820.036293685436248784.7%
Lower-middle-income countries19800.048621460795402530.053403068333864214.7%
Lower-middle-income countries19790.047913834452629090.052624460309743884.7%
Lower-middle-income countries19810.049370374530553820.054207742214202884.7%
Lower-middle-income countries19780.047228634357452390.0518463999032974244.7%
Lower-middle-income countries19820.0500708594918251040.0549603030085563664.7%
Lower-middle-income countries19590.03405591472983360.037377160042524344.6%
~ national_contributions.annual_emissions_ch4_land_co2eq 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_land_co2eq -annual_emissions_ch4_land_co2eq +anomaly score
Lower-middle-income countries1962624388736.0684653184.04.6%
Lower-middle-income countries1960621990784.0681833920.04.6%
Lower-middle-income countries1961617114432.0676475072.04.6%
Lower-middle-income countries1964643430272.0704882880.04.6%
Lower-middle-income countries1959603971968.0661438720.04.5%
Lower-middle-income countries1958586681920.0641852352.04.5%
Lower-middle-income countries1974701004864.0766466752.04.5%
Lower-middle-income countries1973703064832.0768649088.04.5%
Lower-middle-income countries1957570096256.0623054848.04.4%
Lower-middle-income countries1965645260608.0704956288.04.4%
Lower-middle-income countries1956554189120.0605025216.04.4%
Lower-middle-income countries1963631112384.0688918528.04.4%
Lower-middle-income countries1955538937408.0587745280.04.3%
Lower-middle-income countries1967667115648.0727523648.04.3%
Lower-middle-income countries1968678402624.0739806272.04.3%
Lower-middle-income countries1966654148288.0712882176.04.3%
Lower-middle-income countries1954524322080.0571200768.04.3%
Lower-middle-income countries1953510328320.0555381632.04.2%
Lower-middle-income countries1971690833472.0751698496.04.2%
Lower-middle-income countries1972693383168.0754264896.04.2%
Lower-middle-income countries1969687289472.0747413888.04.2%
Lower-middle-income countries1952496945472.0540282112.04.2%
Lower-middle-income countries1951484166432.0525899872.04.1%
Lower-middle-income countries1950471987104.0512235840.04.1%
Lower-middle-income countries1976721903104.0783367744.04.1%
Lower-middle-income countries1975721632512.0783036736.04.1%
Lower-middle-income countries1949463788960.0503102880.04.1%
Lower-middle-income countries1977741991488.0804563328.04.0%
Lower-middle-income countries1948455660288.0494050208.04.0%
Lower-middle-income countries1947447601152.0485077856.04.0%
Lower-middle-income countries1970710304960.0769416064.04.0%
Lower-middle-income countries1946439611424.0476185792.04.0%
Lower-middle-income countries1945431691168.0467374016.04.0%
Lower-middle-income countries1944423840416.0458642560.03.9%
Lower-middle-income countries1978758295488.0820367104.03.9%
Lower-middle-income countries1943416059104.0449991392.03.9%
Lower-middle-income countries1942408347296.0441420544.03.9%
Lower-middle-income countries1941400704928.0432929984.03.9%
Lower-middle-income countries1940393132064.0424519712.03.8%
Lower-middle-income countries1979775548864.0837348736.03.8%
Lower-middle-income countries1939385034368.0415572640.03.8%
Lower-middle-income countries1938377015552.0406714944.03.8%
Lower-middle-income countries1981778643072.0839716224.03.8%
Lower-middle-income countries1980776082176.0836941120.03.8%
Lower-middle-income countries1937369075520.0397946592.03.8%
Lower-middle-income countries1999972242816.01048249024.03.8%
Lower-middle-income countries2000975034176.01050979328.03.7%
Lower-middle-income countries1996934192000.01006925056.03.7%
Lower-middle-income countries1936361214368.0389267648.03.7%
Lower-middle-income countries1935353432032.0380678048.03.7%
Lower-middle-income countries1997941029824.01013380736.03.7%
Lower-middle-income countries1934348808288.0375617920.03.7%
Lower-middle-income countries1933344184544.0370557792.03.7%
Lower-middle-income countries1932339560768.0365497664.03.7%
Lower-middle-income countries2002981446592.01056393152.03.7%
Lower-middle-income countries1931334937024.0360437536.03.7%
Lower-middle-income countries2001978446656.01052919872.03.7%
Lower-middle-income countries1930330313280.0355377408.03.7%
Lower-middle-income countries1985813783424.0875522688.03.7%
Lower-middle-income countries1929326963584.0351736032.03.6%
Lower-middle-income countries1928323613856.0348094656.03.6%
Lower-middle-income countries1927320264160.0344453280.03.6%
Lower-middle-income countries1926316914432.0340811904.03.6%
Lower-middle-income countries20101115525632.01199571712.03.6%
Lower-middle-income countries1925313564736.0337170528.03.6%
Lower-middle-income countries1984802961088.0863369792.03.6%
Lower-middle-income countries1924310215008.0333529152.03.6%
Lower-middle-income countries20041015798528.01092087168.03.6%
Lower-middle-income countries1995928484992.0998207936.03.6%
Lower-middle-income countries1923306865312.0329887808.03.6%
Lower-middle-income countries1922303515616.0326246432.03.6%
Upper-middle-income countries1960865649408.0805338048.03.6%
Lower-middle-income countries1982790338112.0849464448.03.6%
Lower-middle-income countries1921300165888.0322605056.03.6%
Lower-middle-income countries1920296816192.0318963680.03.6%
Lower-middle-income countries20031005304512.01080221952.03.6%
Lower-middle-income countries20111138400640.01223212800.03.6%
Lower-middle-income countries1919295364096.0317360960.03.6%
Lower-middle-income countries1918293912032.0315758272.03.6%
Lower-middle-income countries1917292459968.0314155552.03.6%
Lower-middle-income countries1986829429184.0890880000.03.6%
Lower-middle-income countries1916291007872.0312552864.03.6%
Lower-middle-income countries1915289555808.0310950144.03.6%
Lower-middle-income countries1914288103744.0309347456.03.6%
Upper-middle-income countries1959844291840.0786371904.03.6%
Lower-middle-income countries1913286651648.0307744736.03.5%
Lower-middle-income countries1912285199584.0306142016.03.5%
Lower-middle-income countries1994917969728.0985257344.03.5%
Lower-middle-income countries1911283747520.0304539328.03.5%
Upper-middle-income countries1961877040640.0817228096.03.5%
Lower-middle-income countries1910282295424.0302936608.03.5%
Lower-middle-income countries20091103380352.01183969664.03.5%
Lower-middle-income countries20061063432384.01141043200.03.5%
Lower-middle-income countries1983807924736.0866851840.03.5%
Upper-middle-income countries1962895821312.0835087680.03.5%
Lower-middle-income countries1989864728896.0927348288.03.5%
Lower-middle-income countries20081109232256.01189544704.03.5%
Upper-middle-income countries1958823668160.0768060288.03.5%
Lower-middle-income countries20051047263808.01122861312.03.5%
Lower-middle-income countries1909282672576.0303040864.03.5%
~ national_contributions.annual_emissions_ch4_land 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_land -annual_emissions_ch4_land +anomaly score
Lower-middle-income countries196222955468.025171074.04.6%
Lower-middle-income countries196022867308.025067424.04.6%
Lower-middle-income countries196122688030.024870408.04.6%
Lower-middle-income countries196423655524.025914812.04.6%
Lower-middle-income countries195922204852.024317600.04.5%
Lower-middle-income countries195821569190.023597512.04.5%
Lower-middle-income countries197425772238.028178924.04.5%
Lower-middle-income countries197325847972.028259158.04.5%
Lower-middle-income countries195720959422.022906428.04.4%
Lower-middle-income countries196523722816.025917512.04.4%
Lower-middle-income countries195620374600.022243574.04.4%
Lower-middle-income countries196323202660.025327888.04.4%
Lower-middle-income countries195519813876.021608282.04.3%
Lower-middle-income countries196724526310.026747192.04.3%
Lower-middle-income countries196824941274.027198762.04.3%
Lower-middle-income countries196624049570.026208904.04.3%
Lower-middle-income countries195419276548.021000028.04.3%
Lower-middle-income countries195318762070.020418444.04.2%
Lower-middle-income countries197125398288.027635974.04.2%
Lower-middle-income countries197225492028.027730328.04.2%
Lower-middle-income countries196925267996.027478452.04.2%
Lower-middle-income countries195218270054.019863312.04.2%
Lower-middle-income countries195117800236.019334554.04.1%
Lower-middle-income countries195017352466.018832200.04.1%
Lower-middle-income countries197626540554.028800284.04.1%
Lower-middle-income countries197526530608.028788116.04.1%
Lower-middle-income countries194917051064.018496428.04.1%
Lower-middle-income countries197727279098.029579534.04.0%
Lower-middle-income countries194816752217.018163610.04.0%
Lower-middle-income countries194716455924.017833744.04.0%
Lower-middle-income countries197026114154.028287356.04.0%
Lower-middle-income countries194616162185.017506830.04.0%
Lower-middle-income countries194515870999.017182868.04.0%
Lower-middle-income countries194415582368.016861858.03.9%
Lower-middle-income countries197827878510.030160554.03.9%
Lower-middle-income countries194315296291.016543801.03.9%
Lower-middle-income countries194215012769.016228697.03.9%
Lower-middle-income countries194114731799.015916543.03.9%
Lower-middle-income countries194014453384.015607342.03.8%
Lower-middle-income countries197928512824.030784880.03.8%
Lower-middle-income countries193914155675.015278406.03.8%
Lower-middle-income countries193813860865.014952755.03.8%
Lower-middle-income countries198128626584.030871920.03.8%
Lower-middle-income countries198028532434.030769894.03.8%
Lower-middle-income countries193713568953.014630389.03.8%
Lower-middle-income countries199935744224.038538568.03.8%
Lower-middle-income countries200035846844.038638944.03.7%
Lower-middle-income countries199634345296.037019304.03.7%
Lower-middle-income countries193613279940.014311310.03.7%
Lower-middle-income countries193512993825.013995516.03.7%
Lower-middle-income countries199734596684.037256644.03.7%
Lower-middle-income countries193412823834.013809482.03.7%
Lower-middle-income countries193312653843.013623448.03.7%
Lower-middle-income countries193212483852.013437414.03.7%
Lower-middle-income countries200236082596.038837984.03.7%
Lower-middle-income countries193112313861.013251380.03.7%
Lower-middle-income countries200135972304.038710288.03.7%
Lower-middle-income countries193012143871.013065346.03.7%
Lower-middle-income countries198529918508.032188336.03.7%
Lower-middle-income countries192912020720.012931472.03.6%
Lower-middle-income countries192811897568.012797598.03.6%
Lower-middle-income countries192711774417.012663724.03.6%
Lower-middle-income countries192611651266.012529850.03.6%
Lower-middle-income countries201041011972.044101900.03.6%
Lower-middle-income countries192511528115.012395976.03.6%
Lower-middle-income countries198429520628.031741536.03.6%
Lower-middle-income countries192411404964.012262102.03.6%
Lower-middle-income countries200437345536.040150260.03.6%
Lower-middle-income countries199534135476.036698820.03.6%
Lower-middle-income countries192311281813.012128228.03.6%
Lower-middle-income countries192211158662.011994354.03.6%
Upper-middle-income countries196031825346.029608016.03.6%
Lower-middle-income countries198229056548.031230310.03.6%
Lower-middle-income countries192111035510.011860480.03.6%
Lower-middle-income countries192010912360.011726606.03.6%
Lower-middle-income countries200336959724.039714044.03.6%
Lower-middle-income countries201141852964.044971060.03.6%
Lower-middle-income countries191910858974.011667683.03.6%
Lower-middle-income countries191810805590.011608760.03.6%
Lower-middle-income countries191710752204.011549836.03.6%
Lower-middle-income countries198630493720.032752942.03.6%
Lower-middle-income countries191610698819.011490914.03.6%
Lower-middle-income countries191510645434.011431991.03.6%
Lower-middle-income countries191410592049.011373068.03.6%
Upper-middle-income countries195931040140.028910732.03.6%
Lower-middle-income countries191310538664.011314144.03.5%
Lower-middle-income countries191210485279.011255221.03.5%
Lower-middle-income countries199433748884.036222696.03.5%
Lower-middle-income countries191110431894.011196298.03.5%
Upper-middle-income countries196132244142.030045152.03.5%
Lower-middle-income countries191010378508.011137375.03.5%
Lower-middle-income countries200940565452.043528300.03.5%
Lower-middle-income countries200639096780.041950116.03.5%
Lower-middle-income countries198329703116.031869554.03.5%
Upper-middle-income countries196232934606.030701754.03.5%
Lower-middle-income countries198931791504.034093688.03.5%
Lower-middle-income countries200840780600.043733264.03.5%
Upper-middle-income countries195830281918.028237510.03.5%
Lower-middle-income countries200538502348.041281668.03.5%
Lower-middle-income countries190910392374.011141208.03.5%
~ national_contributions.annual_emissions_co2_land 🟡 median anomaly score 2.5%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_co2_land -annual_emissions_co2_land +anomaly score
Lower-middle-income countries1907356630400.0505325792.017%
Lower-middle-income countries1905366294688.0510842272.016%
Lower-middle-income countries1908364908672.0508496896.016%
Lower-middle-income countries1904373762912.0517543072.016%
Lower-middle-income countries1906379560000.0523282496.016%
Lower-middle-income countries1903364816608.0496888992.015%
Lower-middle-income countries1975891624512.01213080448.015%
Lower-middle-income countries1910391266272.0531863392.015%
Lower-middle-income countries1909369978336.0502486336.015%
Lower-middle-income countries1913398988448.0541883712.015%
Lower-middle-income countries1976898097024.01218362112.015%
Lower-middle-income countries1912402751456.0544545984.015%
Lower-middle-income countries1915423390304.0571583680.015%
Lower-middle-income countries1911393643744.0531395232.015%
Lower-middle-income countries1917410252928.0553035648.015%
Lower-middle-income countries1918432192544.0581980992.015%
Lower-middle-income countries1901377389920.0505816224.015%
Lower-middle-income countries1916418926080.0561086784.015%
Lower-middle-income countries1919418916224.0559707136.014%
Lower-middle-income countries1902391471936.0521746880.014%
Lower-middle-income countries1900386341824.0506604640.013%
Lower-middle-income countries1914427559552.0557671168.013%
Lower-middle-income countries1878262412768.0338186048.013%
Lower-middle-income countries1872263835936.0339317536.013%
Lower-middle-income countries20141123977472.01443884288.012%
Lower-middle-income countries1879262587856.0337090368.012%
Lower-middle-income countries1874266561744.0340580192.012%
Lower-middle-income countries1873266715392.0340205440.012%
Lower-middle-income countries1979814604864.01036834112.012%
Lower-middle-income countries1871254967088.0324453920.012%
Lower-middle-income countries1875262914640.0334101472.012%
Lower-middle-income countries1870258135744.0326552192.012%
Lower-middle-income countries1880297475168.0373832032.011%
Lower-middle-income countries1867264161248.0330400768.011%
Lower-middle-income countries1876265507536.0330561440.011%
Lower-middle-income countries1877262398864.0326172768.011%
Lower-middle-income countries1978908560064.01128644992.011%
Lower-middle-income countries1898465867360.0577663680.011%
Lower-middle-income countries1974975744384.01207678336.011%
Lower-middle-income countries1882361363872.0445077024.010%
Lower-middle-income countries1895466645984.0574397632.010%
Lower-middle-income countries1868255555280.0314495584.010%
Lower-middle-income countries1899469672032.0577503872.010%
Lower-middle-income countries1881337458368.0414848896.010%
Lower-middle-income countries1897473405792.0581860096.010%
Lower-middle-income countries1980820321600.01007709632.010%
Lower-middle-income countries1896464381824.0569289152.010%
Lower-middle-income countries2015977848512.01198541568.010%
Lower-middle-income countries1884374210272.0457490048.010%
Lower-middle-income countries1883363949312.0444025888.09.9%
Lower-middle-income countries19771050432768.01278322304.09.8%
Lower-middle-income countries1869255295136.0310436192.09.7%
Lower-middle-income countries1891466831680.0567389824.09.7%
Lower-middle-income countries1863291206112.0353288032.09.6%
Lower-middle-income countries1892469660608.0566470848.09.3%
Lower-middle-income countries1894467794016.0563782848.09.3%
Lower-middle-income countries1866270118336.0325017216.09.2%
Lower-middle-income countries1864282462048.0339688992.09.2%
Lower-middle-income countries2018851691008.01021844032.09.1%
Lower-middle-income countries1893460165312.0551881024.09.1%
Lower-middle-income countries20001129542016.01349579904.08.9%
Lower-middle-income countries1920569852032.0680537472.08.9%
Lower-middle-income countries1982751775104.0897629312.08.8%
Lower-middle-income countries1973972141184.01160645248.08.8%
Lower-middle-income countries1865275355712.0328081984.08.7%
Lower-middle-income countries1890457158304.0544670464.08.7%
Lower-middle-income countries1889403259392.0479849248.08.7%
Lower-middle-income countries1888393442240.0467621856.08.6%
Lower-middle-income countries1887392835520.0466832992.08.6%
Lower-middle-income countries1886387450656.0458923968.08.4%
Lower-middle-income countries2016975291328.01151879296.08.3%
Lower-middle-income countries19631136878464.01341945728.08.3%
Lower-middle-income countries1885387301152.0456006432.08.1%
Lower-middle-income countries1981883205440.01037555904.08.0%
Lower-middle-income countries2022678721344.0796479936.08.0%
Lower-middle-income countries2021654407744.0766061056.07.9%
Lower-middle-income countries2019786072576.0919514624.07.8%
Lower-middle-income countries1991885765824.01033796352.07.7%
Lower-middle-income countries2023688099456.0802684928.07.7%
Lower-middle-income countries19961125813632.01312532480.07.7%
Lower-middle-income countries20071235764608.01439453184.07.6%
Lower-middle-income countries19661000739264.01163466880.07.5%
Lower-middle-income countries20091250377472.01452081920.07.5%
Lower-middle-income countries2024686099520.0796694848.07.5%
Lower-middle-income countries1862305266944.0354332224.07.4%
Lower-middle-income countries2020772296512.0892289344.07.2%
Lower-middle-income countries20041138523904.01313508736.07.1%
Lower-middle-income countries19951158447360.01334643712.07.1%
Lower-middle-income countries20171040110720.01196213760.07.0%
Lower-middle-income countries20101249363840.01436500352.07.0%
Lower-middle-income countries1861333479776.0383054816.06.9%
Lower-middle-income countries19721018451840.01169445632.06.9%
Lower-middle-income countries19991154505344.01323617408.06.8%
Lower-middle-income countries20031234635008.01412870656.06.7%
Lower-middle-income countries20051102837632.01261560192.06.7%
Lower-middle-income countries19641084812800.01240878080.06.7%
Lower-middle-income countries1921642529280.0734328704.06.7%
Lower-middle-income countries19711014925504.01158709120.06.6%
Lower-middle-income countries20111254144000.01430956288.06.6%
Lower-middle-income countries20061148720384.01309814272.06.6%
~ national_contributions.annual_emissions_ghg_fossil_co2eq_per_capita 🟡 median anomaly score 2.5%changed data
~ Changed values: 21,181 / 41,475 (51.07%) (20,335 revised, 746 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearannual_emissions_ghg_fossil_co2eq_per_capita -annual_emissions_ghg_fossil_co2eq_per_capita +anomaly score
Turks and Caicos Islands19101.921537995338440.115432731807231989%
Turks and Caicos Islands19001.54868876934051510.0954079404473304788%
Turks and Caicos Islands18701.48537778854370120.0929371342062950188%
Turks and Caicos Islands18801.51791846752166750.0973496660590171888%
Turks and Caicos Islands18901.5306128263473510.1012723892927169888%
Turks and Caicos Islands18601.47788798809051510.0979668945074081488%
Turks and Caicos Islands19202.1027383804321290.157156050205230786%
Turks and Caicos Islands18501.45739424228668210.1229265406727790884%
Turks and Caicos Islands19302.2565045356750490.2218185663223266682%
Turks and Caicos Islands19402.34522795677185060.261882960796356280%
Jordan18500.258250087499618531.32617795467376767%
Jordan18510.25938192009925841.317950844764709567%
Jordan18520.26137557625770571.309665679931640667%
Jordan18530.26425310969352721.301321744918823266%
Jordan18540.267127215862274171.292852401733398466%
Jordan18550.2699890136718751.28421473503112865%
Jordan18560.272827506065368651.275367736816406265%
Jordan18570.275630235671997071.266271471977233964%
Jordan18580.278386354446411131.25688743591308664%
Jordan18590.281083494424819951.24715840816497863%
Jordan18600.28371000289916991.236675143241882363%
Jordan18610.286275565624237061.22384405136108462%
Jordan18620.28885027766227721.211068153381347761%
Bhutan18500.57702475786209112.404190301895141661%
Bhutan18510.58467793464660642.41541433334350661%
Jordan18630.29144024848937991.198367476463317961%
Bhutan18520.59238725900650022.426514625549316461%
Bhutan18530.60015243291854862.4374601840972960%
Jordan18640.294047415256500241.18577933311462460%
Bhutan18540.60797339677810672.448280334472656260%
Bhutan18550.61585175991058352.458973884582519560%
Bhutan18560.62378531694412232.46951007843017660%
Jordan18650.29667708277702331.17330324649810860%
Bhutan18570.63177406787872312.479918479919433659%
Bhutan18580.63981962203979492.490198135375976659%
Jordan18660.29933363199234011.160973906517028859%
Bhutan18590.6479197740554812.500318288803100659%
Bhutan18600.65607428550720212.51030802726745659%
Jordan18670.302022874355316161.14877319335937558%
Bhutan18610.66631650924682622.52787399291992258%
Bhutan18620.67663794755935672.545235157012939558%
Jordan18680.30474835634231571.136734724044799858%
Bhutan18630.68703705072402952.562423229217529358%
Bhutan18640.69751441478729252.579440593719482457%
Bhutan18650.70807296037673952.59625935554504457%
Jordan18690.306905001401901251.124889969825744657%
Bhutan18660.71871334314346312.612911462783813557%
Jordan18700.30847743153572081.113220691680908257%
Bhutan18670.72943389415740972.62939906120300357%
Bhutan18680.74023759365081792.645694017410278356%
Brunei18500.88040512800216670.2469829767942428656%
Jordan18710.314028471708297731.118018984794616756%
Bhutan18690.7511251568794252.661798238754272556%
Jordan18720.31997048854827881.126116871833801356%
Bhutan18700.76209473609924322.6777741909027156%
Brunei18510.87158113718032840.2497370541095733655%
Jordan18730.326044082641601561.136600494384765655%
Bhutan18710.77401524782180792.696579217910766655%
Bhutan18720.78607398271560672.715328693389892655%
Jordan18740.33264470100402831.148575067520141655%
Bhutan18730.7982618212699892.734017610549926855%
Jordan18750.33953475952148441.161195278167724655%
Brunei18520.86284637451171880.2524688541889190755%
Bhutan18740.81056618690490722.752609014511108455%
Jordan18760.34648540616035461.173665761947631854%
Bhutan18750.82298231124877932.77106618881225654%
Jordan18770.353262841701507571.185207009315490754%
Brunei18530.85377204418182370.255163997411727954%
Bhutan18760.83549481630325322.78929257392883354%
Jordan18780.359633803367614751.19393122196197554%
Bhutan18770.84809607267379762.807345867156982454%
Jordan18790.36536824703216551.200115323066711453%
Bhutan18780.86077541112899782.82512974739074753%
Brunei18540.84471899271011350.2578082382678985653%
Bhutan18790.87352228164672852.842610597610473653%
Jordan18800.37023678421974181.20200991630554253%
Bhutan18800.88632553815841672.859817504882812553%
Jordan18810.37052887678146361.189193725585937552%
Brunei18550.83528846502304080.2603872418403625552%
Bhutan18810.90017396211624152.87982225418090852%
Jordan18820.37070277333259581.176277637481689552%
Bhutan18820.91412293910980222.899614334106445352%
Bhutan18830.92817419767379762.91919875144958552%
Brunei18560.82582229375839230.2628867626190185552%
Jordan18830.3707832694053651.162122964859008852%
Bhutan18840.94232934713363652.93854975700378451%
Jordan18840.370796442031860351.149316191673278851%
Bhutan18850.95659011602401732.957703828811645551%
Brunei18570.8159495592117310.265292406082153351%
Bhutan18860.97096180915832522.976666927337646551%
Jordan18850.370763987302780151.135461568832397551%
Bhutan18870.98543930053710942.9953799247741750%
Jordan18860.37071198225021361.12074184417724650%
Bhutan18881.00003135204315193.01394462585449250%
Brunei18580.80583190917968750.267589926719665550%
Bhutan18891.0147365331649783.032269477844238350%
Jordan18870.370666354894638061.107513308525085450%
Bhutan18901.0300420522689823.051895141601562550%
Jordan18880.370650202035903931.094675540924072349%
Brunei18590.79545396566390990.269764959812164349%
~ national_contributions.annual_emissions_ghg_total_co2eq_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,381 / 41,475 (51.55%) (20,535 revised, 746 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearannual_emissions_ghg_total_co2eq_per_capita -annual_emissions_ghg_total_co2eq_per_capita +anomaly score
Turks and Caicos Islands19101.921537995338440.115432731807231989%
Turks and Caicos Islands19001.54868876934051510.0954079404473304788%
Turks and Caicos Islands18701.48537778854370120.0929371342062950188%
Turks and Caicos Islands18801.51791846752166750.0973496660590171888%
Turks and Caicos Islands18901.5306128263473510.1012723892927169888%
Turks and Caicos Islands18601.47788798809051510.0979668945074081488%
Turks and Caicos Islands19202.1027383804321290.157156050205230786%
Turks and Caicos Islands18501.45739424228668210.1229265406727790884%
Turks and Caicos Islands19302.2565045356750490.2218185663223266682%
Turks and Caicos Islands19402.34522795677185060.261882960796356280%
Jordan18500.42644178867340092.189883947372436567%
Jordan18510.42787176370620732.174068212509155367%
Jordan18520.43107774853706362.159986495971679767%
Jordan18530.43575710058212282.145898103713989366%
Jordan18540.440437048673629762.131644010543823266%
Jordan18550.44513598084449772.11730909347534265%
Jordan18560.44965496659278872.10197067260742265%
Jordan18570.454046487808227542.08593249320983964%
Jordan18580.458324491977691652.069290637969970764%
Jordan18590.462369233369827272.051517248153686563%
Jordan18600.46168354153633122.01245117187563%
Jordan18610.462785154581069951.97843229770660462%
Jordan18620.464964985847473141.94946742057800361%
Bhutan18503.67739915847778315.32199001312255961%
Bhutan18514.51999759674072318.6729602813720761%
Jordan18630.46808397769927981.924705266952514661%
Bhutan18521.64323532581329356.73095941543579161%
Bhutan18532.86484265327453611.63527679443359460%
Jordan18640.471249163150787351.900365471839904860%
Bhutan18544.69897317886352518.92254447937011760%
Bhutan18553.24091529846191412.9403314590454160%
Bhutan18561.6846642494201666.66943454742431660%
Jordan18650.474567830562591551.876828432083129960%
Bhutan18574.69039344787597718.41131973266601659%
Bhutan18583.83702683448791514.93382835388183659%
Jordan18660.478007793426513671.853966593742370659%
Bhutan18591.9943298101425177.69610548019409259%
Bhutan18605.27459859848022520.18196105957031259%
Jordan18670.48148992657661441.831393361091613858%
Bhutan18613.44208717346191413.05860233306884858%
Bhutan18621.67412698268890386.297380924224853558%
Jordan18680.485024422407150271.80917835235595758%
Bhutan18635.465049266815185520.38284492492675858%
Bhutan18644.20989418029785215.56838417053222757%
Bhutan18653.105392217636108411.38640213012695357%
Jordan18690.487751483917236331.787741303443908757%
Bhutan18665.59210014343261720.33030700683593857%
Jordan18700.60976928472518922.200510501861572357%
Bhutan18676.96078920364379925.0916404724121157%
Bhutan18682.4926309585571298.9089488983154356%
Brunei185012.6164493560791023.53933453559875556%
Jordan18710.6885914802551272.451555967330932656%
Bhutan18695.41324281692504919.18316841125488356%
Jordan18720.74363684654235842.61718511581420956%
Bhutan18704.92396211624145517.3013362884521556%
Brunei185113.1863842010498053.77833867073059155%
Jordan18730.78019177913665772.719774723052978555%
Bhutan18711.90741300582885746.64520502090454155%
Bhutan18727.1428780555725124.67358398437555%
Jordan18740.81298905611038212.80713605880737355%
Bhutan18735.31842184066772518.2154006958007855%
Jordan18750.84317409992218022.883621692657470755%
Brunei185212.8614330291748053.763255119323730555%
Bhutan18745.46169042587280318.5474033355712955%
Jordan18760.87127459049224852.95130801200866754%
Bhutan18756.432649135589621.65939331054687554%
Jordan18770.89707159996032713.009701013565063554%
Brunei185315.224514007568364.55009984970092854%
Bhutan18767.38296270370483424.64796066284179754%
Jordan18780.92044371366500853.055737495422363354%
Bhutan18775.81845617294311519.2601051330566454%
Jordan18790.94083833694458013.09034633636474653%
Bhutan18786.80034446716308622.31924247741699253%
Brunei185413.631323814392094.16028022766113353%
Bhutan18795.89468908309936519.1824607849121153%
Jordan18800.96846932172775273.14423036575317453%
Bhutan18806.66773557662963921.51411056518554753%
Jordan18810.98254525661468513.153429508209228552%
Brunei185512.9200515747070314.02761077880859452%
Bhutan18815.1802740097045916.57265090942382852%
Jordan18820.9934750795364383.15239763259887752%
Bhutan18827.44265937805175823.60824775695800852%
Bhutan18835.68099927902221717.86730003356933652%
Brunei185612.050706863403323.83614158630371152%
Jordan18831.00205814838409423.14068841934204152%
Bhutan18845.56514072418212917.35427665710449251%
Jordan18841.00933885574340823.128534555435180751%
Bhutan18856.57379865646362320.3256835937551%
Brunei185712.6365776062011724.10857248306274451%
Bhutan18866.909798145294189521.18329048156738351%
Jordan18851.01420962810516363.10600829124450751%
Bhutan18876.95812511444091821.15019035339355550%
Jordan18861.0183936357498173.078822851181030350%
Bhutan18887.53196763992309622.70022010803222750%
Brunei185811.5495967864990233.835236310958862350%
Bhutan18896.91882514953613320.67506599426269550%
Jordan18871.02210617065429693.053949117660522550%
Bhutan18909.15423107147216827.12292289733886750%
Jordan18881.02540826797485353.02843284606933649%
Brunei185910.7806558609008793.656079769134521549%
~ national_contributions.annual_emissions_ch4_total_co2eq_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,381 / 41,475 (51.55%) (20,535 revised, 746 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_total_co2eq_per_capita -annual_emissions_ch4_total_co2eq_per_capita +anomaly score
Turks and Caicos Islands19101.67683804035186770.1007328480482101489%
Turks and Caicos Islands19001.32479572296142580.0816148743033409188%
Turks and Caicos Islands18701.31689405441284180.0823954343795776488%
Turks and Caicos Islands18801.315350055694580.0843582078814506588%
Turks and Caicos Islands18901.31892263889312740.087265990674495788%
Turks and Caicos Islands18601.31398534774780270.0871020406484603988%
Turks and Caicos Islands19201.88485658168792720.140871837735176186%
Turks and Caicos Islands18501.30548989772796630.1101138964295387384%
Turks and Caicos Islands19302.06377148628234860.2028725445270538382%
Turks and Caicos Islands19402.17798686027526860.2432077527046203680%
Jordan18500.322954595088958741.658451557159423867%
Jordan18510.32357767224311831.644137263298034767%
Jordan18520.325288951396942141.629914283752441467%
Jordan18530.32812044024467471.615838289260864366%
Jordan18540.33097833395004271.60188150405883866%
Jordan18550.333864897489547731.58804321289062565%
Jordan18560.33678039908409121.574323892593383865%
Jordan18570.339723765850067141.56072306632995664%
Jordan18580.342696279287338261.547240495681762764%
Jordan18590.34569808840751651.533851265907287663%
Jordan18600.34873062372207641.520096063613891663%
Jordan18610.351768463850021361.503829717636108462%
Jordan18620.3548355698585511.48772585391998361%
Bhutan18501.26231420040130625.259468555450439561%
Bhutan18511.27904117107391365.2839593887329161%
Jordan18630.357934743165969851.471784830093383861%
Bhutan18521.29589295387268075.30818843841552761%
Bhutan18531.31287026405334475.33209371566772560%
Jordan18640.361063480377197271.456029176712036160%
Bhutan18541.3299738168716435.3557419776916560%
Bhutan18551.34720838069915775.37913560867309660%
Bhutan18561.36457037925720215.40221166610717860%
Jordan18650.36422321200370791.44043576717376760%
Bhutan18571.38206076622009285.42503738403320359%
Bhutan18581.3996841907501225.44761514663696359%
Jordan18660.367414116859436041.425026059150695859%
Bhutan18591.41743731498718265.46988105773925859%
Bhutan18601.43532061576843265.49190330505371159%
Jordan18670.370637804269790651.409756660461425858%
Bhutan18611.45782184600830085.53068971633911158%
Bhutan18621.48049998283386235.56903553009033258%
Jordan18680.373893022537231451.39464962482452458%
Bhutan18631.5033510923385625.607007503509521558%
Bhutan18641.52637600898742685.64460897445678757%
Bhutan18651.5495806932449345.681777954101562557%
Jordan18690.37643170356750491.37972414493560857%
Bhutan18661.572966217994695.71858263015747157%
Jordan18700.378229707479476931.3649398088455257%
Bhutan18671.59652853012084965.75502586364746157%
Bhutan18681.62027394771575935.7910447120666556%
Brunei18501.85066425800323490.519173026084899956%
Jordan18710.38517853617668151.371330857276916556%
Bhutan18691.64420318603515625.8266415596008356%
Jordan18720.39137491583824161.377420544624328656%
Bhutan18701.66831207275390625.8619518280029356%
Brunei18511.82775247097015380.523711979389190755%
Jordan18730.396787971258163451.38321614265441955%
Bhutan18711.69446539878845215.903320312555%
Bhutan18721.72082233428955085.944221973419189555%
Jordan18740.40219017863273621.388705611228942955%
Bhutan18731.74738466739654545.98472881317138755%
Jordan18750.40757682919502261.393896341323852555%
Brunei18521.80537199974060060.528251826763153155%
Bhutan18741.77414727210998546.02484273910522555%
Jordan18760.412953078746795651.398814678192138754%
Bhutan18751.80112326145172126.06456756591796954%
Jordan18770.41831749677658081.403467297554016154%
Brunei18531.78270971775054930.532792508602142354%
Bhutan18761.82830190658569346.10377073287963954%
Jordan18780.42366856336593631.406517148017883354%
Bhutan18771.85569024085998546.14265823364257854%
Jordan18790.429008215665817261.409151792526245153%
Bhutan18781.88328945636749276.18109798431396553%
Brunei18541.76059663295745850.537334084510803253%
Bhutan18791.91110110282897956.21909332275390653%
Jordan18800.43433830142021181.410121798515319853%
Bhutan18801.9391258955001836.25678253173828153%
Jordan18810.43377396464347841.392175674438476652%
Brunei18551.7382695674896240.541876554489135752%
Bhutan18811.969524860382086.30087280273437552%
Jordan18820.43321520090103151.374635815620422452%
Bhutan18822.00015902519226076.34454011917114352%
Bhutan18832.031029701232916.38778734207153352%
Brunei18561.71650254726409910.546419978141784752%
Jordan18830.43266203999519351.356065630912780852%
Bhutan18842.0621383190155036.43054962158203151%
Jordan18840.43211612105369571.339381814002990751%
Bhutan18852.09348583221435556.47289848327636751%
Brunei18571.69457936286926270.550964236259460451%
Bhutan18862.12508130073547366.51483774185180751%
Jordan18850.43157398700714111.321691751480102551%
Bhutan18872.15691113471984866.5562319755554250%
Jordan18860.431037366390228271.303118467330932650%
Bhutan18882.18899178504943856.59729290008544950%
Brunei18581.6728855371475220.555509507656097450%
Bhutan18892.22131729125976566.63781452178955150%
Jordan18870.43050789833068851.286313652992248550%
Bhutan18902.25388860702514656.67800998687744150%
Jordan18880.429983854293823241.269911050796508849%
Brunei18591.65143215656280520.560055732727050849%
~ national_contributions.annual_emissions_co2_total_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,607 / 41,475 (52.10%) (19,937 revised, 1,570 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearannual_emissions_co2_total_per_capita -annual_emissions_co2_total_per_capita +anomaly score
Jordan18500.0196977984160184860.1011530533432960567%
Jordan18510.0186330936849117280.0946770086884498667%
Jordan18520.0179951135069131850.0901675000786781367%
Jordan18530.0174498893320560460.0859324708580970866%
Jordan18540.016935395076870920.0819645673036575366%
Jordan18550.0164953451603651050.0784608498215675465%
Jordan18560.0159598551690578460.0746064260601997465%
Jordan18570.0154131455346941950.0708094462752342264%
Jordan18580.0148989036679267880.0672671124339103764%
Jordan18590.0143297072499990460.063580453395843563%
Jordan18600.0092402826994657520.0402778461575508163%
Jordan18610.0060824044048786160.02600261755287647262%
Jordan18620.0040017920546233650.01677838899195194261%
Bhutan18502.3588211536407479.82809638977050861%
Bhutan18513.183291912078857413.15077686309814561%
Jordan18630.00284577533602714540.01170148700475692761%
Bhutan18520.28829380869865421.180898308753967361%
Bhutan18531.4915758371353156.05788850784301860%
Jordan18640.001714158570393920.006912537850439548560%
Bhutan18543.307308912277221713.31837749481201260%
Bhutan18551.8307954072952277.3100028038024960%
Bhutan18560.256053745746612551.013693809509277360%
Jordan18650.00070143194170668720.00277403439395129760%
Bhutan18573.24327635765075712.73091316223144559%
Bhutan18582.3714010715484629.22956752777099659%
Jordan1866-0.00023600096756126732-0.000915336364414542959%
Bhutan18590.51021873950958251.968930840492248559%
Bhutan18603.772044658660888714.43280601501464859%
Jordan1867-0.0011910753091797233-0.00453036976978182858%
Bhutan18611.9165811538696297.27113246917724658%
Bhutan18620.12551803886890410.4721475541591644358%
Jordan1868-0.0021640690974891186-0.0080721434205770558%
Bhutan18633.89318346977233914.5203008651733458%
Bhutan18642.6146099567413339.6689481735229557%
Bhutan18651.48651373386383065.45053291320800857%
Jordan1869-0.0030521100852638483-0.01118681021034717657%
Bhutan18663.94944381713867214.35836315155029357%
Jordan18700.116263650357723240.419567495584487957%
Bhutan18675.29416751861572319.08394813537597757%
Bhutan18680.80184268951416022.86587762832641656%
Brunei185010.2716226577758792.881532430648803756%
Jordan18710.185906499624252320.661873102188110456%
Bhutan18693.69807791709899913.10505580902099656%
Jordan18720.2301069200038910.809847474098205656%
Bhutan18703.18420648574829111.18835353851318456%
Brunei185110.8663997650146483.113585710525512755%
Jordan18730.25480920076370240.888273417949676555%
Bhutan18710.140011802315711980.4877848327159881655%
Bhutan18725.34589385986328118.46627616882324255%
Jordan18740.274353116750717160.94730252027511655%
Bhutan18733.490292310714721711.95412445068359455%
Jordan18750.29050403833389280.993512094020843555%
Brunei185210.565965652465823.09160161018371655%
Bhutan18743.60124349594116212.2294950485229555%
Jordan18760.304394781589508061.03109025955200254%
Bhutan18754.53908967971801815.2835826873779354%
Jordan18770.316418975591659551.06159484386444154%
Brunei185312.9543609619140623.87162685394287154%
Bhutan18765.45590543746948218.21449470520019554%
Jordan18780.327066659927368161.08581304550170954%
Bhutan18773.857913732528686512.77036666870117254%
Jordan18790.336390495300292971.104932785034179753%
Bhutan18784.80674219131469715.77608966827392653%
Brunei185411.3863058090209963.47510051727294953%
Bhutan18793.868871688842773412.59005832672119153%
Jordan18800.35520839691162111.153218746185302753%
Bhutan18804.61097431182861314.87776660919189553%
Jordan18810.367874711751937871.180675387382507352%
Brunei185510.7010326385498053.335868358612060552%
Bhutan18813.0911979675292979.88931179046630952%
Jordan18820.377709895372390751.198511838912963952%
Bhutan18825.321238517761230516.8790626525878952%
Bhutan18833.527159929275512711.09326362609863352%
Brunei18569.8576307296752933.13801240921020552%
Jordan18830.38544818758964541.208086252212524452%
Bhutan18843.378766536712646510.53630924224853551%
Jordan18840.39206689596176151.215245842933654851%
Bhutan18854.35472774505615213.46448707580566451%
Brunei185710.470360755920413.404263257980346751%
Bhutan18864.657816886901855514.27941703796386751%
Jordan18850.39639860391616821.213967442512512251%
Bhutan18874.672988891601562514.2041997909545950%
Jordan18860.400099575519561771.209586977958679250%
Bhutan18885.21336889266967815.71231174468994150%
Brunei18589.410716056823733.124984979629516650%
Bhutan18894.56641769409179713.64552211761474650%
Jordan18870.40331807732582091.205073237419128450%
Bhutan18906.76329946517944320.03886985778808650%
Jordan18880.40605327486991881.199234604835510349%
Brunei18598.6696186065673832.940156459808349649%
Bhutan18917.57362890243530322.2492465972900449%
Jordan18890.40840131044387821.192415118217468349%
Bhutan18925.53047752380371116.10900497436523449%
Bhutan18936.84920644760131819.78080558776855549%
Brunei18609.2205371856689453.193379402160644549%
Jordan18900.4064404070377351.173285007476806649%
Bhutan18945.41752052307128915.51315784454345748%
Jordan18910.40506589412689211.156257510185241748%
Bhutan18955.05395078659057614.34906101226806648%
Brunei18619.2232522964477543.26503109931945848%
~ national_contributions.annual_emissions_n2o_total_co2eq_per_capita 🟡 median anomaly score 2.4%changed data
~ Changed values: 21,371 / 41,475 (51.53%) (20,435 revised, 836 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_total_co2eq_per_capita -annual_emissions_n2o_total_co2eq_per_capita +anomaly score
Turks and Caicos Islands19100.244699999690055850.01469988655298948389%
Turks and Caicos Islands19000.223893001675605770.01379306893795728788%
Turks and Caicos Islands18700.168483808636665340.01054169610142707888%
Turks and Caicos Islands18800.20256839692592620.0129914525896310888%
Turks and Caicos Islands18900.211690217256546020.01400639954954385888%
Turks and Caicos Islands18600.16390264034271240.0108648510649800388%
Turks and Caicos Islands19200.217881768941879270.01628421247005462686%
Turks and Caicos Islands18500.151904344558715820.01281264517456293184%
Turks and Caicos Islands19300.192733079195022580.0189460162073373882%
Turks and Caicos Islands19400.167241111397743230.01867519691586494480%
Jordan18500.08378940820693970.4302792847156524767%
Jordan18510.085660986602306370.435253828763961867%
Jordan18520.087793678045272830.439904779195785567%
Jordan18530.090186759829521180.4441272318363189766%
Jordan18540.092523328959941860.447797924280166666%
Jordan18550.09477572888135910.450804978609085165%
Jordan18560.096914701163768770.453040421009063765%
Jordan18570.098909586668014530.45439997315406864%
Jordan18580.10072932392358780.454783141613006664%
Jordan18590.10234142094850540.454085588455200263%
Jordan18600.103712633252143860.452077239751815863%
Jordan18610.104934290051460270.448599934577941962%
Jordan18620.106127597391605380.444963216781616261%
Bhutan18500.056263618171215060.2344239801168441861%
Bhutan18510.0576647222042083740.2382238060235977261%
Jordan18630.10730344057083130.4412189126014709561%
Bhutan18520.059048488736152650.2418722212314605761%
Bhutan18530.060396641492843630.2452950179576873860%
Jordan18640.108471542596817020.437423735857009960%
Bhutan18540.0616905689239501950.2484250217676162760%
Bhutan18550.062911540269851680.251193284988403360%
Bhutan18560.064040087163448330.253528952598571860%
Jordan18650.109643168747425080.4336185455322265660%
Bhutan18570.065056599676609040.2553682923316955659%
Bhutan18580.065941326320171360.2566457092761993459%
Jordan18660.1108296588063240.4298559427261352559%
Bhutan18590.066673755645751950.2572935819625854559%
Bhutan18600.067233234643936160.257251530885696459%
Jordan18670.112043179571628570.426167041063308758%
Bhutan18610.067684061825275420.256780028343200758%
Bhutan18620.068108901381492610.2561978399753570658%
Jordan18680.113295488059520720.422600835561752358%
Bhutan18630.06851462274789810.2555371224880218558%
Bhutan18640.068908393383026120.254826426506042557%
Bhutan18650.069297768175601960.254090994596481357%
Jordan18690.11437188088893890.419203937053680457%
Bhutan18660.069690212607383730.253361582756042557%
Jordan18700.115275941789150240.416003078222274857%
Bhutan18670.070093095302581790.252665400505065957%
Bhutan18680.070514373481273650.252026468515396156%
Brunei18500.494162797927856450.1386291384696960456%
Jordan18710.117506429553031920.41835194826126156%
Bhutan18690.070961937308311460.2514712214469909756%
Jordan18720.122154988348484040.429917156696319656%
Bhutan18700.071443557739257810.2510313987731933656%
Brunei18510.49223178625106810.1410408169031143255%
Jordan18730.128594607114791870.448285102844238355%
Bhutan18710.072935834527015690.2540999650955255%
Bhutan18720.076161861419677730.26308527588844355%
Jordan18740.13644577562808990.471127927303314255%
Bhutan18730.080744616687297820.27654737234115655%
Jordan18750.145093262195587160.496213138103485155%
Brunei18520.490094691514968870.1434016972780227755%
Bhutan18740.086299717426300050.2930659949779510555%
Jordan18760.15392675995826720.521403074264526454%
Bhutan18750.092436484992504120.311243176460266154%
Jordan18770.16233509778976440.54463899135589654%
Brunei18530.487442821264266970.1456804126501083454%
Bhutan18760.09875585883855820.3296956121921539354%
Jordan18780.16970847547054290.563407123088836754%
Bhutan18770.10485234856605530.347079545259475754%
Jordan18790.175439611077308650.576261818408966153%
Bhutan18780.110312774777412410.3620548248291015653%
Brunei18540.484421819448471070.147845536470413253%
Bhutan18790.114716485142707820.373309671878814753%
Jordan18800.17892260849475860.580889761447906553%
Bhutan18800.117635279893875120.379561930894851753%
Jordan18810.18089658021926880.580578446388244652%
Brunei18550.48074942827224730.1498656272888183652%
Bhutan18810.119550950825214390.3824655115604400652%
Jordan18820.182550027966499330.579249799251556452%
Bhutan18820.121261887252330780.3846448957920074552%
Bhutan18830.122809574007987980.386248171329498352%
Brunei18560.47657370567321780.1517092883586883552%
Jordan18830.183947905898094180.576536476612091152%
Bhutan18840.124236248433589940.387416988611221351%
Jordan18840.185155838727951050.573906779289245651%
Bhutan18850.12558494508266450.388299077749252351%
Brunei18570.471637666225433350.1533451229333877651%
Bhutan18860.126899957656860350.3890357911586761551%
Jordan18850.186236992478370670.570349276065826451%
Bhutan18870.128225028514862060.3897578120231628450%
Jordan18860.187256738543510440.566117346286773750%
Bhutan18880.129606530070304870.390614628791809150%
Brunei18580.46599587798118590.1547417044639587450%
Bhutan18890.131090298295021060.3917284011840820350%
Jordan18870.188280254602432250.562562227249145550%
Bhutan18900.137043207883834840.406043112277984650%
Jordan18880.189371094107627870.559287130832672149%
Brunei18590.45960566401481630.1558676064014434849%
~ national_contributions.annual_emissions_ghg_land_co2eq 🟡 median anomaly score 2.4%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ghg_land_co2eq -annual_emissions_ghg_land_co2eq +anomaly score
Lower-middle-income countries1907705391296.0874904512.011%
Lower-middle-income countries1908713673280.0878344576.010%
Lower-middle-income countries1905715020608.0879876544.010%
Lower-middle-income countries1904722473216.0886311872.010%
Lower-middle-income countries1906728305344.0892588416.010%
Lower-middle-income countries1910739971648.0902217536.09.9%
Lower-middle-income countries1913753638784.0918740928.09.9%
Lower-middle-income countries1915782492416.0953290368.09.8%
Lower-middle-income countries1912755296192.0919105280.09.8%
Lower-middle-income countries1918798180544.0971183808.09.8%
Lower-middle-income countries1911744198144.0903777664.09.7%
Lower-middle-income countries1917773952832.0939746816.09.7%
Lower-middle-income countries1909718727040.0872594176.09.7%
Lower-middle-income countries19751818789632.02206388480.09.6%
Lower-middle-income countries1903713523200.0865403392.09.6%
Lower-middle-income countries19761824437376.02210466560.09.6%
Lower-middle-income countries1916780321984.0945290048.09.6%
Lower-middle-income countries1919787150144.0951358016.09.4%
Lower-middle-income countries1901726155584.0873874880.09.2%
Lower-middle-income countries1902740194304.0890022912.09.2%
Lower-middle-income countries1914784404416.0936920000.08.9%
Lower-middle-income countries1900735186048.0874472064.08.7%
Lower-middle-income countries19741866153728.02169353472.07.5%
Lower-middle-income countries1872544596480.0632646272.07.5%
Lower-middle-income countries1898811979456.0942292160.07.4%
Lower-middle-income countries1878563561088.0653452160.07.4%
Lower-middle-income countries19791829772288.02118034304.07.3%
Lower-middle-income countries1874553600448.0640694208.07.3%
Lower-middle-income countries1879566426752.0655292544.07.3%
Lower-middle-income countries1873550384512.0636692160.07.3%
Lower-middle-income countries1895808693824.0934199680.07.2%
Lower-middle-income countries1899817148800.0943750464.07.2%
Lower-middle-income countries1897818157312.0944874368.07.2%
Lower-middle-income countries1871533479008.0615296512.07.1%
Lower-middle-income countries1875553584960.0638109632.07.1%
Lower-middle-income countries1896807778112.0930694208.07.1%
Lower-middle-income countries19781892724096.02179846144.07.1%
Lower-middle-income countries20142764411904.03182887424.07.0%
Lower-middle-income countries1880603272128.0694224448.07.0%
Lower-middle-income countries1870535257856.0615783104.07.0%
Lower-middle-income countries19772009301760.02305078784.06.9%
Lower-middle-income countries1882673026240.0771713856.06.8%
Lower-middle-income countries1891803578432.0920864640.06.8%
Lower-middle-income countries1867538520768.0616453376.06.7%
Lower-middle-income countries1920940263488.01074565248.06.7%
Lower-middle-income countries1884691403264.0790030464.06.7%
Lower-middle-income countries1881646240384.0738416832.06.7%
Lower-middle-income countries1892807716096.0921512512.06.6%
Lower-middle-income countries1876559872576.0638528000.06.6%
Lower-middle-income countries1883678408256.0773646336.06.6%
Lower-middle-income countries1894808501312.0921989248.06.6%
Lower-middle-income countries19731869831680.02130433920.06.5%
Lower-middle-income countries19631918962560.02185922048.06.5%
Lower-middle-income countries1877560322944.0637959488.06.5%
Lower-middle-income countries19801836561920.02089043584.06.4%
Lower-middle-income countries1893799541376.0908500288.06.4%
Lower-middle-income countries1868530822304.0601594048.06.2%
Lower-middle-income countries1890792609472.0896590336.06.2%
Lower-middle-income countries1863561978496.0635200896.06.1%
Lower-middle-income countries1889733920192.0826783296.06.0%
Lower-middle-income countries20002464475648.02775783168.05.9%
Lower-middle-income countries1869531481760.0598592768.05.9%
Lower-middle-income countries1887718065344.0807964992.05.9%
Lower-middle-income countries1888721366272.0811633152.05.9%
Lower-middle-income countries19661817276544.02043098880.05.8%
Lower-middle-income countries1864554132480.0622638144.05.8%
Lower-middle-income countries1886710008064.0797198656.05.8%
Lower-middle-income countries1866543578496.0610032256.05.8%
Lower-middle-income countries20152640102656.02961891328.05.7%
Lower-middle-income countries1885707186560.0791424384.05.6%
Lower-middle-income countries19641883562240.02105297664.05.6%
Lower-middle-income countries19821789822720.02000260224.05.6%
Lower-middle-income countries1865547920768.0612063872.05.5%
Lower-middle-income countries19811899464064.02119991168.05.5%
Lower-middle-income countries19721900873600.02118388224.05.4%
Lower-middle-income countries19621980129152.02206311424.05.4%
Lower-middle-income countries19211017033024.01132789632.05.4%
Lower-middle-income countries19962400105728.02672549632.05.4%
Lower-middle-income countries19711889895168.02100178688.05.3%
Lower-middle-income countries19671801611264.02000631552.05.2%
Lower-middle-income countries20072756651008.03054383616.05.1%
Lower-middle-income countries20182543321856.02816806656.05.1%
Lower-middle-income countries20092794887168.03094448896.05.1%
Lower-middle-income countries19952422170624.02678934784.05.0%
Lower-middle-income countries20042541560832.02809520896.05.0%
Lower-middle-income countries19681714937344.01895236864.05.0%
Lower-middle-income countries19651805027968.01994378880.05.0%
Lower-middle-income countries19992487303936.02747637248.05.0%
Lower-middle-income countries1862575133952.0635201472.05.0%
Lower-middle-income countries20162665042944.02942072576.04.9%
Lower-middle-income countries19912097351552.02315003648.04.9%
Lower-middle-income countries20032619350528.02887898368.04.9%
Lower-middle-income countries20102818893824.03107167232.04.9%
Lower-middle-income countries1861602430272.0662868992.04.8%
Lower-middle-income countries20012387554816.02621507840.04.7%
Lower-middle-income countries20052556302336.02805504768.04.6%
Lower-middle-income countries20022405764352.02640115968.04.6%
Lower-middle-income countries19221069137280.01173081984.04.6%
Lower-middle-income countries20112861431552.03138754816.04.6%
Lower-middle-income countries20062624412160.02877602560.04.6%
~ national_contributions.annual_emissions_co2_fossil_per_capita 🟡 median anomaly score 2.1%changed data
~ Changed values: 9,971 / 41,475 (24.04%) (8,301 revised, 1,570 appeared, 100 disappeared) — showing the 100 most anomalous rows
countryyearannual_emissions_co2_fossil_per_capita -annual_emissions_co2_fossil_per_capita +anomaly score
Serbia18900.019211733713746070.00947801209986209934%
Serbia18910.0221425946801900860.0109487501904368434%
Serbia18920.0242121554911136630.01203197240829467834%
Serbia18930.042413424700498580.0211308039724826833%
Serbia18850.0067809307947754860.00338043319061398533%
Serbia18940.079947233200073240.0399123616516590133%
Serbia18950.07893663644790650.03944008052349090633%
Serbia18960.086846433579921720.0434876047074794833%
Serbia18970.066693626344203950.03343981876969337533%
Serbia18980.099862165749073030.0502276457846164733%
Serbia18990.115005433559417720.05795402824878692633%
Serbia19000.153679460287094120.0776433497667312633%
Serbia19010.165538102388381960.0838941559195518533%
Serbia19020.152997866272926330.0778032168745994633%
Serbia19030.163739442825317380.0835785046219825732%
Serbia19040.17215429246425630.0881404653191566532%
Serbia19050.184253826737403870.0948514491319656432%
Serbia19060.217402771115303040.112244144082069432%
Serbia19070.21824158728122710.1129517331719398532%
Serbia19080.231639742851257320.1203357726335525532%
Serbia19090.234407022595405580.1224552541971206731%
Serbia19100.228215649724006650.119539052248001131%
Serbia19110.242973506450653080.1282353997230529831%
Serbia19120.244489535689353940.1300500631332397531%
Serbia19130.65865170955657960.3612062036991119429%
Saudi Arabia19496.03232049942016610.30542087554931626%
Montenegro19090.046608023345470430.0795442685484886226%
Montenegro19080.0458792410790920260.0781682431697845526%
Montenegro19100.0458066090941429140.0776496678590774526%
Montenegro19070.043301690369844440.0733711123466491726%
Montenegro19060.043210029602050780.0729092210531234726%
Montenegro19110.049499727785587310.0832971706986427325%
Montenegro19050.036687646061182020.06161439791321754525%
Montenegro19130.140531376004219060.2346308976411819525%
Montenegro19040.034338615834712980.0572547540068626425%
Montenegro19120.050834219902753830.084478452801704425%
Montenegro19030.0327167473733425140.0542900152504444125%
Montenegro19190.10480779409408570.1731302738189697325%
Montenegro19020.0306234825402498250.05053745955228805525%
Montenegro19010.0331997461616992950.0544944815337657924%
Montenegro19000.0308910142630338670.05043597519397735624%
Montenegro18990.0231726150959730150.03764356672763824524%
Montenegro18980.020177157595753670.0326270945370197324%
Saudi Arabia19485.9543108940124519.62106227874755924%
Montenegro18970.0135154332965612410.02172225341200828623%
Montenegro19200.140070289373397830.2251105308532714823%
Montenegro18960.0176516715437173840.02824974060058593823%
Montenegro18950.0160906501114368440.025619382038712523%
Montenegro18940.016344703733921050.02592617273330688523%
Montenegro18930.0086971642449498180.0137268081307411222%
Montenegro19210.15012684464454650.2361843436956405622%
Serbia19190.419254690408706670.266528189182281522%
Serbia19200.54510968923568730.346551805734634422%
Montenegro18920.0049780416302382950.00781384948641061822%
Serbia19210.56838852167129520.3635977208614349422%
Montenegro18910.0045676114968955520.00711098127067089122%
Serbia19220.80888098478317260.520413398742675822%
Montenegro18900.003976536914706230.00615509180352091822%
Serbia19230.86410444974899290.559482872486114521%
Montenegro19220.219605296850204470.338045626878738421%
Serbia19240.8675760030746460.565305471420288121%
Saudi Arabia194712.63663196563720719.39190292358398421%
Montenegro18850.00143445783760398630.002196792280301451721%
Serbia19250.93271702527999880.611503422260284421%
Serbia19260.88944977521896360.586672365665435821%
Hong Kong19390.032201927155256270.0487517379224300420%
Montenegro19230.24114242196083070.3634237647056579620%
Serbia19270.98426312208175660.653569996356964120%
Serbia19281.09713304042816160.73317658901214620%
Germany18701.93219804763793952.889246463775634820%
Serbia19291.16948974132537840.786541819572448720%
Germany18954.58069896697998056.79346942901611319%
Germany18964.85875415802001957.20175600051879919%
Germany18944.4730877876281746.62742710113525419%
Germany18975.1155858039855967.5706043243408219%
Germany18934.3616032600402836.44663333892822319%
Serbia19301.0778665542602540.729504168033599919%
Germany18985.26357221603393557.77626132965087919%
Montenegro19240.248864486813545230.3672055006027221719%
Germany18995.5158300399780278.13830661773681619%
Germany19005.858483314514168.64329051971435519%
Germany18550.81839674711227421.20592308044433619%
Germany18924.3075308799743656.340840339660644519%
Germany18560.87816345691680911.292099237442016619%
Germany19106.95269060134887710.22904682159423819%
Germany18863.48839926719665535.12792348861694319%
Germany19015.75276660919189458.45287609100341819%
Germany18853.48174524307250985.11578607559204119%
Germany18570.92877978086471561.364490628242492719%
Germany18873.61133408546447755.3037533760070819%
Germany18914.4824900627136236.579511165618896519%
Germany18580.99699938297271731.462639093399047919%
Serbia19310.97788423299789430.666637241840362519%
Germany18883.912167787551885.73577165603637719%
Germany18904.2780799865722666.27030801773071319%
Germany18843.43525481224060065.0340390205383319%
Germany18894.13151550292968756.05183792114257819%
Hong Kong19380.035799726843833920.0524173080921173119%
Germany18833.3704578876495364.93181228637695319%
Germany18540.70180195569992071.02677214145660419%
~ national_contributions.temperature_response_ch4_total 🟡 median anomaly score 1.6%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_ch4_total -temperature_response_ch4_total +anomaly score
Upper-middle-income countries18740.0016382237663492560.00144800101406872276.2%
Upper-middle-income countries18750.00172738695982843640.00152712920680642136.2%
Upper-middle-income countries18730.00155666936188936230.00137623783666640526.2%
Upper-middle-income countries18760.00182426325045526030.00161372683942317966.1%
Upper-middle-income countries18720.00148280418943613770.00131192104890942576.1%
Upper-middle-income countries18770.00192871165927499530.00170765281654894356.1%
Upper-middle-income countries18710.00141647050622850660.00125489255879074346.0%
Lower-middle-income countries19510.0188953857868909840.016748411580920226.0%
Upper-middle-income countries18780.00204095267690718170.0018091311212629086.0%
Lower-middle-income countries19500.0183551050722599030.016281584277749066.0%
Lower-middle-income countries19520.0194346681237220760.0172401983290910726.0%
Upper-middle-income countries18790.0021607612725347280.00191794219426810746.0%
Upper-middle-income countries18700.00135776971001178030.0012052532983943826.0%
Lower-middle-income countries19490.0178353637456893920.015838231891393665.9%
Lower-middle-income countries19530.019980944693088530.0177563726902008065.9%
Upper-middle-income countries18800.00228843581862747670.00203438499011099345.9%
Lower-middle-income countries19480.0173339471220970150.0154231097549200065.8%
Lower-middle-income countries19550.0212137512862682340.0188797619193792345.8%
Upper-middle-income countries18690.001306766876950860.00116302201058715585.8%
Lower-middle-income countries19560.0218908824026584630.0194857511669397355.8%
Upper-middle-income countries18810.00242282287217676640.0021574255079030995.8%
Lower-middle-income countries19540.0205503776669502260.0183024518191814425.8%
Lower-middle-income countries19570.0225888136774301530.020120793953537945.8%
Upper-middle-income countries18820.0025639580562710760.00228709797374904165.7%
Upper-middle-income countries18680.00125474168453365560.00111938442569226035.7%
Lower-middle-income countries19470.0168316401541233060.0150215178728103645.7%
Upper-middle-income countries18830.00271192030049860480.0024234761949628595.6%
Upper-middle-income countries18670.00120152090676128860.0010744410101324325.6%
Upper-middle-income countries18840.00286651216447353360.002566367620602255.5%
Lower-middle-income countries19460.0163310542702674870.014630077406764035.5%
Upper-middle-income countries18660.00114687206223607060.00102796137798577555.5%
Lower-middle-income countries19580.0231792945414781570.0207877587527036675.4%
Upper-middle-income countries18850.00302782515063881870.0027158618904650215.4%
Lower-middle-income countries19590.0239405166357755660.0214879456907510765.4%
Upper-middle-income countries18650.00109104183502495290.00098020792938768865.4%
Upper-middle-income countries18860.00319542246870696540.00287151895463466645.3%
Lower-middle-income countries19450.015822326764464380.0142280012369155885.3%
Upper-middle-income countries18870.00336951296776533130.0030335478950291875.2%
Upper-middle-income countries18640.00103421963285654780.00093137053772807125.2%
Lower-middle-income countries19600.024676006287336350.022229272872209555.2%
Upper-middle-income countries18880.00355029269121587280.00320216035470366485.2%
Upper-middle-income countries18630.00097617885330691930.00088122318265959625.1%
Lower-middle-income countries19440.0153206046670675280.0138361640274524695.1%
Lower-middle-income countries19130.0065687554888427260.0072715692222118385.1%
Lower-middle-income countries19140.0066665867343544960.0073794443160295495.1%
Upper-middle-income countries18890.0037377225235104560.00337731721810996535.1%
Lower-middle-income countries19120.0064781340770423410.0071651483885943895.0%
Lower-middle-income countries19150.0067715672776103020.0074885580688714985.0%
Upper-middle-income countries18620.00091676291776821020.00082960742292925725.0%
Lower-middle-income countries19110.0063900719396770.00706087984144687655.0%
Upper-middle-income countries18900.00393181573599576950.0035592901986092335.0%
Lower-middle-income countries19160.0068837055005133150.0075987605378031734.9%
Lower-middle-income countries19100.0063048806041479110.0069590564817190174.9%
Lower-middle-income countries19610.025349209085106850.0229721982032060624.9%
Upper-middle-income countries18910.0041309916414320470.0037462089676409964.9%
Lower-middle-income countries19090.00622163433581590650.0068588787689805034.9%
Upper-middle-income countries18610.00085609528468921780.00077665259595960384.9%
Lower-middle-income countries19430.0148256011307239530.0134554440155625344.8%
Lower-middle-income countries19080.0061324364505708220.0067532048560678964.8%
Lower-middle-income countries19170.007003645878285170.0077105835080146794.8%
Upper-middle-income countries18920.0043349987827241420.0039376933127641684.8%
Lower-middle-income countries19070.0060367188416421410.0066413586027920254.8%
Upper-middle-income countries18600.00079402799019590020.00072220602305606014.7%
Upper-middle-income countries18930.0045445258729159830.0041342880576848984.7%
Lower-middle-income countries19060.00593623565509915350.0065250648185610774.7%
Lower-middle-income countries19050.0058307596482336520.0064040580764412884.7%
Upper-middle-income countries18940.0047584222629666330.0043353294022381314.7%
Lower-middle-income countries19040.0057204687036573890.0062785306945443154.7%
Lower-middle-income countries19180.0071322340518236160.0078249154612421994.6%
Lower-middle-income countries19030.0056043881922960280.0061474833637475974.6%
Lower-middle-income countries19420.0143507178872823720.0130854221060872084.6%
Upper-middle-income countries18590.00073059269925579430.00066629913635551934.6%
Lower-middle-income countries19020.0054828980937600140.0060114334337413314.6%
Lower-middle-income countries19010.0053554726764559750.005869808141142134.6%
Upper-middle-income countries18950.0049773887731134890.0045413761399686344.6%
Lower-middle-income countries19000.0052226395346224310.0057229744270443924.6%
Lower-middle-income countries18990.0050843586213886740.005570959299802784.6%
Lower-middle-income countries18980.00494758598506450650.0054204594343900684.6%
Lower-middle-income countries19620.0259936004877090450.0237283762544393544.6%
Lower-middle-income countries18970.0048120580613613130.0052713896147906784.6%
Lower-middle-income countries18960.0046770763583481310.00512308627367019654.6%
Lower-middle-income countries18950.0045430799946188930.0049760038964450364.5%
Lower-middle-income countries18940.0044100987724959850.00483018672093749054.5%
Lower-middle-income countries18930.0042785257101058960.0046858415007591254.5%
Lower-middle-income countries18920.0041479775682091710.0045424443669617184.5%
Lower-middle-income countries18890.00376255251467227940.0041203657165169724.5%
Lower-middle-income countries18900.00389022752642631530.0042600790038704874.5%
Lower-middle-income countries18910.00401834771037101750.00440037436783313754.5%
Lower-middle-income countries18880.00363675225526094440.003982374444603924.5%
Lower-middle-income countries18870.0035150125622749330.00384854828007519254.5%
Lower-middle-income countries18860.0033972680103033780.0037188231945037844.5%
Upper-middle-income countries18960.005201072897762060.0047518904320895674.5%
Lower-middle-income countries18850.0032837688922882080.00359346461482346064.5%
Lower-middle-income countries18840.00317432079464197160.00347227812744677074.5%
Upper-middle-income countries18580.00066360033815726640.00060675223357975484.5%
Lower-middle-income countries18830.00306871556676924230.00335505232214927674.5%
Upper-middle-income countries18970.00543033797293901440.0049677491188049324.4%
Lower-middle-income countries18820.00296705029904842380.0032418833579868084.4%
Lower-middle-income countries19190.0072686625644564630.0079410923644900324.4%
Lower-middle-income countries18810.0028667270671576260.00313017843291163444.4%
~ national_contributions.cumulative_emissions_ch4_total 🟡 median anomaly score 1.6%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_ch4_total -cumulative_emissions_ch4_total +anomaly score
Upper-middle-income countries18743637849600.03215439872.06.2%
Upper-middle-income countries18753835845888.03391152384.06.2%
Upper-middle-income countries18733456749568.03056082176.06.2%
Upper-middle-income countries18764050970112.03583451392.06.1%
Upper-middle-income countries18723292723968.02913259776.06.1%
Upper-middle-income countries18774282908672.03792024320.06.1%
Upper-middle-income countries18713145423104.02786622208.06.0%
Lower-middle-income countries195141959206912.037191626752.06.0%
Upper-middle-income countries18784532151808.04017367552.06.0%
Lower-middle-income countries195040759459840.036154982400.06.0%
Lower-middle-income countries195243156742144.038283689984.06.0%
Upper-middle-income countries18794798199296.04258994176.06.0%
Upper-middle-income countries18703015071744.02676392704.06.0%
Lower-middle-income countries194939605317632.035170476032.05.9%
Lower-middle-income countries195344369805312.039429906432.05.9%
Upper-middle-income countries18805081714176.04517567488.05.9%
Lower-middle-income countries194838491869184.034248650752.05.8%
Lower-middle-income countries195547107383296.041924509696.05.8%
Upper-middle-income countries18692901814272.02582613760.05.8%
Lower-middle-income countries195648611024896.043270176768.05.8%
Upper-middle-income countries18815380135424.04790792192.05.8%
Lower-middle-income countries195445634293760.040642531328.05.8%
Lower-middle-income countries195750160852992.044680355840.05.8%
Upper-middle-income countries18825693540864.05078743552.05.7%
Upper-middle-income countries18682786286848.02485711872.05.7%
Lower-middle-income countries194737376442368.033356873728.05.7%
Upper-middle-income countries18836022106624.05381585920.05.6%
Upper-middle-income countries18672668104448.02385910016.05.6%
Upper-middle-income countries18846365394432.05698891264.05.5%
Lower-middle-income countries194636264837120.032487639040.05.5%
Upper-middle-income countries18662546751232.02282697472.05.5%
Lower-middle-income countries195851472080896.046161420288.05.4%
Upper-middle-income countries18856723606528.06030859264.05.4%
Lower-middle-income countries195953162459136.047716261888.05.4%
Upper-middle-income countries18652422774272.02176655616.05.4%
Upper-middle-income countries18867095774720.06376512512.05.3%
Lower-middle-income countries194535135156224.031594784768.05.3%
Upper-middle-income countries18877482360832.06736314880.05.2%
Upper-middle-income countries18642296594432.02068207104.05.2%
Lower-middle-income countries196054795689984.049362460672.05.2%
Upper-middle-income countries18887883801600.07110736384.05.2%
Upper-middle-income countries18632167708672.01956849536.05.1%
Lower-middle-income countries194434021025792.030724669440.05.1%
Lower-middle-income countries191314586617856.016147290112.05.1%
Lower-middle-income countries191414803861504.016386837504.05.1%
Upper-middle-income countries18898300008960.07499691008.05.1%
Lower-middle-income countries191214385383424.015910971392.05.0%
Lower-middle-income countries191515036983296.016629137408.05.0%
Upper-middle-income countries18622035769216.01842231296.05.0%
Lower-middle-income countries191114189832192.015679432704.05.0%
Upper-middle-income countries18908731014144.07903781376.05.0%
Lower-middle-income countries191615285997568.016873852928.04.9%
Lower-middle-income countries191014000656384.015453323264.04.9%
Lower-middle-income countries196156290607104.051012202496.04.9%
Upper-middle-income countries18919173305344.08318854144.04.9%
Lower-middle-income countries190913815798784.015230867456.04.9%
Upper-middle-income countries18611901050368.01724639488.04.9%
Lower-middle-income countries194332921819136.029879242752.04.8%
Lower-middle-income countries190813617725440.014996207616.04.8%
Lower-middle-income countries191715552338944.017122168832.04.8%
Upper-middle-income countries18929626324992.08744065024.04.8%
Lower-middle-income countries190713405174784.014747840512.04.8%
Upper-middle-income countries18601763223296.01603735040.04.7%
Upper-middle-income countries189310091600896.09180624896.04.7%
Lower-middle-income countries190613182041088.014489598976.04.7%
Lower-middle-income countries190512947820544.014220890112.04.7%
Upper-middle-income countries189410566581248.09627058176.04.7%
Lower-middle-income countries190412702907392.013942142976.04.7%
Lower-middle-income countries191815837881344.017376055296.04.6%
Lower-middle-income countries190312445138944.013651138560.04.6%
Lower-middle-income countries194231867291648.029057568768.04.6%
Upper-middle-income countries18591622358528.01479587968.04.6%
Lower-middle-income countries190212175356928.013349024768.04.6%
Lower-middle-income countries190111892395008.013034530816.04.6%
Upper-middle-income countries189511052820480.010084608000.04.6%
Lower-middle-income countries190011597424640.012708471808.04.6%
Lower-middle-income countries189911290356736.012370906112.04.6%
Lower-middle-income countries189810986639360.012036704256.04.6%
Lower-middle-income countries196257721548800.052691378176.04.6%
Lower-middle-income countries189710685684736.011705679872.04.6%
Lower-middle-income countries189610385944576.011376357376.04.6%
Lower-middle-income countries189510088390656.011049744384.04.5%
Lower-middle-income countries18949793092608.010725942272.04.5%
Lower-middle-income countries18939500919808.010405407744.04.5%
Lower-middle-income countries18898355146752.09149709312.04.5%
Lower-middle-income countries18929211024384.010086979584.04.5%
Lower-middle-income countries18908638662656.09459957760.04.5%
Lower-middle-income countries18918923167744.09771497472.04.5%
Lower-middle-income countries18888075793920.08843284480.04.5%
Lower-middle-income countries18877805457920.08546109952.04.5%
Lower-middle-income countries18867543993344.08258041344.04.5%
Upper-middle-income countries189611549534208.010552076288.04.5%
Lower-middle-income countries18857291956736.07979668992.04.5%
Lower-middle-income countries18847048915968.07710561792.04.5%
Upper-middle-income countries18581473595008.01347357696.04.5%
Lower-middle-income countries18836814408192.07450249728.04.5%
Upper-middle-income countries189712058641408.011031413760.04.4%
Lower-middle-income countries18826588649984.07198945792.04.4%
Lower-middle-income countries191916140835840.017634035712.04.4%
Lower-middle-income countries18816365871616.06950893056.04.4%
~ national_contributions.temperature_response_n2o_fossil 🟡 median anomaly score 1.6%changed data
~ Changed values: 519 / 41,475 (1.25%) — showing the 100 most anomalous rows
countryyeartemperature_response_n2o_fossil -temperature_response_n2o_fossil +anomaly score
Lower-middle-income countries18724.4898417399963364e-054.83230542158708e-053.7%
Lower-middle-income countries18714.267102849553339e-054.592567711370066e-053.7%
Lower-middle-income countries18734.7174919018289074e-055.077277455711737e-053.7%
Lower-middle-income countries18704.048139089718461e-054.3568608816713095e-053.7%
Lower-middle-income countries18693.8314723497023806e-054.123618782614358e-053.7%
Lower-middle-income countries18744.950846414430998e-055.328324550646357e-053.7%
Lower-middle-income countries18683.6162335163680837e-053.891919550369494e-053.7%
Lower-middle-income countries18673.402395304874517e-053.661734808702022e-053.7%
Lower-middle-income countries18755.190356750972569e-055.585924373008311e-053.7%
Lower-middle-income countries18663.1899366149445996e-053.4330430935369805e-053.7%
Lower-middle-income countries18652.9788438041578047e-053.205828397767618e-053.7%
Lower-middle-income countries18535.611299457086716e-066.0391330407583155e-063.7%
Lower-middle-income countries18642.7691092327586375e-052.9800836273352616e-053.7%
Lower-middle-income countries18547.52728374209255e-068.10105302662123e-063.7%
Lower-middle-income countries18559.464892173127737e-061.0186191502725706e-053.7%
Lower-middle-income countries18632.5607319912523963e-052.7558078727452084e-053.7%
Lower-middle-income countries18523.7177135254751192e-064.0012509998632595e-063.7%
Lower-middle-income countries18765.4361320508178324e-055.850192974321544e-053.7%
Lower-middle-income countries18561.1423178875702433e-051.2293546205910388e-053.7%
Lower-middle-income countries18622.353718264203053e-052.533007318561431e-053.7%
Lower-middle-income countries18571.3401035175775178e-051.4421941159525886e-053.7%
Lower-middle-income countries18612.148080602637492e-052.3116950615076348e-053.7%
Lower-middle-income countries18581.5397181414300576e-051.6570020306971855e-053.7%
Lower-middle-income countries18601.943838105944451e-052.0918920199619606e-053.7%
Lower-middle-income countries18591.7410167856724e-051.873625114967581e-053.7%
Lower-middle-income countries18775.68793730053585e-056.120881880633533e-053.7%
Lower-middle-income countries18511.8471339444658952e-061.9880515083059436e-063.7%
Lower-middle-income countries18785.9451973356772214e-056.397380639100447e-053.7%
Lower-middle-income countries18796.206993566593155e-056.678716454189271e-053.7%
Lower-middle-income countries18806.472064706031233e-056.963552732486278e-053.7%
Lower-middle-income countries18816.739564560120925e-057.250993076013401e-053.7%
Lower-middle-income countries18827.009311957517639e-057.540845399489626e-053.7%
Lower-middle-income countries18837.281162834260613e-057.832957635400817e-053.7%
Lower-middle-income countries18847.555010233772919e-058.127214823616669e-053.6%
Lower-middle-income countries18857.830782124074176e-058.423542021773756e-053.6%
Lower-middle-income countries18868.108442852972075e-058.721902122488245e-053.6%
Lower-middle-income countries18878.387994603253901e-059.022295125760138e-053.6%
Lower-middle-income countries18888.669473027111962e-059.32476032176055e-053.6%
Lower-middle-income countries18898.952952339313924e-059.629377018427476e-053.6%
Lower-middle-income countries18909.244320244761184e-059.942255564965308e-053.6%
Lower-middle-income countries18919.539203165331855e-050.000102588601293973623.6%
Lower-middle-income countries18929.837754623731598e-050.000105793478724081073.6%
Lower-middle-income countries18930.000101401266874745490.000109038781374692923.6%
Lower-middle-income countries18940.000104464699688833210.000112326073576696223.6%
Lower-middle-income countries18950.000107569328974932430.000115656926936935633.6%
Lower-middle-income countries18960.000110716646304354070.000119032883958425373.6%
Lower-middle-income countries18970.000113908114144578580.000122455472592264413.6%
Lower-middle-income countries18980.000117145180411171170.000125926235341466963.6%
Lower-middle-income countries18990.000120429285743739460.000129446678329259163.6%
Lower-middle-income countries19000.000123761870781891050.000133018314954824753.6%
Lower-middle-income countries19010.000127147199236787860.000136645627208054073.6%
Lower-middle-income countries19020.00013059143384452910.000140335047035478063.6%
Lower-middle-income countries19030.000134099173010326920.000144091449328698223.6%
Lower-middle-income countries19040.000137673487188294530.000147918020957149573.6%
Lower-middle-income countries19050.000141315933433361350.000151816420839168133.6%
Lower-middle-income countries19060.00014502651174552740.000155786678078584373.6%
Lower-middle-income countries19070.000148803708725608890.000159827221068553633.6%
Lower-middle-income countries19080.00015264446847140790.00016393487749155613.6%
Lower-middle-income countries19090.00015654422168154270.00016810487431939693.6%
Lower-middle-income countries19100.000160496827447786930.000172330837813206023.6%
Lower-middle-income countries19110.000164497687364928420.000176607951289042833.6%
Lower-middle-income countries19120.000168544938787817960.000180934264790266753.5%
Lower-middle-income countries19130.000172637010109610860.000185308104846626523.5%
Lower-middle-income countries19140.000176772591657936570.000189728132681921123.5%
Lower-middle-income countries19150.00018095070845447480.000194193300558254123.5%
Lower-middle-income countries19160.000185170632903464140.000198702909983694553.5%
Lower-middle-income countries19170.00018943197210319340.000203256568056531253.5%
Lower-middle-income countries19180.000193734609638340770.00020785415836144243.5%
Lower-middle-income countries19190.00019807867647614330.000212495942832902073.5%
Lower-middle-income countries19200.000202464681933633980.00021718243078794333.5%
Lower-middle-income countries19210.000206892393180169170.000221913622226566083.5%
Lower-middle-income countries19220.000211360951652750370.00022668890596833083.5%
Lower-middle-income countries19230.000215869877138175070.000231507976423017683.5%
Lower-middle-income countries19240.000220419053221121430.000236370906350202863.5%
Lower-middle-income countries19250.000225008727284148340.000241278015892021363.5%
Lower-middle-income countries19260.000229639510507695380.00024622998898848893.5%
Lower-middle-income countries19270.000234312392421998080.000251227815169841053.5%
Lower-middle-income countries19280.00023902872635517270.000256272818660363553.5%
Lower-middle-income countries19290.00024379020032938570.000261366600170731543.5%
Lower-middle-income countries19300.00024859892437234520.000266511080553755163.5%
Lower-middle-income countries19310.00025346956681460140.000271721102762967353.5%
Lower-middle-income countries19320.00025842661852948370.00027702149236574773.5%
Lower-middle-income countries19330.000263490481302142140.000282432942185550933.5%
Lower-middle-income countries19340.000268677686108276250.00028797215782105923.5%
Lower-middle-income countries19350.000274000834906473760.000293651799438521273.5%
Lower-middle-income countries19360.00027946851332671940.00029948045266792183.5%
Lower-middle-income countries19370.00028508534887805580.00030546268681064253.5%
Lower-middle-income countries19380.00029085206915624440.000311598967527970673.4%
Lower-middle-income countries19390.000296765327220782640.00031788577325642113.4%
Lower-middle-income countries19400.000302817992633208630.0003243155370000753.4%
Lower-middle-income countries19410.000309027294861152770.00033090630313381553.4%
Lower-middle-income countries19420.00031543214572593570.00033769878791645173.4%
Lower-middle-income countries19430.00032206275500357150.000344724685419350863.4%
Lower-middle-income countries19440.00032894097967073320.000352006871253252033.4%
Lower-middle-income countries19450.000336080032866448160.00035955940256826583.4%
Lower-middle-income countries19460.000343484629411250350.000367387343430891633.4%
Lower-middle-income countries19470.00035115098580718040.000375486997654661543.3%
Lower-middle-income countries19480.00035906679113395510.000383845763280987743.3%
Lower-middle-income countries19490.0003672111779451370.00039244216168299323.3%
Lower-middle-income countries19500.00037555480957962570.000401245837565511473.3%
~ national_contributions.cumulative_emissions_n2o_fossil 🟡 median anomaly score 1.6%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_n2o_fossil -cumulative_emissions_n2o_fossil +anomaly score
Lower-middle-income countries18514101756.754414679.03.7%
Lower-middle-income countries187299701696.0107306464.03.7%
Lower-middle-income countries187194755544.0101982840.03.7%
Lower-middle-income countries18528255577.58885202.03.7%
Lower-middle-income countries1873104756904.0112746328.03.7%
Lower-middle-income countries187089893224.096748720.03.7%
Lower-middle-income countries186985081912.091569320.03.7%
Lower-middle-income countries1874109938800.0118321096.03.7%
Lower-middle-income countries185312460485.013410535.03.7%
Lower-middle-income countries186880302304.086424200.03.7%
Lower-middle-income countries185416715133.017989250.03.7%
Lower-middle-income countries186775553800.081312712.03.7%
Lower-middle-income countries1875115257384.0124041376.03.7%
Lower-middle-income countries186670835928.076234360.03.7%
Lower-middle-income countries185521017796.022619518.03.7%
Lower-middle-income countries186566148388.071188824.03.7%
Lower-middle-income countries185625366382.027299124.03.7%
Lower-middle-income countries186461491008.066175920.03.7%
Lower-middle-income countries185729758422.032025450.03.7%
Lower-middle-income countries186356863768.061195636.03.7%
Lower-middle-income countries186252266812.056248112.03.7%
Lower-middle-income countries185834191072.036795488.03.7%
Lower-middle-income countries1876120715080.0129909736.03.7%
Lower-middle-income countries186147700408.051333640.03.7%
Lower-middle-income countries185938661124.041605832.03.7%
Lower-middle-income countries186043164988.046452680.03.7%
Lower-middle-income countries1877126306680.0135920672.03.7%
Lower-middle-income countries1878132019416.0142060624.03.7%
Lower-middle-income countries1879137832880.0148307984.03.7%
Lower-middle-income countries1880143719072.0154633072.03.7%
Lower-middle-income countries1881149659184.0161015984.03.7%
Lower-middle-income countries1882155649200.0167452464.03.7%
Lower-middle-income countries1883161685952.0173939120.03.7%
Lower-middle-income countries1884167767008.0180473424.03.6%
Lower-middle-income countries1885173890816.0187053680.03.6%
Lower-middle-income countries1886180056576.0193679072.03.6%
Lower-middle-income countries1887186264304.0200349632.03.6%
Lower-middle-income countries1888192514848.0207066208.03.6%
Lower-middle-income countries1889198809808.0213830528.03.6%
Lower-middle-income countries1890205279936.0220778336.03.6%
Lower-middle-income countries1891211828128.0227808864.03.6%
Lower-middle-income countries1892218457776.0234925632.03.6%
Lower-middle-income countries1893225172272.0242132176.03.6%
Lower-middle-income countries1894231974944.0249431968.03.6%
Lower-middle-income countries1895238869104.0256828480.03.6%
Lower-middle-income countries1896245858048.0264325136.03.6%
Lower-middle-income countries1897252945040.0271925376.03.6%
Lower-middle-income countries1898260133296.0279632576.03.6%
Lower-middle-income countries1899267426016.0287450080.03.6%
Lower-middle-income countries1900274826336.0295381280.03.6%
Lower-middle-income countries1901282343840.0303436096.03.6%
Lower-middle-income countries1902289992128.0311628864.03.6%
Lower-middle-income countries1903297781440.0319970336.03.6%
Lower-middle-income countries1904305718592.0328467648.03.6%
Lower-middle-income countries1905313807040.0337124480.03.6%
Lower-middle-income countries1906322046752.0345940864.03.6%
Lower-middle-income countries1907330434432.0354913280.03.6%
Lower-middle-income countries1908338963232.0364034784.03.6%
Lower-middle-income countries1909347623040.0373294688.03.6%
Lower-middle-income countries1910356400224.0382678880.03.6%
Lower-middle-income countries1911365284544.0392176704.03.6%
Lower-middle-income countries1912374271936.0401783744.03.5%
Lower-middle-income countries1913383358784.0411496320.03.5%
Lower-middle-income countries1914392542304.0421311424.03.5%
Lower-middle-income countries1915401820256.0431226816.03.5%
Lower-middle-income countries1916411191040.0441240896.03.5%
Lower-middle-income countries1917420653792.0451352768.03.5%
Lower-middle-income countries1918430208224.0461562208.03.5%
Lower-middle-income countries1919439854752.0471869792.03.5%
Lower-middle-income countries1920449594304.0482276640.03.5%
Lower-middle-income countries1921459426528.0492782752.03.5%
Lower-middle-income countries1922469349408.0503386752.03.5%
Lower-middle-income countries1923479361952.0514088032.03.5%
Lower-middle-income countries1924489463904.0524886656.03.5%
Lower-middle-income countries1925499655744.0535783424.03.5%
Lower-middle-income countries1926509938880.0546779840.03.5%
Lower-middle-income countries1927520315520.0557878016.03.5%
Lower-middle-income countries1928530788640.0569080960.03.5%
Lower-middle-income countries1929541362048.0580392256.03.5%
Lower-middle-income countries1930552040320.0591816128.03.5%
Lower-middle-income countries1931562856064.0603385536.03.5%
Lower-middle-income countries1932573863680.0615155584.03.5%
Lower-middle-income countries1933585108544.0627172288.03.5%
Lower-middle-income countries1934596627328.0639472704.03.5%
Lower-middle-income countries1935608447936.0652084928.03.5%
Lower-middle-income countries1936620589504.0665028096.03.5%
Lower-middle-income countries1937633062272.0678312256.03.5%
Lower-middle-income countries1938645867840.0691938560.03.4%
Lower-middle-income countries1939658998912.0705899072.03.4%
Lower-middle-income countries1940672439488.0720177024.03.4%
Lower-middle-income countries1941686227904.0734812544.03.4%
Lower-middle-income countries1942700450496.0749895936.03.4%
Lower-middle-income countries1943715174528.0765497664.03.4%
Lower-middle-income countries1944730448320.0781668608.03.4%
Lower-middle-income countries1945746301312.0798439744.03.4%
Lower-middle-income countries1946762744064.0815822592.03.4%
Lower-middle-income countries1947779768000.0833808768.03.3%
Lower-middle-income countries1948797345920.0852370304.03.3%
Lower-middle-income countries1949815431360.0871459456.03.3%
Lower-middle-income countries1950833959296.0891008960.03.3%
~ national_contributions.annual_emissions_n2o_fossil 🟡 median anomaly score 1.6%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_fossil -annual_emissions_n2o_fossil +anomaly score
Lower-middle-income countries2020483008.65625542588.6255.8%
Lower-middle-income countries2023537022.75602226.56255.7%
Lower-middle-income countries2021507394.53125568034.31255.6%
Lower-middle-income countries2019499948.1875558814.8755.6%
Lower-middle-income countries2024544578.25608610.06255.6%
Lower-middle-income countries2022523421.59375581912.55.3%
Lower-middle-income countries2018498460.5549838.68754.9%
Lower-middle-income countries2017485149.03125530744.754.5%
Lower-middle-income countries2016474804.59375518263.6254.4%
Lower-middle-income countries187017623.85351562518972.144531253.7%
Lower-middle-income countries186917507.71289062518846.5996093753.7%
Lower-middle-income countries187117810.69726562519172.6035156253.7%
Lower-middle-income countries186817393.79687518723.41406253.7%
Lower-middle-income countries186717281.56835937518602.0136718753.7%
Lower-middle-income countries186617170.48437518481.8281253.7%
Lower-middle-income countries185014831.833007812515964.089843753.7%
Lower-middle-income countries186517060.00195312518362.277343753.7%
Lower-middle-income countries187218117.7812519500.468753.7%
Lower-middle-income countries2015465013.65625500501.781253.7%
Lower-middle-income countries186416949.58007812518242.792968753.7%
Lower-middle-income countries185115024.750976562516170.9863281253.7%
Lower-middle-income countries186316838.67773437518122.7988281253.7%
Lower-middle-income countries185215215.45898437516375.54199218753.7%
Lower-middle-income countries186216726.75195312518001.722656253.7%
Lower-middle-income countries185315402.594726562516576.31253.7%
Lower-middle-income countries186116613.26367187517878.9863281253.7%
Lower-middle-income countries185415584.78710937516771.843753.7%
Lower-middle-income countries186016497.6679687517754.0214843753.7%
Lower-middle-income countries185515760.672851562516960.6933593753.7%
Lower-middle-income countries185916373.81445312517620.30468753.7%
Lower-middle-income countries185615928.883789062517141.4121093753.7%
Lower-middle-income countries185816236.82226562517472.6660156253.7%
Lower-middle-income countries185716088.055664062517312.550781253.7%
Lower-middle-income countries187318517.2617187519926.2363281253.7%
Lower-middle-income countries187418981.2812520420.386718753.7%
Lower-middle-income countries187519481.99023437520953.41406253.6%
Lower-middle-income countries187619991.54492187521495.8144531253.6%
Lower-middle-income countries187720482.0937522018.0761718753.6%
Lower-middle-income countries187820925.76562522490.667968753.6%
Lower-middle-income countries187921294.7304687522884.0996093753.6%
Lower-middle-income countries188021561.12523168.85156253.6%
Lower-middle-income countries188923058.47851562524777.7753906253.6%
Lower-middle-income countries188822895.71679687524602.8300781253.6%
Lower-middle-income countries188722738.94335937524434.2343753.6%
Lower-middle-income countries188622585.19726562524268.8417968753.6%
Lower-middle-income countries188121758.64062523380.6191406253.6%
Lower-middle-income countries188522431.51757812524103.5214843753.6%
Lower-middle-income countries188221941.4804687523576.8378906253.6%
Lower-middle-income countries188422274.97851562523935.1718753.6%
Lower-middle-income countries188322112.61914062523760.656253.6%
Lower-middle-income countries189023700.1054687525449.839843753.6%
Lower-middle-income countries189123986.0507812525752.8300781253.6%
Lower-middle-income countries189224284.45117187526068.7714843753.5%
Lower-middle-income countries189324595.20312526397.5781253.5%
Lower-middle-income countries189424918.2148437526739.1699218753.5%
Lower-middle-income countries189525253.367187527093.4472656253.5%
Lower-middle-income countries189625600.539062527460.308593753.5%
Lower-middle-income countries189725959.648437527839.683593753.5%
Lower-middle-income countries189826330.58789062528231.4824218753.5%
Lower-middle-income countries189926713.22460937528635.589843753.5%
Lower-middle-income countries190027107.46289062529051.925781253.5%
Lower-middle-income countries190127536.61132812529504.88281253.5%
Lower-middle-income countries190228015.68945312530010.1777343753.4%
Lower-middle-income countries190328532.2530554.800781253.4%
Lower-middle-income countries190429073.83398437531125.7343753.4%
Lower-middle-income countries190529627.96289062531709.9355468753.4%
Lower-middle-income countries190630182.195312532294.4042968753.4%
Lower-middle-income countries193039114.54687541845.746093753.4%
Lower-middle-income countries192938730.3164062541433.167968753.4%
Lower-middle-income countries190730724.0585937532866.10156253.4%
Lower-middle-income countries192838363.01562541036.3906253.4%
Lower-middle-income countries193139618.335937542378.8906253.4%
Lower-middle-income countries192738009.6367187540652.7968753.4%
Lower-middle-income countries190831241.09179687533412.00781253.4%
Lower-middle-income countries192637667.23437540279.83593753.4%
Lower-middle-income countries190931720.8437533919.11718753.3%
Lower-middle-income countries193240320.85937543113.683593753.3%
Lower-middle-income countries192537332.820312539914.917968753.3%
Lower-middle-income countries191032150.8398437534374.38281253.3%
Lower-middle-income countries191132543.4023437534790.511718753.3%
Lower-middle-income countries192437003.398437539555.441406253.3%
Lower-middle-income countries191232920.73437535190.589843753.3%
Lower-middle-income countries191333285.2226562535577.183593753.3%
Lower-middle-income countries192336675.9960937539198.83593753.3%
Lower-middle-income countries191433639.226562535952.839843753.3%
Lower-middle-income countries191533985.12536320.121093753.3%
Lower-middle-income countries191634325.2929687536681.5781253.3%
Lower-middle-income countries193341189.9257812544017.191406253.3%
Lower-middle-income countries192236347.6445312538842.511718753.3%
Lower-middle-income countries191734662.10937537039.781253.3%
Lower-middle-income countries191834997.9414062537397.277343753.3%
Lower-middle-income countries192136015.3437538483.878906253.3%
Lower-middle-income countries191935335.164062537756.6253.3%
Lower-middle-income countries192035676.1445312538120.378906253.3%
Lower-middle-income countries193442193.351562545056.503906253.3%
Lower-middle-income countries193543298.960937546198.699218753.2%
Lower-middle-income countries193644474.5312547410.82031253.2%
Lower-middle-income countries193745687.8789062548659.941406253.2%
Lower-middle-income countries193846906.8320312549913.14843753.1%
Lower-middle-income countries193948099.179687551137.503906253.1%
~ national_contributions.annual_emissions_n2o_fossil_co2eq 🟡 median anomaly score 1.6%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_fossil_co2eq -annual_emissions_n2o_fossil_co2eq +anomaly score
Lower-middle-income countries2020131861368.0148126704.05.8%
Lower-middle-income countries2023146607216.0164407856.05.7%
Lower-middle-income countries2021138518704.0155073360.05.6%
Lower-middle-income countries2019136485856.0152556464.05.6%
Lower-middle-income countries2024148669856.0166150544.05.6%
Lower-middle-income countries2022142894096.0158862112.05.3%
Lower-middle-income countries2018136079712.0150105952.04.9%
Lower-middle-income countries2017132445688.0144893312.04.5%
Lower-middle-income countries2016129621648.0141485968.04.4%
Lower-middle-income countries18704811312.05179395.53.7%
Lower-middle-income countries18694779605.55145121.53.7%
Lower-middle-income countries18714862320.05234120.53.7%
Lower-middle-income countries18684748507.05111492.03.7%
Lower-middle-income countries18674717868.55078350.03.7%
Lower-middle-income countries18664687542.55045539.03.7%
Lower-middle-income countries18504049090.54358196.53.7%
Lower-middle-income countries18654657380.55012902.03.7%
Lower-middle-income countries18724946154.55323628.03.7%
Lower-middle-income countries2015126948728.0136636992.03.7%
Lower-middle-income countries18644627235.54980282.53.7%
Lower-middle-income countries18514101757.04414679.53.7%
Lower-middle-income countries18634596959.04947524.53.7%
Lower-middle-income countries18524153820.254470523.03.7%
Lower-middle-income countries18624566403.04914470.03.7%
Lower-middle-income countries18534204908.54525333.03.7%
Lower-middle-income countries18614535420.54880963.53.7%
Lower-middle-income countries18544254647.04578713.53.7%
Lower-middle-income countries18604503863.04846847.53.7%
Lower-middle-income countries18554302663.54630269.53.7%
Lower-middle-income countries18594470051.54810343.03.7%
Lower-middle-income countries18564348585.54679605.53.7%
Lower-middle-income countries18584432652.54770037.53.7%
Lower-middle-income countries18574392039.04726326.53.7%
Lower-middle-income countries18735055212.55439862.53.7%
Lower-middle-income countries18745181890.05574766.03.7%
Lower-middle-income countries18755318583.05720282.03.6%
Lower-middle-income countries18765457691.55868357.03.6%
Lower-middle-income countries18775591611.56010935.03.6%
Lower-middle-income countries18785712734.06139952.53.6%
Lower-middle-income countries18795813461.56247359.53.6%
Lower-middle-income countries18805886187.06325096.53.6%
Lower-middle-income countries18896294965.06764332.53.6%
Lower-middle-income countries18886250530.56716573.03.6%
Lower-middle-income countries18876207731.56670546.03.6%
Lower-middle-income countries18866165758.56625394.03.6%
Lower-middle-income countries18815940109.06382909.03.6%
Lower-middle-income countries18856123804.06580261.53.6%
Lower-middle-income countries18825990024.56436477.03.6%
Lower-middle-income countries18846081069.06534302.03.6%
Lower-middle-income countries18836036745.06486659.53.6%
Lower-middle-income countries18906470129.06947806.53.6%
Lower-middle-income countries18916548192.07030523.03.6%
Lower-middle-income countries18926629655.07116775.03.5%
Lower-middle-income countries18936714490.57206538.53.5%
Lower-middle-income countries18946802672.57299793.53.5%
Lower-middle-income countries18956894169.07396511.53.5%
Lower-middle-income countries18966988947.57496664.03.5%
Lower-middle-income countries18977086984.57600233.53.5%
Lower-middle-income countries18987188250.57707195.03.5%
Lower-middle-income countries18997292710.57817516.03.5%
Lower-middle-income countries19007400337.57931175.53.5%
Lower-middle-income countries19017517495.08054833.03.5%
Lower-middle-income countries19027648283.08192778.53.4%
Lower-middle-income countries19037789304.08341460.53.4%
Lower-middle-income countries19047937156.58497325.03.4%
Lower-middle-income countries19058088433.58656812.03.4%
Lower-middle-income countries19068239739.58816372.03.4%
Lower-middle-income countries193010678271.011423889.03.4%
Lower-middle-income countries192910573376.011311255.03.4%
Lower-middle-income countries19078387668.08972446.03.4%
Lower-middle-income countries192810473103.011202934.03.4%
Lower-middle-income countries193110815806.011569437.03.4%
Lower-middle-income countries192710376631.011098214.03.4%
Lower-middle-income countries19088528818.09121479.03.4%
Lower-middle-income countries192610283155.010996396.03.4%
Lower-middle-income countries19098659791.09259919.03.3%
Lower-middle-income countries193211007595.011770035.03.3%
Lower-middle-income countries192510191859.010896772.03.3%
Lower-middle-income countries19108777179.09384206.03.3%
Lower-middle-income countries19118884349.09497810.03.3%
Lower-middle-income countries192410101928.010798636.03.3%
Lower-middle-income countries19128987360.09607031.03.3%
Lower-middle-income countries19139086865.09712571.03.3%
Lower-middle-income countries192310012547.010701282.03.3%
Lower-middle-income countries19149183509.09815126.03.3%
Lower-middle-income countries19159277940.09915393.03.3%
Lower-middle-income countries19169370805.010014071.03.3%
Lower-middle-income countries193311244850.012016694.03.3%
Lower-middle-income countries19229922907.010604006.03.3%
Lower-middle-income countries19179462756.010111861.03.3%
Lower-middle-income countries19189554438.010209457.03.3%
Lower-middle-income countries19219832189.010506099.03.3%
Lower-middle-income countries19199646499.010307559.03.3%
Lower-middle-income countries19209739587.010406863.03.3%
Lower-middle-income countries193411518785.012300426.03.3%
Lower-middle-income countries193511820616.012612245.03.2%
Lower-middle-income countries193612141547.012943154.03.2%
Lower-middle-income countries193712472791.013284164.03.2%
Lower-middle-income countries193812805565.013626290.03.1%
Lower-middle-income countries193913131076.013960538.03.1%
~ national_contributions.share_of_annual_emissions_ch4_total 🟡 median anomaly score 1.6%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearshare_of_annual_emissions_ch4_total -share_of_annual_emissions_ch4_total +anomaly score
Lower-middle-income countries195520.43261337280273418.7411041259765624.3%
Lower-middle-income countries194720.278930664062518.7029857635498054.0%
Lower-middle-income countries195620.26904106140136718.749734878540043.9%
Lower-middle-income countries194420.53863334655761719.0021724700927733.9%
Lower-middle-income countries194820.24532508850097718.7515220642089843.8%
Lower-middle-income countries194521.06820678710937519.5157642364501953.8%
Lower-middle-income countries194620.80726623535156219.2770347595214843.8%
Lower-middle-income countries193820.38801956176757818.921339035034183.7%
Lower-middle-income countries195720.22255134582519518.7900562286376953.7%
Lower-middle-income countries191017.65902900695800818.942111968994143.5%
Lower-middle-income countries191117.58790779113769518.864955902099613.5%
Lower-middle-income countries191317.31515312194824218.5713481903076173.5%
Lower-middle-income countries191217.5199928283691418.789680480957033.5%
Lower-middle-income countries194120.30930709838867218.9389533996582033.5%
Lower-middle-income countries194220.39530754089355519.0194530487060553.5%
Lower-middle-income countries194320.30020904541015618.940639495849613.5%
Lower-middle-income countries190917.88666725158691419.1657962799072273.5%
Lower-middle-income countries194920.21711349487304718.8699569702148443.4%
Lower-middle-income countries193719.896612167358418.5771636962890623.4%
Lower-middle-income countries190818.1428356170654319.420993804931643.4%
Lower-middle-income countries190718.12819099426269519.3893013000488283.4%
Lower-middle-income countries190618.5414905548095719.8154468536376953.3%
Lower-middle-income countries193619.8478870391845718.5753955841064453.3%
Lower-middle-income countries202122.77932548522949224.3279438018798833.3%
Lower-middle-income countries190518.80767440795898420.0836544036865233.3%
Lower-middle-income countries190419.04759597778320320.3222694396972663.2%
Lower-middle-income countries193519.94506645202636718.7068386077880863.2%
Lower-middle-income countries195020.19662666320800818.9483413696289063.2%
Lower-middle-income countries190319.18904113769531220.452941894531253.2%
Lower-middle-income countries191417.7101173400878918.868822097778323.2%
Lower-middle-income countries202023.09222221374511724.6029968261718753.2%
Lower-middle-income countries202222.57250595092773424.0487079620361333.2%
Lower-middle-income countries195120.06285476684570318.8324146270751953.2%
Lower-middle-income countries202422.49040794372558623.9542865753173833.2%
Lower-middle-income countries190219.52379989624023420.7896347045898443.1%
Lower-middle-income countries201922.8075561523437524.2795906066894533.1%
Lower-middle-income countries190119.6907291412353520.9516849517822273.1%
Lower-middle-income countries202322.60008049011230524.0457191467285163.1%
Lower-middle-income countries190019.89579772949218821.152147293090823.1%
Lower-middle-income countries195220.1225109100341818.9281997680664063.1%
Lower-middle-income countries201822.74687576293945324.1813640594482423.1%
Lower-middle-income countries189920.0716819763183621.3315105438232423.0%
Lower-middle-income countries189820.31369781494140621.575866699218753.0%
Lower-middle-income countries193419.94515228271484418.7822837829589843.0%
Lower-middle-income countries189720.4700851440429721.7280578613281253.0%
Lower-middle-income countries189620.62321281433105521.8756885528564452.9%
Lower-middle-income countries195919.92649078369140618.798332214355472.9%
Lower-middle-income countries189520.72798347473144521.971395492553712.9%
Lower-middle-income countries189420.894414901733422.1375846862792972.9%
Lower-middle-income countries189321.03675842285156222.281093597412112.9%
Lower-middle-income countries201723.06895828247070324.432359695434572.9%
Lower-middle-income countries191517.8465499877929718.889261245727542.8%
Lower-middle-income countries189221.04554748535156222.2700099945068362.8%
Lower-middle-income countries201123.0071334838867224.330728530883792.8%
Lower-middle-income countries201023.14156532287597724.471761703491212.8%
Lower-middle-income countries189121.11463546752929722.326429367065432.8%
Lower-middle-income countries189021.25691986083984422.4633598327636722.8%
Lower-middle-income countries201623.2711524963378924.5888309478759772.8%
Lower-middle-income countries188921.38984680175781222.600755691528322.8%
Lower-middle-income countries193320.02476501464843818.9535675048828122.7%
Lower-middle-income countries188821.35814285278320322.564140319824222.7%
Lower-middle-income countries197517.816167831420918.8196449279785162.7%
Lower-middle-income countries188721.48445892333984422.6943168640136722.7%
Upper-middle-income countries195529.6329078674316431.3005790710449222.7%
Lower-middle-income countries201322.9946842193603524.2884368896484382.7%
Lower-middle-income countries188621.531621932983422.7407932281494142.7%
Lower-middle-income countries188521.51257133483886722.7172336578369142.7%
Lower-middle-income countries201423.011358261108424.297397613525392.7%
Lower-middle-income countries188421.4819469451904322.6812648773193362.7%
Lower-middle-income countries197718.14768600463867219.160461425781252.7%
Lower-middle-income countries188321.45005416870117222.644029617309572.7%
Lower-middle-income countries197818.2009201049804719.2136611938476562.7%
Lower-middle-income countries197617.97578048706054718.973699569702152.7%
Lower-middle-income countries188221.51282882690429722.7068500518798832.7%
Lower-middle-income countries200923.1271762847900424.4080162048339842.7%
Lower-middle-income countries201523.22400093078613324.5093078613281252.7%
Lower-middle-income countries188121.55639457702636722.7492790222167972.7%
Lower-middle-income countries188021.6011276245117222.7926139831542972.7%
Lower-middle-income countries197418.21497535705566419.2154083251953122.7%
Lower-middle-income countries198118.54784202575683619.560525894165042.7%
Lower-middle-income countries201223.11985015869140624.3820171356201172.7%
Lower-middle-income countries198519.17391777038574220.22045326232912.7%
Lower-middle-income countries187921.82317733764648423.013536453247072.7%
Lower-middle-income countries198218.52718353271484419.527853012084962.6%
Lower-middle-income countries187821.97085762023925823.1554889678955082.6%
Lower-middle-income countries198418.95092582702636719.971979141235352.6%
Lower-middle-income countries198318.8969516754150419.9122142791748052.6%
Lower-middle-income countries187722.02388763427734423.1987018585205082.6%
Upper-middle-income countries194729.16359710693359430.7161445617675782.6%
Lower-middle-income countries195319.9794235229492218.970954895019532.6%
Lower-middle-income countries194019.92311286926269518.917507171630862.6%
Lower-middle-income countries198619.38638114929199220.4127101898193362.6%
Lower-middle-income countries193220.0228748321533219.0172920227050782.6%
Lower-middle-income countries197318.03660964965820318.9894924163818362.6%
Lower-middle-income countries187622.11855888366699223.284416198730472.6%
Lower-middle-income countries200722.8588790893554724.0597248077392582.6%
Lower-middle-income countries197918.55131149291992219.5231075286865232.6%
Lower-middle-income countries198018.5328636169433619.5035209655761722.6%
Lower-middle-income countries187522.20430946350097723.360513687133792.5%
Upper-middle-income countries194429.22679710388183630.7403182983398442.5%
~ national_contributions.annual_emissions_ch4_total 🟡 median anomaly score 1.6%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_total -annual_emissions_ch4_total +anomaly score
Lower-middle-income countries195530137592.027642660.04.3%
Lower-middle-income countries194724619960.022706658.04.0%
Lower-middle-income countries195630807290.028498070.03.9%
Lower-middle-income countries194423741758.021965676.03.9%
Lower-middle-income countries194824927898.023088592.03.8%
Lower-middle-income countries194524106190.022329888.03.8%
Lower-middle-income countries194624480828.022680430.03.8%
Lower-middle-income countries193821276884.019746262.03.7%
Lower-middle-income countries195731631984.029391286.03.7%
Lower-middle-income countries191013625979.014616025.03.5%
Lower-middle-income countries191113710770.014706302.03.5%
Lower-middle-income countries191313905121.014913922.03.5%
Lower-middle-income countries191213811224.014812135.03.5%
Lower-middle-income countries194122438104.020924110.03.5%
Lower-middle-income countries194222796350.021258524.03.5%
Lower-middle-income countries194323138410.021588758.03.5%
Lower-middle-income countries190913625756.014600174.03.5%
Lower-middle-income countries194925185118.023506920.03.4%
Lower-middle-income countries193720700874.019328090.03.4%
Lower-middle-income countries190813634459.014595003.03.4%
Lower-middle-income countries190713615423.014562597.03.4%
Lower-middle-income countries190613600012.014534447.03.3%
Lower-middle-income countries193620216168.018920066.03.3%
Lower-middle-income countries202172311080.077227040.03.3%
Lower-middle-income countries190513582065.014503520.03.3%
Lower-middle-income countries190413582520.014491469.03.2%
Lower-middle-income countries193519770968.018543548.03.2%
Lower-middle-income countries195025755236.024163392.03.2%
Lower-middle-income countries190313575426.014469581.03.2%
Lower-middle-income countries191414077401.014998430.03.2%
Lower-middle-income countries202071838000.076537896.03.2%
Lower-middle-income countries202273103392.077884224.03.2%
Lower-middle-income countries195126393776.024775066.03.2%
Lower-middle-income countries202474541648.079393488.03.2%
Lower-middle-income countries190213575463.014455636.03.1%
Lower-middle-income countries201971718200.076347008.03.1%
Lower-middle-income countries190113567340.014436165.03.1%
Lower-middle-income countries202374253000.079002664.03.1%
Lower-middle-income countries190013562432.014418851.03.1%
Lower-middle-income countries195227023716.025419804.03.1%
Lower-middle-income countries201870975360.075451288.03.1%
Lower-middle-income countries189913497038.014344199.03.0%
Lower-middle-income countries189813438080.014273040.03.0%
Lower-middle-income countries193419421262.018288938.03.0%
Lower-middle-income countries189713379126.014201329.03.0%
Lower-middle-income countries189613323904.014133083.02.9%
Lower-middle-income countries195933178020.031299614.02.9%
Lower-middle-income countries189513268335.014064264.02.9%
Lower-middle-income countries189413206401.013992151.02.9%
Lower-middle-income countries189313150883.013928765.02.9%
Lower-middle-income countries201770913104.075104144.02.9%
Lower-middle-income countries191514254719.015087572.02.8%
Lower-middle-income countries189213097208.013859224.02.8%
Lower-middle-income countries201168356608.072289144.02.8%
Lower-middle-income countries201066840412.070682456.02.8%
Lower-middle-income countries189113042013.013790510.02.8%
Lower-middle-income countries189012987246.013724339.02.8%
Lower-middle-income countries201670381632.074366848.02.8%
Lower-middle-income countries188912873542.013602331.02.8%
Lower-middle-income countries193319041074.018022498.02.7%
Lower-middle-income countries188812759366.013479830.02.7%
Lower-middle-income countries197540329916.042601456.02.7%
Lower-middle-income countries188712646448.013358609.02.7%
Upper-middle-income countries195543707796.046167568.02.7%
Lower-middle-income countries201368477072.072329808.02.7%
Lower-middle-income countries188612533411.013237261.02.7%
Lower-middle-income countries188512420786.013116326.02.7%
Lower-middle-income countries201469172184.073038016.02.7%
Lower-middle-income countries188412310657.012997951.02.7%
Lower-middle-income countries197742205232.044560596.02.7%
Lower-middle-income countries188312199152.012878194.02.7%
Lower-middle-income countries197842505404.044870500.02.7%
Lower-middle-income countries197641288516.043580632.02.7%
Lower-middle-income countries188212086018.012756825.02.7%
Lower-middle-income countries200965751976.069393488.02.7%
Lower-middle-income countries201569935392.073805888.02.7%
Lower-middle-income countries188111973442.012636026.02.7%
Lower-middle-income countries188011863606.012517985.02.7%
Lower-middle-income countries197440671172.042904984.02.7%
Lower-middle-income countries198143068004.045419448.02.7%
Lower-middle-income countries201269247616.073028016.02.7%
Lower-middle-income countries198546153444.048672556.02.7%
Lower-middle-income countries187911821463.012466272.02.7%
Lower-middle-income countries198243498856.045848268.02.6%
Lower-middle-income countries187811781548.012416789.02.6%
Lower-middle-income countries198445028748.047454844.02.6%
Lower-middle-income countries198344373560.046757592.02.6%
Lower-middle-income countries187711729365.012355041.02.6%
Upper-middle-income countries194735406532.037291428.02.6%
Lower-middle-income countries195327458880.026072886.02.6%
Lower-middle-income countries194021647302.020554670.02.6%
Lower-middle-income countries198647222888.049722904.02.6%
Lower-middle-income countries193218730838.017790142.02.6%
Lower-middle-income countries197340141908.042262624.02.6%
Lower-middle-income countries187611688863.012304977.02.6%
Lower-middle-income countries200764862272.068269680.02.6%
Lower-middle-income countries197944401176.046727100.02.6%
Lower-middle-income countries198044135884.046447496.02.6%
Lower-middle-income countries187511648533.012255086.02.5%
Upper-middle-income countries194433784892.035534456.02.5%
~ national_contributions.annual_emissions_ch4_total_co2eq 🟡 median anomaly score 1.5%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_total_co2eq -annual_emissions_ch4_total_co2eq +anomaly score
Lower-middle-income countries1955846584192.0767569728.04.9%
Lower-middle-income countries1947690889408.0630290688.04.6%
Lower-middle-income countries1956865083264.0791409216.04.4%
Lower-middle-income countries1944666990208.0610736320.04.4%
Lower-middle-income countries1948699295616.0640814656.04.4%
Lower-middle-income countries1945677099840.0620755200.04.3%
Lower-middle-income countries1946687507008.0630359104.04.3%
Lower-middle-income countries1938598012864.0549561408.04.2%
Lower-middle-income countries1957888138624.0816303616.04.2%
Lower-middle-income countries1942640298048.0591309376.04.0%
Lower-middle-income countries1941630352832.0582155456.04.0%
Lower-middle-income countries1949706183744.0652415488.04.0%
Lower-middle-income countries1943649754240.0600331072.04.0%
Lower-middle-income countries1937581606784.0537938048.03.9%
Lower-middle-income countries1936567913984.0526608544.03.8%
Lower-middle-income countries1950722389632.0671105408.03.7%
Lower-middle-income countries1951740253888.0688027136.03.7%
Lower-middle-income countries1935555390912.0516209408.03.7%
Lower-middle-income countries1952757804544.0705865536.03.5%
Lower-middle-income countries1910379070016.0406600352.03.5%
Lower-middle-income countries1911381458048.0409137440.03.5%
Lower-middle-income countries1913386972096.0415018112.03.5%
Lower-middle-income countries1912384312736.0412138048.03.5%
Lower-middle-income countries1909379027392.0406118080.03.5%
Lower-middle-income countries1934545411648.0509105696.03.4%
Lower-middle-income countries1959930972352.0869502720.03.4%
Lower-middle-income countries1908379250688.0405953984.03.4%
Lower-middle-income countries1907378647328.0404978336.03.4%
Lower-middle-income countries1906378152032.0404129504.03.3%
Lower-middle-income countries20212035636736.02174320896.03.3%
Lower-middle-income countries1905377581152.0403197888.03.3%
Lower-middle-income countries1904377558656.0402828800.03.2%
Lower-middle-income countries1903377311232.0402166592.03.2%
Lower-middle-income countries1933534524032.0501649504.03.2%
Lower-middle-income countries20222058193536.02193066496.03.2%
Lower-middle-income countries20202022251264.02154693376.03.2%
Lower-middle-income countries20242098397440.02235410176.03.2%
Lower-middle-income countries1902377276288.0401741056.03.1%
Lower-middle-income countries1914391967232.0417383232.03.1%
Lower-middle-income countries20192021365632.02151612928.03.1%
Lower-middle-income countries1901376998176.0401150848.03.1%
Lower-middle-income countries20232091314432.02225292288.03.1%
Upper-middle-income countries19551229289472.01307293952.03.1%
Lower-middle-income countries1900376815840.0400624928.03.1%
Lower-middle-income countries1953769493248.0723884032.03.1%
Lower-middle-income countries1899374971296.0398528448.03.0%
Lower-middle-income countries20182000682240.02126026240.03.0%
Lower-middle-income countries1898373318560.0396536096.03.0%
Lower-middle-income countries1940607510784.0571950080.03.0%
Lower-middle-income countries1932525720960.0495208960.03.0%
Lower-middle-income countries1897371665952.0394527328.03.0%
Lower-middle-income countries1954791077184.0745566848.03.0%
Lower-middle-income countries1896370124544.0392621728.02.9%
Upper-middle-income countries1947993425472.01053205888.02.9%
Lower-middle-income countries1895368572768.0390699136.02.9%
Lower-middle-income countries1939594128448.0560545280.02.9%
Lower-middle-income countries1894366831360.0388678336.02.9%
Lower-middle-income countries1893365281120.0386917600.02.9%
Upper-middle-income countries1944948044800.01003533120.02.8%
Lower-middle-income countries20171997702144.02114589056.02.8%
Lower-middle-income countries1892363785824.0384973472.02.8%
Upper-middle-income countries1945956730816.01012294848.02.8%
Upper-middle-income countries1946970893312.01027243712.02.8%
Upper-middle-income countries1948997011136.01054647936.02.8%
Lower-middle-income countries1891362245216.0383053952.02.8%
Lower-middle-income countries1915397112512.0419886496.02.8%
Upper-middle-income countries19561272748544.01345395072.02.8%
Lower-middle-income countries1890360717344.0381210272.02.8%
Lower-middle-income countries1889357552928.0377815488.02.8%
Lower-middle-income countries20111928209280.02037291904.02.8%
Lower-middle-income countries1888354374464.0374406016.02.7%
Lower-middle-income countries20101885213184.01991672320.02.7%
Lower-middle-income countries1887351233472.0371034688.02.7%
Lower-middle-income countries1886348088960.0367659552.02.7%
Lower-middle-income countries1885344956704.0364296768.02.7%
Lower-middle-income countries20161982626176.02093537664.02.7%
Lower-middle-income countries1884341898848.0361010272.02.7%
Lower-middle-income countries1883338799968.0357682592.02.7%
Lower-middle-income countries1882335652576.0354306880.02.7%
Upper-middle-income countries1938863237312.0911078784.02.7%
Lower-middle-income countries1881332521728.0350948128.02.7%
Lower-middle-income countries20131929726592.02036658048.02.7%
Lower-middle-income countries1880329472608.0347671552.02.7%
Lower-middle-income countries20141949879808.02057302272.02.7%
Lower-middle-income countries1879328295520.0346229536.02.7%
Lower-middle-income countries19751132851968.01194674304.02.7%
Lower-middle-income countries20151971383808.02078841600.02.7%
Lower-middle-income countries20091853938688.01954752256.02.6%
Lower-middle-income countries19771186790272.01250998912.02.6%
Lower-middle-income countries19781194176896.01258723456.02.6%
Lower-middle-income countries1878327184800.0344853920.02.6%
Upper-middle-income countries19571315136768.01385923712.02.6%
Lower-middle-income countries19761161392256.01223822080.02.6%
Lower-middle-income countries20121953781760.02058638208.02.6%
Lower-middle-income countries1877325708544.0343112832.02.6%
Lower-middle-income countries19851297584512.01366752512.02.6%
Lower-middle-income countries19811208997376.01273232640.02.6%
Upper-middle-income countries1942910734784.0959009472.02.6%
Lower-middle-income countries1876324580352.0341719904.02.6%
Lower-middle-income countries19821220718976.01285079552.02.6%
~ national_contributions.share_of_annual_emissions_co2_total 🟡 median anomaly score 1.4%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearshare_of_annual_emissions_co2_total -share_of_annual_emissions_co2_total +anomaly score
Lower-middle-income countries19074.913550376892096.83666801452636716%
Lower-middle-income countries19055.3318042755126957.33843517303466816%
Lower-middle-income countries19045.5725717544555667.61978864669799816%
Lower-middle-income countries19085.1062626838684086.981094360351562516%
Lower-middle-income countries19065.4247403144836437.37351465225219715%
Lower-middle-income countries19035.5213432312011727.436149120330810515%
Lower-middle-income countries19105.3372159004211437.14691066741943414%
Lower-middle-income countries19095.037183761596686.72723770141601614%
Lower-middle-income countries19135.3498692512512217.12112522125244114%
Lower-middle-income countries19115.3771300315856937.14485073089599614%
Lower-middle-income countries19125.5069332122802737.311820507049560514%
Lower-middle-income countries19015.9525265693664557.9028692245483414%
Lower-middle-income countries19155.9940810203552257.941170215606689514%
Lower-middle-income countries19175.6292362213134777.43203926086425814%
Lower-middle-income countries19026.09801435470581058.0471324920654314%
Lower-middle-income countries19186.0071945190429697.91836643218994114%
Lower-middle-income countries19165.7698025703430187.58290052413940414%
Lower-middle-income countries19196.2737174034118658.19225311279296913%
Lower-middle-income countries19006.244989871978768.12550926208496113%
Lower-middle-income countries18786.2432126998901378.03088951110839813%
Lower-middle-income countries18726.97336864471435558.96687984466552713%
Lower-middle-income countries19145.9392204284667977.62328672409057612%
Lower-middle-income countries18796.0915994644165047.80591821670532212%
Lower-middle-income countries18746.7766070365905768.65668964385986312%
Lower-middle-income countries18736.8839449882507328.77933025360107412%
Lower-middle-income countries18717.158216476440439.10759353637695312%
Lower-middle-income countries18756.5616903305053718.33657741546630912%
Lower-middle-income countries18707.4963521957397469.48209381103515612%
Lower-middle-income countries18806.6961326599121098.40099430084228511%
Lower-middle-income countries18678.65381526947021510.82286834716796911%
Lower-middle-income countries18766.5226769447326668.11885261535644511%
Lower-middle-income countries18776.2883238792419437.814665317535411%
Lower-middle-income countries18987.8270988464355479.67122554779052711%
Lower-middle-income countries18688.36650753021240210.29539012908935510%
Lower-middle-income countries18827.8839678764343269.6963024139404310%
Lower-middle-income countries18817.5714373588562019.29548072814941410%
Lower-middle-income countries18958.21902751922607410.08419609069824210%
Lower-middle-income countries18978.0715036392211919.88951873779296910%
Lower-middle-income countries18997.6669578552246099.39256572723388710%
Lower-middle-income countries18968.0995368957519539.89871025085449210.0%
Lower-middle-income countries18847.93986749649047859.6907939910888679.9%
Lower-middle-income countries18837.7453856468200689.4350767135620129.8%
Lower-middle-income countries18698.29687881469726610.088015556335459.7%
Lower-middle-income countries19756.5158333778381357.9155359268188489.7%
Lower-middle-income countries18639.59802436828613311.6397409439086919.6%
Lower-middle-income countries18918.48438644409179710.2871980667114269.6%
Lower-middle-income countries19766.4081354141235357.7604088783264169.5%
Lower-middle-income countries18928.56491947174072310.3088579177856459.2%
Lower-middle-income countries18668.8279895782470710.6173019409179699.2%
Lower-middle-income countries18948.3117494583129889.9960842132568369.2%
Lower-middle-income countries18649.14807605743408210.9974880218505869.2%
Lower-middle-income countries18938.37275600433349610.0271053314208989.0%
Lower-middle-income countries18659.07388782501220710.8075962066650398.7%
Lower-middle-income countries18908.53550529479980510.1483583450317388.6%
Lower-middle-income countries18898.1090946197509779.6291141510009778.6%
Lower-middle-income countries18878.1129617691040049.6252908706665048.5%
Lower-middle-income countries18887.9570326805114759.4398269653320318.5%
Lower-middle-income countries19207.3132624626159678.6655464172363288.5%
Lower-middle-income countries18868.1792936325073249.673997879028328.4%
Lower-middle-income countries18858.1877861022949229.6276302337646488.1%
Lower-middle-income countries186210.0386724472045911.6491107940673837.4%
Lower-middle-income countries186110.7252063751220712.3170948028564456.9%
Lower-middle-income countries19218.4483919143676769.6108827590942386.4%
Lower-middle-income countries19746.8246092796325687.7505803108215336.4%
Lower-middle-income countries19796.1133303642272956.9418277740478526.3%
Lower-middle-income countries19786.211553096771247.0513167381286626.3%
Lower-middle-income countries19776.8645420074462897.7691187858581546.2%
Lower-middle-income countries185015.22458076477050817.1884860992431646.1%
Lower-middle-income countries202011.56058025360107413.0320034027099616.0%
Lower-middle-income countries19736.6398134231567387.4476628303527835.7%
Lower-middle-income countries201911.5146245956420912.8728179931640625.6%
Lower-middle-income countries19638.7002792358398449.7235803604125985.6%
Lower-middle-income countries19228.7909727096557629.7780580520629885.3%
Lower-middle-income countries202412.6152238845825214.0005140304565435.2%
Upper-middle-income countries187220.42990303039550818.4243183135986335.2%
Upper-middle-income countries187319.53320312517.6256427764892585.1%
Upper-middle-income countries186722.38605690002441420.2067584991455085.1%
Lower-middle-income countries202111.68596458435058612.942271232604985.1%
Upper-middle-income countries187419.62632560729980517.733953475952155.1%
Lower-middle-income countries202211.837832450866713.0980234146118165.1%
Upper-middle-income countries187120.44119453430175818.479621887207035.0%
Upper-middle-income countries187818.77203559875488316.9722270965576175.0%
Lower-middle-income countries202312.29174423217773413.5922279357910165.0%
Lower-middle-income countries186011.96611690521240213.22980022430425.0%
Lower-middle-income countries201811.69101524353027312.9237604141235355.0%
Lower-middle-income countries19667.9676423072814948.8008613586425785.0%
Lower-middle-income countries201410.9492158889770512.0925760269165045.0%
Upper-middle-income countries187021.15226745605468819.1549510955810555.0%
Upper-middle-income countries187918.29438972473144516.5681133270263675.0%
Upper-middle-income countries190521.42329406738281219.409309387207034.9%
Upper-middle-income countries190421.90497207641601619.8503036499023444.9%
Upper-middle-income countries187519.09426689147949217.3070850372314454.9%
Upper-middle-income countries190720.76029014587402318.8302917480468754.9%
Upper-middle-income countries189820.050531387329118.198146820068364.8%
Upper-middle-income countries189520.32419013977050818.4502067565917974.8%
Upper-middle-income countries188219.96098327636718818.1365242004394534.8%
Lower-middle-income countries19806.2988348007202156.930669307708744.8%
Upper-middle-income countries190621.5721168518066419.6161994934082034.7%
Upper-middle-income countries190020.84595680236816418.95739173889164.7%
Upper-middle-income countries189120.16997909545898418.3576164245605474.7%
~ national_contributions.annual_emissions_co2_total 🟡 median anomaly score 1.4%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_co2_total -annual_emissions_co2_total +anomaly score
Lower-middle-income countries1907381983840.0531488704.016%
Lower-middle-income countries1905386057120.0531350176.016%
Lower-middle-income countries1904393384768.0537904000.016%
Lower-middle-income countries1908393527776.0538016704.016%
Lower-middle-income countries1906402303040.0546825664.015%
Lower-middle-income countries1903382335872.0514930240.015%
Lower-middle-income countries1910418617888.0560559040.014%
Lower-middle-income countries1909398028992.0531573984.014%
Lower-middle-income countries1913435498560.0579685184.014%
Lower-middle-income countries1911422524608.0561428672.014%
Lower-middle-income countries1912435940896.0578819712.014%
Lower-middle-income countries1901393340576.0522218464.014%
Lower-middle-income countries1915461359424.0611225280.014%
Lower-middle-income countries1917450996032.0595430720.014%
Lower-middle-income countries1902408667232.0539290240.014%
Lower-middle-income countries1918475711520.0627057792.014%
Lower-middle-income countries1916457961888.0601871424.014%
Lower-middle-income countries1919465672800.0608078016.013%
Lower-middle-income countries1900400957536.0521695616.013%
Lower-middle-income countries1878264617824.0340388320.013%
Lower-middle-income countries1872264035376.0339516448.013%
Lower-middle-income countries1914464431040.0596120512.012%
Lower-middle-income countries1879264724656.0339224384.012%
Lower-middle-income countries1874266786576.0340803104.012%
Lower-middle-income countries1873266907408.0340396128.012%
Lower-middle-income countries1871255156528.0324642592.012%
Lower-middle-income countries1875263172640.0334358816.012%
Lower-middle-income countries1870258274304.0326689728.012%
Lower-middle-income countries1880299892224.0376245952.011%
Lower-middle-income countries1867264274256.0330513792.011%
Lower-middle-income countries1876265832096.0330884320.011%
Lower-middle-income countries1877262729024.0326500256.011%
Lower-middle-income countries1898477064384.0589464576.011%
Lower-middle-income countries1868255653008.0314593312.010%
Lower-middle-income countries1882364159360.0447870816.010%
Lower-middle-income countries1881339862176.0417250016.010%
Lower-middle-income countries1895475292064.0583151488.010%
Lower-middle-income countries1897483533216.0592443584.010%
Lower-middle-income countries1899482120224.0590631360.010%
Lower-middle-income countries1896473621984.0578828992.010.0%
Lower-middle-income countries1884377630432.0460906784.09.9%
Lower-middle-income countries1883367056960.0447132096.09.8%
Lower-middle-income countries1869255423712.0310564800.09.7%
Lower-middle-income countries19751475736320.01792747520.09.7%
Lower-middle-income countries1863291844512.0353926432.09.6%
Lower-middle-income countries1891472786208.0573246592.09.6%
Lower-middle-income countries19761503858688.01821209728.09.5%
Lower-middle-income countries1892476119392.0573064000.09.2%
Lower-middle-income countries1866270856448.0325755360.09.2%
Lower-middle-income countries1894474828736.0571050432.09.2%
Lower-middle-income countries1864283071712.0340298656.09.2%
Lower-middle-income countries1893467104896.0559398784.09.0%
Lower-middle-income countries1865275958880.0328685120.08.7%
Lower-middle-income countries1890462656960.0550079744.08.6%
Lower-middle-income countries1889408206592.0484723424.08.6%
Lower-middle-income countries1887396724512.0470677536.08.5%
Lower-middle-income countries1888397738080.0471856640.08.5%
Lower-middle-income countries1920608447616.0720954752.08.5%
Lower-middle-income countries1886390973920.0462421472.08.4%
Lower-middle-income countries1885390518176.0459191808.08.1%
Lower-middle-income countries1862305848384.0354913664.07.4%
Lower-middle-income countries1861334007168.0383582176.06.9%
Lower-middle-income countries1921684053120.0778178176.06.4%
Lower-middle-income countries19741556413312.01767589248.06.4%
Lower-middle-income countries19791521559296.01727765760.06.3%
Lower-middle-income countries19781560116608.01771034752.06.3%
Lower-middle-income countries19771682676736.01904411776.06.2%
Lower-middle-income countries1850443057568.0500210080.06.1%
Lower-middle-income countries20204490702336.05062275584.06.0%
Lower-middle-income countries19731513163136.01697265920.05.7%
Lower-middle-income countries20194691494912.05244874752.05.6%
Lower-middle-income countries19631472081664.01645223552.05.6%
Lower-middle-income countries1922731185920.0813286336.05.3%
Lower-middle-income countries20245298230784.05880034816.05.2%
Upper-middle-income countries1872773545408.0697607168.05.2%
Upper-middle-income countries1873757350144.0683389312.05.1%
Upper-middle-income countries1867683635840.0617083392.05.1%
Lower-middle-income countries20214750941696.05261694464.05.1%
Upper-middle-income countries1874772664000.0698163648.05.1%
Lower-middle-income countries20224895630336.05416792576.05.1%
Upper-middle-income countries1871728631808.0658710976.05.0%
Upper-middle-income countries1878795650560.0719365824.05.0%
Lower-middle-income countries20235133536768.05676672000.05.0%
Lower-middle-income countries1860386130400.0426907712.05.0%
Lower-middle-income countries20184721979904.05219883520.05.0%
Lower-middle-income countries19661387519360.01532619776.05.0%
Lower-middle-income countries20144461872128.04927798272.05.0%
Upper-middle-income countries1870728766080.0659951936.05.0%
Upper-middle-income countries1879795025344.0720006016.05.0%
Upper-middle-income countries19051551185024.01405359616.04.9%
Upper-middle-income countries19041546338560.01401293184.04.9%
Upper-middle-income countries1875765822272.0694142976.04.9%
Upper-middle-income countries19071613923584.01463883904.04.9%
Upper-middle-income countries18981222086784.01109183360.04.8%
Upper-middle-income countries18951175312512.01066943360.04.8%
Upper-middle-income countries1882921994944.0837723456.04.8%
Lower-middle-income countries19801571359488.01728982272.04.8%
Upper-middle-income countries19061599805184.01454752896.04.7%
Upper-middle-income countries19001338407680.01217153024.04.7%
Upper-middle-income countries18911123957248.01022964800.04.7%
~ national_contributions.share_of_temperature_response_ghg_total 🟡 median anomaly score 1.4%changed metadatachanged data
metadata diff
-       Cooling effects of sulfur dioxide and aerosols are not included – this means the net impact
+       Cooling effects of sulphur dioxide and aerosols are not included – this means the net impact
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearshare_of_temperature_response_ghg_total -share_of_temperature_response_ghg_total +anomaly score
Lower-middle-income countries19169.7586193084716811.3800439834594737.7%
Lower-middle-income countries19179.69699573516845711.307277679443367.7%
Lower-middle-income countries19159.82283401489257811.4525032043457037.7%
Lower-middle-income countries19189.65195941925048811.2509469985961917.6%
Lower-middle-income countries19149.88492107391357411.5173959732055667.6%
Lower-middle-income countries19199.62562847137451211.2117633819580087.6%
Lower-middle-income countries19139.9572381973266611.5945014953613287.6%
Lower-middle-income countries191210.05685997009277311.6950864791870127.5%
Lower-middle-income countries19209.60956192016601611.1713819503784187.5%
Lower-middle-income countries191110.15364170074462911.7913932800292977.5%
Lower-middle-income countries191010.25783538818359411.8953599929809577.4%
Lower-middle-income countries19219.62525653839111311.1593847274780277.4%
Lower-middle-income countries190910.36913871765136712.0052852630615237.3%
Lower-middle-income countries190810.49011802673339812.1275281906127937.2%
Lower-middle-income countries19229.64854812622070311.1503582000732427.2%
Lower-middle-income countries190710.60743808746337912.2420797348022467.2%
Lower-middle-income countries190610.73745536804199212.3687143325805667.1%
Lower-middle-income countries19239.66723823547363311.1313114166259777.0%
Lower-middle-income countries190510.8499860763549812.4768218994140627.0%
Lower-middle-income countries190410.9622535705566412.583010673522956.9%
Lower-middle-income countries19249.6957130432128911.1223878860473636.9%
Lower-middle-income countries190311.06654644012451212.6799936294555666.8%
Lower-middle-income countries190211.1714582443237312.7804603576660166.7%
Lower-middle-income countries19259.73024177551269511.1175184249877936.7%
Lower-middle-income countries190111.2586431503295912.8622236251831056.6%
Lower-middle-income countries190011.3486833572387712.9466962814331056.6%
Lower-middle-income countries189911.42915916442871113.023156166076666.5%
Lower-middle-income countries189811.47966575622558613.0729198455810556.5%
Lower-middle-income countries189711.5246953964233413.114207267761236.5%
Lower-middle-income countries19269.77442073822021511.1198034286499026.4%
Lower-middle-income countries189611.56325054168701213.1492958068847666.4%
Lower-middle-income countries189511.6002912521362313.1831035614013676.4%
Lower-middle-income countries189411.63545131683349613.2133016586303716.3%
Lower-middle-income countries189311.66921901702880913.246090888977056.3%
Lower-middle-income countries189211.69921684265136713.2752733230590826.3%
Lower-middle-income countries189111.7286748886108413.3021974563598636.3%
Lower-middle-income countries189011.76533985137939513.3349885940551766.3%
Lower-middle-income countries188911.7996959686279313.3703498840332036.2%
Lower-middle-income countries188811.83866786956787113.411926269531256.2%
Lower-middle-income countries188711.88798904418945313.4650316238403326.2%
Lower-middle-income countries19279.8185529708862311.1201686859130866.2%
Lower-middle-income countries188611.9339494705200213.513597488403326.2%
Lower-middle-income countries188511.98131465911865213.563903808593756.2%
Lower-middle-income countries188412.03625392913818413.6235647201538096.2%
Lower-middle-income countries188312.10712623596191413.6904277801513676.1%
Lower-middle-income countries188212.19448947906494113.7753906256.1%
Lower-middle-income countries188112.28032875061035213.8546390533447276.0%
Lower-middle-income countries19289.86821746826171911.1260318756103526.0%
Lower-middle-income countries188012.3813133239746113.9510173797607426.0%
Lower-middle-income countries187912.52229595184326214.087277412414555.9%
Lower-middle-income countries187812.68548488616943414.2448787689208985.8%
Lower-middle-income countries19299.9150152206420911.1257324218755.8%
Lower-middle-income countries187712.8499488830566414.400844573974615.7%
Lower-middle-income countries187613.02446937561035214.5754117965698245.6%
Lower-middle-income countries187513.19932651519775414.7478151321411135.5%
Lower-middle-income countries19309.97626399993896511.139635086059575.5%
Lower-middle-income countries187413.38597106933593814.9253969192504885.4%
Lower-middle-income countries187313.57384681701660215.0991506576538095.3%
Lower-middle-income countries193110.04869747161865211.1694955825805665.3%
Lower-middle-income countries187213.77871513366699215.2889184951782235.2%
Lower-middle-income countries187113.99108028411865215.4807338714599615.1%
Lower-middle-income countries193210.13856506347656211.208947181701665.0%
Lower-middle-income countries187014.1920509338378915.6614742279052734.9%
Lower-middle-income countries186914.38605880737304715.8321008682250984.8%
Lower-middle-income countries193310.2311534881591811.2509651184082034.7%
Lower-middle-income countries186814.5459861755371115.9772424697875984.7%
Lower-middle-income countries186714.71710777282714816.1263618469238284.6%
Lower-middle-income countries193410.31433010101318411.2829732894897464.5%
Lower-middle-income countries186614.895077705383316.2693386077880864.4%
Lower-middle-income countries186515.0887184143066416.4412937164306644.3%
Lower-middle-income countries193510.39601707458496111.3142576217651374.2%
Lower-middle-income countries185116.79238319396972718.2680358886718754.2%
Upper-middle-income countries188419.84739303588867218.248805999755864.2%
Upper-middle-income countries188319.83362197875976618.239082336425784.2%
Upper-middle-income countries188219.82063674926757818.2285346984863284.2%
Upper-middle-income countries188519.86523818969726618.2713375091552734.2%
Lower-middle-income countries186415.28865242004394516.6192913055419924.2%
Upper-middle-income countries188119.81033134460449218.2248725891113284.2%
Upper-middle-income countries188619.8926525115966818.301656723022464.2%
Upper-middle-income countries188019.8048305511474618.2240428924560554.2%
Upper-middle-income countries188719.93019485473632818.3417797088623054.2%
Upper-middle-income countries187919.8179264068603518.2419242858886724.1%
Upper-middle-income countries188819.9476108551025418.362968444824224.1%
Upper-middle-income countries188919.98513793945312518.4030876159667974.1%
Upper-middle-income countries190720.80944633483886719.16442871093754.1%
Upper-middle-income countries189120.04820823669433618.463371276855474.1%
Upper-middle-income countries189220.07967376708984418.492349624633794.1%
Upper-middle-income countries190520.71783638000488319.080497741699224.1%
Upper-middle-income countries190620.7756423950195319.1339416503906254.1%
Upper-middle-income countries187819.87495422363281218.3046073913574224.1%
Upper-middle-income countries189020.01375007629394518.43273925781254.1%
Upper-middle-income countries190820.85902595520019519.211290359497074.1%
Upper-middle-income countries190420.6633377075195319.032022476196294.1%
Upper-middle-income countries189820.32486724853515618.7206783294677734.1%
Upper-middle-income countries189320.12593460083007818.5378379821777344.1%
Upper-middle-income countries190020.39224243164062518.783433914184574.1%
Upper-middle-income countries190220.53066253662109418.910984039306644.1%
Upper-middle-income countries190120.4628353118896518.8485221862792974.1%
Upper-middle-income countries189920.3463745117187518.7415142059326174.1%
Upper-middle-income countries189720.2933425903320318.6928329467773444.1%
~ national_contributions.temperature_response_ghg_total 🟡 median anomaly score 1.4%changed metadatachanged data
metadata diff
-       Global mean surface temperature change as a result of a country or region's cumulative
+       The global mean surface temperature change as a result of a country or region's cumulative
-     note: This does not include cooling impacts from sulfur dioxide and aerosols, so the net warming
-     can be lower.
+     note: This does not include cooling impacts from sulphur dioxide and aerosols, so the net
+     warming can be lower.
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_ghg_total -temperature_response_ghg_total +anomaly score
Lower-middle-income countries19160.020059058442711830.0233919303864240657.7%
Lower-middle-income countries19170.020418437197804450.0238091200590133677.7%
Lower-middle-income countries19150.0197047702968120570.0229739136993885047.7%
Lower-middle-income countries19180.0207980107516050340.024243505671620377.6%
Lower-middle-income countries19140.019356528297066690.022553218528628357.6%
Lower-middle-income countries19190.021181304007768630.0246716123074293147.6%
Lower-middle-income countries19130.019014460965991020.0221409965306520467.6%
Lower-middle-income countries19120.018693007528781890.021738030016422277.5%
Lower-middle-income countries19200.0216323677450418470.025148229673504837.5%
Lower-middle-income countries19110.0183742549270391460.021337967365980157.5%
Lower-middle-income countries19100.0180647037923336030.0209484882652759557.4%
Lower-middle-income countries19210.022133184596896170.025660898536443717.4%
Lower-middle-income countries19090.0177590828388929370.020561289042234427.3%
Lower-middle-income countries19080.0174569860100746150.0201818607747554787.2%
Lower-middle-income countries19220.022669767960906030.026198348030447967.2%
Lower-middle-income countries19070.0171506181359291080.0197935849428176887.2%
Lower-middle-income countries19060.0168449170887470250.0194040369242429737.1%
Lower-middle-income countries19230.023231117054820060.0267493966966867457.0%
Lower-middle-income countries19050.016525318846106530.0190031100064516077.0%
Lower-middle-income countries19040.0162084661424160.018604870885610586.9%
Lower-middle-income countries19240.023819668218493460.0273246113210916526.9%
Lower-middle-income countries19030.0158827714622020720.0181983988732099536.8%
Lower-middle-income countries19020.015556878410279750.0177975036203861246.7%
Lower-middle-income countries19250.024433536455035210.027917115017771726.7%
Lower-middle-income countries19010.0152134196832776070.0173802822828292856.6%
Lower-middle-income countries19000.0148716643452644350.0169657487422227866.6%
Lower-middle-income countries18990.0145212179049849510.016546458005905156.5%
Lower-middle-income countries18980.0141359036788344380.0160978157073259356.5%
Lower-middle-income countries18970.0137542812153697010.015651302412152296.5%
Lower-middle-income countries19260.025069655850529670.028520325198769576.4%
Lower-middle-income countries18960.0133704598993062970.0152043867856264116.4%
Lower-middle-income countries18950.0129922507330775260.0147649897262454036.4%
Lower-middle-income countries18940.0126144634559750560.0143250748515129096.3%
Lower-middle-income countries18930.012238446623086930.0138922389596700676.3%
Lower-middle-income countries18920.0118670817464590070.0134657518938183786.3%
Lower-middle-income countries18910.0114927180111408230.0130345849320292476.3%
Lower-middle-income countries18900.0111214993521571160.012605250813066966.3%
Lower-middle-income countries18890.0107554150745272640.0121870646253228196.2%
Lower-middle-income countries18880.0104169072583317760.0118012251332402236.2%
Lower-middle-income countries18870.0100873708724975590.0114255463704466826.2%
Lower-middle-income countries19270.0257308147847652440.0291418712586164476.2%
Lower-middle-income countries18860.0097624640911817550.0110546816140413286.2%
Lower-middle-income countries18850.0094445599243044850.0106920730322599416.2%
Lower-middle-income countries18840.0091310786083340640.0103352619335055356.2%
Lower-middle-income countries18830.0088274199515581130.0099818194285035136.1%
Lower-middle-income countries18820.0085326591506600380.0096388384699821476.1%
Lower-middle-income countries18810.0082407705485820770.0092972181737422946.0%
Lower-middle-income countries19280.026416961103677750.0297840982675552376.0%
Lower-middle-income countries18800.0079640792682766910.008973766118288046.0%
Lower-middle-income countries18790.0077096018940210340.0086731137707829485.9%
Lower-middle-income countries18780.0074712224304676060.0083896405994892125.8%
Lower-middle-income countries19290.0271228514611721040.0304348096251487735.8%
Lower-middle-income countries18770.0072332769632339480.008106281049549585.7%
Lower-middle-income countries18760.0069975047372281550.007830761373043065.6%
Lower-middle-income countries18750.0067612561397254470.0075544579885900025.5%
Lower-middle-income countries19300.0278575271368026730.031106103211641315.5%
Lower-middle-income countries18740.0065272683277726170.0072779231704771525.4%
Lower-middle-income countries18730.0062925959937274460.0069996998645365245.3%
Lower-middle-income countries19310.028608847409486770.031799782067537315.3%
Lower-middle-income countries18720.0060586864128708840.0067227431572973735.2%
Lower-middle-income countries18710.00582667021080851550.0064470460638403895.1%
Lower-middle-income countries19320.0293991714715957640.0325029976665973665.0%
Lower-middle-income countries18700.00559841468930244450.006178066134452824.9%
Lower-middle-income countries18690.0053692962974309920.0059090009890496734.8%
Lower-middle-income countries19330.030213711783289910.033225327730178834.7%
Lower-middle-income countries18680.0051437383517622950.005649858154356484.7%
Lower-middle-income countries18670.00491804582998156550.0053889788687229164.6%
Lower-middle-income countries19340.0310450084507465360.033960517495870594.5%
Lower-middle-income countries18660.0046884221956133840.00512098893523216254.4%
Lower-middle-income countries18650.0044555212371051310.0048549207858741284.3%
Lower-middle-income countries19350.031895380467176440.034712579101324084.2%
Lower-middle-income countries18510.0003146634262520820.000342314917361363774.2%
Upper-middle-income countries18840.0150568522512912750.0138441137969493874.2%
Upper-middle-income countries18830.0144608812406659130.013298287056386474.2%
Upper-middle-income countries18820.0138687836006283760.0127547681331634524.2%
Upper-middle-income countries18850.0156592521816492080.0144028216600418094.2%
Lower-middle-income countries18640.0042201885953545570.0045874901115894324.2%
Upper-middle-income countries18810.0132938129827380180.0122298840433359154.2%
Upper-middle-income countries18860.01627301238477230.0149715123698115354.2%
Upper-middle-income countries18800.0127391368150711060.0117223197594285014.2%
Upper-middle-income countries18870.016911461949348450.0155636370182037354.2%
Upper-middle-income countries18790.0122013036161661150.0112310061231255534.1%
Upper-middle-income countries18880.0175520069897174840.0161576718091964724.1%
Upper-middle-income countries18890.0182164385914802550.016774401068687444.1%
Upper-middle-income countries19070.033645719289779660.030985971912741664.1%
Upper-middle-income countries18920.0203677862882614140.0187576841562986374.1%
Upper-middle-income countries18910.0196448788046836850.0180919244885444644.1%
Upper-middle-income countries19050.0315547734498977660.029060989618301394.1%
Upper-middle-income countries19060.032592825591564180.0300173237919807434.1%
Upper-middle-income countries18780.0117055196315050130.0107806520536541944.1%
Upper-middle-income countries18900.018918527290225030.017424035817384724.1%
Upper-middle-income countries19080.034712266176939010.031970206648111344.1%
Upper-middle-income countries19040.0305522046983242030.0281401909887790684.1%
Upper-middle-income countries18980.0250277649611234660.0230523888021707534.1%
Upper-middle-income countries18930.0211076829582452770.0194421187043194.1%
Upper-middle-income countries19000.02672262303531170.024614388123154644.1%
Upper-middle-income countries19020.0285900905728340150.0263345986604690554.1%
Upper-middle-income countries19010.0276507306843996050.0254693608731031424.1%
Upper-middle-income countries18990.025850908830761910.0238118655979633334.1%
Upper-middle-income countries18970.0242193266749382020.0223091784864664084.1%
~ national_contributions.cumulative_emissions_ghg_total 🟡 median anomaly score 1.4%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_ghg_total -cumulative_emissions_ghg_total +anomaly score
Lower-middle-income countries191644543266816.051944263680.07.7%
Lower-middle-income countries191745341306880.052870676480.07.7%
Lower-middle-income countries191543756531712.051016011776.07.7%
Lower-middle-income countries191846184189952.053835272192.07.6%
Lower-middle-income countries191442983223296.050081816576.07.6%
Lower-middle-income countries191947035330560.054785933312.07.6%
Lower-middle-income countries191342223624192.049166430208.07.6%
Lower-middle-income countries191241509806080.048271601664.07.5%
Lower-middle-income countries192048036966400.055844306944.07.5%
Lower-middle-income countries191140801980416.047383220224.07.5%
Lower-middle-income countries191040114589696.046518337536.07.4%
Lower-middle-income countries192149149083648.056982745088.07.4%
Lower-middle-income countries190939435927552.045658521600.07.3%
Lower-middle-income countries190838765088768.044815962112.07.2%
Lower-middle-income countries192250340622336.058176208896.07.2%
Lower-middle-income countries190738084767744.043953754112.07.2%
Lower-middle-income countries190637405925376.043088719872.07.1%
Lower-middle-income countries192351587162112.059399872512.07.0%
Lower-middle-income countries190536696223744.042198417408.07.0%
Lower-middle-income countries190435992621056.041314091008.06.9%
Lower-middle-income countries192452894097408.060677197824.06.9%
Lower-middle-income countries190335269378048.040411475968.06.8%
Lower-middle-income countries190234545700864.039521243136.06.7%
Lower-middle-income countries192554257258496.061992914944.06.7%
Lower-middle-income countries190133783011328.038594760704.06.6%
Lower-middle-income countries190033024106496.037674246144.06.6%
Lower-middle-income countries189932245905408.036743163904.06.5%
Lower-middle-income countries189831390273536.035746906112.06.5%
Lower-middle-income countries189730542841856.034755379200.06.5%
Lower-middle-income countries192655669829632.063332409344.06.4%
Lower-middle-income countries189629690525696.033762953216.06.4%
Lower-middle-income countries189528850669568.032787226624.06.4%
Lower-middle-income countries189428011753472.031810347008.06.3%
Lower-middle-income countries189327176769536.030849191936.06.3%
Lower-middle-income countries189226352113664.029902131200.06.3%
Lower-middle-income countries189125520797696.028944676864.06.3%
Lower-middle-income countries189024696467456.027991296000.06.3%
Lower-middle-income countries188923883538432.027062669312.06.2%
Lower-middle-income countries188823131846656.026205872128.06.2%
Lower-middle-income countries188722400077824.025371637760.06.2%
Lower-middle-income countries192757138003968.064712613888.06.2%
Lower-middle-income countries188621678587904.024548093952.06.2%
Lower-middle-income countries188520972646400.023742881792.06.2%
Lower-middle-income countries188420276527104.022950545408.06.2%
Lower-middle-income countries188319602223104.022165688320.06.1%
Lower-middle-income countries188218947676160.021404061696.06.1%
Lower-middle-income countries188118299506688.020645459968.06.0%
Lower-middle-income countries192858661662720.066138746880.06.0%
Lower-middle-income countries188017685082112.019927197696.06.0%
Lower-middle-income countries187917119988736.019259570176.05.9%
Lower-middle-income countries187816590641152.018630086656.05.8%
Lower-middle-income countries192960229173248.067583725568.05.8%
Lower-middle-income countries187716062258176.018000857088.05.7%
Lower-middle-income countries187615538701312.017389037568.05.6%
Lower-middle-income countries187515014086656.016775475200.05.5%
Lower-middle-income countries193061860593664.069074403328.05.5%
Lower-middle-income countries187414494491648.016161400832.05.4%
Lower-middle-income countries187313973377024.015543576576.05.3%
Lower-middle-income countries193163528980480.070614786048.05.3%
Lower-middle-income countries187213453955072.014928564224.05.2%
Lower-middle-income countries187112938739712.014316349440.05.1%
Lower-middle-income countries193265283977216.072176353280.05.0%
Lower-middle-income countries187012431874048.013719051264.04.9%
Lower-middle-income countries186911923091456.013121563648.04.8%
Lower-middle-income countries193367092750336.073780363264.04.7%
Lower-middle-income countries186811422216192.012546108416.04.7%
Lower-middle-income countries186710921042944.011966799872.04.6%
Lower-middle-income countries193468938735616.075412930560.04.5%
Lower-middle-income countries186610411139072.011371699200.04.4%
Lower-middle-income countries18659893957632.010780866560.04.3%
Lower-middle-income countries193570827073536.077082959872.04.2%
Lower-middle-income countries1851698743552.0760146560.04.2%
Upper-middle-income countries188433435336704.030742323200.04.2%
Upper-middle-income countries188332111919104.029530255360.04.2%
Upper-middle-income countries188230797105152.028323315712.04.2%
Upper-middle-income countries188534773028864.031982993408.04.2%
Lower-middle-income countries18649371376640.010187009024.04.2%
Upper-middle-income countries188129520322560.027157753856.04.2%
Upper-middle-income countries188636135948288.033245831168.04.2%
Upper-middle-income countries188028288604160.026030655488.04.2%
Upper-middle-income countries188737553692672.034560708608.04.2%
Upper-middle-income countries187927094288384.024939640832.04.1%
Upper-middle-income countries188838976094208.035879825408.04.1%
Upper-middle-income countries188940451534848.037249339392.04.1%
Upper-middle-income countries190774713882624.068807639040.04.1%
Upper-middle-income countries189245228830720.041653428224.04.1%
Upper-middle-income countries189143623538688.040175038464.04.1%
Upper-middle-income countries190570070722560.064533008384.04.1%
Upper-middle-income countries190672375828480.066656653312.04.1%
Upper-middle-income countries187825993347072.023939579904.04.1%
Upper-middle-income countries189042010599424.038691917824.04.1%
Upper-middle-income countries190877082263552.070993231872.04.1%
Upper-middle-income countries190467844411392.062488276992.04.1%
Upper-middle-income countries189855576805376.051190272000.04.1%
Upper-middle-income countries189346871851008.043173285888.04.1%
Upper-middle-income countries190059340419072.054658859008.04.1%
Upper-middle-income countries190263487328256.058478768128.04.1%
Upper-middle-income countries190161401378816.056557416448.04.1%
Upper-middle-income countries189957404686336.052876771328.04.1%
Upper-middle-income countries189753781581824.049539895296.04.1%
~ national_contributions.temperature_response_ch4_fossil 🟡 median anomaly score 1.3%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_ch4_fossil -temperature_response_ch4_fossil +anomaly score
Lower-middle-income countries19570.009004901163280010.00505688320845365528%
Lower-middle-income countries19560.0087630981579422950.00493066944181919128%
Lower-middle-income countries19550.0085247159004211430.00481337122619152128%
Lower-middle-income countries19530.0081160934641957280.00460578268393874228%
Lower-middle-income countries19520.0079517867416143420.00451295683160424228%
Lower-middle-income countries19540.0082838973030447960.00470597157254815128%
Lower-middle-income countries19510.007776055019348860.004423438105732202527%
Lower-middle-income countries19590.00938724447041750.0053403531201183827%
Lower-middle-income countries19580.0091206477954983710.00519348867237567927%
Lower-middle-income countries19500.0075821378268301490.00433925865218043327%
Lower-middle-income countries19600.0096068829298019410.00550391571596264827%
Lower-middle-income countries19490.0073927929624915120.00426039984449744227%
Lower-middle-income countries19610.009788611903786660.00569603312760591526%
Lower-middle-income countries19480.0072114770300686360.0041981283575296426%
Lower-middle-income countries19470.0070191170088946820.00413790950551629126%
Lower-middle-income countries19620.009941306896507740.00590095948427915626%
Lower-middle-income countries19460.0068184649571776390.00407652836292982125%
Lower-middle-income countries19630.0101364795118570330.00612762989476323125%
Lower-middle-income countries19450.0065998029895126820.00399335986003279725%
Lower-middle-income countries19440.0063784150406718250.00390944397076964424%
Lower-middle-income countries19640.0103359976783394810.00639726407825946824%
Lower-middle-income countries19430.00615415908396244050.003825820982456207323%
Lower-middle-income countries19420.0059405765496194360.003742235014215111723%
Lower-middle-income countries19650.0105859152972698210.00672322558239102422%
Lower-middle-income countries19410.0057226298376917840.00365691632032394422%
Lower-middle-income countries19400.0055020237341523170.00357084651477634921%
Lower-middle-income countries19660.010856808163225650.00710322661325335521%
Lower-middle-income countries19390.0053041931241750720.003485173918306827521%
Lower-middle-income countries19380.0051136785186827180.003406358184292912520%
Lower-middle-income countries19670.0111977728083729740.00756811629980802519%
Lower-middle-income countries19370.0048913978971540930.003329634899273514719%
Lower-middle-income countries19680.01141399610787630.00792602449655532818%
Lower-middle-income countries19360.0046780575066804890.00325583573430776618%
Lower-middle-income countries19350.0044692857190966610.003185561625286936817%
Lower-middle-income countries19690.0116280419752001760.00829236954450607317%
Lower-middle-income countries19340.0042634485289454460.00311756948940455916%
Lower-middle-income countries19700.011902594007551670.00872028246521949815%
Upper-middle-income countries19500.0094729950651526450.01270024944096803715%
Upper-middle-income countries19490.009157890453934670.01227517798542976415%
Upper-middle-income countries19510.0098114507272839550.0131479185074567815%
Upper-middle-income countries19480.0088939443230628970.01189262978732585914%
Upper-middle-income countries19520.0101682059466838840.0135903628543019314%
Upper-middle-income countries19530.0105410842224955560.01403420511633157714%
Upper-middle-income countries19470.0086548859253525730.01152186188846826614%
Lower-middle-income countries19330.004061465151607990.003052018349990248714%
Lower-middle-income countries19710.0121744144707918170.0091507574543356914%
Upper-middle-income countries19550.0113139348104596140.01500708796083927214%
Upper-middle-income countries19540.0109174279496073720.0144776608794927614%
Upper-middle-income countries19460.0083929561078548430.01112108305096626314%
Upper-middle-income countries19560.0117442961782217030.01555801648646593114%
Upper-middle-income countries19570.012212891131639480.01614170148968696614%
Upper-middle-income countries19450.0081460997462272640.01073915511369705214%
Upper-middle-income countries19440.0079003870487213130.01035638619214296313%
Upper-middle-income countries19580.0127953244373202320.01670278608798980713%
Upper-middle-income countries19430.0076461518183350560.00996193382889032413%
Upper-middle-income countries19590.0134429819881916050.01746970973908901213%
Lower-middle-income countries19720.0124924099072813990.0096335504204034813%
Upper-middle-income countries19420.0073866900056600570.00957286544144153613%
Lower-middle-income countries19320.00386547064408659930.002989889588207006513%
Upper-middle-income countries19600.01418328844010830.01826563663780689213%
Upper-middle-income countries19410.0071505247615277770.0092044519260525713%
Upper-middle-income countries19400.0068983132950961590.00881808716803789112%
Upper-middle-income countries19610.0148893147706985470.01896084472537040712%
Upper-middle-income countries19390.0066370693966746330.0084450477734208112%
Lower-middle-income countries19730.0128648867830634120.01016141567379236212%
Upper-middle-income countries19380.0063778772018849850.00807450804859399812%
Upper-middle-income countries19620.0155698452144861220.01958873867988586411%
Lower-middle-income countries19310.00367567944340407850.002928133122622966811%
Upper-middle-income countries19370.0061515150591731070.007702912669628858611%
Upper-middle-income countries19630.01626513898372650.02025215514004230511%
Upper-middle-income countries19360.0059359800070524220.00734814861789345711%
Lower-middle-income countries19740.0132595775648951530.01072192285209894211%
Upper-middle-income countries19640.0169401001185178760.02085662633180618310%
Lower-middle-income countries19300.0035129701718688010.00286551774479448810%
Upper-middle-income countries19350.0057268398813903330.00700080441311001810%
Upper-middle-income countries19650.0176840536296367650.021524144336581239.8%
Upper-middle-income countries19340.0055301138199865820.00666654808446764959.3%
Lower-middle-income countries19750.0135095352306962010.011216650716960439.3%
Upper-middle-income countries19660.0186290498822927470.0223596077412366879.1%
Lower-middle-income countries19290.00335594103671610360.0028025177307426939.0%
Upper-middle-income countries19330.0053574838675558570.0063578006811439998.5%
Upper-middle-income countries19670.019435897469520570.0230420697480440148.5%
Lower-middle-income countries19760.0138108395040035250.0117575172334909448.0%
Upper-middle-income countries19680.020378012210130690.023842005059123047.8%
Lower-middle-income countries19280.0032069322187453510.0027414541691541677.8%
Upper-middle-income countries19320.0052030645310878750.0060698254965245727.7%
Upper-middle-income countries19690.0214939303696155550.02480510063469417.2%
Upper-middle-income countries18740.000361621350748464470.000313858268782496457.1%
Upper-middle-income countries18750.0003822994476649910.000331895367708057177.1%
Upper-middle-income countries18730.00034352563670836390.000298364524496719247.0%
Upper-middle-income countries18760.00040566423558630050.00035258027492091067.0%
Upper-middle-income countries18720.00032809260301291940.000285495567368343476.9%
Upper-middle-income countries18770.000431574619142338630.00037577209877781576.9%
Lower-middle-income countries19770.0141093106940388680.0122974589467048656.9%
Upper-middle-income countries19310.0050551155582070350.0057941502891480926.8%
Upper-middle-income countries18780.00046025120536796750.0004016944731120026.8%
Upper-middle-income countries18710.000315164739731699230.000275093392701819546.8%
Lower-middle-income countries19270.00306671694852411750.0026832220610231166.7%
Upper-middle-income countries18790.00049146893434226510.000430128042353317146.7%
Upper-middle-income countries18700.00030484326998703180.00026725872885435826.6%
~ national_contributions.cumulative_emissions_ch4_fossil 🟡 median anomaly score 1.3%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_ch4_fossil -cumulative_emissions_ch4_fossil +anomaly score
Lower-middle-income countries195719996338176.011229345792.028%
Lower-middle-income countries195619459387392.010949074944.028%
Lower-middle-income countries195518930034688.010688601088.028%
Lower-middle-income countries195318022645760.010227629056.028%
Lower-middle-income countries195217657784320.010021498880.028%
Lower-middle-income countries195418395273216.010450108416.028%
Lower-middle-income countries195117267554304.09822713856.027%
Lower-middle-income countries195920845371392.011858820096.027%
Lower-middle-income countries195820253366272.011532692480.027%
Lower-middle-income countries195016836940800.09635784704.027%
Lower-middle-income countries196021333102592.012222028800.027%
Lower-middle-income countries194916416480256.09460669440.027%
Lower-middle-income countries196121736650752.012648645632.026%
Lower-middle-income countries194816013849600.09322389504.026%
Lower-middle-income countries194715586694144.09188666368.026%
Lower-middle-income countries196222075725824.013103706112.026%
Lower-middle-income countries194615141125120.09052363776.025%
Lower-middle-income countries196322509127680.013607052288.025%
Lower-middle-income countries194514655562752.08867679232.025%
Lower-middle-income countries194414163947520.08681335808.024%
Lower-middle-income countries196422952179712.014205803520.024%
Lower-middle-income countries194313665963008.08495641088.023%
Lower-middle-income countries194213191680000.08310029824.023%
Lower-middle-income countries196523507148800.014929635328.022%
Lower-middle-income countries194112707705856.08120570368.022%
Lower-middle-income countries194012217827328.07929443328.021%
Lower-middle-income countries196624108693504.015773467648.021%
Lower-middle-income countries193911778524160.07739198464.021%
Lower-middle-income countries193811355464704.07564179456.020%
Lower-middle-income countries196724865841152.016805804032.019%
Lower-middle-income countries193710861868032.07393807872.019%
Lower-middle-income countries196825345988608.017600577536.018%
Lower-middle-income countries193610388122624.07229928448.018%
Lower-middle-income countries19359924523008.07073877504.017%
Lower-middle-income countries196925821300736.018414086144.017%
Lower-middle-income countries19349467440128.06922893312.016%
Lower-middle-income countries197026430971904.019364311040.015%
Upper-middle-income countries195021035790336.028202250240.015%
Upper-middle-income countries194920336068608.027258335232.015%
Upper-middle-income countries195121787367424.029196347392.015%
Upper-middle-income countries194819749947392.026408845312.014%
Upper-middle-income countries195222579580928.030178842624.014%
Upper-middle-income countries195323407593472.031164440576.014%
Upper-middle-income countries194719219093504.025585516544.014%
Lower-middle-income countries19339018914816.06777330176.014%
Lower-middle-income countries197127034578944.020320227328.014%
Upper-middle-income countries195525123792896.033324828672.014%
Upper-middle-income countries195424243306496.032149180416.014%
Upper-middle-income countries194618637449216.024695543808.014%
Upper-middle-income countries195626079455232.034548224000.014%
Upper-middle-income countries195727120021504.035844362240.014%
Upper-middle-income countries194518089277440.023847432192.014%
Upper-middle-income countries194417543647232.022997454848.013%
Upper-middle-income countries195828413374464.037090308096.013%
Upper-middle-income countries194316979090432.022121529344.013%
Upper-middle-income countries195929851566080.038793342976.013%
Lower-middle-income countries197227740721152.021392318464.013%
Upper-middle-income countries194216402928640.021257564160.013%
Lower-middle-income countries19328583687680.06639366656.013%
Upper-middle-income countries196031495495680.040560783360.013%
Upper-middle-income countries194115878498304.020439459840.013%
Upper-middle-income countries194015318435840.019581497344.012%
Upper-middle-income countries196133063303168.042104565760.012%
Upper-middle-income countries193914738316288.018753124352.012%
Lower-middle-income countries197328567844864.022564501504.012%
Upper-middle-income countries193814162752512.017930299392.012%
Upper-middle-income countries196234574491648.043498868736.011%
Lower-middle-income countries19318162235904.06502230016.011%
Upper-middle-income countries193713660092416.017105134592.011%
Upper-middle-income countries196336118466560.044972056576.011%
Upper-middle-income countries193613181472768.016317342720.011%
Lower-middle-income countries197429444296704.023809167360.011%
Upper-middle-income countries196437617287168.046314352640.010%
Lower-middle-income countries19307800922624.06363185664.010%
Upper-middle-income countries193512717054976.015546028032.010%
Upper-middle-income countries196539269314560.047796645888.09.8%
Upper-middle-income countries193412280204288.014803777536.09.3%
Lower-middle-income countries197529999355904.024907761664.09.3%
Upper-middle-income countries196641367785472.049651879936.09.1%
Lower-middle-income countries19297452222976.06223287808.09.0%
Upper-middle-income countries193311896860672.014118171648.08.5%
Upper-middle-income countries196743159474176.051167358976.08.5%
Lower-middle-income countries197630668433408.026108813312.08.0%
Upper-middle-income countries196845251534848.052943704064.07.8%
Lower-middle-income countries19287121333248.06087689728.07.8%
Upper-middle-income countries193211553955840.013478690816.07.7%
Upper-middle-income countries196947729553408.055082356736.07.2%
Upper-middle-income countries1874803018624.0696955584.07.1%
Upper-middle-income countries1875848936448.0737008832.07.1%
Upper-middle-income countries1873762835072.0662550080.07.0%
Upper-middle-income countries1876900820416.0782941888.07.0%
Upper-middle-income countries1872728564480.0633973184.06.9%
Upper-middle-income countries1877958357184.0834441792.06.9%
Lower-middle-income countries197731331219456.027307812864.06.9%
Upper-middle-income countries193111225419776.012866525184.06.8%
Upper-middle-income countries18781022036608.0892005184.06.8%
Upper-middle-income countries1871699856704.0610874048.06.8%
Lower-middle-income countries19276809970176.05958379520.06.7%
Upper-middle-income countries18791091358848.0955144960.06.7%
Upper-middle-income countries1870676936768.0593476352.06.6%
~ national_contributions.cumulative_emissions_ghg_fossil 🟡 median anomaly score 1.3%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_ghg_fossil -cumulative_emissions_ghg_fossil +anomaly score
Lower-middle-income countries195725372602368.016230541312.022%
Lower-middle-income countries195624554754048.015725249536.022%
Lower-middle-income countries195523767044096.015259156480.022%
Lower-middle-income countries195221822994432.014045367296.022%
Lower-middle-income countries195322396067840.014421006336.022%
Lower-middle-income countries195121226555392.013682034688.022%
Lower-middle-income countries195422989494272.014824260608.022%
Lower-middle-income countries195825905866752.016772062208.021%
Lower-middle-income countries195926794037248.017347139584.021%
Lower-middle-income countries195020602245120.013341225984.021%
Lower-middle-income countries194920005373952.013020161024.021%
Lower-middle-income countries196027589087232.017980882944.021%
Lower-middle-income countries194819461750784.012767266816.021%
Lower-middle-income countries196128307316736.018691745792.020%
Lower-middle-income countries194718905069568.012527410176.020%
Lower-middle-income countries194618339356672.012289623040.020%
Lower-middle-income countries196228982738944.019453863936.020%
Lower-middle-income countries194517740668928.012008019968.019%
Lower-middle-income countries196329777625088.020288387072.019%
Lower-middle-income countries194417140224000.011727078400.019%
Lower-middle-income countries194316539886592.011451858944.018%
Lower-middle-income countries196430593222656.021232785408.018%
Lower-middle-income countries194215974118400.011181481984.018%
Lower-middle-income countries196531553421312.022333890560.017%
Lower-middle-income countries194115391383552.010900604928.017%
Lower-middle-income countries194014791750656.010607552512.016%
Lower-middle-income countries196632571265024.023578165248.016%
Lower-middle-income countries193914246473728.010315999232.016%
Lower-middle-income countries193813730186240.010046793728.015%
Lower-middle-income countries196733753614336.025017118720.015%
Lower-middle-income countries193713145049088.09783729152.015%
Lower-middle-income countries196834679545856.026244395008.014%
Lower-middle-income countries193612583148544.09533971456.014%
Lower-middle-income countries193512043958272.09298741248.013%
Lower-middle-income countries196935618783232.027510618112.013%
Lower-middle-income countries197036724756480.028942489600.012%
Lower-middle-income countries193411509814272.09071072256.012%
Lower-middle-income countries197137843861504.030410065920.011%
Lower-middle-income countries193310988438528.08852784128.011%
Lower-middle-income countries197239097491456.032023705600.09.9%
Lower-middle-income countries193210489409536.08648767488.09.6%
Upper-middle-income countries195034973241344.042198364160.09.4%
Upper-middle-income countries195136343762944.043851165696.09.4%
Upper-middle-income countries194933715079168.040665595904.09.3%
Upper-middle-income countries195237816692736.045555965952.09.3%
Upper-middle-income countries194832648364032.039309164544.09.3%
Upper-middle-income countries195339354028032.047289532416.09.2%
Upper-middle-income countries194731626061824.037971021824.09.1%
Lower-middle-income countries197340503447552.033772417024.09.1%
Upper-middle-income countries195440968228864.049092722688.09.0%
Upper-middle-income countries195542751373312.051217342464.09.0%
Upper-middle-income countries194630578802688.036596797440.09.0%
Upper-middle-income countries195644698963968.053485330432.08.9%
Upper-middle-income countries195746833135616.055930867712.08.9%
Upper-middle-income countries194529615759360.035317628928.08.8%
Upper-middle-income countries194428664741888.034048055296.08.6%
Lower-middle-income countries193110003713024.08445760512.08.4%
Upper-middle-income countries195849542586368.058630893568.08.4%
Upper-middle-income countries194327669444608.032728584192.08.4%
Lower-middle-income countries197441999687680.035618152448.08.2%
Upper-middle-income countries195952634415104.062034694144.08.2%
Upper-middle-income countries194226701832192.031466465280.08.2%
Upper-middle-income countries194125788186624.030251825152.08.0%
Upper-middle-income countries196056064614400.065625088000.07.9%
Upper-middle-income countries194024780587008.028938514432.07.7%
Upper-middle-income countries193923738304512.027643332608.07.6%
Lower-middle-income countries19309579715584.08238599168.07.5%
Upper-middle-income countries196159229757440.068796514304.07.5%
Upper-middle-income countries193822738470912.026397214720.07.4%
Lower-middle-income countries197543179220992.037338853376.07.3%
Upper-middle-income countries193721833033728.025170442240.07.1%
Upper-middle-income countries196262276521984.071755554816.07.1%
Upper-middle-income countries193620951289856.023977267200.06.7%
Upper-middle-income countries196365411297280.074849714176.06.7%
Lower-middle-income countries19299164840960.08026481152.06.6%
Upper-middle-income countries196468595601408.077904216064.06.4%
Lower-middle-income countries197644495540224.039186268160.06.3%
Upper-middle-income countries193520100884480.022823569408.06.3%
Upper-middle-income countries196572051449856.081218109440.06.0%
Upper-middle-income countries193419307886592.021724811264.05.9%
Lower-middle-income countries19288767982592.07820796416.05.7%
Upper-middle-income countries196676100714496.085039783936.05.5%
Lower-middle-income countries197745832597504.041055473664.05.5%
Upper-middle-income countries18741121352832.01006763648.05.4%
Upper-middle-income countries193318604015616.020718569472.05.4%
Upper-middle-income countries18751185108480.01064246272.05.4%
Upper-middle-income countries18731063802112.0955389056.05.4%
Upper-middle-income countries18761255270272.01128040704.05.3%
Upper-middle-income countries18721012618176.0910289088.05.3%
Upper-middle-income countries18771331566848.01197875840.05.3%
Upper-middle-income countries1871967240832.0870904000.05.2%
Upper-middle-income countries18781415144960.01274905472.05.2%
Upper-middle-income countries196779834382336.088515584000.05.2%
Upper-middle-income countries18791504480768.01357619584.05.1%
Upper-middle-income countries1870928142080.0837705152.05.1%
Upper-middle-income countries18801600872448.01447319168.05.0%
Lower-middle-income countries197847378296832.042872324096.05.0%
Upper-middle-income countries1869895816320.0811086080.05.0%
Upper-middle-income countries18811702484224.01542204032.04.9%
Upper-middle-income countries1868862899072.0783173120.04.8%
~ national_contributions.temperature_response_ghg_fossil 🟡 median anomaly score 1.3%changed metadatachanged data
metadata diff
-       Global mean surface temperature change as a result of a country or region's cumulative
+       The global mean surface temperature change as a result of a country or region's cumulative
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_ghg_fossil -temperature_response_ghg_fossil +anomaly score
Lower-middle-income countries19570.0114259803667664530.007309059146791696522%
Lower-middle-income countries19560.0110576814040541650.00708151236176490822%
Lower-middle-income countries19550.0107029536738991740.00687161786481738122%
Lower-middle-income countries19520.0098274946212768550.0063250153325498122%
Lower-middle-income countries19530.010085565038025380.006494175642728805522%
Lower-middle-income countries19510.0095589021220803260.00616139639168977722%
Lower-middle-income countries19540.0103528015315532680.006675772368907928522%
Lower-middle-income countries19580.0116661246865987780.007552921306341886521%
Lower-middle-income countries19590.012066092342138290.00781189370900392521%
Lower-middle-income countries19500.0092777581885457040.00600792095065116921%
Lower-middle-income countries19490.0090089701116085050.00586333684623241421%
Lower-middle-income countries19600.0124241244047880170.00809728633612394321%
Lower-middle-income countries19480.0087641617283225060.00574945146217942221%
Lower-middle-income countries19610.0127475634217262270.00841740798205137320%
Lower-middle-income countries19470.0085134729743003850.005641437135636806520%
Lower-middle-income countries19460.0082587171345949170.00553435552865266820%
Lower-middle-income countries19620.013051724992692470.00876061059534549720%
Lower-middle-income countries19450.0079891113564372060.00540754152461886419%
Lower-middle-income countries19630.0134096844121813770.0091364188119769119%
Lower-middle-income countries19440.0077187144197523590.00528102600947022419%
Lower-middle-income countries19430.00744836591184139250.00515708699822425818%
Lower-middle-income countries19640.0137769700959324840.00956170819699764318%
Lower-middle-income countries19420.0071935849264264110.00503532914444804218%
Lower-middle-income countries19650.0142093738541007040.0100575657561421417%
Lower-middle-income countries19410.0069311638362705710.00490884203463792817%
Lower-middle-income countries19400.00666113244369626050.0047768726944923416%
Lower-middle-income countries19660.0146677372977137570.01061789691448211716%
Lower-middle-income countries19390.0064155790023505690.00464557809755206116%
Lower-middle-income countries19380.00618308037519454960.00452434737235307715%
Lower-middle-income countries19670.0152001809328794480.01126589719206094715%
Lower-middle-income countries19370.00591957708820700650.004405882209539413515%
Lower-middle-income countries19680.0156171536073088650.01181857287883758514%
Lower-middle-income countries19360.0056665381416678430.00429340964183211314%
Lower-middle-income countries19350.00542372558265924450.004187479149550199513%
Lower-middle-income countries19690.0160401184111833570.01238878816366195713%
Lower-middle-income countries19700.0165381692349910740.01303359959274530412%
Lower-middle-income countries19340.0051831863820552830.00408495310693979312%
Lower-middle-income countries19710.017042132094502450.01369448937475681311%
Lower-middle-income countries19330.0049483962357044220.00398665247485041611%
Lower-middle-income countries19720.0176066756248474120.014421155676245699.9%
Lower-middle-income countries19320.0047236694954335690.0038947777356952439.6%
Upper-middle-income countries19500.0157494135200977330.0190030839294195189.4%
Upper-middle-income countries19510.0163665954023599620.0197473857551813139.4%
Upper-middle-income countries19490.0151828275993466380.0183128379285335549.3%
Upper-middle-income countries19520.017029896378517150.020515104755759249.3%
Upper-middle-income countries19480.0147024560719728470.0177019983530044569.3%
Upper-middle-income countries19530.0177222006022930150.0212957765907049189.2%
Upper-middle-income countries19470.0142420856282114980.0170993953943252569.1%
Lower-middle-income countries19730.0182398166507482530.0152086485177278529.1%
Upper-middle-income countries19540.0184491202235221860.02210780233144769.0%
Upper-middle-income countries19550.0192521195858716960.023064577952027329.0%
Upper-middle-income countries19460.013770475983619690.0164805445820093159.0%
Upper-middle-income countries19560.0201291721314191820.0240859147161245358.9%
Upper-middle-income countries19570.0210902485996484760.0251872092485427868.9%
Upper-middle-income countries19450.0133367907255887990.0159045010805138.8%
Upper-middle-income countries19440.012908522039651870.0153327761217951778.6%
Lower-middle-income countries19310.0045049474574625490.00380335841327905658.4%
Upper-middle-income countries19580.0223103892058134080.026403104886412628.4%
Upper-middle-income countries19430.0124603118747472760.0147385820746421818.4%
Lower-middle-income countries19740.0189136154949665070.0160398334264755258.2%
Upper-middle-income countries19590.0237027257680892940.0279359295964241038.2%
Upper-middle-income countries19420.012024569325149060.0141702154651284228.2%
Upper-middle-income countries19410.0116131296381354330.013623229227960118.0%
Upper-middle-income countries19600.025247437879443170.0295527819544076927.9%
Upper-middle-income countries19400.0111593799665570260.0130318095907568937.7%
Upper-middle-income countries19390.0106900120154023170.0124485529959201817.6%
Lower-middle-income countries19300.0043140095658600330.0037100678309798247.5%
Upper-middle-income countries19610.0266727879643440250.030980961397290237.5%
Upper-middle-income countries19380.0102397585287690160.0118873920291662227.4%
Lower-middle-income countries19750.0194447897374629970.0168147124350070957.3%
Upper-middle-income countries19370.0098320152610540390.0113349426537752157.1%
Upper-middle-income countries19620.028044832870364190.0323135033249855047.1%
Upper-middle-income countries19360.0094349430873990060.0107976235449314126.7%
Upper-middle-income countries19630.029456507414579390.033706884831190116.7%
Lower-middle-income countries19290.0041271797381341460.00361454533413052566.6%
Upper-middle-income countries19640.0308904871344566350.0350824110209941866.4%
Lower-middle-income countries19760.0200375672429800030.0176466554403305056.3%
Upper-middle-income countries19350.0090519804507493970.0102780815213918696.3%
Upper-middle-income countries19650.032446749508380890.0365747511386871346.0%
Upper-middle-income countries19340.0086948722600936890.0097832800820469865.9%
Lower-middle-income countries19280.00394846359267830850.0035219199489802125.7%
Upper-middle-income countries19660.034270245581865310.038295753300189975.5%
Lower-middle-income countries19770.0206396803259849550.0184884089976549155.5%
Upper-middle-income countries18740.00050497602205723520.00045337338815443225.4%
Upper-middle-income countries19330.008377900347113610.00933014228940015.4%
Upper-middle-income countries18750.0005336869508028030.00047925938270054765.4%
Upper-middle-income countries18730.000479059352073818450.00043023796752095225.4%
Upper-middle-income countries18760.00056528276763856410.0005079877446405595.3%
Upper-middle-income countries18720.000456009845947846770.000409928237786516555.3%
Upper-middle-income countries18770.00059964117826893930.00053943641250953085.3%
Upper-middle-income countries18710.000435575173469260330.0003921920433640485.2%
Upper-middle-income countries18780.00063727871747687460.0005741250352002685.2%
Upper-middle-income countries19670.035951618105173110.039861001074314125.2%
Upper-middle-income countries18790.00067750911694020030.00061137345619499685.1%
Upper-middle-income countries18700.00041796793811954560.0003772416675928985.1%
Upper-middle-income countries18800.00072091689798980950.00065176765201613315.0%
Lower-middle-income countries19780.0213357508182525630.0193065870553255085.0%
Upper-middle-income countries18690.00040341072599403560.0003652544110082095.0%
Upper-middle-income countries18810.000766675453633070.0006944969063624744.9%
Upper-middle-income countries18680.000388587184716016050.000352684379322454334.8%
~ national_contributions.annual_emissions_ghg_total_co2eq 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ghg_total_co2eq -annual_emissions_ghg_total_co2eq +anomaly score
Lower-middle-income countries1907834352832.01011768832.09.6%
Lower-middle-income countries1905836271488.01008781248.09.3%
Lower-middle-income countries1908847022208.01019794688.09.3%
Lower-middle-income countries1904843032704.01014436736.09.2%
Lower-middle-income countries1906853636160.01025723840.09.2%
Lower-middle-income countries1910872875072.01043961216.08.9%
Lower-middle-income countries1913899556160.01073528320.08.8%
Lower-middle-income countries1912896586176.01068982080.08.8%
Lower-middle-income countries1903831207616.0990286208.08.7%
Lower-middle-income countries1911879673856.01047907072.08.7%
Lower-middle-income countries1909851792320.01014018880.08.7%
Lower-middle-income countries1915937296192.01111783680.08.5%
Lower-middle-income countries1901840932288.0995607808.08.4%
Lower-middle-income countries1902857001664.01013729344.08.4%
Lower-middle-income countries1916939804096.01105759488.08.1%
Lower-middle-income countries1917939060480.01102904576.08.0%
Lower-middle-income countries1918970501376.01138633984.08.0%
Lower-middle-income countries1900847951168.0994139840.07.9%
Lower-middle-income countries1914934322880.01093220224.07.8%
Lower-middle-income countries1919966750016.01123371520.07.5%
Lower-middle-income countries1898919796736.01057038976.06.9%
Lower-middle-income countries1872624707328.0717291968.06.9%
Lower-middle-income countries1878648577216.0743369088.06.8%
Lower-middle-income countries1874634554496.0726303360.06.7%
Lower-middle-income countries1897924241216.01057628992.06.7%
Lower-middle-income countries1895912190656.01043774720.06.7%
Lower-middle-income countries1899926884352.01060585600.06.7%
Lower-middle-income countries1873630886784.0721788800.06.7%
Lower-middle-income countries1879651762048.0745588544.06.7%
Lower-middle-income countries1896912425472.01041737024.06.6%
Lower-middle-income countries1871613467776.0699761088.06.6%
Lower-middle-income countries1875635004480.0724247296.06.6%
Lower-middle-income countries1880689313408.0785284416.06.5%
Lower-middle-income countries1870614572352.0699515584.06.5%
Lower-middle-income countries1882761043584.0864856576.06.4%
Lower-middle-income countries1891902070720.01024895232.06.4%
Lower-middle-income countries19752854481664.03240130304.06.3%
Lower-middle-income countries1867615428096.0697477888.06.2%
Lower-middle-income countries1884781696448.0885553472.06.2%
Lower-middle-income countries1881733028416.0830276480.06.2%
Lower-middle-income countries19762911171840.03297288448.06.2%
Lower-middle-income countries1892907244608.01026944256.06.2%
Lower-middle-income countries1894909644032.01029301440.06.2%
Lower-middle-income countries1883767588800.0868005440.06.1%
Lower-middle-income countries1876641796864.0725231360.06.1%
Lower-middle-income countries1893900040704.01015549568.06.0%
Lower-middle-income countries1877642690816.0725167232.06.0%
Lower-middle-income countries1868608127232.0683071168.05.8%
Lower-middle-income countries1890890130112.0999587968.05.8%
Lower-middle-income countries1863637953024.0715103552.05.7%
Lower-middle-income countries1889829892928.0928189440.05.6%
Lower-middle-income countries1887811259392.0906510784.05.5%
Lower-middle-income countries1888815807808.0911464576.05.5%
Lower-middle-income countries1869609236480.0680575872.05.5%
Lower-middle-income countries1886801992896.0894499072.05.5%
Lower-middle-income countries1864630474496.0702955968.05.4%
Lower-middle-income countries1866620826112.0691349696.05.4%
Lower-middle-income countries1885798034112.0887526656.05.3%
Lower-middle-income countries19201113598848.01237752960.05.3%
Lower-middle-income countries1865624659712.0692825472.05.2%
Lower-middle-income countries20207178708480.07919435776.04.9%
Lower-middle-income countries1862649241600.0713193024.04.7%
Lower-middle-income countries20197360109568.08079858176.04.7%
Lower-middle-income countries19742929930752.03209259008.04.5%
Lower-middle-income countries1861676079424.0740354880.04.5%
Lower-middle-income countries19773128370944.03421720576.04.5%
Lower-middle-income countries20248096838656.08854385664.04.5%
Lower-middle-income countries19783023030528.03305547776.04.5%
Lower-middle-income countries20217455993344.08142565888.04.4%
Lower-middle-income countries1850765171456.0835189184.04.4%
Lower-middle-income countries20227631990272.08324993536.04.3%
Lower-middle-income countries20237915733504.08631520256.04.3%
Lower-middle-income countries19793054535936.03330534144.04.3%
Lower-middle-income countries20187353744896.08010255872.04.3%
Upper-middle-income countries19052167839232.01994428544.04.2%
Upper-middle-income countries19042155079680.01982785792.04.2%
Lower-middle-income countries19732874620928.03124264960.04.2%
Lower-middle-income countries19211197741056.01301215360.04.1%
Upper-middle-income countries19072251172096.02072842624.04.1%
Lower-middle-income countries20147011477504.07609047552.04.1%
Upper-middle-income countries19062228027904.02055036928.04.0%
Upper-middle-income countries18721205873280.01112550016.04.0%
Upper-middle-income countries18981785017216.01646931072.04.0%
Upper-middle-income countries18951718783744.01586355328.04.0%
Upper-middle-income countries19022051209472.01893598848.04.0%
Upper-middle-income countries19001914182272.01767132032.04.0%
Upper-middle-income countries18731194049280.01102390784.04.0%
Upper-middle-income countries19012031315456.01875764352.04.0%
Upper-middle-income countries19082269154304.02095459584.04.0%
Upper-middle-income countries18741214068096.01121547648.04.0%
Upper-middle-income countries18781256291328.01160683648.04.0%
Upper-middle-income countries19032104726912.01944762112.04.0%
Upper-middle-income countries18971778900096.01644668544.03.9%
Upper-middle-income countries18911642825344.01519141760.03.9%
Upper-middle-income countries18711156907264.01069900096.03.9%
Upper-middle-income countries18791259945216.01165294720.03.9%
Upper-middle-income countries18961735924608.01605769216.03.9%
Upper-middle-income countries18821399384192.01294701056.03.9%
Upper-middle-income countries18671106139648.01023503360.03.9%
Upper-middle-income countries18991811099776.01676554112.03.9%
~ national_contributions.share_of_annual_emissions_ghg_total 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearshare_of_annual_emissions_ghg_total -share_of_annual_emissions_ghg_total +anomaly score
Lower-middle-income countries19078.1607522964477549.896046638488779.6%
Lower-middle-income countries19058.71270179748535210.509996414184579.3%
Lower-middle-income countries19088.33613681793212910.0365114212036139.3%
Lower-middle-income countries19048.9809331893920910.8069229125976569.2%
Lower-middle-income countries19068.70118427276611310.455287933349619.2%
Lower-middle-income countries19108.42351818084716810.0745534896850598.9%
Lower-middle-income countries19138.3560619354248059.9721059799194348.8%
Lower-middle-income countries19128.5453729629516610.1884803771972668.8%
Lower-middle-income countries19039.00289058685302710.7258863449096688.7%
Lower-middle-income countries19118.45564937591552710.0727491378784188.7%
Lower-middle-income countries19098.1988477706909189.7603445053100598.7%
Lower-middle-income countries19159.0813093185424810.7718896865844738.5%
Lower-middle-income countries19019.49551391601562511.2420568466186528.4%
Lower-middle-income countries19029.55316543579101611.3002386093139658.4%
Lower-middle-income countries19168.8559303283691410.4197559356689458.1%
Lower-middle-income countries19178.75468444824218810.2821712493896488.0%
Lower-middle-income countries19189.12712383270263710.7083349227905278.0%
Lower-middle-income countries19009.80874156951904311.4997911453247077.9%
Lower-middle-income countries19148.96132659912109410.4853525161743167.8%
Lower-middle-income countries19199.56016826629638711.108995437622077.5%
Lower-middle-income countries189811.14164161682128912.80407714843756.9%
Lower-middle-income countries187211.56667804718017613.2809162139892586.9%
Lower-middle-income countries187810.8474626541137712.4328575134277346.8%
Lower-middle-income countries187411.35419178009033212.9958696365356456.7%
Lower-middle-income countries189711.37500381469726613.01665973663336.7%
Lower-middle-income countries189511.58718299865722713.2586412429809576.7%
Lower-middle-income countries189910.925961494445812.5020103454589846.7%
Lower-middle-income countries187311.43969249725341813.0879926681518556.7%
Lower-middle-income countries187910.6690645217895512.2049646377563486.7%
Lower-middle-income countries189611.46654510498046913.0916156768798836.6%
Lower-middle-income countries187111.90051746368408213.574500083923346.6%
Lower-middle-income countries187511.16169166564941412.7303428649902346.6%
Lower-middle-income countries188010.99757957458496112.5287389755249026.5%
Lower-middle-income countries187012.2429170608520513.9350748062133796.5%
Lower-middle-income countries188211.80122280120849613.411013603210456.4%
Lower-middle-income countries189111.89243507385253913.5116891860961916.4%
Lower-middle-income countries19759.20697116851806610.4508590698242196.3%
Lower-middle-income countries186713.37155055999755915.1542654037475596.2%
Lower-middle-income countries188411.80553817749023413.3740358352661136.2%
Lower-middle-income countries188111.63848209381103513.1825141906738286.2%
Lower-middle-income countries19769.10651493072509810.3143358230590826.2%
Lower-middle-income countries189211.95627117156982413.5337533950805666.2%
Lower-middle-income countries189411.69841003417968813.2372560501098636.2%
Lower-middle-income countries188311.64677047729492213.1704111099243166.1%
Lower-middle-income countries187611.11279773712158212.5574769973754886.1%
Lower-middle-income countries189311.8134260177612313.3295297622680666.0%
Lower-middle-income countries187710.89399337768554712.2920179367065436.0%
Lower-middle-income countries186813.18650245666503914.8115720748901375.8%
Lower-middle-income countries189012.01104164123535213.4880199432373055.8%
Lower-middle-income countries186314.02510833740234415.7212276458740235.7%
Lower-middle-income countries188911.87526416778564513.2818288803100595.6%
Lower-middle-income countries188711.92401504516601613.3240337371826175.5%
Lower-middle-income countries188811.75693225860595713.1354799270629885.5%
Lower-middle-income countries186913.11494922637939514.6506624221801765.5%
Lower-middle-income countries188612.01753807067871113.4037046432495125.5%
Lower-middle-income countries186413.66619110107421915.2373027801513675.4%
Lower-middle-income countries186613.47187519073486315.0022306442260745.4%
Lower-middle-income countries188512.0035295486450213.349619865417485.3%
Lower-middle-income countries192010.04961585998535211.1700382232666025.3%
Lower-middle-income countries186513.6668357849121115.1582241058349615.2%
Lower-middle-income countries202014.18681621551513715.6506671905517584.9%
Lower-middle-income countries186214.29123401641845715.6989469528198244.7%
Lower-middle-income countries201914.00023174285888715.36932086944584.7%
Lower-middle-income countries19749.44485664367675810.3452930450439454.5%
Lower-middle-income countries186114.68645858764648416.0827121734619144.5%
Lower-middle-income countries19779.43929576873779310.3244247436523444.5%
Lower-middle-income countries202414.87476253509521516.266458511352544.5%
Lower-middle-income countries19788.9402160644531259.7757244110107424.5%
Lower-middle-income countries202114.16416358947753915.4684467315673834.4%
Lower-middle-income countries185017.8224086761474619.4532661437988284.4%
Lower-middle-income countries202214.26124763488769515.556202888488774.3%
Lower-middle-income countries202314.63378334045410215.957055091857914.3%
Lower-middle-income countries19799.0335760116577159.8498220443725594.3%
Lower-middle-income countries201814.10403728485107415.363185882568364.3%
Upper-middle-income countries190522.5856533050537120.778970718383794.2%
Upper-middle-income countries190422.95833587646484421.1228675842285164.2%
Lower-middle-income countries19739.28083133697509810.0868177413940434.2%
Lower-middle-income countries192111.0696516036987312.0259714126586914.1%
Upper-middle-income countries190722.01857376098632820.2743434906005864.1%
Lower-middle-income countries201413.4612531661987314.60852050781254.1%
Upper-middle-income countries190622.71047401428222720.9471626281738284.0%
Upper-middle-income countries187222.3271751403808620.5992603302001954.0%
Upper-middle-income countries189821.62219047546386719.9495334625244144.0%
Upper-middle-income countries189521.833002090454120.150817871093754.0%
Upper-middle-income countries190222.86523246765136721.108316421508794.0%
Upper-middle-income countries190022.14245414733886720.4414386749267584.0%
Upper-middle-income countries187321.651361465454119.9893417358398444.0%
Upper-middle-income countries190122.93690681457519521.1804771423339844.0%
Upper-middle-income countries190822.33233261108398420.6228790283203124.0%
Upper-middle-income countries187421.72352600097656220.068040847778324.0%
Upper-middle-income countries187821.01148986816406219.412448883056644.0%
Upper-middle-income countries190322.7965011596679721.0639076232910164.0%
Upper-middle-income countries189721.8936290740966820.2415885925292973.9%
Upper-middle-income countries189121.65816116333007820.02758216857913.9%
Upper-middle-income countries187122.44256973266601620.754739761352543.9%
Upper-middle-income countries187920.6247634887695319.0753746032714843.9%
Upper-middle-income countries189621.81554222106933620.1798667907714843.9%
Upper-middle-income countries188221.69973754882812520.0764541625976563.9%
Upper-middle-income countries186724.03335571289062522.2378978729248053.9%
Upper-middle-income countries189921.34894943237304719.762947082519533.9%
~ national_contributions.cumulative_emissions_n2o_total 🟡 median anomaly score 1.2%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_n2o_total -cumulative_emissions_n2o_total +anomaly score
Upper-middle-income countries18891274368512.01228833792.01.8%
Upper-middle-income countries18881230972416.01187006592.01.8%
Upper-middle-income countries18871187876224.01145468416.01.8%
Upper-middle-income countries18901320509184.01273378176.01.8%
Upper-middle-income countries18861145056896.01104197248.01.8%
Upper-middle-income countries18851102502656.01063181760.01.8%
Upper-middle-income countries18911367203200.01318462080.01.8%
Upper-middle-income countries18841060213248.01022421568.01.8%
Upper-middle-income countries18831018199744.0981927424.01.8%
Upper-middle-income countries18921414527104.01364163328.01.8%
Upper-middle-income countries1882976484736.0941721088.01.8%
Upper-middle-income countries1881935102272.0901835200.01.8%
Upper-middle-income countries18931462548096.01410549888.01.8%
Upper-middle-income countries1880894097792.0862313472.01.8%
Upper-middle-income countries1879853528320.0823210624.01.8%
Upper-middle-income countries18941511323136.01457679744.01.8%
Upper-middle-income countries1878813661120.0784783552.01.8%
Upper-middle-income countries1877774894272.0747414784.01.8%
Upper-middle-income countries1860263789712.0254441552.01.8%
Upper-middle-income countries1859236239392.0227867712.01.8%
Upper-middle-income countries1861291457056.0281128704.01.8%
Upper-middle-income countries1876737517760.0711382976.01.8%
Upper-middle-income countries1858208838128.0201438032.01.8%
Upper-middle-income countries1862319233216.0307921376.01.8%
Upper-middle-income countries1863347112160.0334813696.01.8%
Upper-middle-income countries1857181636928.0175201488.01.8%
Upper-middle-income countries18951560899200.01505600512.01.8%
Upper-middle-income countries1864375089888.0361801856.01.8%
Upper-middle-income countries1856154681488.0149202016.01.8%
Upper-middle-income countries1865403164576.0388884064.01.8%
Upper-middle-income countries1855128012160.0123478392.01.8%
Upper-middle-income countries1866431336416.0416060576.01.8%
Upper-middle-income countries1875701713408.0676862848.01.8%
Upper-middle-income countries1867459607776.0443333568.01.8%
Upper-middle-income countries1854101664072.098064360.01.8%
Upper-middle-income countries1868487983072.0470707360.01.8%
Upper-middle-income countries185375666976.072988520.01.8%
Upper-middle-income countries1874667555008.0643925376.01.8%
Upper-middle-income countries1869516468864.0498188224.01.8%
Upper-middle-income countries1870545073792.0525784480.01.8%
Upper-middle-income countries185250045368.048274416.01.8%
Upper-middle-income countries1873635008320.0612537600.01.8%
Upper-middle-income countries1871574072256.0553759808.01.8%
Upper-middle-income countries1872603930880.0582562688.01.8%
Upper-middle-income countries185124818418.023940466.01.8%
Upper-middle-income countries18961611314048.01554350208.01.8%
Upper-middle-income countries18971662594688.01603956480.01.8%
Upper-middle-income countries18981714759040.01654437120.01.8%
Upper-middle-income countries18991767814656.01705799936.01.8%
Lower-middle-income countries202434517131264.035769585664.01.8%
Upper-middle-income countries19001821759616.01758042752.01.8%
Upper-middle-income countries19011876749440.01811326208.01.8%
Upper-middle-income countries19021933059456.01865934208.01.8%
Lower-middle-income countries202333816918016.035030642688.01.8%
Upper-middle-income countries19031990897152.01922080128.01.8%
Upper-middle-income countries19042050402688.01979907328.01.7%
Lower-middle-income countries202233126037504.034301087744.01.7%
Upper-middle-income countries19052111648512.02039488640.01.7%
Upper-middle-income countries19062174639360.02100826752.01.7%
Lower-middle-income countries202132447870976.033585952768.01.7%
Upper-middle-income countries19072239312896.02163853824.01.7%
Lower-middle-income countries202031778455552.032879403008.01.7%
Upper-middle-income countries19082305539072.02228432128.01.7%
Upper-middle-income countries19092373119744.02294353408.01.7%
Lower-middle-income countries201931112699904.032176936960.01.7%
Upper-middle-income countries19102441789952.02361339392.01.7%
Upper-middle-income countries19112511614208.02429442304.01.7%
Lower-middle-income countries201830465452032.031493566464.01.7%
Upper-middle-income countries19122582975232.02499037696.01.7%
Upper-middle-income countries19132656170496.02570416128.01.6%
Lower-middle-income countries201729834369024.030829219840.01.6%
Upper-middle-income countries19142731411712.02643784448.01.6%
Lower-middle-income countries201629204912128.030167728128.01.6%
Upper-middle-income countries19152808825088.02719265024.01.6%
Upper-middle-income countries19162888451328.02796896256.01.6%
Lower-middle-income countries201528585963520.029518575616.01.6%
Upper-middle-income countries19172970246400.02876632832.01.6%
Upper-middle-income countries19183054080000.02958344448.01.6%
Lower-middle-income countries201427975682048.028879976448.01.6%
Upper-middle-income countries19193139736576.03041817600.01.6%
Lower-middle-income countries201327375955968.028256028672.01.6%
Upper-middle-income countries19203226915328.03126754304.01.6%
Lower-middle-income countries201226781798400.027637600256.01.6%
Upper-middle-income countries19213315459328.03212996096.01.6%
Lower-middle-income countries201126194747392.027028572160.01.6%
Upper-middle-income countries19223405402368.03300572672.01.6%
Lower-middle-income countries201025613166592.026424965120.01.6%
Upper-middle-income countries19233496764928.03389500672.01.6%
Upper-middle-income countries19243589552128.03479783424.01.6%
Lower-middle-income countries200925049317376.025838360576.01.6%
Upper-middle-income countries19253683755264.03571411456.01.5%
Upper-middle-income countries19263779351808.03664361984.01.5%
Upper-middle-income countries19273876304384.03758599936.01.5%
Lower-middle-income countries200824504436736.025270812672.01.5%
Upper-middle-income countries19283974561280.03854076160.01.5%
Lower-middle-income countries200723972870144.024721733632.01.5%
Upper-middle-income countries19294074056704.03950729472.01.5%
Upper-middle-income countries19304174710784.04048485120.01.5%
Upper-middle-income countries19314276480000.04147304960.01.5%
Upper-middle-income countries19324379382272.04247211520.01.5%
~ national_contributions.temperature_response_n2o_total 🟡 median anomaly score 1.2%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_n2o_total -temperature_response_n2o_total +anomaly score
Upper-middle-income countries18890.00057388324057683350.00055337767116725441.8%
Upper-middle-income countries18880.00055434071691706780.00053454167209565641.8%
Upper-middle-income countries18870.00053493335144594310.00051583594176918271.8%
Upper-middle-income countries18900.0005946616292931140.00057343725347891451.8%
Upper-middle-income countries18860.00051565060857683420.00049725041026249531.8%
Upper-middle-income countries18850.00049648730782791970.000478779984405264261.8%
Upper-middle-income countries18910.0006156892050057650.00059373973635956651.8%
Upper-middle-income countries18840.000477443187264725570.00046042454778216781.8%
Upper-middle-income countries18830.000458523340057581660.00044218893162906171.8%
Upper-middle-income countries18920.00063700048485770820.0006143202772364021.8%
Upper-middle-income countries18820.00043973792344331740.000424082914832979441.8%
Upper-middle-income countries18810.00042110227514058350.000406121194828301671.8%
Upper-middle-income countries18930.00065862567862495780.00063520943513140081.8%
Upper-middle-income countries18800.000402636855142191050.00038832347490824761.8%
Upper-middle-income countries18790.00038436730392277240.000370714406017214061.8%
Upper-middle-income countries18940.00068059039767831560.0006564332870766521.8%
Upper-middle-income countries18780.000366413994925096630.00035340961767360571.8%
Upper-middle-income countries18770.00034895620774477720.000336581433657556771.8%
Upper-middle-income countries18600.000118791765999048950.000114582027890719471.8%
Upper-middle-income countries18590.000106385101389605550.000102615100331604481.8%
Upper-middle-income countries18610.000131251130369491880.000126599989016540351.8%
Upper-middle-income countries18760.00033212453126907350.00032035532058216631.8%
Upper-middle-income countries18620.000143759505590423940.000138665476697497071.8%
Upper-middle-income countries18589.4045557489153e-059.071308886632323e-051.8%
Upper-middle-income countries18630.000156314155901782210.000150775813381187621.8%
Upper-middle-income countries18578.179610449587926e-057.889805419836193e-051.8%
Upper-middle-income countries18950.00070291588781401520.00067801336990669371.8%
Upper-middle-income countries18640.000168913305969908830.000162929325597360731.8%
Upper-middle-income countries18566.965732609387487e-056.718976510455832e-051.8%
Upper-middle-income countries18650.000181556097231805320.000175125198438763621.8%
Upper-middle-income countries18660.000194242660654708740.000187363519216887651.8%
Upper-middle-income countries18555.7647397625260055e-055.5605716624995694e-051.8%
Upper-middle-income countries18750.000316000863676890730.00030480997520498931.8%
Upper-middle-income countries18670.00020697402942460030.000199645306565798821.8%
Upper-middle-income countries18544.5782126107951626e-054.416107913129963e-051.8%
Upper-middle-income countries18680.00021975219715386630.000211972466786392031.8%
Upper-middle-income countries18740.00030061838333494960.00028997732442803681.8%
Upper-middle-income countries18690.000232580146985128520.000224347866605967281.8%
Upper-middle-income countries18533.4074921131832525e-053.2868738344404846e-051.8%
Upper-middle-income countries18700.00024546173517592250.00023677521676290781.8%
Upper-middle-income countries18730.0002859617234207690.000275842525297775861.8%
Upper-middle-income countries18710.000258520536590367560.000249373260885477071.8%
Upper-middle-income countries18720.000271966680884361270.000262343994108960031.8%
Upper-middle-income countries18522.253680577268824e-052.1739298972534016e-051.8%
Upper-middle-income countries18511.1176416592206806e-051.0781050150399096e-051.8%
Upper-middle-income countries18960.00072561902925372120.00069996662205085161.8%
Upper-middle-income countries18970.00074871216202154760.00072230573277920481.8%
Upper-middle-income countries18980.00077220314415171740.00074503856012597681.8%
Upper-middle-income countries18990.00079609558451920750.00076816865475848321.8%
Lower-middle-income countries20240.0155440131202340130.016108028590679171.8%
Upper-middle-income countries19000.00082038849359378220.00079169502714648841.8%
Upper-middle-income countries19010.00084515195339918140.0008156900294125081.8%
Upper-middle-income countries19020.00087050988804548980.00084028148557990791.8%
Lower-middle-income countries20230.0152286887168884280.015775263309478761.8%
Upper-middle-income countries19030.00089655577903613450.00086556555470451711.8%
Upper-middle-income countries19040.00092335278168320660.00089160673087462781.7%
Lower-middle-income countries20220.0149175655096769330.0154467234387993811.7%
Upper-middle-income countries19050.00095093337586149570.00091843784321099521.7%
Upper-middle-income countries19060.00097930000629276040.00094606005586683751.7%
Lower-middle-income countries20210.014612169004976750.0151246786117553711.7%
Upper-middle-income countries19070.00100842420943081380.0009744429262354971.7%
Lower-middle-income countries20200.0143107129260897640.014806499704718591.7%
Upper-middle-income countries19080.00103824760299175980.0010035242885351181.7%
Upper-middle-income countries19090.00106868112925440070.0010332105448469521.7%
Lower-middle-income countries20190.0140109052881598470.0144901601597666741.7%
Upper-middle-income countries19100.00109960511326789860.00106337608303874731.7%
Upper-middle-income countries19110.00113104889169335370.00109404476825147871.7%
Lower-middle-income countries20180.013719431124627590.0141824195161461831.7%
Upper-middle-income countries19120.00116318487562239170.0011253854027017951.7%
Upper-middle-income countries19130.00119614659342914820.00115752907004207371.6%
Lower-middle-income countries20170.0134352371096611020.013883246108889581.6%
Upper-middle-income countries19140.00123002973850816490.00119056878611445431.6%
Lower-middle-income countries20160.0131517751142382620.0135853579267859461.6%
Upper-middle-income countries19150.00126489112153649330.00122455984819680451.6%
Upper-middle-income countries19160.00130074913613498210.0012595193693414331.6%
Lower-middle-income countries20150.0128730461001396180.0132930260151624681.6%
Upper-middle-income countries19170.00133758364245295520.00129542686045169831.6%
Upper-middle-income countries19180.00137533619999885560.00133222388103604321.6%
Lower-middle-income countries20140.0125982193276286130.0130054475739598271.6%
Upper-middle-income countries19190.00141390971839427950.00136981415562331681.6%
Lower-middle-income countries20130.0123281460255384450.0127244675531983381.6%
Upper-middle-income countries19200.00145316880661994220.00140806345734745261.6%
Lower-middle-income countries20120.0120605807751417160.0124459723010659221.6%
Upper-middle-income countries19210.00149304256774485110.00144690054003149271.6%
Lower-middle-income countries20110.0117962155491113660.0121717089787125591.6%
Upper-middle-income countries19220.00153354636859148740.00148633867502212521.6%
Lower-middle-income countries20100.0115343136712908740.0118998885154724121.6%
Upper-middle-income countries19230.00157468940597027540.0015263854293152691.6%
Upper-middle-income countries19240.00161647400818765160.00156704219989478591.6%
Lower-middle-income countries20090.0112803969532251360.011635724455118181.6%
Upper-middle-income countries19250.00165889633353799580.00160830479580909011.5%
Upper-middle-income countries19260.00170194613747298720.00165016308892518281.5%
Upper-middle-income countries19270.00174560653977096080.001692600897513331.5%
Lower-middle-income countries20080.011035022325813770.0113801425322890281.5%
Upper-middle-income countries19280.00178985437378287320.00173559656832367181.5%
Lower-middle-income countries20070.0107956426218152050.0111328763887286191.5%
Upper-middle-income countries19290.00183465983718633650.00177912216167896991.5%
Upper-middle-income countries19300.00187998707406222820.0018231441499665381.5%
Upper-middle-income countries19310.00192581652663648130.00186764553654938941.5%
Upper-middle-income countries19320.00197215634398162360.00191263621672987941.5%
~ national_contributions.annual_emissions_n2o_total_co2eq 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_total_co2eq -annual_emissions_n2o_total_co2eq +anomaly score
Lower-middle-income countries2023690882112.0729555712.02.7%
Lower-middle-income countries2019647248768.0683370304.02.7%
Lower-middle-income countries2021669415104.0706550720.02.7%
Lower-middle-income countries2024700210624.0738941056.02.7%
Lower-middle-income countries2020665754944.0702466560.02.7%
Lower-middle-income countries2022678166272.0715134656.02.7%
Lower-middle-income countries2018631082496.0664345920.02.6%
Lower-middle-income countries2017629457472.0661491712.02.5%
Lower-middle-income countries2016618948032.0649153920.02.4%
Lower-middle-income countries2015610282240.0638598592.02.3%
Lower-middle-income countries2004472805056.0494341952.02.2%
Lower-middle-income countries2000438773696.0458017440.02.1%
Lower-middle-income countries2003460778624.0480515584.02.1%
Lower-middle-income countries1999438811360.0457518240.02.1%
Lower-middle-income countries2002442607552.0461070272.02.0%
Lower-middle-income countries2009544879872.0567547264.02.0%
Lower-middle-income countries2013594157312.0618427520.02.0%
Lower-middle-income countries2014599725504.0623946944.02.0%
Lower-middle-income countries2010563848320.0586604736.02.0%
Lower-middle-income countries1997417511040.0434234112.02.0%
Lower-middle-income countries1998432754368.0450027008.02.0%
Lower-middle-income countries1996414784512.0431286144.02.0%
Lower-middle-income countries2007523552960.0544364672.01.9%
Lower-middle-income countries2001442816160.0460353600.01.9%
Lower-middle-income countries2005493797280.0513285376.01.9%
Lower-middle-income countries2006502610944.0521879712.01.9%
Lower-middle-income countries2011581581248.0603606592.01.9%
Upper-middle-income countries188341714996.040206352.01.8%
Upper-middle-income countries188442013512.040494116.01.8%
Upper-middle-income countries188241382452.039885884.01.8%
Upper-middle-income countries188542289440.040760172.01.8%
Upper-middle-income countries188141004428.039521720.01.8%
Upper-middle-income countries188642554232.041015524.01.8%
Upper-middle-income countries188742819324.041271172.01.8%
Upper-middle-income countries188843096168.041538108.01.8%
Upper-middle-income countries188943396204.041827336.01.8%
Upper-middle-income countries188040569484.039102848.01.8%
Upper-middle-income countries187939867200.038427080.01.8%
Lower-middle-income countries2012587051328.0609029312.01.8%
Upper-middle-income countries187838766860.037368780.01.8%
Upper-middle-income countries187737376544.036031828.01.8%
Upper-middle-income countries187635804352.034520096.01.8%
Upper-middle-income countries187534158372.032937458.01.8%
Lower-middle-income countries1973232433696.0241046784.01.8%
Upper-middle-income countries187432546702.031387788.01.8%
Upper-middle-income countries187331077430.029974958.01.8%
Upper-middle-income countries185726955452.025999484.01.8%
Upper-middle-income countries185827201200.026236540.01.8%
Upper-middle-income countries185626669316.025723618.01.8%
Upper-middle-income countries185927401258.026429686.01.8%
Upper-middle-income countries185526348094.025414034.01.8%
Upper-middle-income countries186027550320.026573830.01.8%
Upper-middle-income countries185425997092.025075832.01.8%
Upper-middle-income countries186127667332.026687172.01.8%
Upper-middle-income countries185325621610.024714106.01.8%
Upper-middle-income countries186227776172.026792662.01.8%
Upper-middle-income countries185225226950.024333952.01.8%
Upper-middle-income countries186327878942.026892320.01.8%
Upper-middle-income countries185124818418.023940466.01.8%
Upper-middle-income countries186427977742.026988162.01.8%
Upper-middle-income countries187229858648.028802844.01.8%
Upper-middle-income countries186528074676.027082212.01.8%
Upper-middle-income countries185024401314.023538742.01.8%
Upper-middle-income countries186628171846.027176486.01.8%
Upper-middle-income countries186728271354.027273008.01.8%
Upper-middle-income countries186828375302.027373798.01.8%
Upper-middle-income countries187128998448.027975318.01.8%
Upper-middle-income countries186928485792.027480872.01.8%
Upper-middle-income countries187028604924.027596254.01.8%
Upper-middle-income countries20231172005760.01131073792.01.8%
Upper-middle-income countries20241184626688.01143490816.01.8%
Upper-middle-income countries189046140652.044544320.01.8%
Upper-middle-income countries189146693932.045083856.01.8%
Lower-middle-income countries1994394679808.0408743008.01.8%
Upper-middle-income countries189247323988.045701292.01.7%
Lower-middle-income countries1971217584944.0225297696.01.7%
Lower-middle-income countries1969212779504.0220302544.01.7%
Upper-middle-income countries189348020956.046386608.01.7%
Upper-middle-income countries20221155183360.01116015872.01.7%
Upper-middle-income countries20201142449408.01103818112.01.7%
Upper-middle-income countries189448774976.047129788.01.7%
Upper-middle-income countries20191122643584.01084807040.01.7%
Upper-middle-income countries20211163663872.01124643200.01.7%
Lower-middle-income countries1995406371552.0420413152.01.7%
Upper-middle-income countries189549576180.047920804.01.7%
Lower-middle-income countries1972224538352.0232264992.01.7%
Lower-middle-income countries1974228524208.0236366400.01.7%
Upper-middle-income countries189650414716.048749640.01.7%
Lower-middle-income countries194092188984.095332272.01.7%
Lower-middle-income countries193991813984.094928512.01.7%
Lower-middle-income countries194194645320.097850016.01.7%
Upper-middle-income countries189751280716.049606272.01.7%
Lower-middle-income countries193891585680.094669736.01.7%
Lower-middle-income countries193791473584.094525256.01.6%
Upper-middle-income countries189852164324.050480680.01.6%
Lower-middle-income countries1962173427968.0179194176.01.6%
Lower-middle-income countries1942100538712.0103862520.01.6%
Lower-middle-income countries193691447216.094464416.01.6%
Upper-middle-income countries189953055672.051362844.01.6%
Lower-middle-income countries2008531568640.0549080320.01.6%
~ national_contributions.share_of_annual_emissions_n2o_total 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearshare_of_annual_emissions_n2o_total -share_of_annual_emissions_n2o_total +anomaly score
Lower-middle-income countries202323.7322387695312525.060703277587892.7%
Lower-middle-income countries201922.95937919616699224.2406940460205082.7%
Lower-middle-income countries202123.11969184875488324.4022502899169922.7%
Lower-middle-income countries202423.85093307495117225.1701889038085942.7%
Lower-middle-income countries202023.33552932739257824.6223163604736332.7%
Lower-middle-income countries202223.53739166259765624.820468902587892.7%
Lower-middle-income countries201822.4262161254882823.608268737792972.6%
Lower-middle-income countries201722.3630237579345723.501119613647462.5%
Lower-middle-income countries201622.4319248199462923.526645660400392.4%
Lower-middle-income countries201522.26205635070800823.294988632202152.3%
Lower-middle-income countries200419.00439071655273419.8700656890869142.2%
Lower-middle-income countries200018.3568038940429719.1618976593017582.1%
Lower-middle-income countries200319.0446643829345719.8604221343994142.1%
Lower-middle-income countries199918.293706893920919.073581695556642.1%
Lower-middle-income countries200218.41947746276855519.187818527221682.0%
Lower-middle-income countries200921.34491920471191422.232883453369142.0%
Lower-middle-income countries201322.00279235839843822.901563644409182.0%
Lower-middle-income countries201421.9360828399658222.82202720642092.0%
Lower-middle-income countries201021.5424118041992222.411844253540042.0%
Lower-middle-income countries199717.76535606384277318.4769325256347662.0%
Lower-middle-income countries199818.19392013549804718.920099258422852.0%
Lower-middle-income countries199617.3293533325195318.018777847290042.0%
Lower-middle-income countries200720.03680801391601620.8332881927490231.9%
Lower-middle-income countries200118.56342506408691419.2986164093017581.9%
Lower-middle-income countries200519.6709117889404320.447238922119141.9%
Lower-middle-income countries200619.7388248443603520.4955596923828121.9%
Lower-middle-income countries201121.51539802551269522.3302173614501951.9%
Upper-middle-income countries188316.54339790344238315.9450969696044921.8%
Upper-middle-income countries188416.54358291625976615.9452924728393551.8%
Upper-middle-income countries188216.54437065124511715.9460563659667971.8%
Upper-middle-income countries188516.54451942443847715.9462366104125981.8%
Upper-middle-income countries188116.54692649841308615.9485940933227541.8%
Upper-middle-income countries188616.54581260681152315.9475374221801761.8%
Upper-middle-income countries188716.54708099365234415.9488124847412111.8%
Upper-middle-income countries188816.5479469299316415.9496879577636721.8%
Upper-middle-income countries188916.54804420471191415.9497957229614261.8%
Upper-middle-income countries188016.5515213012695315.9531641006469731.8%
Upper-middle-income countries187916.56578063964843815.9673757553100591.8%
Lower-middle-income countries201221.60274696350097722.4115085601806641.8%
Upper-middle-income countries187816.5955276489257815.9970321655273441.8%
Upper-middle-income countries187716.63884353637695316.0402202606201171.8%
Upper-middle-income countries187616.69378471374511716.0949993133544921.8%
Upper-middle-income countries187516.75777435302734416.1588039398193361.8%
Lower-middle-income countries197312.63969135284423813.108069419860841.8%
Upper-middle-income countries187416.82696914672851616.2277984619140621.8%
Upper-middle-income countries187316.89560699462890616.2962360382080081.8%
Upper-middle-income countries185716.91010665893554716.3103942871093751.8%
Upper-middle-income countries185816.9098777770996116.310188293457031.8%
Upper-middle-income countries185616.9131393432617216.3133964538574221.8%
Upper-middle-income countries185916.91273498535156216.313056945800781.8%
Upper-middle-income countries185516.9187145233154316.3189315795898441.8%
Upper-middle-income countries186016.91898727416992216.3193111419677731.8%
Upper-middle-income countries185416.9265670776367216.3267383575439451.8%
Upper-middle-income countries186116.92733955383300816.3276615142822271.8%
Upper-middle-income countries185316.9364356994628916.3365573883056641.8%
Upper-middle-income countries186216.93618202209472716.3364982604980471.8%
Upper-middle-income countries185216.9480514526367216.3481140136718751.8%
Upper-middle-income countries186316.9453792572021516.345689773559571.8%
Upper-middle-income countries185116.9611206054687516.3611202239990231.8%
Upper-middle-income countries186416.9547863006591816.355089187622071.8%
Upper-middle-income countries187216.9555797576904316.3560295104980471.8%
Upper-middle-income countries186516.96426391601562516.3645610809326171.8%
Upper-middle-income countries185016.97532463073730516.375257492065431.8%
Upper-middle-income countries186616.97367095947265616.373962402343751.8%
Upper-middle-income countries186716.98286437988281216.3831501007080081.8%
Upper-middle-income countries186816.9916992187516.3919792175292971.8%
Upper-middle-income countries187116.99663162231445316.396951675415041.8%
Upper-middle-income countries186917.00002861022949216.400302886962891.8%
Upper-middle-income countries187017.00770568847656216.4079780578613281.8%
Upper-middle-income countries202340.259143829345738.853103637695311.8%
Upper-middle-income countries202440.3513603210449238.9501724243164061.8%
Upper-middle-income countries189016.95505332946777316.3684597015380861.8%
Upper-middle-income countries189116.95644378662109416.371759414672851.8%
Lower-middle-income countries199417.25811958312988317.8730583190917971.8%
Upper-middle-income countries189216.97788619995117216.3957290649414061.7%
Lower-middle-income countries197112.65279102325439513.1012954711914061.7%
Lower-middle-income countries196912.47974109649658212.9209747314453121.7%
Upper-middle-income countries189317.01771926879882816.438537597656251.7%
Upper-middle-income countries202240.09341430664062538.7340126037597661.7%
Upper-middle-income countries202040.0442581176757838.6901817321777341.7%
Upper-middle-income countries189417.07433700561523416.4984169006347661.7%
Upper-middle-income countries201939.8227119445800838.480564117431641.7%
Upper-middle-income countries202140.1896362304687538.8419761657714841.7%
Lower-middle-income countries199517.34434127807617217.943651199340821.7%
Upper-middle-income countries189517.146234512329116.5737113952636721.7%
Lower-middle-income countries197212.60926246643066413.043162345886231.7%
Lower-middle-income countries197412.3377952575683612.7611865997314451.7%
Upper-middle-income countries189617.23200988769531216.6628780364990231.7%
Lower-middle-income countries194018.8402366638183619.482618331909181.7%
Lower-middle-income countries193918.96982955932617219.6133270263671881.7%
Lower-middle-income countries194118.6734886169433619.305772781372071.7%
Upper-middle-income countries189717.33039283752441416.7645111083984381.7%
Lower-middle-income countries193819.1050014495849619.7483425140380861.7%
Lower-middle-income countries193719.2428054809570319.8847694396972661.6%
Upper-middle-income countries189817.44023704528808616.877340316772461.6%
Lower-middle-income countries196212.92317485809326213.3528499603271481.6%
Lower-middle-income countries194218.4548473358154319.0649642944335941.6%
Lower-middle-income countries193619.38026809692382820.0196990966796881.6%
Upper-middle-income countries189917.560541152954117.0002422332763671.6%
Lower-middle-income countries200820.57991218566894521.2578830718994141.6%
~ national_contributions.annual_emissions_n2o_total 🟡 median anomaly score 1.2%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_total -annual_emissions_n2o_total +anomaly score
Lower-middle-income countries20232530703.52672365.252.7%
Lower-middle-income countries20192370874.52503188.02.7%
Lower-middle-income countries20212452069.752588097.752.7%
Lower-middle-income countries20242564874.02706743.752.7%
Lower-middle-income countries20202438662.752573137.52.7%
Lower-middle-income countries20222484125.52619541.02.7%
Lower-middle-income countries20182311657.52433501.52.6%
Lower-middle-income countries20172305705.02423046.52.5%
Lower-middle-income countries20162267209.02377853.252.4%
Lower-middle-income countries20152235466.02339188.752.3%
Lower-middle-income countries20041731886.6251810776.3752.2%
Lower-middle-income countries20001607229.6251677719.52.1%
Lower-middle-income countries20031687833.751760130.252.1%
Lower-middle-income countries19991607367.6251675891.02.1%
Lower-middle-income countries20021621273.1251688902.1252.0%
Lower-middle-income countries20091995897.02078927.752.0%
Lower-middle-income countries20132176400.52265302.252.0%
Lower-middle-income countries20142196796.752285520.02.0%
Lower-middle-income countries20102065378.52148735.252.0%
Lower-middle-income countries19971529344.51590601.1252.0%
Lower-middle-income countries19981585180.8751648450.52.0%
Lower-middle-income countries19961519357.1251579802.752.0%
Lower-middle-income countries20071917776.3751994009.6251.9%
Lower-middle-income countries20011622037.251686276.8751.9%
Lower-middle-income countries20051808781.251880166.251.9%
Lower-middle-income countries20061841065.751911647.3751.9%
Lower-middle-income countries20112130334.252211013.251.9%
Upper-middle-income countries1883152802.1875147276.0156251.8%
Upper-middle-income countries1884153895.65625148330.093751.8%
Upper-middle-income countries1882151584.0625146102.1406251.8%
Upper-middle-income countries1885154906.375149304.656251.8%
Upper-middle-income countries1881150199.375144768.2031251.8%
Upper-middle-income countries1886155876.296875150240.0156251.8%
Upper-middle-income countries1887156847.34375151176.4531251.8%
Upper-middle-income countries1888157861.421875152154.2343751.8%
Upper-middle-income countries1889158960.453125153213.6718751.8%
Upper-middle-income countries1880148606.171875143233.8751.8%
Upper-middle-income countries1879146033.703125140758.531251.8%
Lower-middle-income countries20122150371.02230876.51.8%
Upper-middle-income countries1878142003.140625136881.9843751.8%
Upper-middle-income countries1877136910.421875131984.718751.8%
Upper-middle-income countries1876131151.46875126447.2343751.8%
Upper-middle-income countries1875125122.25120650.031251.8%
Lower-middle-income countries1973851405.5882955.251.8%
Upper-middle-income countries1874119218.6875114973.5781251.8%
Upper-middle-income countries1873113836.734375109798.38281251.8%
Upper-middle-income countries185798737.92187595236.2031251.8%
Upper-middle-income countries185899638.0937596104.53906251.8%
Upper-middle-income countries185697689.804687594225.7031251.8%
Upper-middle-income countries1859100370.9062596812.03906251.8%
Upper-middle-income countries185596513.164062593091.7031251.8%
Upper-middle-income countries1860100916.92187597340.031251.8%
Upper-middle-income countries185495227.445312591852.86718751.8%
Upper-middle-income countries1861101345.539062597755.21093751.8%
Upper-middle-income countries185393852.04687590527.8593751.8%
Upper-middle-income countries1862101744.2187598141.61718751.8%
Upper-middle-income countries185292406.4062589135.35156251.8%
Upper-middle-income countries1863102120.664062598506.66406251.8%
Upper-middle-income countries185190909.95312587694.0156251.8%
Upper-middle-income countries1864102482.570312598857.7343751.8%
Upper-middle-income countries1872109372.3359375105504.9218751.8%
Upper-middle-income countries1865102837.648437599202.24218751.8%
Upper-middle-income countries185089382.101562586222.51.8%
Upper-middle-income countries1866103193.57812599547.57031251.8%
Upper-middle-income countries1867103558.07812599901.13281251.8%
Upper-middle-income countries1868103938.8359375100270.32031251.8%
Upper-middle-income countries1871106221.421875102473.69531251.8%
Upper-middle-income countries1869104343.5546875100662.53906251.8%
Upper-middle-income countries1870104779.9453125101085.17968751.8%
Upper-middle-income countries20234293061.54143127.251.8%
Upper-middle-income countries20244339292.04188611.251.8%
Upper-middle-income countries1890169013.375163166.0156251.8%
Upper-middle-income countries1891171040.046875165142.3281251.8%
Lower-middle-income countries19941445713.6251497227.1251.8%
Upper-middle-income countries1892173347.9375167404.01.7%
Lower-middle-income countries1971797014.4375825266.251.7%
Lower-middle-income countries1969779412.125806969.01.7%
Upper-middle-income countries1893175900.9375169914.31251.7%
Upper-middle-income countries20224231440.54087970.01.7%
Upper-middle-income countries20204184796.54043289.751.7%
Upper-middle-income countries1894178662.90625172636.5781251.7%
Upper-middle-income countries20194112247.753973652.251.7%
Upper-middle-income countries20214262505.04119572.251.7%
Lower-middle-income countries19951488540.51539974.8751.7%
Upper-middle-income countries1895181597.734375175534.0781251.7%
Lower-middle-income countries1972822484.8125850787.51.7%
Lower-middle-income countries1974837085.0865811.01.7%
Upper-middle-income countries1896184669.296875178570.1093751.7%
Lower-middle-income countries1940337688.5625349202.468751.7%
Lower-middle-income countries1939336314.96875347723.51.7%
Lower-middle-income countries1941346686.15625358424.968751.7%
Upper-middle-income countries1897187841.453125181707.9531251.7%
Lower-middle-income countries1938335478.6875346775.593751.7%
Lower-middle-income countries1937335068.09375346246.3751.6%
Upper-middle-income countries1898191078.109375184910.906251.6%
Lower-middle-income countries1962635267.25656388.93751.6%
Lower-middle-income countries1942368273.6875380448.81251.6%
Lower-middle-income countries1936334971.5346023.51.6%
Upper-middle-income countries1899194343.125188142.281251.6%
Lower-middle-income countries20081947137.8752011283.251.6%
~ national_contributions.annual_emissions_ghg_fossil_co2eq 🟡 median anomaly score 1.0%changed data
~ Changed values: 524 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearannual_emissions_ghg_fossil_co2eq -annual_emissions_ghg_fossil_co2eq +anomaly score
Lower-middle-income countries1948373160864.0252898768.019%
Lower-middle-income countries1947363432192.0246696336.019%
Lower-middle-income countries1955550434688.0376228160.019%
Lower-middle-income countries1949383386272.0263927504.018%
Lower-middle-income countries1956569252480.0392003712.018%
Lower-middle-income countries1946361020704.0251092656.018%
Lower-middle-income countries1957598939072.0418270112.018%
Lower-middle-income countries1944345502112.0241619808.018%
Lower-middle-income countries1945354239648.0247978032.018%
Lower-middle-income countries1951449783520.0316006752.017%
Lower-middle-income countries1952467067744.0330130464.017%
Lower-middle-income countries1950426814080.0304818816.017%
Lower-middle-income countries1943325180256.0235104208.016%
Lower-middle-income countries1953467375904.0338011232.016%
Lower-middle-income countries1954487555552.0355140512.016%
Lower-middle-income countries1942330711328.0241307200.016%
Lower-middle-income countries1959623166144.0457012192.015%
Lower-middle-income countries1941339402144.0251150544.015%
Lower-middle-income countries1937300686080.0225870128.014%
Lower-middle-income countries1938312537408.0235539808.014%
Lower-middle-income countries1935279019040.0212216112.014%
Lower-middle-income countries1934269454176.0206212480.013%
Lower-middle-income countries1936282291168.0216520048.013%
Lower-middle-income countries1933254142000.0197145136.013%
Lower-middle-income countries1940320352256.0248738368.013%
Lower-middle-income countries1932250403776.0195581088.012%
Lower-middle-income countries1939302322848.0239159408.012%
Lower-middle-income countries1960616203648.0489108000.011%
Lower-middle-income countries1958540286400.0439205280.010%
Lower-middle-income countries1961619258112.0518529280.08.9%
Lower-middle-income countries1931234225216.0196940240.08.6%
Lower-middle-income countries1930234047184.0200355392.07.8%
Lower-middle-income countries1929229506976.0196720976.07.7%
Lower-middle-income countries1963676460672.0583480576.07.4%
Lower-middle-income countries1928223232064.0193317696.07.2%
Lower-middle-income countries1927215052544.0187098832.07.0%
Lower-middle-income countries1962628816448.0548254976.06.8%
Upper-middle-income countries1946750710976.0860100032.06.8%
Upper-middle-income countries1948832746368.0952446336.06.7%
Upper-middle-income countries1945737328832.0843057024.06.7%
Upper-middle-income countries1947813676864.0929864448.06.7%
Lower-middle-income countries1926207638080.0181796160.06.6%
Upper-middle-income countries1949838508864.0957393984.06.6%
Upper-middle-income countries1944764222912.0867575680.06.3%
Upper-middle-income countries19511020276928.01153396864.06.1%
Upper-middle-income countries1950944643200.01065993472.06.0%
Upper-middle-income countries19551366135552.01539655296.06.0%
Upper-middle-income countries1942705712960.0794617600.05.9%
Lower-middle-income countries1964698517760.0620702272.05.9%
Lower-middle-income countries1925201603088.0179258960.05.9%
Upper-middle-income countries19521094700032.01230956160.05.9%
Upper-middle-income countries1943723671232.0813229568.05.8%
Upper-middle-income countries19561480188160.01656744832.05.6%
Upper-middle-income countries1941769413568.0857181504.05.4%
Upper-middle-income countries19531137404160.01266099328.05.4%
Lower-middle-income countries1965758081024.0681206848.05.3%
Lower-middle-income countries20204632604672.05153230336.05.3%
Upper-middle-income countries19571604997888.01784960384.05.3%
Lower-middle-income countries1924197502720.0177792704.05.3%
Upper-middle-income countries1938705812480.0782374144.05.1%
Upper-middle-income countries19541219479040.01351218304.05.1%
Upper-middle-income countries1934593698880.0656534656.05.0%
Upper-middle-income countries1937703044672.0777437312.05.0%
Upper-middle-income countries1932514784032.0569216128.05.0%
Upper-middle-income countries1933543836864.0600436736.04.9%
Upper-middle-income countries1935642736448.0709127744.04.9%
Lower-middle-income countries1923189823632.0172217104.04.9%
Lower-middle-income countries20194851443200.05337239552.04.8%
Lower-middle-income countries20245573019648.06119505408.04.7%
Upper-middle-income countries1936681277952.0746641408.04.6%
Lower-middle-income countries20215023325184.05495943168.04.5%
Lower-middle-income countries20235413067264.05914284032.04.4%
Lower-middle-income countries20225159604224.05634383360.04.4%
Upper-middle-income countries1940786782784.0857928896.04.3%
Lower-middle-income countries1922183864256.0168972096.04.2%
Upper-middle-income countries1939745418560.0808126336.04.0%
Lower-middle-income countries20184810422784.05193449472.03.8%
Lower-middle-income countries1921180708080.0168425696.03.5%
Upper-middle-income countries19592272896768.02438321920.03.5%
Upper-middle-income countries1931507022048.0543922752.03.5%
Lower-middle-income countries1966781785728.0731668352.03.3%
Lower-middle-income countries20174658426368.04972658176.03.3%
Lower-middle-income countries1910132903384.0141743616.03.2%
Upper-middle-income countries1930503228416.0536544768.03.2%
Upper-middle-income countries1929490462304.0522881216.03.2%
Lower-middle-income countries1893100499312.0107049320.03.2%
Lower-middle-income countries1899109735536.0116835144.03.1%
Lower-middle-income countries1967820794368.0771147840.03.1%
Lower-middle-income countries1898107817312.0114746808.03.1%
Lower-middle-income countries1911135475728.0144129392.03.1%
Lower-middle-income countries1905121250904.0128904688.03.1%
Lower-middle-income countries1897106083960.0112754632.03.0%
Lower-middle-income countries1909133065280.0141424752.03.0%
Lower-middle-income countries1904120559416.0128124888.03.0%
Lower-middle-income countries1906125330824.0133135384.03.0%
Lower-middle-income countries1920173335392.0163187664.03.0%
Upper-middle-income countries1928476689472.0506242048.03.0%
Lower-middle-income countries1907128961584.0136864304.03.0%
Lower-middle-income countries1900112765096.0119667840.03.0%
Lower-middle-income countries1903117684400.0124882840.03.0%
~ national_contributions.annual_emissions_ch4_fossil_co2eq 🟢 median anomaly score 0.99%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_fossil_co2eq -annual_emissions_ch4_fossil_co2eq +anomaly score
Lower-middle-income countries1955307646784.0179824432.026%
Lower-middle-income countries1947243288256.0145212832.025%
Lower-middle-income countries1956310894176.0186384000.025%
Lower-middle-income countries1948243635312.0146764448.025%
Lower-middle-income countries1957318042368.0193248768.024%
Lower-middle-income countries1949242394800.0149312624.024%
Lower-middle-income countries1946247895552.0154173296.023%
Lower-middle-income countries1945245408672.0153381184.023%
Lower-middle-income countries1944243149808.0152093744.023%
Lower-middle-income countries1951256087456.0162127248.022%
Lower-middle-income countries1950250402528.0158869536.022%
Lower-middle-income countries1952260859104.0165583440.022%
Lower-middle-income countries1959327000416.0208064048.022%
Lower-middle-income countries1943233695120.0150339680.022%
Lower-middle-income countries1942231950752.0149888864.021%
Lower-middle-income countries1938220997360.0142846496.021%
Lower-middle-income countries1941229647872.0149225504.021%
Lower-middle-income countries1953259164944.0168502384.021%
Lower-middle-income countries1954266755104.0174366048.021%
Lower-middle-income countries1937212531280.0139991488.021%
Lower-middle-income countries1936206699600.0137340912.020%
Lower-middle-income countries1935201958896.0135531360.020%
Lower-middle-income countries1934196603360.0133487784.019%
Lower-middle-income countries1940214378704.0147430352.019%
Lower-middle-income countries1933190339504.0131091704.018%
Lower-middle-income countries1939209094112.0144972672.018%
Lower-middle-income countries1932186160160.0129711280.018%
Lower-middle-income countries1960308884896.0218571808.017%
Lower-middle-income countries1931171540112.0128822680.014%
Lower-middle-income countries1958264049744.0201030720.014%
Lower-middle-income countries1930167872208.0128135680.013%
Lower-middle-income countries1961304575488.0234283200.013%
Lower-middle-income countries1929163538304.0126634416.013%
Upper-middle-income countries1948341298304.0437632416.012%
Upper-middle-income countries1947348062240.0445613792.012%
Upper-middle-income countries1946335838240.0429044832.012%
Upper-middle-income countries1945331942592.0423458912.012%
Upper-middle-income countries1955463474976.0590681920.012%
Lower-middle-income countries1928159074048.0124991808.012%
Upper-middle-income countries1944333482016.0424029856.012%
Upper-middle-income countries1949357914272.0450449088.011%
Upper-middle-income countries1942316498880.0398080800.011%
Lower-middle-income countries1927154358448.0122727752.011%
Upper-middle-income countries1938303035360.0380767968.011%
Upper-middle-income countries1956488263008.0612153344.011%
Upper-middle-income countries1943332218976.0415077056.011%
Upper-middle-income countries1941321876320.0401833888.011%
Lower-middle-income countries1963314974208.0252303152.011%
Upper-middle-income countries1957511389632.0635557248.011%
Upper-middle-income countries1937299921312.0372055072.011%
Lower-middle-income countries1926149834912.0120868192.011%
Upper-middle-income countries1950386202432.0477143168.011%
Upper-middle-income countries1936295288704.0364256704.010%
Upper-middle-income countries1951401335552.0494692480.010%
Upper-middle-income countries1935286588992.0352621568.010%
Upper-middle-income countries1934273173504.0335899648.010%
Upper-middle-income countries1952413983424.0508650624.010%
Upper-middle-income countries1933261218256.0320085248.010%
Upper-middle-income countries1932254629344.0310703552.09.9%
Lower-middle-income countries1925145753904.0119631536.09.8%
Lower-middle-income countries1962292470624.0241198000.09.6%
Upper-middle-income countries1953428081024.0518132896.09.5%
Upper-middle-income countries1954440992256.0532768768.09.4%
Upper-middle-income countries1940324620992.0391119968.09.3%
Upper-middle-income countries1939321148032.0384831840.09.0%
Lower-middle-income countries1924141841312.0118411776.09.0%
Upper-middle-income countries1959619260544.0737557568.08.7%
Lower-middle-income countries1964325973472.0275055008.08.5%
Lower-middle-income countries1923137349584.0116560176.08.2%
Upper-middle-income countries1931250728000.0293076864.07.8%
Lower-middle-income countries1965352851328.0303934656.07.4%
Upper-middle-income countries1930246823008.0286199616.07.4%
Lower-middle-income countries1922133202024.0115171264.07.3%
Upper-middle-income countries1929243457600.0280009760.07.0%
Upper-middle-income countries1928238776064.0272511648.06.6%
Upper-middle-income countries1960668033088.0757701888.06.3%
Lower-middle-income countries1921129352088.0114070128.06.3%
Upper-middle-income countries1927234005232.0265298384.06.3%
Upper-middle-income countries1926228865584.0257503600.05.9%
Upper-middle-income countries1925225309808.0251104944.05.4%
Lower-middle-income countries1920125000224.0112363464.05.3%
Upper-middle-income countries1958570235840.0632622016.05.2%
Upper-middle-income countries1961648619136.0718264000.05.1%
Upper-middle-income countries1924222485424.0245590608.04.9%
Lower-middle-income countries1966365487200.0331226016.04.9%
Upper-middle-income countries1963653042624.0715061248.04.5%
Upper-middle-income countries1923218399584.0238863024.04.5%
Lower-middle-income countries1919123196760.0113335120.04.2%
Lower-middle-income countries1967395593632.0364530112.04.1%
Upper-middle-income countries1922213839472.0231556848.04.0%
Upper-middle-income countries1962631051584.0681674880.03.9%
Upper-middle-income countries1964644236992.0694495872.03.8%
Lower-middle-income countries2021788272448.0845236224.03.5%
Upper-middle-income countries1965676689344.0724933376.03.4%
Lower-middle-income countries191096774608.0103663744.03.4%
Lower-middle-income countries2024812218624.0870015168.03.4%
Upper-middle-income countries1921211166576.0226153568.03.4%
Lower-middle-income countries191197710536.0104598112.03.4%
Lower-middle-income countries190996354816.0103077192.03.4%
Lower-middle-income countries191299113176.0105996024.03.4%
~ national_contributions.annual_emissions_ch4_fossil 🟢 median anomaly score 0.99%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_ch4_fossil -annual_emissions_ch4_fossil +anomaly score
Lower-middle-income countries195510323717.06034377.026%
Lower-middle-income countries19478164035.54872914.025%
Lower-middle-income countries195610432691.06254496.525%
Lower-middle-income countries19488175681.54924981.525%
Lower-middle-income countries195710672562.06484858.024%
Lower-middle-income countries19498134053.55010491.024%
Lower-middle-income countries19468318643.05173600.523%
Lower-middle-income countries19458235190.05147019.523%
Lower-middle-income countries19448159389.55103817.023%
Lower-middle-income countries19518593539.05440512.022%
Lower-middle-income countries19508402769.05331192.522%
Lower-middle-income countries19528753661.05556491.522%
Lower-middle-income countries195910973168.06982015.022%
Lower-middle-income countries19437842118.05044955.522%
Lower-middle-income countries19427783582.55029827.521%
Lower-middle-income countries19387416018.54793506.521%
Lower-middle-income countries19417706304.55007567.021%
Lower-middle-income countries19538696810.05654442.521%
Lower-middle-income countries19548951514.05851210.021%
Lower-middle-income countries19377131922.04697701.021%
Lower-middle-income countries19366936228.04608755.520%
Lower-middle-income countries19356777144.54548032.020%
Lower-middle-income countries19346597428.54479456.019%
Lower-middle-income countries19407193916.54947327.019%
Lower-middle-income countries19336387232.04399050.518%
Lower-middle-income countries19397016580.54864854.518%
Lower-middle-income countries19326246985.54352727.518%
Lower-middle-income countries196010365265.07334624.517%
Lower-middle-income countries19315756379.54322908.514%
Lower-middle-income countries19588860730.06745997.514%
Lower-middle-income countries19305633295.54299855.013%
Lower-middle-income countries196110220654.07861852.513%
Lower-middle-income countries19295487862.54249477.013%
Upper-middle-income countries194811452964.014685651.012%
Upper-middle-income countries194711679940.014953483.012%
Upper-middle-income countries194611269739.014397477.012%
Upper-middle-income countries194511139013.014210031.012%
Upper-middle-income countries195515552852.019821542.012%
Lower-middle-income countries19285338055.04194356.012%
Upper-middle-income countries194411190672.014229190.012%
Upper-middle-income countries194912010546.015115741.011%
Upper-middle-income countries194210620768.013358416.011%
Lower-middle-income countries19275179813.54118381.011%
Upper-middle-income countries193810168971.012777448.011%
Upper-middle-income countries195616384665.020542058.011%
Upper-middle-income countries194311148288.013928761.011%
Upper-middle-income countries194110801218.013484359.011%
Lower-middle-income countries196310569605.08466549.011%
Upper-middle-income countries195717160726.021327424.011%
Upper-middle-income countries193710064473.012485070.011%
Lower-middle-income countries19265028017.04055979.511%
Upper-middle-income countries195012959813.016011516.011%
Upper-middle-income countries19369909017.012223379.010%
Upper-middle-income countries195113467636.016600418.010%
Upper-middle-income countries19359617080.011832939.010%
Upper-middle-income countries19349166896.011271800.010%
Upper-middle-income countries195213892062.017068812.010%
Upper-middle-income countries19338765713.010741116.010%
Upper-middle-income countries19328544609.010426294.09.9%
Lower-middle-income countries19254891070.54014481.09.8%
Lower-middle-income countries19629814451.08093892.59.6%
Upper-middle-income countries195314365136.017387010.09.5%
Upper-middle-income countries195414798398.017878146.09.4%
Upper-middle-income countries194010893322.013124831.09.3%
Upper-middle-income countries193910776780.012913821.09.0%
Lower-middle-income countries19244759775.53973549.59.0%
Upper-middle-income countries195920780554.024750254.08.7%
Lower-middle-income countries196410938707.09230033.08.5%
Lower-middle-income countries19234609046.53911415.258.2%
Upper-middle-income countries19318413691.09834795.07.8%
Lower-middle-income countries196511840648.010199150.07.4%
Upper-middle-income countries19308282651.09604014.07.4%
Lower-middle-income countries19224469866.53864807.57.3%
Upper-middle-income countries19298169718.09396301.07.0%
Upper-middle-income countries19288012619.59144687.06.6%
Upper-middle-income countries196022417218.025426238.06.3%
Lower-middle-income countries19214340674.03827856.56.3%
Upper-middle-income countries19277852524.58902630.06.3%
Upper-middle-income countries19267680053.08641060.05.9%
Upper-middle-income countries19257560731.58426340.05.4%
Lower-middle-income countries19204194638.53770586.255.3%
Upper-middle-income countries195819135432.021228926.05.2%
Upper-middle-income countries196121765742.024102818.05.1%
Upper-middle-income countries19247465954.08241295.54.9%
Lower-middle-income countries196612264671.011114967.04.9%
Upper-middle-income countries196321914182.023995344.04.5%
Upper-middle-income countries19237328845.08015538.04.5%
Lower-middle-income countries19194134119.53803192.04.2%
Lower-middle-income countries196713274955.012232554.04.1%
Upper-middle-income countries19227175821.57770364.04.0%
Upper-middle-income countries196221176226.022874996.03.9%
Upper-middle-income countries196421618692.023305232.03.8%
Lower-middle-income countries202126452094.028363632.03.5%
Upper-middle-income countries196522707696.024326624.03.4%
Lower-middle-income countries19103247470.03478649.253.4%
Lower-middle-income countries202427255658.029195140.03.4%
Upper-middle-income countries19217086126.57589046.03.4%
Lower-middle-income countries19113278877.03510003.753.4%
Lower-middle-income countries19093233383.253458966.253.4%
Lower-middle-income countries19123325945.53556913.753.4%
~ national_contributions.cumulative_emissions_n2o_land 🟢 median anomaly score 0.90%changed data
~ Changed values: 522 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_n2o_land -cumulative_emissions_n2o_land +anomaly score
Upper-middle-income countries185691364456.087852224.02.0%
Upper-middle-income countries1887730078272.0702012608.02.0%
Upper-middle-income countries1884646548096.0621693504.02.0%
Upper-middle-income countries1859139804256.0134429904.02.0%
Upper-middle-income countries1875413866848.0397956992.02.0%
Upper-middle-income countries1858123541040.0118791880.02.0%
Upper-middle-income countries1872354511808.0340883680.02.0%
Upper-middle-income countries1874392747552.0377649568.02.0%
Upper-middle-income countries1889786625536.0756386112.02.0%
Upper-middle-income countries1870320268416.0307956672.02.0%
Upper-middle-income countries1882591718528.0568971712.02.0%
Upper-middle-income countries1868287308608.0276263904.02.0%
Upper-middle-income countries1885674230080.0648311360.02.0%
Upper-middle-income countries1880537789184.0517115520.02.0%
Upper-middle-income countries1866254438784.0244657664.02.0%
Upper-middle-income countries1877460263168.0442569760.02.0%
Upper-middle-income countries1876436394272.0419618432.02.0%
Upper-middle-income countries1888758255296.0729106496.02.0%
Upper-middle-income countries1864221619248.0213099776.02.0%
Upper-middle-income countries1886702073408.0675084352.02.0%
Upper-middle-income countries185344521076.042809600.02.0%
Upper-middle-income countries185229398006.028267890.02.0%
Upper-middle-income countries1883619037440.0595240448.02.0%
Upper-middle-income countries1863205224272.0197335056.02.0%
Upper-middle-income countries185575528792.072625320.02.0%
Upper-middle-income countries1857107380688.0103252768.02.0%
Upper-middle-income countries1878485309376.0466653152.02.0%
Upper-middle-income countries1873373005376.0358666336.02.0%
Upper-middle-income countries1881564622080.0542916928.02.0%
Upper-middle-income countries1879511271168.0491616928.02.0%
Upper-middle-income countries1867270865632.0260453040.02.0%
Upper-middle-income countries1865238024016.0228873920.02.0%
Upper-middle-income countries185459905368.057602492.02.0%
Upper-middle-income countries1861172472256.0165842096.02.0%
Upper-middle-income countries1869303773600.0292095968.02.0%
Upper-middle-income countries185114553473.013994010.02.0%
Upper-middle-income countries1871337040704.0324084224.02.0%
Upper-middle-income countries1860156124304.0150122592.02.0%
Upper-middle-income countries1862188840736.0181581344.02.0%
Upper-middle-income countries1890817507200.0786158272.02.0%
Upper-middle-income countries1891848800768.0816333376.01.9%
Upper-middle-income countries1892880579584.0846985984.01.9%
Upper-middle-income countries1893912907008.0878180544.01.9%
Upper-middle-income countries1894945836544.0909971648.01.9%
Upper-middle-income countries1895979411648.0942403392.01.9%
Upper-middle-income countries18961013665792.0975510080.01.9%
Upper-middle-income countries18971048622784.01009315840.01.9%
Upper-middle-income countries18981084296064.01043834624.01.9%
Upper-middle-income countries18991120689664.01079070464.01.9%
Upper-middle-income countries19001157797120.01115016960.01.9%
Upper-middle-income countries19011195763584.01151825024.01.9%
Upper-middle-income countries19021234849152.01189763968.01.9%
Upper-middle-income countries19031275249920.01229036160.01.8%
Upper-middle-income countries19041317097600.01269776896.01.8%
Upper-middle-income countries19051360459648.01312054272.01.8%
Upper-middle-income countries19061405339392.01355869440.01.8%
Upper-middle-income countries19071451675904.01401156352.01.8%
Upper-middle-income countries19081499344256.01447781760.01.7%
Upper-middle-income countries19091548155008.01495545600.01.7%
Upper-middle-income countries19101597854720.01544180480.01.7%
Upper-middle-income countries19111648516992.01593747584.01.7%
Upper-middle-income countries19121700528000.01644625152.01.7%
Upper-middle-income countries19131754187904.01697107072.01.7%
Upper-middle-income countries19141809710976.01751401856.01.6%
Upper-middle-income countries19151867224960.01807633792.01.6%
Upper-middle-income countries19161926771968.01865842304.01.6%
Upper-middle-income countries19171988307584.01925982080.01.6%
Upper-middle-income countries19182051701760.01987923200.01.6%
Upper-middle-income countries19192116738176.02051451008.01.6%
Upper-middle-income countries19202183114240.02116265984.01.6%
Upper-middle-income countries19212250666496.02182204160.01.5%
Upper-middle-income countries19222319418112.02249284608.01.5%
Upper-middle-income countries19232389379840.02317515264.01.5%
Upper-middle-income countries19242460548864.02386891008.01.5%
Upper-middle-income countries19252532909056.02457395456.01.5%
Upper-middle-income countries19262606431744.02529000192.01.5%
Upper-middle-income countries19272681074176.02601664768.01.5%
Upper-middle-income countries19282756781312.02675336192.01.5%
Upper-middle-income countries19292833484032.02749949952.01.5%
Upper-middle-income countries19302911100928.02825429504.01.5%
Upper-middle-income countries19312989532928.02901681664.01.5%
Upper-middle-income countries19323068697344.02978628608.01.5%
Upper-middle-income countries19333148551168.03056231680.01.5%
Upper-middle-income countries19343229089792.03134489856.01.5%
Upper-middle-income countries19353310347264.03213440256.01.5%
Upper-middle-income countries19363392396288.03293157888.01.5%
Upper-middle-income countries19373475348224.03373756160.01.5%
Upper-middle-income countries19383559353600.03455387136.01.5%
Upper-middle-income countries19393644601088.03538239488.01.5%
Lower-middle-income countries202428751089664.029614653440.01.5%
Upper-middle-income countries19403731318528.03622541568.01.5%
Upper-middle-income countries19413822000640.03710744832.01.5%
Upper-middle-income countries19423920753408.03806883328.01.5%
Lower-middle-income countries202328199546880.029041862656.01.5%
Upper-middle-income countries19434030739456.03914063872.01.5%
Lower-middle-income countries202227655272448.028476717056.01.5%
Upper-middle-income countries19444154176000.04034466304.01.5%
Lower-middle-income countries202127120001024.027920443392.01.5%
Upper-middle-income countries19454292336896.04169345024.01.5%
Lower-middle-income countries202026589104128.027368966144.01.4%
~ national_contributions.annual_emissions_n2o_land_co2eq 🟢 median anomaly score 0.90%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_land_co2eq -annual_emissions_n2o_land_co2eq +anomaly score
Lower-middle-income countries2004387238368.0403924960.02.1%
Lower-middle-income countries2000359899264.0375224064.02.1%
Lower-middle-income countries1999360555648.0375770880.02.1%
Lower-middle-income countries2003379411072.0394805664.02.0%
Upper-middle-income countries188427510646.026453082.02.0%
Upper-middle-income countries187521119302.020307434.02.0%
Upper-middle-income countries187419742164.018983236.02.0%
Upper-middle-income countries185014254678.013706700.02.0%
Upper-middle-income countries187622527408.021661410.02.0%
Upper-middle-income countries186316383526.015753711.02.0%
Upper-middle-income countries187925961786.024963764.02.0%
Upper-middle-income countries186816442971.015810871.02.0%
Upper-middle-income countries188026518014.025498610.02.0%
Upper-middle-income countries188527682004.026617854.02.0%
Upper-middle-income countries188728004882.026928320.02.0%
Upper-middle-income countries186116347955.015719508.02.0%
Upper-middle-income countries186516404768.015774137.02.0%
Upper-middle-income countries185315123069.014541709.02.0%
Upper-middle-income countries186216368480.015739244.02.0%
Upper-middle-income countries185816160349.015539114.02.0%
Upper-middle-income countries186416394989.015764734.02.0%
Upper-middle-income countries185716016236.015400541.02.0%
Upper-middle-income countries186616414760.015783745.02.0%
Upper-middle-income countries187016494803.015860711.02.0%
Upper-middle-income countries187116772314.016127554.02.0%
Upper-middle-income countries188627843304.026772954.02.0%
Upper-middle-income countries186716426861.015795381.02.0%
Upper-middle-income countries186016320052.015692678.02.0%
Upper-middle-income countries188928370186.027279582.02.0%
Upper-middle-income countries185916263216.015638027.02.0%
Upper-middle-income countries188828177064.027093884.02.0%
Upper-middle-income countries187318493570.017782642.02.0%
Upper-middle-income countries185515623421.015022827.02.0%
Upper-middle-income countries185615835664.015226911.02.0%
Upper-middle-income countries187217471094.016799472.02.0%
Upper-middle-income countries185214844533.014273881.02.0%
Upper-middle-income countries187723868906.022951340.02.0%
Upper-middle-income countries188126832914.025801406.02.0%
Upper-middle-income countries185114553473.013994010.02.0%
Upper-middle-income countries188227096432.026054794.02.0%
Upper-middle-income countries188327318898.026268708.02.0%
Upper-middle-income countries187825046224.024083400.02.0%
Upper-middle-income countries186916464985.015832040.02.0%
Upper-middle-income countries185415384293.014792892.02.0%
Lower-middle-income countries2017497011808.0516598432.01.9%
Lower-middle-income countries2019510762880.0530813856.01.9%
Lower-middle-income countries2002363781504.0378061696.01.9%
Lower-middle-income countries2022535272160.0556272576.01.9%
Lower-middle-income countries2009441129344.0458397216.01.9%
Lower-middle-income countries2018495002784.0514239968.01.9%
Lower-middle-income countries2021530896352.0551477312.01.9%
Lower-middle-income countries1998356141248.0369873472.01.9%
Lower-middle-income countries2015483333504.0501961568.01.9%
Lower-middle-income countries2024551540736.0572790464.01.9%
Lower-middle-income countries1997344622304.0357844992.01.9%
Lower-middle-income countries2023544274880.0565147840.01.9%
Lower-middle-income countries2020533893568.0554339840.01.9%
Lower-middle-income countries1996340100160.0353092128.01.9%
Lower-middle-income countries2010454004416.0471095232.01.8%
Lower-middle-income countries2001362832096.0376483840.01.8%
Lower-middle-income countries2016489326400.0507667968.01.8%
Upper-middle-income countries189030881686.029772172.01.8%
Upper-middle-income countries189131293586.030175086.01.8%
Lower-middle-income countries2007426682112.0442457312.01.8%
Lower-middle-income countries2013472534752.0489977184.01.8%
Upper-middle-income countries189231778818.030652600.01.8%
Lower-middle-income countries2005406200896.0421083232.01.8%
Upper-middle-income countries189332327440.031194620.01.8%
Lower-middle-income countries2014474483456.0491667360.01.8%
Upper-middle-income countries189432929504.031791040.01.8%
Upper-middle-income countries189533575072.032431768.01.7%
Lower-middle-income countries2006412259520.0426745152.01.7%
Upper-middle-income countries189634254200.033106704.01.7%
Upper-middle-income countries189734956948.033805752.01.7%
Lower-middle-income countries1994326135840.0337074080.01.6%
Lower-middle-income countries2011468886784.0484585696.01.6%
Lower-middle-income countries1973194625600.0201139584.01.6%
Upper-middle-income countries189835673364.034518812.01.6%
Upper-middle-income countries189936393516.035235784.01.6%
Lower-middle-income countries2012467676768.0482906304.01.6%
Lower-middle-income countries1995335238336.0346083008.01.6%
Upper-middle-income countries190037107452.035946576.01.6%
Upper-middle-income countries190137966456.036808012.01.5%
Lower-middle-income countries1969179300928.0184816816.01.5%
Lower-middle-income countries1974189404512.0195208400.01.5%
Lower-middle-income countries1971184136272.0189771120.01.5%
Upper-middle-income countries190239085628.037938916.01.5%
Lower-middle-income countries1972189038592.0194677664.01.5%
Lower-middle-income countries194078748440.081054352.01.4%
Upper-middle-income countries193682048952.079717696.01.4%
Upper-middle-income countries193581257392.078950280.01.4%
Upper-middle-income countries193782952016.080598464.01.4%
Lower-middle-income countries194180856864.083214464.01.4%
Upper-middle-income countries193480538616.078258112.01.4%
Upper-middle-income countries193884005312.081630696.01.4%
Lower-middle-income countries193978682904.080967976.01.4%
Upper-middle-income countries193379853912.077603080.01.4%
Upper-middle-income countries193985247560.082852496.01.4%
Upper-middle-income countries193279164544.076947072.01.4%
Lower-middle-income countries2008432933056.0445386176.01.4%
~ national_contributions.annual_emissions_n2o_land 🟢 median anomaly score 0.90%changed data
~ Changed values: 525 / 41,475 (1.27%) — showing the 100 most anomalous rows
countryyearannual_emissions_n2o_land -annual_emissions_n2o_land +anomaly score
Lower-middle-income countries20041418455.6251479578.6252.1%
Lower-middle-income countries20001318312.3751374447.1252.1%
Lower-middle-income countries19991320716.6251376450.02.1%
Lower-middle-income countries20031389784.1251446174.6252.0%
Upper-middle-income countries185052214.937550207.691406252.0%
Upper-middle-income countries187577360.07812574386.2031252.0%
Upper-middle-income countries185959572.2226562557282.14843752.0%
Upper-middle-income countries187367742.01562565137.878906252.0%
Upper-middle-income countries187891744.414062588217.5781252.0%
Upper-middle-income countries1887102581.98437598638.531252.0%
Upper-middle-income countries188299254.335937595438.80468752.0%
Upper-middle-income countries187995098.117187591442.3593752.0%
Upper-middle-income countries185456352.7226562554186.41406252.0%
Upper-middle-income countries187472315.617187569535.66406252.0%
Upper-middle-income countries185557228.648437555028.667968752.0%
Upper-middle-income countries186259957.804687557652.910156252.0%
Upper-middle-income countries186159882.617187557580.613281252.0%
Upper-middle-income countries186560090.726562557780.722656252.0%
Upper-middle-income countries188198289.062594510.6406252.0%
Upper-middle-income countries1888103212.687599244.99218752.0%
Upper-middle-income countries187263996.6835937561536.527343752.0%
Upper-middle-income countries1885101399.2812597501.2968752.0%
Upper-middle-income countries185859195.414062556919.8281252.0%
Upper-middle-income countries186059780.4101562557482.33593752.0%
Upper-middle-income countries186860230.664062557915.281252.0%
Upper-middle-income countries185758667.5312556412.238281252.0%
Upper-middle-income countries185355395.8554687553266.332031252.0%
Upper-middle-income countries186660127.3242187557815.91406252.0%
Upper-middle-income countries186360012.914062557705.902343752.0%
Upper-middle-income countries188097135.57812593401.52.0%
Upper-middle-income countries187161437.04687559075.28906252.0%
Upper-middle-income countries185153309.4257812551260.1093752.0%
Upper-middle-income countries1886101990.12598069.42968752.0%
Upper-middle-income countries186760171.6523437557858.53906252.0%
Upper-middle-income countries187682517.976562579345.8281252.0%
Upper-middle-income countries186460054.9062557746.281252.0%
Upper-middle-income countries185254375.57812552285.277343752.0%
Upper-middle-income countries1883100069.226562596222.3752.0%
Upper-middle-income countries1884100771.5937596897.74218752.0%
Upper-middle-income countries187060420.523437558097.843752.0%
Upper-middle-income countries186960311.3007812557992.82031252.0%
Upper-middle-income countries187787431.89062584070.843752.0%
Upper-middle-income countries185658006.0937555776.230468752.0%
Upper-middle-income countries1889103920.0937599925.21093752.0%
Lower-middle-income countries20171820556.01892301.8751.9%
Lower-middle-income countries20191870926.3751944373.1251.9%
Lower-middle-income countries20021332532.8751384841.3751.9%
Lower-middle-income countries20221960703.8752037628.51.9%
Lower-middle-income countries20091615858.3751679110.751.9%
Lower-middle-income countries20181813197.01883662.8751.9%
Lower-middle-income countries20211944675.3752020063.51.9%
Lower-middle-income countries19981304546.751354847.8751.9%
Lower-middle-income countries20151770452.3751838687.1251.9%
Lower-middle-income countries20242020295.752098133.751.9%
Lower-middle-income countries19971262352.751310787.51.9%
Lower-middle-income countries20231993680.752070138.51.9%
Lower-middle-income countries20201955654.1252030548.8751.9%
Lower-middle-income countries19961245788.1251293377.751.9%
Lower-middle-income countries20101663019.8751725623.6251.8%
Lower-middle-income countries20011329055.3751379061.751.8%
Lower-middle-income countries20161792404.3751859589.6251.8%
Upper-middle-income countries1890113119.734375109055.57031251.8%
Upper-middle-income countries1891114628.5234375110531.4531251.8%
Lower-middle-income countries20071562938.251620722.751.8%
Lower-middle-income countries20131730896.51794788.1251.8%
Upper-middle-income countries1892116405.9296875112280.58593751.8%
Lower-middle-income countries20051487915.3751542429.3751.8%
Upper-middle-income countries1893118415.53125114266.00781251.8%
Lower-middle-income countries20141738034.6251800979.3751.8%
Upper-middle-income countries1894120620.8984375116450.69531251.8%
Upper-middle-income countries1895122985.6171875118797.68751.7%
Lower-middle-income countries20061510108.1251563169.01.7%
Upper-middle-income countries1896125473.265625121269.97656251.7%
Upper-middle-income countries1897128047.421875123830.58593751.7%
Lower-middle-income countries19941194636.751234703.6251.6%
Lower-middle-income countries20111717534.01775039.1251.6%
Lower-middle-income countries1973712914.3125736775.06251.6%
Upper-middle-income countries1898130671.671875126442.531251.6%
Upper-middle-income countries1899133309.578125129068.81251.6%
Lower-middle-income countries20121713101.6251768887.6251.6%
Lower-middle-income countries19951227979.251267703.251.6%
Upper-middle-income countries1900135924.734375131672.43751.6%
Upper-middle-income countries1901139071.265625134827.8906251.5%
Lower-middle-income countries1969656779.9375676984.68751.5%
Lower-middle-income countries1974693789.4375715049.1251.5%
Lower-middle-income countries1971674491.8125695132.31251.5%
Upper-middle-income countries1902143170.796875138970.3906251.5%
Lower-middle-income countries1972692449.0625713105.01.5%
Lower-middle-income countries1940288455.84375296902.3751.4%
Upper-middle-income countries1936300545.59375292006.218751.4%
Upper-middle-income countries1935297646.125289195.18751.4%
Upper-middle-income countries1937303853.53125295232.468751.4%
Lower-middle-income countries1941296178.96875304814.906251.4%
Upper-middle-income countries1934295013.25286659.751.4%
Upper-middle-income countries1938307711.75299013.531251.4%
Lower-middle-income countries1939288215.78125296586.01.4%
Upper-middle-income countries1933292505.1875284260.343751.4%
Upper-middle-income countries1939312262.125303489.01.4%
Upper-middle-income countries1932289980.03125281857.406251.4%
Lower-middle-income countries20081585835.3751631451.1251.4%
~ national_contributions.temperature_response_n2o_land 🟢 median anomaly score 0.90%changed data
~ Changed values: 521 / 41,475 (1.26%) — showing the 100 most anomalous rows
countryyeartemperature_response_n2o_land -temperature_response_n2o_land +anomaly score
Upper-middle-income countries18860.000316162972012534740.000304009037790822.0%
Upper-middle-income countries18890.000354239105945453050.000340621481882408262.0%
Upper-middle-income countries18880.00034146322286687790.00032833672594279052.0%
Upper-middle-income countries18870.000328774331137537960.00031613561441190542.0%
Upper-middle-income countries18840.00029115838697180150.00027996569406241182.0%
Upper-middle-income countries18850.00030362434335984290.000291952455881983042.0%
Upper-middle-income countries18830.000278769584838300940.00026805314701050522.0%
Upper-middle-income countries18810.00025426485808566210.00024449042393825952.0%
Upper-middle-income countries18820.00026646713376976550.00025622363318689172.0%
Upper-middle-income countries18800.000242181267822161320.000232871345360763372.0%
Upper-middle-income countries18790.000230239471420645710.000221388618228957062.0%
Upper-middle-income countries18780.000218548171687871220.000210146754398010672.0%
Upper-middle-income countries18770.000207269171369262040.00019930134294554592.0%
Upper-middle-income countries18760.000196520340978167950.00018896571418736132.0%
Upper-middle-income countries18750.00018637563334777950.000179210983333177862.0%
Upper-middle-income countries18740.000176865025423467160.000170065992278978232.0%
Upper-middle-income countries18730.000167974591022357340.000161517324158921842.0%
Upper-middle-income countries18720.000159646413521841170.000153509303345344962.0%
Upper-middle-income countries18700.000144225676194764670.000138681352837011222.0%
Upper-middle-income countries18710.00015177870227489620.000145944039104506372.0%
Upper-middle-income countries18690.000136797607410699130.000131538850837387142.0%
Upper-middle-income countries18680.000129382970044389370.00012440924183465542.0%
Upper-middle-income countries18670.000121978249808307740.000117289171612355862.0%
Upper-middle-income countries18660.000114580783701967450.000110176079033408312.0%
Upper-middle-income countries18650.000107188767287880180.000103068225143942982.0%
Upper-middle-income countries18649.980124741559848e-059.596469317330047e-052.0%
Upper-middle-income countries18639.241812949767336e-058.886540308594704e-052.0%
Upper-middle-income countries18628.504018478561193e-058.177107520168647e-052.0%
Upper-middle-income countries18617.766900671413168e-057.46832592994906e-052.0%
Upper-middle-income countries18607.030706910882145e-056.760432734154165e-052.0%
Upper-middle-income countries18596.295770435826853e-056.053748438716866e-052.0%
Upper-middle-income countries18585.563392915064469e-055.349525235942565e-052.0%
Upper-middle-income countries18574.8356479965150356e-054.649756374419667e-052.0%
Upper-middle-income countries18564.1143925045616925e-053.9562273741466925e-052.0%
Upper-middle-income countries18553.401269350433722e-053.270517845521681e-052.0%
Upper-middle-income countries18542.6977035304298624e-052.5939985789591447e-052.0%
Upper-middle-income countries18532.004906491492875e-051.927833909576293e-052.0%
Upper-middle-income countries18521.323873129877029e-051.272980898647802e-052.0%
Upper-middle-income countries18516.553829734912142e-066.301887879089918e-062.0%
Upper-middle-income countries18900.00036814599297940730.00035402871435508132.0%
Upper-middle-income countries18910.000382238358724862340.000367617380106821661.9%
Upper-middle-income countries18920.00039654923602938650.00038142109406180681.9%
Upper-middle-income countries18930.000411107146646827460.00039546887273900211.9%
Upper-middle-income countries18940.00042593621765263380.00040978525066748261.9%
Upper-middle-income countries18950.00044105600682087240.00042439016397111121.9%
Upper-middle-income countries18960.00045648161903955040.000439299037680029871.9%
Upper-middle-income countries18970.00047222367720678450.00045452269841916861.9%
Upper-middle-income countries18980.00048828840954229240.000470067461719736461.9%
Upper-middle-income countries18990.00050467735854908820.00048593510291539131.9%
Upper-middle-income countries19000.0005213879048824310.00050212285714223981.9%
Upper-middle-income countries19010.00053848524112254380.00051869847811758521.9%
Upper-middle-income countries19020.00055608653929084540.00053578341612592341.9%
Upper-middle-income countries19030.00057428015861660240.0005534687661565841.8%
Upper-middle-income countries19040.0005931252380833030.00057181547163054351.8%
Upper-middle-income countries19050.00061265239492058750.00059085414977744221.8%
Upper-middle-income countries19060.00063286296790465710.00061058532446622851.8%
Upper-middle-income countries19070.00065372959943488240.00063097925158217551.8%
Upper-middle-income countries19080.000675196002703160.00065197597723454241.7%
Upper-middle-income countries19090.000697176787070930.00067348533775657421.7%
Upper-middle-income countries19100.00071955792373046280.00069538690149784091.7%
Upper-middle-income countries19110.00074237253284081820.00071770837530493741.7%
Upper-middle-income countries19120.00076579453889280560.00074061995837837461.7%
Upper-middle-income countries19130.00078995910007506610.00076425401493906971.7%
Upper-middle-income countries19140.00081496260827407240.00078870443394407631.6%
Upper-middle-income countries19150.00084086274728178980.0008140272111631931.6%
Upper-middle-income countries19160.00086767837638035420.00084024009993299841.6%
Upper-middle-income countries19170.00089538964675739410.00086732272757217291.6%
Upper-middle-income countries19180.00092393776867538690.00089521653717383741.6%
Upper-middle-income countries19190.00095322541892528530.00092382484581321481.6%
Upper-middle-income countries19200.00098311644978821280.00095301278633996841.6%
Upper-middle-income countries19210.00101353693753480910.00098270655144006011.5%
Upper-middle-income countries19220.0010444978252053260.0010129148140549661.5%
Upper-middle-income countries19230.0010760035365819930.00104364077560603621.5%
Upper-middle-income countries19240.001108052791096270.00107488268986344341.5%
Upper-middle-income countries19250.00114063872024416920.0011066328734159471.5%
Upper-middle-income countries19260.00117374793626368050.00113887840416282421.5%
Upper-middle-income countries19270.0012073614634573460.001171601121313871.5%
Upper-middle-income countries19280.00124145438894629480.00120477739255875351.5%
Upper-middle-income countries19290.00127599586267024280.0012383781140670181.5%
Upper-middle-income countries19300.0013109488645568490.0012723687104880811.5%
Upper-middle-income countries19310.00134626892395317550.0013067070394754411.5%
Upper-middle-income countries19320.00138191890437155960.00134135840926319361.5%
Upper-middle-income countries19330.00141787924803793430.0013763052411377431.5%
Upper-middle-income countries19340.00145414797589182850.00141154706943780181.5%
Upper-middle-income countries19350.00149074045475572350.00144710054155439141.5%
Upper-middle-income countries19360.00152768939733505250.00148299953434616331.5%
Upper-middle-income countries19370.0015650449786335230.00151929527055472141.5%
Upper-middle-income countries19380.00160287483595311640.00155605585314333441.5%
Upper-middle-income countries19390.001641264185309410.00159336661454290151.5%
Lower-middle-income countries20240.0129474066197872160.0133362933993339541.5%
Upper-middle-income countries19400.00168031547218561170.00163133011665195231.5%
Upper-middle-income countries19410.00172115210443735120.00167105055879801511.5%
Upper-middle-income countries19420.00176562322303652760.00171434436924755571.5%
Lower-middle-income countries20230.0126990322023630140.0130783505737781521.5%
Upper-middle-income countries19430.0018151528201997280.00176261062733829021.5%
Lower-middle-income countries20220.0124539304524660110.0128238489851355551.5%
Upper-middle-income countries19440.00187073973938822750.0018168311798945071.5%
Lower-middle-income countries20210.0122128827497363090.0125733437016606331.5%
Upper-middle-income countries19450.00193295744247734550.00187757075764238831.5%
Lower-middle-income countries20200.0119738057255744930.0123249981552362441.4%
~ national_contributions.annual_emissions_co2_fossil 🟢 median anomaly score 0.59%changed data
~ Changed values: 385 / 41,475 (0.93%) — showing the 100 most anomalous rows
countryyearannual_emissions_co2_fossil -annual_emissions_co2_fossil +anomaly score
Lower-middle-income countries1951174730080.0133869280.013%
Lower-middle-income countries1952186743904.0144004320.013%
Lower-middle-income countries1956236544896.0182525488.013%
Lower-middle-income countries1949122905976.095525672.013%
Lower-middle-income countries1957258471008.0201257648.012%
Lower-middle-income countries1948111947680.087572784.012%
Lower-middle-income countries1955221589376.0173981056.012%
Lower-middle-income countries1953188199424.0148376752.012%
Lower-middle-income countries1954200206768.0159010784.011%
Lower-middle-income countries1950157883632.0126399832.011%
Lower-middle-income countries1947103119944.083497328.011%
Lower-middle-income countries1959272574080.0223911088.09.8%
Lower-middle-income countries194696682456.079536552.09.7%
Lower-middle-income countries194592977992.077825712.08.9%
Lower-middle-income countries194487078504.073355168.08.6%
Lower-middle-income countries1958253213984.0213758336.08.4%
Lower-middle-income countries1960283198720.0244924720.07.2%
Lower-middle-income countries1961289982048.0258012592.05.8%
Lower-middle-income countries20203718405632.04169986304.05.7%
Lower-middle-income countries1962310919904.0280057152.05.2%
Lower-middle-income countries194376761112.069162792.05.2%
Lower-middle-income countries20193905422592.04325360128.05.1%
Lower-middle-income countries194284537984.076334944.05.1%
Lower-middle-income countries1963335203200.0303277856.05.0%
Lower-middle-income countries20244612131328.05083339776.04.9%
Lower-middle-income countries194195965808.087289496.04.7%
Lower-middle-income countries20214096533760.04495633408.04.6%
Lower-middle-income countries20234445437440.04873987072.04.6%
Lower-middle-income countries20224216909312.04620312576.04.6%
Lower-middle-income countries193055496692.060795828.04.6%
Lower-middle-income countries193151869288.056548132.04.3%
Lower-middle-income countries1964345284640.0316725600.04.3%
Lower-middle-income countries1965376887360.0347216896.04.1%
Lower-middle-income countries20183870289152.04198039808.04.1%
Lower-middle-income countries18936939585.07517774.04.0%
Lower-middle-income countries20173736672768.04005328384.03.5%
Upper-middle-income countries1951579755520.0620590656.03.4%
Lower-middle-income countries192545657316.048730660.03.3%
Upper-middle-income countries1952639454912.0682150528.03.2%
Lower-middle-income countries192445559484.048582284.03.2%
Lower-middle-income countries20163616991232.03850639360.03.1%
Lower-middle-income countries192853684920.057122952.03.1%
Lower-middle-income countries194092532992.087030096.03.1%
Upper-middle-income countries1949443767200.0471147488.03.0%
Lower-middle-income countries192955395296.058775308.03.0%
Upper-middle-income countries1950520621152.0552079296.02.9%
Lower-middle-income countries192240739320.043196824.02.9%
Upper-middle-income countries1953665406016.0705199360.02.9%
Lower-middle-income countries20153426891008.03628323328.02.9%
Lower-middle-income countries192342461504.044955644.02.9%
Lower-middle-income countries192750317460.053272860.02.9%
Upper-middle-income countries1956937865536.0991844608.02.8%
Upper-middle-income countries1954731464768.0772627776.02.7%
Lower-middle-income countries192141523800.043849476.02.7%
Upper-middle-income countries1955852214272.0899782336.02.7%
Upper-middle-income countries19571035876160.01093041920.02.7%
Lower-middle-income countries1967394425664.0374004544.02.7%
Lower-middle-income countries189912448189.013127462.02.7%
Lower-middle-income countries189811197028.011800860.02.6%
Upper-middle-income countries1948455648864.0480023744.02.6%
Lower-middle-income countries1986974700288.0926956416.02.5%
Lower-middle-income countries192647520024.049931576.02.5%
Lower-middle-income countries191027351598.028695668.02.4%
Lower-middle-income countries1966386780128.0369152896.02.3%
Lower-middle-income countries192038595584.040417336.02.3%
Lower-middle-income countries1985927511872.0887098240.02.2%
Upper-middle-income countries1947430860864.0450483488.02.2%
Lower-middle-income countries189710127418.010583472.02.2%
Upper-middle-income countries1946381162816.0398308736.02.2%
Lower-middle-income countries191639035788.040784656.02.2%
Lower-middle-income countries191537969116.039641580.02.2%
Lower-middle-income countries19871006447936.0964112256.02.1%
Lower-middle-income countries193663450036.066235968.02.1%
Lower-middle-income countries20143337895168.03483914240.02.1%
Lower-middle-income countries191436871464.038449352.02.1%
Lower-middle-income countries193775682024.072594480.02.1%
Lower-middle-income countries19881073034496.01029404800.02.1%
Lower-middle-income countries1980751037952.0721272576.02.0%
Lower-middle-income countries19901147745280.01102369152.02.0%
Lower-middle-income countries1981779837248.0749312128.02.0%
Upper-middle-income countries1945372699744.0387852032.02.0%
Lower-middle-income countries191740743100.042395092.02.0%
Lower-middle-income countries1984864097344.0830769152.02.0%
Lower-middle-income countries191128880840.030033468.02.0%
Lower-middle-income countries1982803726464.0773506624.01.9%
Lower-middle-income countries19891096833280.01056001984.01.9%
Lower-middle-income countries1968413685344.0398484832.01.9%
Lower-middle-income countries190519762436.020507912.01.9%
Lower-middle-income countries190419621846.020360968.01.8%
Lower-middle-income countries1970462956352.0446265376.01.8%
Lower-middle-income countries1974580668992.0559910976.01.8%
Lower-middle-income countries190928050668.029087640.01.8%
Lower-middle-income countries191843518976.045076780.01.8%
Lower-middle-income countries191336510096.037801456.01.7%
Lower-middle-income countries190622743018.023543176.01.7%
Lower-middle-income countries20112896994560.02997325312.01.7%
Lower-middle-income countries191946756576.048370884.01.7%
Upper-middle-income countries1944399038528.0412761856.01.7%
Lower-middle-income countries1983834518720.0807569600.01.6%
Lower-middle-income countries18947034715.07267626.01.6%
~ national_contributions.temperature_response_co2_fossil 🟢 median anomaly score 0.49%changed data
~ Changed values: 361 / 41,475 (0.87%) — showing the 100 most anomalous rows
countryyeartemperature_response_co2_fossil -temperature_response_co2_fossil +anomaly score
Lower-middle-income countries19610.0024753599427640440.0022057332098484045.8%
Lower-middle-income countries19600.00234477315098047260.00208954303525388245.8%
Lower-middle-income countries19620.00261537590995430950.00233185058459639555.7%
Lower-middle-income countries19630.00276632700115442280.00246842508204281335.7%
Lower-middle-income countries19590.002217241097241640.0019792467355728155.7%
Lower-middle-income countries19640.00292181828990578650.00261105527170002465.6%
Lower-middle-income countries19650.00309154111891984940.0027674166485667235.5%
Lower-middle-income countries19580.0020944934803992510.00187841337174177175.4%
Lower-middle-income countries19660.00326571869663894180.0029336563311517245.4%
Lower-middle-income countries19570.0019804642070084810.00178215210326015955.3%
Lower-middle-income countries19670.00344333937391638760.00310208089649677285.2%
Lower-middle-income countries19680.00362963345833122730.0032815295271575455.0%
Lower-middle-income countries19690.0038234756793826820.00346941943280398854.9%
Lower-middle-income countries19560.00186406751163303850.00169152021408081054.9%
Lower-middle-income countries19700.0040319575928151610.0036703851073980334.7%
Lower-middle-income countries19710.0042490377090871330.00388480094261467464.5%
Lower-middle-income countries19550.0017575449310243130.0016093240119516854.4%
Lower-middle-income countries19720.0044796005822718140.00411174818873405464.3%
Lower-middle-income countries19730.0047232378274202350.0043534035794436934.1%
Lower-middle-income countries19540.00165775709319859740.00153097556903958324.0%
Lower-middle-income countries19740.0049847289919853210.0046055465936660774.0%
Lower-middle-income countries19750.0052477708086371420.0048665865324437623.8%
Lower-middle-income countries19760.0055205617100000380.0051380656659603123.6%
Lower-middle-income countries19530.0015675984323024750.00145936862099915743.6%
Lower-middle-income countries19770.0058052786625921730.0054200110025703913.4%
Lower-middle-income countries19780.00609869230538606640.0057092965580523013.3%
Lower-middle-income countries19790.0064170532859861850.0060204421170055873.2%
Lower-middle-income countries19520.001482847030274570.00139255053363740443.1%
Lower-middle-income countries19800.0067552663385868070.00634525110945105553.1%
Lower-middle-income countries19810.0071064485237002370.0066826869733631613.1%
Lower-middle-income countries19820.0074683888815343380.0070310183800756933.0%
Lower-middle-income countries19830.0078441957011818890.0073946891352534292.9%
Lower-middle-income countries19840.0082333227619528770.0077688074670732022.9%
Lower-middle-income countries19850.00865100696682930.0081682922318577772.9%
Lower-middle-income countries19860.0090899411588907240.0085857259109616282.9%
Lower-middle-income countries19870.009543172083795070.0090198917314410212.8%
Lower-middle-income countries19880.0100263888016343120.0094834612682461742.8%
Lower-middle-income countries19890.0105203231796622280.0099590085446834562.7%
Lower-middle-income countries19900.0110371848568320270.0104554351419210432.7%
Lower-middle-income countries19910.0115695204585790630.010971143841743472.7%
Lower-middle-income countries19510.00139875116292387250.00132770137861371042.6%
Lower-middle-income countries19920.0121241314336657520.0115171223878860472.6%
Lower-middle-income countries19930.0127086285501718520.012085469439625742.5%
Lower-middle-income countries19940.0133268339559435840.0126945748925209052.4%
Lower-middle-income countries19310.00057579856365919110.00060350418789312242.3%
Lower-middle-income countries19950.0139762954786419870.0133362216874957082.3%
Lower-middle-income countries19320.00059977226192131640.00062786682974547152.3%
Lower-middle-income countries19300.00055244041141122580.00057803903473541142.3%
Lower-middle-income countries19330.00062344036996364590.00065220106625929472.3%
Lower-middle-income countries19960.0146690541878342630.0140278209000825882.2%
Lower-middle-income countries19290.00052744871936738490.00055066100321710112.2%
Lower-middle-income countries19340.00065105984685942530.00067941175075247882.1%
Lower-middle-income countries19970.0153915928676724430.0147530250251293182.1%
Lower-middle-income countries19280.00050250266212970020.00052419287385419012.1%
Lower-middle-income countries19270.000478326866868883370.0004984688130207362.1%
Lower-middle-income countries19500.0013200654648244380.00126741640269756322.0%
Lower-middle-income countries19260.00045566755579784510.00047447858378291132.0%
Lower-middle-income countries19980.016136169433593750.015498157590627672.0%
Lower-middle-income countries19360.00070901232538744810.00073809328023344282.0%
Lower-middle-income countries19350.00068043899955227970.00070826540468260652.0%
Lower-middle-income countries19250.000434267974924296140.000451993022579699752.0%
Lower-middle-income countries19240.000413707224652171130.000430048268754035231.9%
Lower-middle-income countries19990.016928242519497870.0162874870002269741.9%
Lower-middle-income countries19230.00039319053757935760.00040817033732309941.9%
Lower-middle-income countries20000.0177465584129095080.0171088390052318571.8%
Lower-middle-income countries19370.00074309401679784060.00077078456524759531.8%
Lower-middle-income countries19220.000374068942619487640.00038792556733824311.8%
Lower-middle-income countries19210.000355722935637459160.00036847285809926691.8%
Lower-middle-income countries19380.00077855034032836560.00080639065708965061.8%
Lower-middle-income countries20010.018566386774182320.0179400090128183361.7%
Lower-middle-income countries19200.00033702363725751640.00034872622927650811.7%
Lower-middle-income countries19390.0008146205218508840.0008425186970271171.7%
Lower-middle-income countries19190.00031964297522790730.00033052518847398461.7%
Lower-middle-income countries19180.00029858719790354370.00030874245567247271.7%
Lower-middle-income countries19170.00027898937696591020.00028844311600551011.7%
Lower-middle-income countries19160.000260641652857884760.00026935146888718011.6%
Lower-middle-income countries20020.0194182489067316060.0187923703342676161.6%
Lower-middle-income countries19150.000243062764639034870.00025098500191234051.6%
Lower-middle-income countries19490.00124896608758717780.00121049501467496161.6%
Lower-middle-income countries19140.000225964220589958130.00023313329438678921.6%
Lower-middle-income countries20030.0202993657439947130.019681949168443681.5%
Lower-middle-income countries19130.00020935999054927380.000215818508877418941.5%
Lower-middle-income countries19120.000192918494576588270.00019879547471646221.5%
Lower-middle-income countries19110.00017797238251660020.000183361073140986261.5%
Lower-middle-income countries19400.00085629062959924340.00088171073002740741.5%
Lower-middle-income countries19100.000164966535521671180.000169836173881776631.5%
Lower-middle-income countries20040.0212153028696775440.0206192340701818471.4%
Lower-middle-income countries19090.000152649357914924620.000156913723913021391.4%
Lower-middle-income countries19080.00014001737872604280.000143814759212546051.3%
Lower-middle-income countries20240.0512806363403797150.05265662819147111.3%
Lower-middle-income countries19070.00012712941679637880.000130521177197806541.3%
Lower-middle-income countries20050.0221729986369609830.0215997267514467241.3%
Lower-middle-income countries19060.000115712071419693530.000118739291792735461.3%
Upper-middle-income countries19590.0092175295576453210.0094553492963314061.3%
Upper-middle-income countries19600.0099914036691188810.0102464286610484121.3%
Upper-middle-income countries19580.008502002805471420.0087179327383637431.3%
Lower-middle-income countries19050.00010547025885898620.00010813714470714331.2%
Upper-middle-income countries19610.01067878957837820.010948170907795431.2%
Upper-middle-income countries19570.0078919148072600360.0080900983884930611.2%
Upper-middle-income countries19620.0113367568701505660.0116199972108006481.2%
~ national_contributions.cumulative_emissions_co2_fossil 🟢 median anomaly score 0.46%changed data
~ Changed values: 385 / 41,475 (0.93%) — showing the 100 most anomalous rows
countryyearcumulative_emissions_co2_fossil -cumulative_emissions_co2_fossil +anomaly score
Lower-middle-income countries19615496799744.04898064384.05.8%
Lower-middle-income countries19605206817280.04640051712.05.8%
Lower-middle-income countries19625807719424.05178121728.05.7%
Lower-middle-income countries19636142922752.05481399296.05.7%
Lower-middle-income countries19594923618816.04395127296.05.7%
Lower-middle-income countries19646488207360.05798125056.05.6%
Lower-middle-income countries19656865094656.06145341952.05.5%
Lower-middle-income countries19584651044864.04171216128.05.4%
Lower-middle-income countries19667251874816.06514494976.05.4%
Lower-middle-income countries19574397830656.03957457920.05.3%
Lower-middle-income countries19677646300160.06888499712.05.2%
Lower-middle-income countries19688059985920.07286984192.05.0%
Lower-middle-income countries19698490433536.07704214016.04.9%
Lower-middle-income countries19564139359744.03756200192.04.9%
Lower-middle-income countries19708953390080.08150479360.04.7%
Lower-middle-income countries19719435438080.08626612224.04.5%
Lower-middle-income countries19553902814976.03573674752.04.4%
Lower-middle-income countries19729947428864.09130572800.04.3%
Lower-middle-income countries197310488450048.09667193856.04.1%
Lower-middle-income countries19543681225472.03399693568.04.0%
Lower-middle-income countries197411069119488.010227104768.04.0%
Lower-middle-income countries197511653230592.010806771712.03.8%
Lower-middle-income countries197612258993152.011409619968.03.6%
Lower-middle-income countries19533481018624.03240682752.03.6%
Lower-middle-income countries197712891237376.012035708928.03.4%
Lower-middle-income countries197813542793216.012678098944.03.3%
Lower-middle-income countries197914249748480.013369030656.03.2%
Lower-middle-income countries19523292819456.03092306176.03.1%
Lower-middle-income countries198015000785920.014090302464.03.1%
Lower-middle-income countries198115780623360.014839615488.03.1%
Lower-middle-income countries198216584349696.015613121536.03.0%
Lower-middle-income countries198317418868736.016420691968.02.9%
Lower-middle-income countries198418282964992.017251461120.02.9%
Lower-middle-income countries198519210477568.018138558464.02.9%
Lower-middle-income countries198620185178112.019065513984.02.9%
Lower-middle-income countries198721191624704.020029626368.02.8%
Lower-middle-income countries198822264659968.021059031040.02.8%
Lower-middle-income countries198923361492992.022115033088.02.7%
Lower-middle-income countries199024509237248.023217403904.02.7%
Lower-middle-income countries199125691346944.024362588160.02.7%
Lower-middle-income countries19513106075392.02948301824.02.6%
Lower-middle-income countries199226922919936.025574991872.02.6%
Lower-middle-income countries199328220858368.026837067776.02.5%
Lower-middle-income countries199429593649152.028189648896.02.4%
Lower-middle-income countries19311278621824.01340145152.02.3%
Lower-middle-income countries199531035846656.029614493696.02.3%
Lower-middle-income countries19321331857792.01394244864.02.3%
Lower-middle-income countries19301226752512.01283596928.02.3%
Lower-middle-income countries19331384415488.01448281600.02.3%
Lower-middle-income countries199632574191616.031150264320.02.2%
Lower-middle-income countries19291171255808.01222801152.02.2%
Lower-middle-income countries19341445747456.01508705920.02.1%
Lower-middle-income countries199734178664448.032760657920.02.1%
Lower-middle-income countries19281115860480.01164025856.02.1%
Lower-middle-income countries19271062175616.01106902912.02.1%
Lower-middle-income countries19502931345408.02814432512.02.0%
Lower-middle-income countries19261011858112.01053630016.02.0%
Lower-middle-income countries199835832074240.034415304704.02.0%
Lower-middle-income countries19361574436992.01639014400.02.0%
Lower-middle-income countries19351510987008.01572778368.02.0%
Lower-middle-income countries1925964338048.01003698432.02.0%
Lower-middle-income countries1924918680768.0954967808.01.9%
Lower-middle-income countries199937590953984.036168089600.01.9%
Lower-middle-income countries1923873121344.0906385536.01.9%
Lower-middle-income countries200039408115712.037991989248.01.8%
Lower-middle-income countries19371650119040.01711608960.01.8%
Lower-middle-income countries1922830659840.0861429888.01.8%
Lower-middle-income countries1921789920448.0818233024.01.8%
Lower-middle-income countries19381728853504.01790675968.01.8%
Lower-middle-income countries200141228632064.039837691904.01.7%
Lower-middle-income countries1920748396672.0774383552.01.7%
Lower-middle-income countries19391808951168.01870902144.01.7%
Lower-middle-income countries1919709801088.0733966272.01.7%
Lower-middle-income countries1918663044480.0685595328.01.7%
Lower-middle-income countries1917619525568.0640518592.01.7%
Lower-middle-income countries1916578782464.0598123456.01.6%
Lower-middle-income countries200243120279552.041730449408.01.6%
Lower-middle-income countries1915539746624.0557338816.01.6%
Lower-middle-income countries19492773461760.02688032768.01.6%
Lower-middle-income countries1914501777536.0517697248.01.6%
Lower-middle-income countries200345076897792.043705856000.01.5%
Lower-middle-income countries1913464906048.0479247872.01.5%
Lower-middle-income countries1912428395968.0441446432.01.5%
Lower-middle-income countries1911395206528.0407172704.01.5%
Lower-middle-income countries19401901484160.01957932160.01.5%
Lower-middle-income countries1910366325696.0377139232.01.5%
Lower-middle-income countries200447110828032.045787193344.01.4%
Lower-middle-income countries1909338974080.0348443552.01.4%
Lower-middle-income countries1908310923424.0319355936.01.3%
Lower-middle-income countries2024113874092032.0116929626112.01.3%
Lower-middle-income countries1907282304320.0289836128.01.3%
Lower-middle-income countries200549237495808.047964483584.01.3%
Lower-middle-income countries1906256950912.0263673184.01.3%
Upper-middle-income countries195920468502528.020996605952.01.3%
Upper-middle-income countries196022186971136.022753282048.01.3%
Upper-middle-income countries195818879598592.019359094784.01.3%
Lower-middle-income countries1905234207888.0240130000.01.2%
Upper-middle-income countries196123713386496.024311574528.01.2%
Upper-middle-income countries195717524834304.017964920832.01.2%
Upper-middle-income countries196225174472704.025803436032.01.2%
~ garden/democracy/2026-03-17/vdem🟡 46 · 🟢 32 column(s) changed↕ 🟢 61 column(s) w/ shifted coverage− 48 row(s) removed: Africa (population-weighted), Oceania (population-weighted)104 columns in 7 tables
~ Table vdem_population🟡 11 column(s) changed
table metadata diff
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ vdem_population.population_wom_hoe_ever 🟡 median anomaly score 3.0%changed metadatachanged data
metadata diff
-   <%- endif -%>
- description_short: |-
-   <%- if category == '-1' -%>
-   People living in countries for which we do not know whether they had ever had a woman chief
-   executive by the end of the given year.
-   <%- elif category == "yes" %>
-   People living in countries that had ever had a woman chief executive by the end of the given year.
-   A woman counts for a given year if she held the office at any point during that year.
-   <%- elif category == "no" %>
-   People living in countries that had never had a woman chief executive by the end of the given
-   year.
~ Changed values: 2,999 / 48,111 (6.23%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_wom_hoe_ever -population_wom_hoe_ever +anomaly score
1800Oceaniano20000054571746%
1801Oceaniano20519554903246%
1802Oceaniano21052455270145%
1803Oceaniano21599255553644%
1804Oceaniano22160255852143%
1799Oceaniano21165552280042%
1805Oceaniano22735756126742%
1806Oceaniano23326356411941%
1807Oceaniano23932156766641%
1808Oceaniano24553757181040%
1809Oceaniano25191457579539%
1798Oceaniano22331149988438%
1810Oceaniano25862757856638%
1811Oceaniano26534458042437%
1812Oceaniano27223658273336%
1813Oceaniano27930758561835%
1814Oceaniano28656158730934%
1797Oceaniano23496647696834%
1815Oceaniano29400458986333%
1816Oceaniano30164056578730%
1796Oceaniano24662245405230%
1817Oceaniano30947454408727%
1789Africano67053211154868827%
1790Africano67053211154868827%
1795Oceaniano25827843113625%
1818Oceaniano31751252458725%
1791Africano75910521204690823%
1841Oceania-11006067157643622%
1819Oceaniano32394350715022%
1842Oceania-11007269157568722%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1843Oceania-11008375157494422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1844Oceania-11009493157420622%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1845Oceania-11010623157347322%
1824Oceania-11080582168050022%
1846Oceania-11011766157274522%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1847Oceania-11012922157202322%
1848Oceania-11014090157130522%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1849Oceania-11015263157059321%
1827Oceania-11084967167781921%
1850Oceania-11016439156988621%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1851Oceania-11018959156918421%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1814Oceania-11096717168787421%
1852Oceania-11021482156848721%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1950Europe-119903491413066491421%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1951Europe-120099970213217318121%
1952Europe-120298513813370209521%
1856Oceania-11031675156574721%
1810Oceania-11114112168908421%
1953Europe-120500549413526592920%
1857Oceania-11034256156507420%
1894Africano200321301323957520%
1954Europe-120704641413685032820%
1794Oceaniano26993340822020%
1895Africano200396981326720520%
1955Europe-120910224413844963620%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1896Africano200474801329497420%
1956Europe-121115131214004218220%
1949Europe-119767646213121214520%
1897Africano200554791332288620%
1957Europe-121324929814168364620%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1898Africano200636951335093820%
1958Europe-121535876814333659520%
1825Oceaniano33199449830520%
1899Africano200745791337913320%
1959Europe-121739919814492050320%
1860Oceania-11042091156308420%
~ vdem_population.population_hoe 🟡 median anomaly score 2.5%changed data
~ Changed values: 2,452 / 48,111 (5.10%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_hoe -population_hoe +anomaly score
1800OceaniaMan20000054571746%
1801OceaniaMan20519554903246%
1802OceaniaMan21052455270145%
1803OceaniaMan21599255553644%
1804OceaniaMan22160255852143%
1799OceaniaMan21165552280042%
1805OceaniaMan22735756126742%
1806OceaniaMan23326356411941%
1807OceaniaMan23932156766641%
1808OceaniaMan24553757181040%
1809OceaniaMan25191457579539%
1798OceaniaMan22331149988438%
1810OceaniaMan25862757856638%
1811OceaniaMan26534458042437%
1812OceaniaMan27223658273336%
1813OceaniaMan27930758561835%
1814OceaniaMan28656158730934%
1797OceaniaMan23496647696834%
1815OceaniaMan29400458986333%
1816OceaniaMan30164056578730%
1796OceaniaMan24662245405230%
1817OceaniaMan30947454408727%
1789AfricaMan67053211154868827%
1790AfricaMan67053211154868827%
1795OceaniaMan25827843113625%
1818OceaniaMan31751252458725%
1791AfricaMan75910521204690823%
1841Oceania-11006067157643622%
1819OceaniaMan32394350715022%
1842Oceania-11007269157568722%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1843Oceania-11008375157494422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1844Oceania-11009493157420622%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1845Oceania-11010623157347322%
1824Oceania-11080582168050022%
1846Oceania-11011766157274522%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1847Oceania-11012922157202322%
1848Oceania-11014090157130522%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1849Oceania-11015263157059321%
1827Oceania-11084967167781921%
1850Oceania-11016439156988621%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1851Oceania-11018959156918421%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1814Oceania-11096717168787421%
1852Oceania-11021482156848721%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1794OceaniaMan26993340822020%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1825OceaniaMan33199449830520%
1860Oceania-11042091156308420%
1807Oceania-11128742169000120%
1861Oceania-11044730156101720%
1824OceaniaMan33239549591420%
1806Oceania-11134044169030820%
1820OceaniaMan32872848974320%
1862Oceania-11047388155897820%
1805Oceania-11139542169061719%
1863Oceania-11050057155696519%
1792AfricaMan84767831254512919%
1864Oceania-11052742155498019%
1804Oceania-11145243169092619%
1821OceaniaMan33182748958819%
1823OceaniaMan33279549054919%
1865Oceania-11055441155302019%
1803Oceania-11151153169123719%
1822OceaniaMan33319748936619%
1866Oceania-11058158155108719%
~ vdem_population.population_wom_hoe_ever_demelect 🟡 median anomaly score 2.5%changed metadatachanged data
metadata diff
-   <%- endif -%>
- description_short: |-
-   <%- if category == '-1' -%>
-   People living in countries for which we do not know whether they had ever had a woman chief
-   executive while being a democracy, by the end of the given year.
-   <%- elif category == "yes" %>
-   People living in countries that had ever had a woman chief executive while being an electoral or a
-   liberal democracy, by the end of the given year. A woman counts for a given year if she held the
-   office at any point during that year.
-   <%- elif category == "no" %>
-   People living in countries that had never had a woman chief executive while being an electoral or
-   a liberal democracy, by the end of the given year.
~ Changed values: 2,247 / 48,111 (4.67%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_wom_hoe_ever_demelect -population_wom_hoe_ever_demelect +anomaly score
1981Europe-188056872895628482%
1982Europe-188163833903442281%
1983Europe-188259998910176381%
1984Europe-188353199916614181%
1985Europe-188453776923789481%
1986Europe-188562386931768181%
1987Europe-188681607940807881%
1988Europe-188802502950015081%
1989Europe-188920474958929881%
1990Europe-189049907968990780%
1950Europe-177806307943630778%
1949Europe-176979635936895978%
1951Europe-178374049954752878%
1952Europe-178953246967020378%
1953Europe-179535140979557578%
1954Europe-180115898991981278%
1955Europe-1806981371004552978%
1956Europe-1812791221016999278%
1957Europe-1818603811029472978%
1958Europe-1824450561042288378%
1959Europe-1830306471055195277%
1960Europe-1836149891067977277%
1961Europe-1842420601085032177%
1962Europe-1849027921105453277%
1963Europe-1855427591123797777%
1964Europe-1861591551139785177%
1965Europe-1867510951153326977%
1966Europe-1873402741166592776%
1967Europe-1879448231181395476%
1968Europe-1885424591195506876%
1969Europe-1891225191207860676%
1970Europe-1896760361217560276%
1971Europe-1902240941226713876%
1972Europe-1907965961238311876%
1973Europe-1913654061249540676%
1974Europe-1914925341259371176%
1975Europe-1915828911265524476%
1976Europe-1916393861268291676%
1977Europe-1917114791272618576%
1978Europe-1918064011279228476%
1979Europe-1919126221286968175%
1980Europe-1920313361295957275%
1949World-11106594733699750550%
1950World-11117018493748166350%
1951World-11129206173821686849%
1952World-11141793653899205449%
1953World-11154679013979702849%
1961World-11219225294238315648%
1954World-11167866224063218648%
1955World-11181537964151579848%
1962World-11235356544351271948%
1956World-11195686274244706648%
1963World-11251600694465357247%
1957World-11210103894340526647%
1964World-11267826254579256547%
1958World-11224733054438462047%
1965World-11283884034691478146%
1959World-11239848704541262246%
1800Oceaniano20000054571746%
1966World-11299956554803847046%
1960World-11255365844648077446%
1967World-11316148854917413846%
1801Oceaniano20519554903246%
1968World-11332506265032631745%
1802Oceaniano21052455270145%
1969World-11349265895151871745%
1970World-11366287595273732544%
1971World-11381131655364620944%
1803Oceaniano21599255553644%
1972World-11399369455489146744%
1973World-11418171045618310443%
1804Oceaniano22160255852143%
1974World-11433485445753472143%
1799Oceaniano21165552280042%
1805Oceaniano22735756126742%
1975World-11449426745892202742%
1976World-11465486336029116342%
1806Oceaniano23326356411941%
1977World-11482754146175212041%
1807Oceaniano23932156766641%
1978World-11501842866337016941%
1979World-11522413716511643040%
1981World-11534407486564116040%
1808Oceaniano24553757181040%
1980World-11544835576703079339%
1982World-11565332686836785739%
1809Oceaniano25191457579539%
1983World-11589695107042027539%
1798Oceaniano22331149988438%
1810Oceaniano25862757856638%
1984World-11614913407254628238%
1985World-11641120157475913337%
1811Oceaniano26534458042437%
1986World-11668274497706174437%
1812Oceaniano27223658273336%
1987World-11696416897945616036%
1988World-11723794818174812936%
1813Oceaniano27930758561835%
1989World-11750413708391919435%
1990World-11778304428615744235%
~ vdem_population.population_hog 🟡 median anomaly score 2.4%changed data
~ Changed values: 2,275 / 48,111 (4.73%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_hog -population_hog +anomaly score
1800OceaniaMan20000054571746%
1801OceaniaMan20519554903246%
1802OceaniaMan21052455270145%
1803OceaniaMan21599255553644%
1804OceaniaMan22160255852143%
1799OceaniaMan21165552280042%
1805OceaniaMan22735756126742%
1806OceaniaMan23326356411941%
1807OceaniaMan23932156766641%
1808OceaniaMan24553757181040%
1809OceaniaMan25191457579539%
1798OceaniaMan22331149988438%
1810OceaniaMan25862757856638%
1811OceaniaMan26534458042437%
1812OceaniaMan27223658273336%
1813OceaniaMan27930758561835%
1814OceaniaMan28656158730934%
1797OceaniaMan23496647696834%
1815OceaniaMan29400458986333%
1816OceaniaMan30164056578730%
1796OceaniaMan24662245405230%
1817OceaniaMan30947454408727%
1789AfricaMan67053211154868827%
1790AfricaMan67053211154868827%
1795OceaniaMan25827843113625%
1818OceaniaMan31751252458725%
1791AfricaMan75910521204690823%
1841Oceania-11006067157643622%
1819OceaniaMan32394350715022%
1842Oceania-11007269157568722%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1843Oceania-11008375157494422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1844Oceania-11009493157420622%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1845Oceania-11010623157347322%
1824Oceania-11080582168050022%
1846Oceania-11011766157274522%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1847Oceania-11012922157202322%
1848Oceania-11014090157130522%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1849Oceania-11015263157059321%
1827Oceania-11084967167781921%
1850Oceania-11016439156988621%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1851Oceania-11018959156918421%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1814Oceania-11096717168787421%
1852Oceania-11021482156848721%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1794OceaniaMan26993340822020%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1825OceaniaMan33199449830520%
1860Oceania-11042091156308420%
1807Oceania-11128742169000120%
1861Oceania-11044730156101720%
1824OceaniaMan33239549591420%
1806Oceania-11134044169030820%
1820OceaniaMan32872848974320%
1862Oceania-11047388155897820%
1805Oceania-11139542169061719%
1863Oceania-11050057155696519%
1792AfricaMan84767831254512919%
1864Oceania-11052742155498019%
1804Oceania-11145243169092619%
1821OceaniaMan33182748958819%
1823OceaniaMan33279549054919%
1865Oceania-11055441155302019%
1803Oceania-11151153169123719%
1822OceaniaMan33319748936619%
1866Oceania-11058158155108719%
~ vdem_population.population_hos 🟡 median anomaly score 2.4%changed data
~ Changed values: 2,691 / 48,111 (5.59%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_hos -population_hos +anomaly score
1800OceaniaMan20000054571746%
1801OceaniaMan20519554903246%
1802OceaniaMan21052455270145%
1803OceaniaMan21599255553644%
1804OceaniaMan22160255852143%
1799OceaniaMan21165552280042%
1805OceaniaMan22735756126742%
1806OceaniaMan23326356411941%
1807OceaniaMan23932156766641%
1808OceaniaMan24553757181040%
1809OceaniaMan25191457579539%
1798OceaniaMan22331149988438%
1810OceaniaMan25862757856638%
1811OceaniaMan26534458042437%
1812OceaniaMan27223658273336%
1813OceaniaMan27930758561835%
1814OceaniaMan28656158730934%
1797OceaniaMan23496647696834%
1815OceaniaMan29400458986333%
1816OceaniaMan30164056578730%
1796OceaniaMan24662245405230%
1817OceaniaMan30947454408727%
1789AfricaMan67053211154868827%
1790AfricaMan67053211154868827%
1795OceaniaMan25827843113625%
1818OceaniaMan31751252458725%
1791AfricaMan75910521204690823%
1841Oceania-11006067157643622%
1819OceaniaMan32394350715022%
1842Oceania-11007269157568722%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1843Oceania-11008375157494422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1844Oceania-11009493157420622%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1845Oceania-11010623157347322%
1824Oceania-11080582168050022%
1846Oceania-11011766157274522%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1847Oceania-11012922157202322%
1848Oceania-11014090157130522%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1849Oceania-11015263157059321%
1827Oceania-11084967167781921%
1850Oceania-11016439156988621%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1851Oceania-11018959156918421%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1814Oceania-11096717168787421%
1852Oceania-11021482156848721%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1794OceaniaMan26993340822020%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1825OceaniaMan33199449830520%
1860Oceania-11042091156308420%
1807Oceania-11128742169000120%
1861Oceania-11044730156101720%
1824OceaniaMan33239549591420%
1806Oceania-11134044169030820%
1820OceaniaMan32872848974320%
1862Oceania-11047388155897820%
1805Oceania-11139542169061719%
1863Oceania-11050057155696519%
1792AfricaMan84767831254512919%
1864Oceania-11052742155498019%
1804Oceania-11145243169092619%
1821OceaniaMan33182748958819%
1823OceaniaMan33279549054919%
1865Oceania-11055441155302019%
1803Oceania-11151153169123719%
1822OceaniaMan33319748936619%
1866Oceania-11058158155108719%
~ vdem_population.population_years_in_libdem 🟡 median anomaly score 2.2%changed data
~ Changed values: 1,587 / 48,111 (3.30%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_years_in_libdem -population_years_in_libdem +anomaly score
1978Europe19-30 years746669751231344672%
1977Europe19-30 years745847361230591372%
1966Europe1-18 years702307961190297071%
1965Europe1-18 years696406491183456371%
1976Europe19-30 years1274530346524891732%
1964Europe1-18 years1173759186009157132%
1973Europe19-30 years1515238478954384726%
1972Europe19-30 years1503590948890083426%
1971Europe19-30 years1491305398819401826%
1970Europe19-30 years1478646028744982026%
1969Europe19-30 years1466330138673997026%
1969World19-30 years1466330138673997026%
1968Europe19-30 years1454558858608458126%
1968World19-30 years1454558858608458126%
1954Europe1-18 years1275937887552683226%
1955Europe1-18 years1288771497628845426%
1953Europe1-18 years1263308227478560526%
1952Europe1-18 years1250812887405781026%
1967Europe19-30 years1442985228544895726%
1967World19-30 years1442985228544895726%
1951Europe1-18 years1238431577334141826%
1951World1-18 years1238431577334141826%
1950Europe1-18 years1225756047259560426%
1950World1-18 years1225756047259560426%
1949Europe1-18 years1214566847231513425%
1949World1-18 years1214566847231513425%
1984Europe31-60 years1570548309425306625%
1985Europe31-60 years1575395379466306725%
1982Europe31-60 years1595649569691260424%
1983Europe31-60 years1600811679735410924%
1974Europe19-30 years1595256129747090724%
1962Europe1-18 years1448460078860513824%
1975Europe19-30 years1600147029788529124%
1963Europe1-18 years1461978078943519924%
1961Europe1-18 years1436739898795485924%
1960Europe1-18 years1423414398714404824%
1959Europe1-18 years1410276488635199624%
1958Europe1-18 years1396857358553182224%
1957Europe1-18 years1383721638473999024%
1956Europe1-18 years1371005478399011324%
1986Europe31-60 years16560467810265350223%
1987Europe31-60 years16613552210310964023%
1988Europe31-60 years16669953310359894523%
1989Europe31-60 years16729286310411756923%
1990Europe31-60 years16791730910466730923%
1979Europe31-60 years16616269210373445723%
1979World31-60 years16616269210373445723%
1980Europe31-60 years16674538910424244823%
1980World31-60 years16674538910424244823%
1981Europe31-60 years16733169410475404723%
1981World31-60 years16733169410475404723%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1824Oceania-11080582168050022%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1827Oceania-11084967167781921%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1842Oceania-11080924166396321%
1814Oceania-11096717168787421%
1841Oceania-11078750166006621%
1843Oceania-11083904166275321%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1844Oceania-11086945166131421%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1845Oceania-11090046165963021%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1846Oceania-11093210165814621%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1965World1-18 years17055666711275058120%
1847Oceania-11096439165739220%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1848Oceania-11099732165814920%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
~ vdem_population.population_natelect 🟡 median anomaly score 2.1%changed metadatachanged data
metadata diff
-   People living in countries where it is unclear if national elections were held in the given year.
+   People living in countries where it is unclear if national elections were held in the given year
~ Changed values: 2,998 / 48,111 (6.23%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_natelect -population_natelect +anomaly score
1800Oceaniadidn't hold a national election20000054571746%
1801Oceaniadidn't hold a national election20519554903246%
1802Oceaniadidn't hold a national election21052455270145%
1803Oceaniadidn't hold a national election21599255553644%
1804Oceaniadidn't hold a national election22160255852143%
1949Europeheld a national election1124902314494772943%
1799Oceaniadidn't hold a national election21165552280042%
1805Oceaniadidn't hold a national election22735756126742%
1806Oceaniadidn't hold a national election23326356411941%
1807Oceaniadidn't hold a national election23932156766641%
1808Oceaniadidn't hold a national election24553757181040%
1809Oceaniadidn't hold a national election25191457579539%
1798Oceaniadidn't hold a national election22331149988438%
1810Oceaniadidn't hold a national election25862757856638%
1811Oceaniadidn't hold a national election26534458042437%
1812Oceaniadidn't hold a national election27223658273336%
1813Oceaniadidn't hold a national election27930758561835%
1814Oceaniadidn't hold a national election28656158730934%
1797Oceaniadidn't hold a national election23496647696834%
1815Oceaniadidn't hold a national election29400458986333%
1816Oceaniadidn't hold a national election30164056578730%
1796Oceaniadidn't hold a national election24662245405230%
1928Oceaniadidn't hold a national election929531165124328%
1817Oceaniadidn't hold a national election30947454408727%
1925Oceaniadidn't hold a national election919173159989327%
1931Oceaniadidn't hold a national election979666170428627%
1980Europeheld a national election1484697838596684227%
1922Oceaniadidn't hold a national election912371155017826%
1961Europeheld a national election1370492968133016626%
1795Oceaniadidn't hold a national election25827843113625%
1957Europeheld a national election1338053688017319525%
1818Oceaniadidn't hold a national election31751252458725%
1919Oceaniadidn't hold a national election940836152109024%
1976Europeheld a national election21088337413192690423%
1972Europeheld a national election16655014310509188323%
1841Oceania-11006067157643622%
1819Oceaniadidn't hold a national election32394350715022%
1842Oceania-11007269157568722%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1843Oceania-11008375157494422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1844Oceania-11009493157420622%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1845Oceania-11010623157347322%
1824Oceania-11080582168050022%
1846Oceania-11011766157274522%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1847Oceania-11012922157202322%
1848Oceania-11014090157130522%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1849Oceania-11015263157059321%
1827Oceania-11084967167781921%
1850Oceania-11016439156988621%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1851Oceania-11018959156918421%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1814Oceania-11096717168787421%
1852Oceania-11021482156848721%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1794Oceaniadidn't hold a national election26993340822020%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1825Oceaniadidn't hold a national election33199449830520%
1860Oceania-11042091156308420%
1807Oceania-11128742169000120%
1953Europeheld a national election15550637110396115420%
1861Oceania-11044730156101720%
1824Oceaniadidn't hold a national election33239549591420%
1806Oceania-11134044169030820%
1820Oceaniadidn't hold a national election32872848974320%
1862Oceania-11047388155897820%
1805Oceania-11139542169061719%
1863Oceania-11050057155696519%
~ vdem_population.population_regime 🟡 median anomaly score 2.0%changed data
~ Changed values: 3,555 / 48,111 (7.39%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_regime -population_regime +anomaly score
1800Oceaniaclosed autocracy20000054571746%
1801Oceaniaclosed autocracy20519554903246%
1802Oceaniaclosed autocracy21052455270145%
1803Oceaniaclosed autocracy21599255553644%
1804Oceaniaclosed autocracy22160255852143%
1799Oceaniaclosed autocracy21165552280042%
1805Oceaniaclosed autocracy22735756126742%
1806Oceaniaclosed autocracy23326356411941%
1807Oceaniaclosed autocracy23932156766641%
1808Oceaniaclosed autocracy24553757181040%
1809Oceaniaclosed autocracy25191457579539%
1798Oceaniaclosed autocracy22331149988438%
1810Oceaniaclosed autocracy25862757856638%
1811Oceaniaclosed autocracy26534458042437%
1812Oceaniaclosed autocracy27223658273336%
1813Oceaniaclosed autocracy27930758561835%
1814Oceaniaclosed autocracy28656158730934%
1797Oceaniaclosed autocracy23496647696834%
1815Oceaniaclosed autocracy29400458986333%
1816Oceaniaclosed autocracy30164056578730%
1796Oceaniaclosed autocracy24662245405230%
1928Oceaniaclosed autocracy929531165124328%
1929Oceaniaclosed autocracy939624166873328%
1927Oceaniaclosed autocracy925699163394128%
1930Oceaniaclosed autocracy956243168641328%
1817Oceaniaclosed autocracy30947454408727%
1926Oceaniaclosed autocracy922244161682427%
1925Oceaniaclosed autocracy919173159989327%
1931Oceaniaclosed autocracy979666170428627%
1924Oceaniaclosed autocracy916497158314127%
1923Oceaniaclosed autocracy914226156657126%
1932Oceaniaclosed autocracy1010192172235326%
1922Oceaniaclosed autocracy912371155017826%
1921Oceaniaclosed autocracy916062153396125%
1795Oceaniaclosed autocracy25827843113625%
1933Oceaniaclosed autocracy1048140174061725%
1818Oceaniaclosed autocracy31751252458725%
1920Oceaniaclosed autocracy925486152424524%
1934Oceaniaclosed autocracy1087953175907924%
1919Oceaniaclosed autocracy940836152109024%
1918Oceaniaclosed autocracy962321151799622%
1935Oceaniaclosed autocracy1129722177774322%
1819Oceaniaclosed autocracy32394350715022%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1824Oceania-11080582168050022%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1827Oceania-11084967167781921%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1842Oceania-11080924166396321%
1814Oceania-11096717168787421%
1841Oceania-11078750166006621%
1917Oceaniaclosed autocracy990156151986621%
1843Oceania-11083904166275321%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1936Oceaniaclosed autocracy1173542179661021%
1844Oceania-11086945166131421%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1845Oceania-11090046165963021%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1846Oceania-11093210165814621%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1794Oceaniaclosed autocracy26993340822020%
1847Oceania-11096439165739220%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1848Oceania-11099732165814920%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1849Oceania-11103329165862220%
1825Oceaniaclosed autocracy33199449830520%
1860Oceania-11042091156308420%
1850Oceania-11107246165930720%
1807Oceania-11128742169000120%
1861Oceania-11044730156101720%
~ vdem_population.population_regime_amb 🟡 median anomaly score 1.9%changed data
~ Changed values: 4,439 / 48,111 (9.23%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_regime_amb -population_regime_amb +anomaly score
1949Europeclosed (maybe electoral) autocracy19420947123123188%
1949Worldclosed (maybe electoral) autocracy19420947123123188%
1800Oceaniaclosed autocracy20000054571746%
1801Oceaniaclosed autocracy20519554903246%
1963Europeclosed (maybe electoral) autocracy282317661068959345%
1964Europeclosed (maybe electoral) autocracy282141651073720945%
1802Oceaniaclosed autocracy21052455270145%
1965Europeclosed (maybe electoral) autocracy281956791078394045%
1966Europeclosed (maybe electoral) autocracy281690471082252644%
1803Oceaniaclosed autocracy21599255553644%
1804Oceaniaclosed autocracy22160255852143%
1990Europeelectoral democracy268705881076058843%
1799Oceaniaclosed autocracy21165552280042%
1805Oceaniaclosed autocracy22735756126742%
1806Oceaniaclosed autocracy23326356411941%
1807Oceaniaclosed autocracy23932156766641%
1808Oceaniaclosed autocracy24553757181040%
1809Oceaniaclosed autocracy25191457579539%
1798Oceaniaclosed autocracy22331149988438%
1810Oceaniaclosed autocracy25862757856638%
1811Oceaniaclosed autocracy26534458042437%
1812Oceaniaclosed autocracy27223658273336%
1963Worldclosed (maybe electoral) autocracy333762001583402736%
1813Oceaniaclosed autocracy27930758561835%
1966Worldclosed (maybe electoral) autocracy334983611615184035%
1814Oceaniaclosed autocracy28656158730934%
1797Oceaniaclosed autocracy23496647696834%
1815Oceaniaclosed autocracy29400458986333%
1816Oceaniaclosed autocracy30164056578730%
1796Oceaniaclosed autocracy24662245405230%
1928Oceaniaclosed autocracy929531165124328%
1929Oceaniaclosed autocracy939624166873328%
1927Oceaniaclosed autocracy925699163394128%
1930Oceaniaclosed autocracy956243168641328%
1817Oceaniaclosed autocracy30947454408727%
1926Oceaniaclosed autocracy922244161682427%
1925Oceaniaclosed autocracy919173159989327%
1931Oceaniaclosed autocracy979666170428627%
1924Oceaniaclosed autocracy916497158314127%
1923Oceaniaclosed autocracy914226156657126%
1932Oceaniaclosed autocracy1010192172235326%
1922Oceaniaclosed autocracy912371155017826%
1951Europeliberal democracy1242090947370735526%
1950Europeliberal democracy1231842397320423925%
1949Europeliberal democracy1220803207269379925%
1949Worldliberal democracy1220803207269379925%
1921Oceaniaclosed autocracy916062153396125%
1795Oceaniaclosed autocracy25827843113625%
1933Oceaniaclosed autocracy1048140174061725%
1818Oceaniaclosed autocracy31751252458725%
1920Oceaniaclosed autocracy925486152424524%
1962Europeliberal democracy1439153448767447524%
1961Europeliberal democracy1425862788686714824%
1960Europeliberal democracy1413580888616069724%
1959Europeliberal democracy1402218688554621624%
1958Europeliberal democracy1390737128491979924%
1956Europeliberal democracy1365300768341964224%
1957Europeliberal democracy1379343068430213324%
1955Europeliberal democracy1354551618286646624%
1954Europeliberal democracy1343868078231985124%
1953Europeliberal democracy1333217348177651724%
1952Europeliberal democracy1322613698123789124%
1934Oceaniaclosed autocracy1087953175907924%
1919Oceaniaclosed autocracy940836152109024%
1951Worldliberal democracy1326277108212597124%
1950Worldliberal democracy1313609908138099023%
1858Europeelectoral (maybe closed) autocracy1965219314351623%
1963Europeliberal democracy1544892949772668623%
1918Oceaniaclosed autocracy962321151799622%
1935Oceaniaclosed autocracy1129722177774322%
1952Worldliberal democracy1408920768986859822%
1969Europeliberal democracy16563490410574186122%
1819Oceaniaclosed autocracy32394350715022%
1968Europeliberal democracy16452754810515624422%
1967Europeliberal democracy16335661610450705122%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1966Europeliberal democracy16211152710378370122%
1819Oceania-11079198168482022%
1965Europeliberal democracy16083138910302530322%
1822Oceania-11077710168231122%
1964Europeliberal democracy15950492010222057322%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1824Oceania-11080582168050022%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1827Oceania-11084967167781921%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
~ vdem_population.population_wom_parl 🟡 median anomaly score 1.8%changed data
~ Changed values: 1,945 / 48,111 (4.04%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_wom_parl -population_wom_parl +anomaly score
1950Europe20-30% women183900000100%
1950World20-30% women183900000100%
1951Europe20-30% women183247820100%
1951World20-30% women183247820100%
1952Europe20-30% women182595650100%
1952World20-30% women182595650100%
1953Europe20-30% women181943470100%
1953World20-30% women181943470100%
1967Europe30-40% women172813040100%
1967World30-40% women172813040100%
1968Europe30-40% women172160860100%
1968World30-40% women172160860100%
1969Europe30-40% women171508690100%
1969World30-40% women171508690100%
1990Europe20-30% women921949732894497352%
1988Asia0% women17220488832948835%
1929Oceania-1734513149105234%
1928Oceania-1729294147628934%
1930Oceania-1745965150596234%
1927Oceania-1730054146167333%
1931Oceania-1763916152102233%
1926Oceania-1731086144720033%
1925Oceania-1732399143287232%
1932Oceania-1788654153623232%
1924Oceania-1734007141868432%
1923Oceania-1735921140463831%
1933Oceania-1820484155159531%
1922Oceania-1738156139073131%
1921Oceania-1745459137696130%
1934Oceania-1854010156711129%
1920Oceania-1758033136332929%
1935Oceania-1889318158278228%
1919Oceania-1776085136332927%
1936Oceania-1926499159861027%
1918Oceania-1799840136332926%
1990Europe30-40% women390376112292761126%
1937Oceania-1965648161459525%
1809Oceania-11370612226518425%
1810Oceania-11372739226765025%
1808Oceania-11369166226150425%
1811Oceania-11374866226920425%
1807Oceania-11368063225766725%
1812Oceania-11377332227121024%
1806Oceania-11367307225442724%
1813Oceania-11380137227379324%
1805Oceania-11366899225188424%
1804Oceania-11366845224944724%
1814Oceania-11383278227518324%
1917Oceania-1829527136332924%
1803Oceania-11367145224677324%
1815Oceania-11386757227743724%
1802Oceania-11367805224424924%
1801Oceania-11368827224089224%
1800Oceania-11370216223789024%
1816Oceania-11390572225266524%
1938Oceania-11006862163074224%
1973Asia0% women13717292856229223%
1817Oceania-11394723223027423%
1974Asia0% women14131502885950223%
1987Europe10-20% women17022262910719674723%
1988Europe10-20% women17055268510745209723%
1916Oceania-1859750136332923%
1818Oceania-11399213221008822%
1819Oceania-11403141219197022%
1939Oceania-11050662163681822%
1799Oceania-11424135220504122%
1820Oceania-11406442217388621%
1821Oceania-11409053217281221%
1824Oceania-11412977217641421%
1825Oceania-11414026217790721%
1822Oceania-11410907217167721%
1823Oceania-11411935217195221%
1915Oceania-1891390136332921%
1826Oceania-11415089215339121%
1827Oceania-11416162213132320%
1940Oceania-11097154164289320%
1828Oceania-11417246211006420%
1914Oceania-1924515136332919%
1829Oceania-11419330209189619%
1798Oceania-11478054217219319%
1830Oceania-11422478208202119%
1949Europe0% women556453253808770419%
1831Oceania-11426757207966719%
1832Oceania-11432228207946618%
1833Oceania-11438955208560618%
1834Oceania-11446015208518718%
1987Asia0% women279452711939527118%
1941Oceania-11146457164896818%
1835Oceania-11453408208551718%
1986Asia0% women273287291909772918%
1836Oceania-11461136209064718%
1990World30-40% women539714283786142818%
1837Oceania-11469199209347318%
1838Oceania-11477602210440417%
1841Oceania-11515952215634717%
1839Oceania-11488154211611817%
1913Oceania-1959194136332917%
1840Oceania-11500915213254817%
1842Oceania-11533331217287717%
1843Oceania-11553127217434617%
~ vdem_population.population_years_in_electdem 🟡 median anomaly score 1.7%changed data
~ Changed values: 1,834 / 48,111 (3.81%) — showing the 100 most anomalous rows
yearcountrycategorypopulation_years_in_electdem -population_years_in_electdem +anomaly score
1977Europe19-30 years622788230100%
1978Europe19-30 years623535290100%
1966Europe1-18 years5865350332567799%
1965Europe1-18 years5813349332740799%
1964Europe1-18 years1569518079966746022%
1976Europe19-30 years17062265210841853522%
1820Oceania-11077714168414322%
1821Oceania-11077226168322422%
1819Oceania-11079198168482022%
1822Oceania-11077710168231122%
1818Oceania-11081701168550122%
1823Oceania-11079140168140322%
1824Oceania-11080582168050022%
1817Oceania-11085249168618722%
1825Oceania-11082032167960222%
1826Oceania-11083494167870822%
1816Oceania-11088932168687822%
1827Oceania-11084967167781921%
1815Oceania-11092753168757421%
1828Oceania-11086449167693621%
1838Oceania-11077146166064821%
1837Oceania-11078285166240221%
1829Oceania-11087241167605621%
1836Oceania-11079537166417421%
1835Oceania-11080901166596321%
1834Oceania-11082384166777121%
1830Oceania-11087367167518221%
1839Oceania-11076851165891121%
1833Oceania-11083989166959521%
1840Oceania-11077389165924021%
1831Oceania-11086853167330221%
1832Oceania-11085720167143921%
1842Oceania-11080924166396321%
1814Oceania-11096717168787421%
1841Oceania-11078750166006621%
1843Oceania-11083904166275321%
1813Oceania-11100830168817521%
1853Oceania-11024009156779521%
1844Oceania-11086945166131421%
1812Oceania-11105096168847721%
1854Oceania-11026550156710721%
1845Oceania-11090046165963021%
1855Oceania-11029105156642521%
1811Oceania-11109522168878021%
1856Oceania-11031675156574721%
1846Oceania-11093210165814621%
1810Oceania-11114112168908421%
1857Oceania-11034256156507420%
1847Oceania-11096439165739220%
1809Oceania-11118698168938920%
1858Oceania-11036853156440620%
1848Oceania-11099732165814920%
1859Oceania-11039465156374220%
1808Oceania-11123629168969420%
1849Oceania-11103329165862220%
1860Oceania-11042091156308420%
1850Oceania-11107246165930720%
1807Oceania-11128742169000120%
1861Oceania-11044730156101720%
1851Oceania-11112836166205220%
1806Oceania-11134044169030820%
1852Oceania-11118782166114820%
1805Oceania-11139542169061719%
1804Oceania-11145243169092619%
1803Oceania-11151153169123719%
1866Oceania-11058158155108719%
1802Oceania-11157281169154819%
1867Oceania-11060889154917919%
1800Africa-1621469349070680819%
1863Oceania-11218354177628019%
1801Africa-1622062599067274319%
1802Africa-1622666119063887819%
1978World19-30 years19942363513707010619%
1868Oceania-11063636154729719%
1801Oceania-11163632169186018%
1803Africa-1623279949060521818%
1804Africa-1623904209057176618%
1805Africa-1624539059053852018%
1869Oceania-11066398154543818%
1806Africa-1625184529050548818%
1862Oceania-11202898174078818%
1800Oceania-11170216169217318%
1807Africa-1625840749047346418%
1810Africa-1630198519107276318%
1870Oceania-11069176154360418%
1808Africa-1626507909043950918%
1864Oceania-11234876178168418%
1811Africa-1630910539101252218%
1809Africa-1627186069040572618%
1975Europe19-30 years20289174314076233218%
1963Europe1-18 years18539920112863659318%
1812Africa-1631649039095258318%
1813Africa-1632414209089357418%
1865Oceania-11252551179746118%
1814Africa-1633208759083505018%
1815Africa-1634032879077752318%
1816Africa-1634886889071839418%
1817Africa-1619228648811115217%
1818Africa-1620047758805342017%
1977World19-30 years21159393914931511617%
= Table vdem_multi_with_regions🟡 median anomaly score 2.5%
~ vdem_multi_with_regions.socgr_pow_vdem 🟡 median anomaly score 2.5%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatesocgr_pow_vdem
Africa (population-weighted)1900best-1.112107515335083
Africa (population-weighted)1900high-0.6526431441307068
Africa (population-weighted)1900low-1.525071382522583
Africa (population-weighted)1901best-1.108872890472412
Africa (population-weighted)1901high-0.6499078869819641
Africa (population-weighted)1901low-1.5214191675186157
Oceania (population-weighted)1872best1.1161799430847168
Oceania (population-weighted)1872high1.3743693828582764
Oceania (population-weighted)1872low0.8371836543083191
Oceania (population-weighted)1873best1.1184585094451904
Oceania (population-weighted)1873high1.3802430629730225
Oceania (population-weighted)1873low0.8362346887588501
Oceania (population-weighted)1874best1.1204500198364258
Oceania (population-weighted)1874high1.3858908414840698
Oceania (population-weighted)1874low0.8349597454071045
Oceania (population-weighted)1875best1.122146487236023
Oceania (population-weighted)1875high1.3913061618804932
Oceania (population-weighted)1875low0.8333501219749451
Oceania (population-weighted)1876best1.1235407590866089
Oceania (population-weighted)1876high1.3964824676513672
Oceania (population-weighted)1876low0.831398606300354
Oceania (population-weighted)1877best1.1246258020401
Oceania (population-weighted)1877high1.4014134407043457
Oceania (population-weighted)1877low0.8290976881980896
Oceania (population-weighted)1878best1.1253939867019653
Oceania (population-weighted)1878high1.4060925245285034
Oceania (population-weighted)1878low0.826439380645752
Oceania (population-weighted)1879best1.1283838748931885
Oceania (population-weighted)1879high1.412618637084961
Oceania (population-weighted)1879low0.8262174725532532
Oceania (population-weighted)1880best1.1335934400558472
Oceania (population-weighted)1880high1.420973300933838
Oceania (population-weighted)1880low0.8284441232681274
Oceania (population-weighted)1881best1.1410119533538818
Oceania (population-weighted)1881high1.4311314821243286
Oceania (population-weighted)1881low0.8331213593482971
~ Changed values: 3,094 / 106,164 (2.91%) (3,061 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatesocgr_pow_vdem -socgr_pow_vdem +anomaly score
South America (population-weighted)1811high-0.00371298822574317460.04890240728855133100%
South America (population-weighted)1930best-0.00340040377341210840.037852562963962555100%
South America (population-weighted)1931best-0.00083179795183241370.037848904728889465100%
South America (population-weighted)1815high-0.016331218183040620.011017448268830776100%
South America (population-weighted)1816high-0.0082476707175374030.010246321558952332100%
North America (population-weighted)1793high0.008250044658780098-0.00628539826720953100%
North America (population-weighted)1898high0.0001585285790497437-0.009758677333593369100%
North America (population-weighted)1792high0.0028782624285668135-0.006750891916453838100%
World (population-weighted)1932best-0.00025775496033020320.008945140987634659100%
South America (population-weighted)1817high-0.000178934336872771380.008958586491644382100%
Asia (population-weighted)1965best0.0008337953477166593-0.0005118267145007849100%
Asia (population-weighted)1973best7.545865810243413e-05-0.001082338159903884100%
North America (population-weighted)1897high-2.375606527493801e-05-0.00972761306911707100%
North America (population-weighted)1896high-0.00020771994604729116-0.00971716735512018296%
Asia (population-weighted)1917high-0.0010280045680701733-0.03419776633381843694%
North America (population-weighted)1895high-0.0003934319247491658-0.0095961922779679392%
North America (population-weighted)1894high-0.0005809888243675232-0.00954282656311988889%
South America (population-weighted)1812high0.00318634090945124630.048275899142026988%
Asia (population-weighted)1913high-0.004356067162007093-0.0424912162125110681%
South America (population-weighted)1814high0.0043524918146431450.0373682491481304279%
Asia (population-weighted)1914high-0.005398792214691639-0.0424922406673431477%
North America (population-weighted)1909high-0.0014849223662167788-0.01081679016351699876%
Asia (population-weighted)1915high-0.006410663947463036-0.0425839163362979974%
Asia (population-weighted)1916high-0.007324332371354103-0.0423964001238346171%
South America (population-weighted)1813high0.010285610333085060.0476549379527568864%
Asia (population-weighted)1972best0.00149165734183043240.0003350243496242910663%
North America (population-weighted)1908high-0.00273981224745512-0.01196867227554321363%
World (population-weighted)1990low-0.01197273749858141-0.0451381206512451258%
Asia (population-weighted)1950best0.00370846060104668140.01280992850661277855%
North America (population-weighted)1907high-0.00394975021481514-0.01338499505072832154%
North America (population-weighted)1906high-0.00516068609431386-0.01547201815992593850%
North America (population-weighted)1791high-0.002409851411357522-0.00721403351053595550%
Europe (population-weighted)1917low0.074041180312633510.02565263584256172249%
World (population-weighted)1933best-0.009814811870455742-0.003495933953672647547%
North America (population-weighted)1905high-0.006372637115418911-0.01620775647461414344%
Asia (population-weighted)1919high0.0330051630735397340.01301177684217691443%
Asia (population-weighted)1920high0.033278554677963260.01315974537283182143%
North America (population-weighted)1893high-0.006030107382684946-0.01472894102334976242%
North America (population-weighted)1892high-0.0062326183542609215-0.01489436533302068741%
World (population-weighted)1921best-0.014951533637940884-0.00636120652779936840%
North America (population-weighted)1891high-0.006491637323051691-0.01506411377340555240%
North America (population-weighted)1904high-0.007585551589727402-0.01753827556967735340%
Asia (population-weighted)1912high-0.030639763921499252-0.0700760185718536439%
North America (population-weighted)1890high-0.006808128673583269-0.01505281589925289238%
North America (population-weighted)1903high-0.00879944209009409-0.0188874974846839936%
Asia (population-weighted)1974best0.00218661082908511160.001035381457768380636%
Asia (population-weighted)1918high0.033474829047918320.01589230634272098536%
North America (population-weighted)1889high-0.007183232810348272-0.01497696060687303535%
Asia (population-weighted)1951best0.0088253952562808990.01781562343239784234%
Europe (population-weighted)1942low0.053895615041255950.1084536314010620134%
North America (population-weighted)1888high-0.007618292234838009-0.01501062978059053433%
North America (population-weighted)1902high-0.010633246973156929-0.02088658325374126433%
World (population-weighted)1925best-0.01998239941895008-0.01018329989165067732%
World (population-weighted)1924best-0.01811136305332184-0.00961886998265981731%
World (population-weighted)1931best-0.022439105436205864-0.01193287875503301631%
Europe (population-weighted)1943low0.056087020784616470.105018012225627930%
World (population-weighted)1986low-0.03594677895307541-0.0670113489031791730%
World (population-weighted)1930best-0.025383692234754562-0.01366420555859804230%
North America (population-weighted)1887high-0.0081148911267519-0.01505290530622005530%
World (population-weighted)1975low-0.04546482861042023-0.083754055202007330%
World (population-weighted)1926best-0.023077424615621567-0.01256405934691429129%
North America (population-weighted)1901high-0.012548210099339485-0.02286755852401256629%
Europe (population-weighted)1941low0.07747274637222290.1410971879959106429%
World (population-weighted)1977low-0.04641187563538551-0.0829881280660629328%
South America (population-weighted)1920best-0.12403465062379837-0.0695223584771156328%
South America (population-weighted)1932best0.039423339068889620.070012152194976828%
World (population-weighted)1989low-0.03869272395968437-0.0682285204529762328%
North America (population-weighted)1900high-0.013377781957387924-0.0235636886209249528%
Europe (population-weighted)1916low-0.09120833873748779-0.1592020541429519727%
North America (population-weighted)1886high-0.008613266050815582-0.01503211446106433927%
South America (population-weighted)1933best0.040902201086282730.0698243975639343326%
World (population-weighted)1922best-0.019167199730873108-0.01125727221369743326%
Europe (population-weighted)1944low0.0607657879590988160.1029029339551925726%
World (population-weighted)1976low-0.05410102754831314-0.0914720296859741226%
Europe (population-weighted)1913low-0.10383189469575882-0.175172626972198526%
South America (population-weighted)1934best0.04237656667828560.0696303918957710324%
North America (population-weighted)1885high-0.009113461710512638-0.01493439264595508624%
Europe (population-weighted)1859best0.0226696543395519260.0138401230797171624%
Europe (population-weighted)1915low-0.10977023839950562-0.1791581064462661724%
World (population-weighted)1923best-0.019341394305229187-0.01189570873975753824%
South America (population-weighted)1935best0.043846316635608670.0694454908370971723%
World (population-weighted)1980low-0.06056234985589981-0.0955928936600685122%
Europe (population-weighted)1940low0.134859651327133180.2112671881914138822%
Europe (population-weighted)1860best0.0214754194021224980.01380242314189672522%
World (population-weighted)1985low-0.0581611767411232-0.0902358517050743122%
World (population-weighted)1984low-0.060775771737098694-0.0934609249234199521%
Europe (population-weighted)1911low-0.11603790521621704-0.17690701782703421%
Oceania (population-weighted)1918low0.7978186607360840.523535907268524221%
World (population-weighted)1982low-0.06502331793308258-0.0989501252770423921%
South America (population-weighted)1921best-0.157898411154747-0.1038298383355140721%
Oceania (population-weighted)1917low0.77291136980056760.509301662445068421%
Oceania (population-weighted)1900low0.499418079853057860.329611420631408720%
World (population-weighted)1981low-0.06723400950431824-0.1018113717436790520%
Europe (population-weighted)1912low-0.12099510431289673-0.1829881519079208420%
Europe (population-weighted)1910low-0.11619150638580322-0.1756934225559234620%
South America (population-weighted)1925best-0.13718979060649872-0.0907450988888740520%
South America (population-weighted)1922best-0.15454627573490143-0.1023017987608909620%
South America (population-weighted)1923best-0.15123404562473297-0.1007808744907379220%
World (population-weighted)1988low-0.061004638671875-0.0914467349648475620%
South America (population-weighted)1926best-0.13396187126636505-0.0894316434860229520%
~ vdem_multi_with_regions.justcomgd_polch_vdem 🟡 median anomaly score 2.4%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatejustcomgd_polch_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,403 / 106,164 (1.32%) (1,382 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatejustcomgd_polch_vdem -justcomgd_polch_vdem +anomaly score
Asia (population-weighted)1901high-0.019740974530577660.02966412715613842100%
Asia (population-weighted)1900high-0.0214074142277240750.027479490265250206100%
Asia (population-weighted)1908high-0.0386429429054260250.0037025120109319687100%
Asia (population-weighted)1909high-0.0385788828134536740.003428943920880556100%
Asia (population-weighted)1907high-0.037943176925182340.004035044927150011100%
Asia (population-weighted)1905high-0.0415183529257774350.00029387944960035384100%
World (population-weighted)1946best-0.036336343735456470.005420603323727846100%
Asia (population-weighted)1904high-0.0409253649413585660.000825269496999681100%
Asia (population-weighted)1903high-0.040377013385295870.0011810548603534698100%
Asia (population-weighted)1911high-0.0068446774967014790.03460332378745079100%
Asia (population-weighted)1902high-0.039871502667665480.0015360590768978100%
Asia (population-weighted)1910high-0.0377620309591293330.003309434512630105100%
Europe (population-weighted)1941best-0.0285318959504365920.010985749773681164100%
Europe (population-weighted)1942best-0.0368019603192806240.00031536005553789437100%
South America (population-weighted)1904high-0.0131206288933753970.01297522522509098100%
South America (population-weighted)1905high-0.0109502244740724560.014798258431255817100%
Asia (population-weighted)1906high-0.0421578474342823-0.000302109547192230899%
Europe (population-weighted)1913best0.0005760684143751860.01519153267145156993%
Oceania (population-weighted)1901low0.129183024168014530.00707974284887313890%
South America (population-weighted)1908high0.00252555194310843940.02723089046776294783%
Oceania (population-weighted)1902low0.134159833192825320.0127287739887833683%
Oceania (population-weighted)1903low0.138581395149230960.0166196320205926979%
Europe (population-weighted)1912best0.00244573922827839850.0155842117965221473%
South America (population-weighted)1909high0.0045334235765039920.0285127684473991473%
Oceania (population-weighted)1904low0.142932280898094180.02274694107472896673%
Oceania (population-weighted)1905low0.147210866212844850.02888998389244079667%
Oceania (population-weighted)1906low0.151419684290885930.03474069014191627563%
Europe (population-weighted)1911best0.0042551769874989990.01728455722332000760%
Oceania (population-weighted)1907low0.15555611252784730.0423905812203884157%
Europe (population-weighted)1943best-0.04597969353199005-0.01287682168185710956%
South America (population-weighted)1906high0.0095168789848685260.03388765454292297456%
Europe (population-weighted)1938best0.023382201790809630.07981123030185755%
Oceania (population-weighted)1908low0.159622356295585630.0491548851132392953%
South America (population-weighted)1907high0.0115829389542341230.0348920822143554750%
Oceania (population-weighted)1909low0.16771225631237030.0590297393500804948%
Europe (population-weighted)1908best-0.019597720354795456-0.00713500520214438447%
Europe (population-weighted)1909best-0.02017000876367092-0.007515832316130446%
Europe (population-weighted)1935best0.029409110546112060.0769473761320114145%
Europe (population-weighted)1934best0.025646898895502090.0663410723209381144%
Oceania (population-weighted)1910low0.179569646716117860.0699169337749481244%
Oceania (population-weighted)1917low0.313916772603988650.1233734786510467544%
Oceania (population-weighted)1916low0.295681267976760860.1168901100754737943%
Oceania (population-weighted)1918low0.331748485565185550.1332103312015533443%
Europe (population-weighted)1903best-0.021260341629385948-0.00893035531044006341%
Europe (population-weighted)1906best-0.01990753784775734-0.00836979970335960441%
Oceania (population-weighted)1919low0.34638324379920960.150281399488449139%
Oceania (population-weighted)1921low0.36679929494857790.161618664860725439%
Oceania (population-weighted)1911low0.194968208670616150.0859292298555374139%
Oceania (population-weighted)1920low0.3580037057399750.1580081135034561239%
Europe (population-weighted)1907best-0.020960090681910515-0.00926570128649473239%
Oceania (population-weighted)1915low0.276573449373245240.1228518635034561238%
Oceania (population-weighted)1922low0.37295681238174440.167057812213897738%
Oceania (population-weighted)1923low0.37666538357734680.171680256724357637%
Europe (population-weighted)1936best0.041168741881847380.089641012251377137%
Oceania (population-weighted)1924low0.38029000163078310.1765186339616775537%
Oceania (population-weighted)1925low0.383834511041641240.1804771870374679636%
Europe (population-weighted)1900best-0.019501548260450363-0.00926909595727920536%
Oceania (population-weighted)1926low0.38730126619338990.1844013631343841635%
Oceania (population-weighted)1914low0.256562411785125730.1241424456238746635%
Oceania (population-weighted)1927low0.3906933367252350.1891182810068130535%
Oceania (population-weighted)1912low0.213709697127342220.103538148105144535%
Oceania (population-weighted)1928low0.39401271939277650.1921046078205108634%
Oceania (population-weighted)1929low0.3950282931327820.1929714530706405634%
Oceania (population-weighted)1930low0.39374148845672610.1924239099025726334%
Oceania (population-weighted)1931low0.390139251947402950.1911674737930297934%
Oceania (population-weighted)1932low0.384190529584884640.1900683790445327834%
Europe (population-weighted)1901best-0.020495861768722534-0.01015199720859527634%
Oceania (population-weighted)1913low0.235617458820343020.1170965880155563434%
Oceania (population-weighted)1933low0.375847816467285160.1890540122985839833%
Europe (population-weighted)1902best-0.021533958613872528-0.01086021307855844533%
Europe (population-weighted)1905best-0.025107892230153084-0.01280021760612726232%
Oceania (population-weighted)1934low0.36717805266380310.1877095997333526632%
Oceania (population-weighted)1935low0.366356402635574340.1941887885332107531%
Europe (population-weighted)1904best-0.0279789287596941-0.01507965754717588430%
Oceania (population-weighted)1936low0.35698416829109190.193062707781791730%
Europe (population-weighted)1937best0.063469469547271730.1169065088033676130%
Europe (population-weighted)1949low0.086800500750541690.047665543854236629%
Oceania (population-weighted)1937low0.347260832786560060.1922584921121597329%
World (population-weighted)1945best-0.100579172372818-0.0569260567426681528%
World (population-weighted)1902high0.0414497368037700650.0730173587799072328%
Oceania (population-weighted)1938low0.337179154157638550.191714107990264928%
Asia (population-weighted)1946best-0.1492261290550232-0.0851335227489471427%
World (population-weighted)1904high0.0437228120863437650.0759058371186256427%
World (population-weighted)1900high0.0483089275658130650.0834683328866958627%
World (population-weighted)1903high0.0441285520792007450.0760594680905342127%
World (population-weighted)1905high0.044765044003725050.0770320594310760526%
Europe (population-weighted)1939best0.065572157502174380.1125447675585746826%
Europe (population-weighted)1940best0.06359257549047470.1080645024776458726%
World (population-weighted)1906high0.047248523682355880.0793705657124519325%
Oceania (population-weighted)1939low0.327284663915634160.1950166821479797425%
World (population-weighted)1901high0.0541163459420204160.0899783074855804425%
World (population-weighted)1908high0.051257833838462830.084306731820106524%
World (population-weighted)1907high0.0505084432661533360.0829185470938682624%
World (population-weighted)1909high0.0521230623126030.0852856785058975224%
Oceania (population-weighted)1940low0.325357943773269650.2056926935911178623%
Oceania (population-weighted)1941low0.31584188342094420.208822831511497520%
North America (population-weighted)1925low0.0050099152140319350.00756390579044818920%
Europe (population-weighted)1944best0.058977697044610980.0878896787762641920%
South America (population-weighted)1910high-0.06801591068506241-0.0458767637610435519%
South America (population-weighted)1911high-0.06657654047012329-0.0452394224703311919%
~ vdem_multi_with_regions.corr_jud_vdem 🟡 median anomaly score 2.2%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecorr_jud_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900high0.5245514512062073
Africa (population-weighted)1900low-0.20090241730213165
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901high0.522284984588623
Africa (population-weighted)1901low-0.2021888643503189
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872high1.8348506689071655
Oceania (population-weighted)1872low1.2066490650177002
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873high1.8503473997116089
Oceania (population-weighted)1873low1.2158395051956177
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874high1.8658612966537476
Oceania (population-weighted)1874low1.2249995470046997
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875high1.8813917636871338
Oceania (population-weighted)1875low1.2341276407241821
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876high1.8969345092773438
Oceania (population-weighted)1876low1.243220567703247
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877high1.9124882221221924
Oceania (population-weighted)1877low1.2522764205932617
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878high1.9280503988265991
Oceania (population-weighted)1878low1.261292815208435
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879high1.9438610076904297
Oceania (population-weighted)1879low1.2707624435424805
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880high1.9598554372787476
Oceania (population-weighted)1880low1.2806479930877686
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881high1.9759715795516968
Oceania (population-weighted)1881low1.2909125089645386
~ Changed values: 2,439 / 106,164 (2.30%) (2,415 revised, 22 appeared, 2 disappeared) — showing the 100 most anomalous rows
countryyearestimatecorr_jud_vdem -corr_jud_vdem +anomaly score
Europe (population-weighted)1831low0.050797007977962494-0.07061117887496948100%
Europe (population-weighted)1830low0.051464829593896866-0.0669415220618248100%
Europe (population-weighted)1829low0.05437680333852768-0.059661105275154114100%
Europe (population-weighted)1828low0.05381697043776512-0.05791794881224632100%
Europe (population-weighted)1827low0.052754782140254974-0.0554044172167778100%
World (population-weighted)1858high0.07826068997383118-0.026761047542095184100%
Europe (population-weighted)1826low0.05146610364317894-0.053104545921087265100%
World (population-weighted)1855high0.05447337031364441-0.048441678285598755100%
World (population-weighted)1857high0.07051219791173935-0.03189270943403244100%
World (population-weighted)1856high0.06221266835927963-0.039998624473810196100%
Europe (population-weighted)1825low0.049947500228881836-0.05125073716044426100%
World (population-weighted)1854high0.046735089272260666-0.05443558841943741100%
World (population-weighted)1853high0.03899719566106796-0.061911895871162415100%
World (population-weighted)1852high0.03125908598303795-0.06765517592430115100%
Europe (population-weighted)1824low0.048491425812244415-0.04903216287493706100%
Europe (population-weighted)1823low0.04682210087776184-0.048193734139204025100%
World (population-weighted)1851high0.024488814175128937-0.06907245516777039100%
Europe (population-weighted)1822low0.04491356015205383-0.04693898186087608100%
World (population-weighted)1850high0.01838718354701996-0.07168515026569366100%
Europe (population-weighted)1821low0.03903022035956383-0.04915770888328552100%
World (population-weighted)1849high0.013733782805502415-0.07389572262763977100%
World (population-weighted)1848high0.010493007488548756-0.07484737783670425100%
World (population-weighted)1847high0.008847826160490513-0.07455773651599884100%
World (population-weighted)1845high0.0034878321457654238-0.07915260642766953100%
World (population-weighted)1846high0.0061597260646522045-0.07594728469848633100%
Europe (population-weighted)1820low0.033612463623285294-0.047537025064229965100%
Europe (population-weighted)1819low0.026510020717978477-0.045690372586250305100%
Europe (population-weighted)1818low0.017763463780283928-0.04326082020998001100%
Europe (population-weighted)1817low0.007408234290778637-0.04086967557668686100%
World (population-weighted)1914low0.029269548133015633-0.010354110971093178100%
World (population-weighted)1915low0.025720344856381416-0.011327623389661312100%
World (population-weighted)1916low0.022031601518392563-0.012043837457895279100%
Europe (population-weighted)1811low-0.021583942696452140.0011277280282229185100%
North America (population-weighted)1817low-0.0074198073707520960.008109474554657936100%
Europe (population-weighted)1832low-0.0015867328038439155-0.128763854503631698%
World (population-weighted)1844high-0.001484026899561286-0.0833039209246635496%
Europe (population-weighted)1833low-0.002774558262899518-0.1330539286136627296%
Europe (population-weighted)1834low-0.003960229456424713-0.1365490853786468594%
Europe (population-weighted)1835low-0.0051436820067465305-0.1395349204540252793%
Europe (population-weighted)1839low-0.0052085500210523605-0.131600543856620892%
Europe (population-weighted)1836low-0.00632496178150177-0.1377084702253341791%
World (population-weighted)1843high-0.004085248336195946-0.085753194987773991%
Europe (population-weighted)1837low-0.007504076696932316-0.1382113993167877290%
Europe (population-weighted)1840low-0.007191724143922329-0.1315500885248184290%
World (population-weighted)1912low0.0520651824772357940.002968590706586837889%
Europe (population-weighted)1812low-0.01263170875608921-0.000765138596761971789%
Europe (population-weighted)1838low-0.008680921979248524-0.1386512219905853388%
Europe (population-weighted)1841low-0.009526675567030907-0.131763532757759187%
Europe (population-weighted)1816low-0.0028857197612524033-0.0389694049954414486%
World (population-weighted)1985low-0.0023406350519508123-0.03078039735555648886%
World (population-weighted)1842high-0.006684467196464539-0.0870003625750541786%
Europe (population-weighted)1842low-0.012234658002853394-0.1316877603530883883%
World (population-weighted)1913low0.0490838326513767240.004942916333675384582%
World (population-weighted)1841high-0.009405971504747868-0.0907620936632156481%
Europe (population-weighted)1843low-0.015314585529267788-0.1327515393495559779%
Europe (population-weighted)1798low-0.1112150177359581-0.01460282690823078277%
World (population-weighted)1984low-0.004413893446326256-0.0334140136837959377%
Europe (population-weighted)1844low-0.018393179401755333-0.132789522409439176%
Europe (population-weighted)1799low-0.11223338544368744-0.01777532137930393273%
Europe (population-weighted)1845low-0.021470384672284126-0.135174453258514473%
World (population-weighted)1840high-0.015213056467473507-0.095073148608207772%
Europe (population-weighted)1846low-0.02454616129398346-0.1348711103200912569%
Europe (population-weighted)1800low-0.1132456511259079-0.0209572464227676469%
World (population-weighted)1839high-0.01767812855541706-0.094300270080566468%
Europe (population-weighted)1847low-0.027620529755949974-0.1397250294685363867%
North America (population-weighted)1818low0.0046828184276819230.02336770482361316767%
Europe (population-weighted)1862low-0.024127749726176262-0.119180835783481666%
Europe (population-weighted)1848low-0.030693473294377327-0.1460275053977966365%
Europe (population-weighted)1801low-0.108488067984581-0.0234218537807464664%
Europe (population-weighted)1796low-0.12845593690872192-0.02797106839716434564%
Europe (population-weighted)1849low-0.0337948277592659-0.1520341634750366264%
Europe (population-weighted)1863low-0.026645047590136528-0.1182468086481094463%
Europe (population-weighted)1804low-0.0889372006058693-0.0209445990622043662%
World (population-weighted)1983low-0.009141022339463234-0.0387605875730514562%
Europe (population-weighted)1802low-0.10371582955121994-0.0246354863047599862%
Asia (population-weighted)1859high0.288613528013229370.0686274245381355362%
Europe (population-weighted)1850low-0.03692504018545151-0.1551464200019836462%
Europe (population-weighted)1797low-0.12958745658397675-0.0312530435621738461%
Europe (population-weighted)1851low-0.040007710456848145-0.1587006896734237760%
Europe (population-weighted)1805low-0.08414456248283386-0.02161028236150741659%
Europe (population-weighted)1806low-0.0793376937508583-0.02053323201835155559%
Asia (population-weighted)1860high0.297882914543151860.0775275453925132859%
Asia (population-weighted)1911best-0.033200573176145554-0.1271988600492477459%
Europe (population-weighted)1803low-0.09892905503511429-0.02587137930095195859%
Europe (population-weighted)1852low-0.043119143694639206-0.161137402057647758%
Europe (population-weighted)1853low-0.04625958949327469-0.1637705266475677556%
World (population-weighted)1838high-0.03239789977669716-0.1089085340499877954%
Europe (population-weighted)1854low-0.04940102994441986-0.1655282229185104454%
Asia (population-weighted)1861high0.30647274851799010.0918925628066062954%
Europe (population-weighted)1855low-0.05254340544342995-0.1681571006774902352%
North America (population-weighted)1816low-0.019532836973667145-0.00632754340767860451%
World (population-weighted)1837high-0.03483593463897705-0.1064332872629165651%
Europe (population-weighted)1856low-0.05568666756153107-0.1695050895214080851%
Asia (population-weighted)1862high0.31438073515892030.1067103743553161649%
Europe (population-weighted)1857low-0.0588308647274971-0.1721224039793014549%
Europe (population-weighted)1858low-0.06197592243552208-0.1768267899751663248%
World (population-weighted)1836high-0.03752757981419563-0.1068200916051864648%
Europe (population-weighted)1807low-0.07975790649652481-0.0285538937896490147%
Asia (population-weighted)1936low0.123728372156620030.0444364100694656447%
Asia (population-weighted)1937low0.127163276076316830.0463696680963039447%
~ vdem_multi_with_regions.v2mecorrpt 🟡 median anomaly score 2.2%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2mecorrpt
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,306 / 106,164 (1.23%) (1,291 revised, 15 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2mecorrpt -v2mecorrpt +anomaly score
Europe (population-weighted)1975best0.0027170879766345024-0.16730007529258728100%
Europe (population-weighted)1976best0.014354433864355087-0.1535748541355133100%
Europe (population-weighted)1977best0.1428741216659546-0.007787762675434351100%
Europe (population-weighted)1918best0.06683926284313202-0.05775384232401848100%
Europe (population-weighted)1919best0.08497485518455505-0.03260250389575958100%
World (population-weighted)1967high0.014865273609757423-0.024272961542010307100%
World (population-weighted)1966high0.03536069765686989-0.0036035415250808100%
World (population-weighted)1970high0.003665544092655182-0.03495144098997116100%
Europe (population-weighted)1947best0.026460783556103706-0.0019607634749263525100%
World (population-weighted)1927high-0.0060118511319160460.02104370854794979100%
World (population-weighted)1928high-0.0037263929843902590.022014956921339035100%
World (population-weighted)1933high-0.0213733147829771040.0035881903022527695100%
World (population-weighted)1929high-0.0063778511248528960.0175778828561306100%
World (population-weighted)1930high-0.0027570216916501520.020509276539087296100%
World (population-weighted)1931high-0.0129391876980662350.009235255420207977100%
World (population-weighted)1932high-0.0174471270292997360.004524043761193752100%
Europe (population-weighted)1935high0.0061583127826452255-0.011902876198291779100%
World (population-weighted)1926high0.00024378491798415780.02938478253781795598%
Europe (population-weighted)1923best-0.003446286078542471-0.0794952511787414692%
World (population-weighted)1971high0.039814487099647520.0024222808424383489%
Europe (population-weighted)1973high0.24485194683074950.0252634920179843981%
World (population-weighted)1918high0.00167384406086057420.0159515347331762381%
Europe (population-weighted)1972high0.245346918702125550.02681033127009868680%
Europe (population-weighted)1969high0.242212876677513120.0264782384037971580%
Europe (population-weighted)1970high0.24387830495834350.0271773096174001780%
Europe (population-weighted)1968high0.241799324750900270.0270996298640966480%
Europe (population-weighted)1971high0.245281547307968140.02767533808946609580%
Europe (population-weighted)1967high0.241737127304077150.0280371550470590679%
Asia (population-weighted)1949best0.0092812217772006990.001106467097997665479%
Europe (population-weighted)1979best0.167885616421699520.0211531892418861478%
Europe (population-weighted)1900best-0.013439824804663658-0.1024113148450851477%
Europe (population-weighted)1978best0.170006334781646730.02323016151785850576%
Europe (population-weighted)1901best-0.015075504779815674-0.1071816310286521975%
Africa (population-weighted)1914high0.0030069062486290930.02073362469673156775%
Africa (population-weighted)1919high0.00270101334899663930.01843596436083316874%
World (population-weighted)1972high0.043432373553514480.00647885119542479574%
Europe (population-weighted)1902best-0.01670871488749981-0.1117156147956848174%
Europe (population-weighted)1903best-0.01833907701075077-0.1165758967399597273%
Europe (population-weighted)1904best-0.019957879558205605-0.1207235753536224472%
Europe (population-weighted)1905best-0.021565159782767296-0.1245934739708900570%
Europe (population-weighted)1910best-0.024502983316779137-0.1394232660531997770%
Europe (population-weighted)1906best-0.02316097542643547-0.1287866830825805770%
Europe (population-weighted)1907best-0.024745235219597816-0.1339824348688125669%
Europe (population-weighted)1911best-0.026843227446079254-0.1448097079992294369%
World (population-weighted)1973high0.045138549059629440.00857626926153898268%
Europe (population-weighted)1908best-0.026318112388253212-0.1382879316806793268%
Europe (population-weighted)1950best-0.03567276522517204-0.185963720083236768%
Europe (population-weighted)1909best-0.02820533514022827-0.1421326398849487367%
Europe (population-weighted)1980best0.181126862764358520.03642901778221130467%
Europe (population-weighted)1913best-0.03358068689703941-0.1667517274618148866%
Europe (population-weighted)1912best-0.03041652962565422-0.1509652435779571566%
Europe (population-weighted)1920best0.121527329087257390.02462197467684745866%
Europe (population-weighted)1951best-0.03887485712766647-0.1909517794847488466%
Europe (population-weighted)1974high0.27184665203094480.0568160526454448765%
World (population-weighted)1925high0.0085043916478753090.04001332819461822565%
Europe (population-weighted)1963high0.26326179504394530.05604929849505424565%
Europe (population-weighted)1965high0.265255242586135860.05664349347352981665%
Europe (population-weighted)1964high0.264311909675598140.0564643256366252965%
Europe (population-weighted)1962high0.263793855905532840.0573950633406639164%
Europe (population-weighted)1952best-0.04281741380691528-0.1967922747135162464%
Europe (population-weighted)1984best0.183750584721565250.04035989940166473464%
Europe (population-weighted)1961high0.2652511000633240.0597080737352371263%
Europe (population-weighted)1966high0.27013579010963440.0612109005451202463%
World (population-weighted)1968high-0.01160974707454443-0.05122652649879455663%
Europe (population-weighted)1953best-0.04651465266942978-0.202216520905494763%
Europe (population-weighted)1983best0.187027350068092350.04380688443779945462%
Europe (population-weighted)1960high0.26771593093872070.0631229579448762%
Europe (population-weighted)1986best0.139927059412002560.0339777320623397861%
Europe (population-weighted)1954best-0.05061720684170723-0.2080150097608566361%
Europe (population-weighted)1982best0.190319642424583440.047287225723266660%
Europe (population-weighted)1959high0.27086529135704040.0673509016633033860%
Europe (population-weighted)1974best-0.05929126590490341-0.238132268190383960%
Europe (population-weighted)1981best0.192719385027885440.0497826971113681859%
Europe (population-weighted)1955best-0.05554962530732155-0.2147179841995239359%
Europe (population-weighted)1985best0.143072530627250670.0374200232326984459%
World (population-weighted)1974high0.0485505945980548860.01273732911795377758%
Europe (population-weighted)1966best-0.061263639479875565-0.232434198260307358%
Europe (population-weighted)1958high0.275497525930404660.0731958672404289258%
Europe (population-weighted)1956best-0.059924423694610596-0.2207681685686111557%
Europe (population-weighted)1957best-0.0644262284040451-0.2268963456153869656%
Europe (population-weighted)1957high0.28127595782279970.0802973881363868756%
Europe (population-weighted)1921best0.11955381929874420.0341987684369087256%
Africa (population-weighted)1915high0.0070885657332837580.02440840378403663655%
Europe (population-weighted)1965best-0.07168973982334137-0.2430692166090011654%
Europe (population-weighted)1958best-0.06902091950178146-0.2330187857151031554%
Europe (population-weighted)1964best-0.07347801327705383-0.2439638823270797754%
Europe (population-weighted)1959best-0.07228410243988037-0.237654924392700253%
Europe (population-weighted)1956high0.286903649568557740.0873524025082588253%
Europe (population-weighted)1963best-0.07527425140142441-0.2449552714824676553%
Europe (population-weighted)1960best-0.07421301305294037-0.2408211529254913353%
Europe (population-weighted)1962best-0.07573236525058746-0.244449689984321653%
Europe (population-weighted)1961best-0.07532814890146255-0.2430256754159927453%
Europe (population-weighted)1955high0.292404800653457640.0943331122398376551%
Europe (population-weighted)1973best-0.08813953399658203-0.2715137600898742751%
Europe (population-weighted)1972best-0.08812472969293594-0.270327895879745551%
Europe (population-weighted)1949best-0.06620658934116364-0.202590927481651351%
Europe (population-weighted)1971best-0.08876177668571472-0.269915103912353551%
World (population-weighted)1969high-0.01947886124253273-0.0589046217501163550%
Europe (population-weighted)1970best-0.09064085781574249-0.2707777321338653650%
Europe (population-weighted)1954high0.29832342267036440.1017975285649299649%
~ vdem_multi_with_regions.v2cagenmob 🟡 median anomaly score 1.9%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2cagenmob
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,402 / 106,164 (1.32%) (1,381 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2cagenmob -v2cagenmob +anomaly score
Europe (population-weighted)1982best0.11019619554281235-0.07539337873458862100%
Europe (population-weighted)1983best0.12779147922992706-0.05496583878993988100%
Europe (population-weighted)1914best0.1246253252029419-0.026046961545944214100%
Europe (population-weighted)1936low0.09677286446094513-0.009695758111774921100%
Europe (population-weighted)1912best0.03588200360536575-0.03407619521021843100%
Europe (population-weighted)1956best-0.019005229696631430.04339597001671791100%
World (population-weighted)1914low0.04756353422999382-0.013069266453385353100%
World (population-weighted)1915low0.042917218059301376-0.011954919435083866100%
Europe (population-weighted)1923low0.03930209204554558-0.0038386350497603416100%
Europe (population-weighted)1907low-0.0205899812281131740.02197028510272503100%
World (population-weighted)1910low0.02852804958820343-0.00185064144898206100%
South America (population-weighted)1916high-0.0193809084594249730.007087412755936384100%
South America (population-weighted)1913high-0.0171770658344030380.006055309437215328100%
South America (population-weighted)1915high-0.0052426378242671490.01751125417649746100%
Europe (population-weighted)1985best-0.0199442394077777862.942411447293125e-05100%
North America (population-weighted)1915low-0.0103315478190779690.004043809603899717100%
North America (population-weighted)1916low-0.0081860199570655820.0045766509138047695100%
Europe (population-weighted)1909best-0.0025219451636075974-0.0749220624566078293%
World (population-weighted)1974low0.00072214973624795680.01376694999635219690%
North America (population-weighted)1909best0.0171313509345054630.000953784387093037489%
World (population-weighted)1916low0.058423407375812530.00392085919156670687%
Europe (population-weighted)1915best0.12971135973930360.0132015058770775882%
Europe (population-weighted)1910best-0.011386298574507236-0.0868162959814071777%
Europe (population-weighted)1989low0.170892998576164250.0243250988423824375%
Europe (population-weighted)1939low-0.02473944053053856-0.1322684735059738268%
Europe (population-weighted)1934low-0.02514706552028656-0.1341568678617477468%
South America (population-weighted)1914high0.0057646171189844610.0286737084388732967%
Oceania (population-weighted)1916high0.180916562676429750.0369593054056167666%
Europe (population-weighted)1967best-0.047016777098178864-0.1845658570528030459%
Oceania (population-weighted)1915high0.165192738175392150.0421453863382339559%
Europe (population-weighted)1911best-0.026942001655697823-0.1039040759205818259%
Europe (population-weighted)1908best-0.025366712361574173-0.0926509276032447857%
Oceania (population-weighted)1918high0.21421350538730620.0589006654918193857%
Europe (population-weighted)1972best-0.01048197690397501-0.03614900261163711555%
Europe (population-weighted)1968low0.086646340787410740.02544819191098213255%
Europe (population-weighted)1938low-0.049833908677101135-0.1636903136968612753%
Europe (population-weighted)1933low-0.06328821182250977-0.1766761243343353347%
Europe (population-weighted)1903best-0.038065727800130844-0.1024457216262817446%
Europe (population-weighted)1953best-0.05985620245337486-0.1528176963329315244%
South America (population-weighted)1923high0.018471103161573410.04462024942040443441%
Oceania (population-weighted)1939high0.186178892850875850.078348323702812241%
Europe (population-weighted)1935low-0.08016370981931686-0.188478738069534340%
Europe (population-weighted)1971best-0.020527048036456108-0.0469078607857227339%
Europe (population-weighted)1913best0.12623332440853120.0558348894119262739%
Europe (population-weighted)1940best0.198983475565910340.0924444347620010437%
Europe (population-weighted)1916best0.22900196909904480.1103930026292800935%
North America (population-weighted)1912low-0.037304602563381195-0.01846944727003574434%
World (population-weighted)1913low0.07301716506481170.0362523384392261534%
Europe (population-weighted)1937low-0.11276309937238693-0.2230104506015777633%
Europe (population-weighted)1981best0.31215265393257140.1609159111976623532%
World (population-weighted)1982best0.052236523479223250.02817096188664436330%
World (population-weighted)1976low-0.02821929007768631-0.0153163112699985530%
North America (population-weighted)1936low0.0130516244098544120.00715025747194886229%
Europe (population-weighted)1980best0.331889450550079350.1827100217342376729%
Europe (population-weighted)1900best-0.10679846256971359-0.18324545025825526%
Europe (population-weighted)1902best-0.10992566496133804-0.188127040863037126%
Europe (population-weighted)1978best0.151879280805587770.0889904275536537226%
World (population-weighted)1906low0.0156267117708921430.0262705236673355125%
Europe (population-weighted)1901best-0.11403542011976242-0.1912373900413513225%
South America (population-weighted)1912high0.0410626493394374850.0685217306017875725%
Oceania (population-weighted)1914high0.29482421278953550.177161052823066725%
World (population-weighted)1965best0.0193505808711051940.0319205336272716525%
Oceania (population-weighted)1914best-0.21076449751853943-0.3475112915039062524%
Oceania (population-weighted)1940high-0.13613682985305786-0.22102621197700524%
North America (population-weighted)1903best0.03971960395574570.02455719932913780224%
Europe (population-weighted)1943best0.202407926321029660.1254627853631973323%
World (population-weighted)1973low-0.03295968100428581-0.0204428508877754223%
North America (population-weighted)1911low-0.06127316504716873-0.0383077301084995323%
Europe (population-weighted)1980low-0.2785930931568146-0.440698355436325123%
Oceania (population-weighted)1917high0.262912243604660030.1671385914087295522%
Europe (population-weighted)1981low-0.2964349389076233-0.460284471511840822%
North America (population-weighted)1906best0.038826212286949160.02509069070219993621%
Oceania (population-weighted)1941high-0.14036360383033752-0.216873914003372221%
Europe (population-weighted)1922low0.11515422165393830.0753258988261222821%
Europe (population-weighted)1942best0.2551768422126770.1673051714897155821%
Oceania (population-weighted)1918best-0.35688072443008423-0.537698030471801820%
World (population-weighted)1905low0.030239507555961610.04543981328606605520%
Europe (population-weighted)1941best0.281443864107131960.1884239166975021420%
Europe (population-weighted)1906low0.170322120189666750.254195630550384520%
Europe (population-weighted)1969low-0.2479756474494934-0.3651060760021209719%
Europe (population-weighted)1931low-0.18120050430297852-0.2654827535152435319%
Oceania (population-weighted)1942high-0.14691857993602753-0.2146580219268798819%
South America (population-weighted)1910best-0.14558498561382294-0.1019744351506233218%
Europe (population-weighted)1983low-0.46060702204704285-0.654054939746856717%
Oceania (population-weighted)1916best-0.3873203694820404-0.549550533294677717%
World (population-weighted)1940low0.271095812320709230.19168283045291917%
Europe (population-weighted)1982low-0.4787268340587616-0.675133049488067617%
Europe (population-weighted)1932low-0.22551187872886658-0.3156999051570892317%
World (population-weighted)1941low0.2659941315650940.190007984638214117%
South America (population-weighted)1920high0.066060207784175870.0921293944120407116%
Europe (population-weighted)1944best0.23554626107215880.169111922383308416%
Europe (population-weighted)1932best0.35629591345787050.2566706240177154516%
Oceania (population-weighted)1943high-0.15330582857131958-0.212496325373649616%
Europe (population-weighted)1905low0.2584513723850250.357945472002029416%
World (population-weighted)1942low0.258477240800857540.1873658895492553716%
Europe (population-weighted)1916low-0.276967316865921-0.3806313276290893616%
World (population-weighted)1939low0.26456779241561890.192570284008979816%
Europe (population-weighted)1969best0.41274660825729370.301870435476303116%
Europe (population-weighted)1930low-0.22395658493041992-0.305990517139434815%
Europe (population-weighted)1984best0.094867125153541560.1294652968645095815%
~ vdem_multi_with_regions.v2meslfcen 🟡 median anomaly score 1.9%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2meslfcen
Africa (population-weighted)1900best-0.7644776105880737
Africa (population-weighted)1900high-0.30282142758369446
Africa (population-weighted)1900low-1.1584255695343018
Africa (population-weighted)1901best-0.742355227470398
Africa (population-weighted)1901high-0.28575122356414795
Africa (population-weighted)1901low-1.1337147951126099
Oceania (population-weighted)1872best1.2736552953720093
Oceania (population-weighted)1872high1.6521142721176147
Oceania (population-weighted)1872low0.8996081948280334
Oceania (population-weighted)1873best1.2834466695785522
Oceania (population-weighted)1873high1.664419412612915
Oceania (population-weighted)1873low0.9063556790351868
Oceania (population-weighted)1874best1.2932096719741821
Oceania (population-weighted)1874high1.6766713857650757
Oceania (population-weighted)1874low0.9130761027336121
Oceania (population-weighted)1875best1.3029429912567139
Oceania (population-weighted)1875high1.6888676881790161
Oceania (population-weighted)1875low0.9197683334350586
Oceania (population-weighted)1876best1.3126429319381714
Oceania (population-weighted)1876high1.701003909111023
Oceania (population-weighted)1876low0.9264297485351562
Oceania (population-weighted)1877best1.3223079442977905
Oceania (population-weighted)1877high1.7130770683288574
Oceania (population-weighted)1877low0.93305903673172
Oceania (population-weighted)1878best1.331935167312622
Oceania (population-weighted)1878high1.7250834703445435
Oceania (population-weighted)1878low0.9396540522575378
Oceania (population-weighted)1879best1.3420146703720093
Oceania (population-weighted)1879high1.7377911806106567
Oceania (population-weighted)1879low0.9466173052787781
Oceania (population-weighted)1880best1.3525066375732422
Oceania (population-weighted)1880high1.7511504888534546
Oceania (population-weighted)1880low0.9539214372634888
Oceania (population-weighted)1881best1.3633713722229004
Oceania (population-weighted)1881high1.7651115655899048
Oceania (population-weighted)1881low0.9615392684936523
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatev2meslfcen -v2meslfcen +anomaly score
Europe (population-weighted)1973high0.14986206591129303-0.04706822335720062100%
Europe (population-weighted)1972high0.15042997896671295-0.045485399663448334100%
Europe (population-weighted)1971high0.15049928426742554-0.044508807361125946100%
Europe (population-weighted)1970high0.1492958962917328-0.04483650624752045100%
Europe (population-weighted)1985best0.12557296454906464-0.052477169781923294100%
Europe (population-weighted)1986best0.1303422749042511-0.04675523191690445100%
Europe (population-weighted)1969high0.08754288405179977-0.06180238351225853100%
Europe (population-weighted)1967high0.0882498249411583-0.059198927134275436100%
Europe (population-weighted)1968high0.10203424096107483-0.04444138705730438100%
Europe (population-weighted)1932best0.037138164043426514-0.10440011322498322100%
Europe (population-weighted)1920low0.025658834725618362-0.0987730547785759100%
Europe (population-weighted)1927best0.0012065354967489839-0.11929783970117569100%
Europe (population-weighted)1926best0.02888377755880356-0.08389348536729813100%
Europe (population-weighted)1921low0.02287377044558525-0.08813390880823135100%
Europe (population-weighted)1925best0.04710957407951355-0.0620381198823452100%
Europe (population-weighted)1904low0.07057023048400879-0.009351960383355618100%
Europe (population-weighted)1903low0.0704890713095665-0.009243668988347054100%
Europe (population-weighted)1902low0.07212309539318085-0.005216911900788546100%
Europe (population-weighted)1901low0.07026243954896927-0.004966899286955595100%
Europe (population-weighted)1900low0.07195813953876495-0.0010331806261092424100%
Europe (population-weighted)1867best0.030132532119750977-0.022935044020414352100%
World (population-weighted)1878best-0.0065719513222575190.04458974301815033100%
World (population-weighted)1879best-0.00305862259119749070.045376986265182495100%
World (population-weighted)1881best-0.0098697962239384650.0363323912024498100%
World (population-weighted)1880best-0.011224255897104740.034074194729328156100%
World (population-weighted)1882best-0.009795405901968480.03469241410493851100%
World (population-weighted)1965high0.007649581413716078-0.01903967745602131100%
World (population-weighted)1825high0.014723178930580616-0.011728983372449875100%
World (population-weighted)1826high0.014807782135903835-0.010879972018301487100%
World (population-weighted)1980best0.0007308938074856997-0.024848146364092827100%
World (population-weighted)1820high0.02301720902323723-0.0018975735874846578100%
World (population-weighted)1827high0.018245656043291092-0.0065046148374676704100%
World (population-weighted)1828high0.018294362351298332-0.005764822941273451100%
World (population-weighted)1829high0.018002338707447052-0.005401198752224445100%
World (population-weighted)1984best0.017983099445700645-0.005401369649916887100%
South America (population-weighted)1829low-0.020069980993866920.0013309764908626676100%
World (population-weighted)1811high0.015514652244746685-0.004917948041111231100%
World (population-weighted)1812high0.01615801826119423-0.004264990333467722100%
World (population-weighted)1810high0.014880423434078693-0.005476964171975851100%
Europe (population-weighted)1836high0.019165975973010063-0.0011249390663579106100%
World (population-weighted)1808high0.013574795797467232-0.006278222892433405100%
World (population-weighted)1809high0.013303836807608604-0.0064084492623806100%
Europe (population-weighted)1837high0.018826691433787346-0.0006120755570009351100%
Europe (population-weighted)1808high-0.0046463431790471080.014788726344704628100%
Europe (population-weighted)1809high-0.0072589986957609650.01179389376193285100%
World (population-weighted)1926best0.005028034560382366-0.011998992413282394100%
World (population-weighted)1925best0.009793085046112537-0.006035840604454279100%
Europe (population-weighted)1810high-0.005157168023288250.009051010943949223100%
Europe (population-weighted)1811high-0.0011496727820485830.01083260029554367100%
North America (population-weighted)1918low0.002112344838678837-0.0022473232820630074100%
North America (population-weighted)1917low0.001537664677016437-0.0018935600528493524100%
Africa (population-weighted)1948high-0.00230992236174643040.00037783171865157783100%
Africa (population-weighted)1921high-0.04260246455669403-3.8017117276467616e-06100%
World (population-weighted)1830high0.0235321596264839170.0002074345829896628998%
Europe (population-weighted)1974high0.19330441951751710.00299447821453213797%
Europe (population-weighted)1934high-0.006068038754165173-0.000263862486463040192%
Europe (population-weighted)1899low0.073806196451187130.00364402402192354291%
World (population-weighted)1821high0.029135910794138910.001519797719083726490%
World (population-weighted)1964high0.0292245578020811080.0025693918578326784%
Europe (population-weighted)1898low0.075557768344879150.00775530841201543881%
World (population-weighted)1927best-0.0023227748461067677-0.0217292401939630581%
Europe (population-weighted)1931best-0.01737944595515728-0.1610258966684341481%
Europe (population-weighted)1812high0.00168771098833531140.0147819388657808380%
Europe (population-weighted)1893low0.074234090745449070.00898423418402671878%
Europe (population-weighted)1838high0.0228730309754610060.00316645158454775876%
South America (population-weighted)1919low-0.04167373478412628-0.00596639979630708775%
World (population-weighted)1824high-0.0040627894923090935-0.02804362773895263775%
Europe (population-weighted)1892low0.076091378927230830.0111037958413362575%
Europe (population-weighted)1897low0.077340729534626010.01131277531385421874%
Europe (population-weighted)1839high0.0222402252256870270.003543885890394449273%
Europe (population-weighted)1896low0.079132884740829470.01358738541603088471%
Europe (population-weighted)1891low0.077963165938854220.01341358665376901671%
Europe (population-weighted)1924best0.128276154398918150.02287630736827850370%
World (population-weighted)1832high0.0286413207650184630.00517567060887813669%
Asia (population-weighted)1836high0.046021133661270140.00845498684793710769%
South America (population-weighted)1862low0.007074034772813320.0378718525171279969%
Europe (population-weighted)1895low0.080934271216392520.01515593472868204168%
South America (population-weighted)1861low0.0068422155454754830.0363869294524192868%
World (population-weighted)1834high0.030991183593869210.00583572871983051368%
South America (population-weighted)1918low-0.04368382692337036-0.00855496898293495267%
Europe (population-weighted)1966high-0.04009619355201721-0.2039501070976257367%
World (population-weighted)1983best-0.005967945791780949-0.03026272542774677367%
World (population-weighted)1823high0.0305453948676586150.00606428226456046167%
Europe (population-weighted)1890low0.079848691821098330.01603908836841583367%
Europe (population-weighted)1894low0.082744851708412170.01704727672040462566%
Asia (population-weighted)1835high0.045774061232805250.00981806311756372565%
Asia (population-weighted)1980best-0.004583254922181368-0.000998696545138955164%
Europe (population-weighted)1913low0.116670109331607820.02569847181439399764%
South America (population-weighted)1863low0.0086689498275518420.03933549672365188664%
South America (population-weighted)1915low-0.03491460904479027-0.00777159538120031464%
Europe (population-weighted)1935high-0.007034438196569681-0.001573995221406221463%
World (population-weighted)1835high0.031665906310081480.00709027564153075263%
Asia (population-weighted)1834high0.0455264002084732060.0103737125173211163%
Europe (population-weighted)1889low0.081741705536842350.01864378899335861263%
World (population-weighted)1833high0.031267043203115460.00717324344441294763%
Africa (population-weighted)1946high0.00158332707360386850.00687631731852889163%
South America (population-weighted)1860low0.0080321375280618670.03460854291915893662%
Asia (population-weighted)1833high0.04527816176414490.0112030142918229160%
Europe (population-weighted)1888low0.083646766841411590.02085299044847488460%
Asia (population-weighted)1821high0.044699486345052720.0111924186348915160%
~ vdem_multi_with_regions.v2cademmob 🟡 median anomaly score 1.9%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2cademmob
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2cademmob -v2cademmob +anomaly score
Europe (population-weighted)1920high0.05345479026436806-0.06699065864086151100%
Asia (population-weighted)1940low0.016875119879841805-0.08351057022809982100%
Asia (population-weighted)1941low0.01226895209401846-0.0824664831161499100%
Europe (population-weighted)1903high0.016058262437582016-0.07758103311061859100%
World (population-weighted)1929best0.012125969864428043-0.07783981412649155100%
Europe (population-weighted)1902high0.01995464414358139-0.06873857975006104100%
Europe (population-weighted)1901high0.02577117644250393-0.062425751239061356100%
Europe (population-weighted)1900high0.024207476526498795-0.06309894472360611100%
Asia (population-weighted)1942low0.009390879422426224-0.07716644555330276100%
World (population-weighted)1928best0.021424604579806328-0.06430582702159882100%
World (population-weighted)1927best0.019252348691225052-0.06366541981697083100%
World (population-weighted)1926best0.04933634400367737-0.02823845110833645100%
World (population-weighted)1925best0.04332203045487404-0.03298741206526756100%
World (population-weighted)1924best0.041456036269664764-0.03310863673686981100%
World (population-weighted)1923best0.03283001855015755-0.04052620753645897100%
Asia (population-weighted)1909best0.004598838277161121-0.02770913951098919100%
Asia (population-weighted)1908best0.01599007658660412-0.015472902916371822100%
South America (population-weighted)1919high-0.0242431070655584340.002617857651785016100%
Asia (population-weighted)1910best0.01621338352560997-0.010026833042502403100%
North America (population-weighted)1926best0.0068711512722074986-0.000856537779327482100%
World (population-weighted)1948high0.002301014494150877-0.0008691712282598019100%
North America (population-weighted)1942best0.0016855772119015455-0.0003808225446846336100%
Asia (population-weighted)1943low-0.003814559429883957-0.079853132367134191%
North America (population-weighted)1927best0.0092481803148984910.000668771681375801687%
World (population-weighted)1938best-0.008413179777562618-0.1104099005460739186%
World (population-weighted)1939best-0.0092473104596138-0.1098168492317199784%
Europe (population-weighted)1911high0.108257614076137540.01225924119353294480%
Europe (population-weighted)1989low-0.02963019348680973-0.2213028669357299876%
Asia (population-weighted)1944low-0.015165701508522034-0.0824995189905166669%
Asia (population-weighted)1907best-0.010814807377755642-0.0414760224521160159%
North America (population-weighted)1920best0.0168372932821512220.00453589297831058558%
Asia (population-weighted)1938low0.164912760257720950.0451775006949901657%
Asia (population-weighted)1939low0.16547262668609620.04676226526498794656%
Europe (population-weighted)1988high-0.07756876945495605-0.2507998943328857453%
South America (population-weighted)1920high-0.040826231241226196-0.01342360023409128251%
South America (population-weighted)1921high-0.03864973038434982-0.01283044554293155750%
South America (population-weighted)1922high-0.03655986860394478-0.01225747913122177150%
South America (population-weighted)1923high-0.03455331549048424-0.01169723924249410649%
World (population-weighted)1935best0.140173405408859250.048200331628322649%
South America (population-weighted)1924high-0.032557085156440735-0.01119608804583549549%
Europe (population-weighted)1912high0.139155119657516480.0486419387161731748%
North America (population-weighted)1941best0.0052237347699701790.001875829184427857447%
World (population-weighted)1937best0.146558776497840880.0527043230831623147%
Europe (population-weighted)1904high0.118876524269580840.04468428716063499545%
Europe (population-weighted)1909high0.137069553136825560.052606739103794145%
South America (population-weighted)1902high0.0294934585690498350.0760199800133705144%
World (population-weighted)1936best0.152042657136917110.0609246566891670243%
Europe (population-weighted)1918best-0.07696108520030975-0.1886481195688247742%
South America (population-weighted)1925high-0.03452356532216072-0.01470285467803478240%
South America (population-weighted)1926high-0.03255948796868324-0.01425532530993223239%
World (population-weighted)1912best-0.02276947721838951-0.0518698319792747539%
South America (population-weighted)1927high-0.03060561791062355-0.01380266249179840138%
North America (population-weighted)1949best0.0082773799076676370.0182277634739875838%
Europe (population-weighted)1919high0.219546571373939510.0997195169329643238%
World (population-weighted)1934best0.169406190514564510.0785083845257759137%
Asia (population-weighted)1913best0.050618417561054230.0239971373230218936%
Asia (population-weighted)1929low0.116619631648063660.05536187812685966536%
North America (population-weighted)1940best0.0085816448554396630.00421072635799646434%
North America (population-weighted)1928best0.0185397583991289140.00920585263520479234%
World (population-weighted)1903high0.094090700149536130.04695847257971763633%
Asia (population-weighted)1914best0.0552531778812408450.0276634600013494533%
World (population-weighted)1945best0.098202802240848540.04946658387780189533%
World (population-weighted)1901high0.092713408172130580.0469526909291744233%
World (population-weighted)1911best-0.030972104519605637-0.06109876930713653633%
Europe (population-weighted)1914high-0.10766731202602386-0.2119838893413543733%
World (population-weighted)1902high0.09367103874683380.0479872152209281932%
World (population-weighted)1933best0.20915800333023070.107818119227886232%
Asia (population-weighted)1928low0.121914610266685490.0630595982074737532%
World (population-weighted)1900high0.093823686242103580.0489490404725074831%
South America (population-weighted)1900high0.0505306050181388850.0967696383595466631%
Asia (population-weighted)1927low0.123280525207519530.0662757679820060730%
Europe (population-weighted)1910high0.227011606097221370.1245201453566551229%
South America (population-weighted)1901high0.055296052247285840.1005817800760269229%
Europe (population-weighted)1913high0.230745211243629460.1292367130517959628%
World (population-weighted)1931best0.27334767580032350.1548268496990203928%
World (population-weighted)1932best0.27316597104072570.1554130166769027727%
Europe (population-weighted)1915high-0.1524161845445633-0.2676061093807220527%
Europe (population-weighted)1908high0.215387627482414250.1227812170982360827%
Asia (population-weighted)1926low0.128051891922950740.0736368596553802527%
World (population-weighted)1930best0.27975949645042420.16122052073478727%
Europe (population-weighted)1989best0.51444423198699950.298883557319641127%
South America (population-weighted)1903high0.065057888627052310.1115968450903892526%
Asia (population-weighted)1924low0.12469577789306640.0728954300284385726%
World (population-weighted)1915best-0.07035255432128906-0.1201524510979652426%
Asia (population-weighted)1925low0.129800796508789060.0768604204058647226%
Asia (population-weighted)1923low0.1259697973728180.0751686245203018225%
World (population-weighted)1940best-0.13500452041625977-0.2234305292367935225%
Asia (population-weighted)1957high-0.010397275909781456-0.00635367725044488924%
South America (population-weighted)1904high0.074523098766803740.1210934743285179124%
World (population-weighted)1922best0.199265152215957640.1228272393345832824%
World (population-weighted)1941best-0.1362122744321823-0.2197524160146713323%
Europe (population-weighted)1916high-0.1989876925945282-0.319320261478424123%
Asia (population-weighted)1917low0.0547837130725383760.0344731882214546223%
World (population-weighted)1921best0.21031212806701660.1326421499252319323%
South America (population-weighted)1914high0.0646047517657280.1014278829097747822%
World (population-weighted)1916best-0.09114280343055725-0.1430829167366027822%
South America (population-weighted)1915high0.068107627332210540.1053571477532386821%
Europe (population-weighted)1980high-0.4284531772136688-0.661319017410278321%
Europe (population-weighted)1981high-0.4340771436691284-0.666851937770843521%
Europe (population-weighted)1931high-0.28204458951950073-0.4317865669727325421%
~ vdem_multi_with_regions.v2meharjrn 🟡 median anomaly score 1.8%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2meharjrn
Africa (population-weighted)1900best-0.6517340540885925
Africa (population-weighted)1900high-0.22263091802597046
Africa (population-weighted)1900low-1.050923466682434
Africa (population-weighted)1901best-0.6257318258285522
Africa (population-weighted)1901high-0.19810663163661957
Africa (population-weighted)1901low-1.0226471424102783
Oceania (population-weighted)1872best1.0867210626602173
Oceania (population-weighted)1872high1.3252019882202148
Oceania (population-weighted)1872low0.7646586894989014
Oceania (population-weighted)1873best1.0959359407424927
Oceania (population-weighted)1873high1.3363466262817383
Oceania (population-weighted)1873low0.7714725732803345
Oceania (population-weighted)1874best1.105162501335144
Oceania (population-weighted)1874high1.3475017547607422
Oceania (population-weighted)1874low0.7783084511756897
Oceania (population-weighted)1875best1.1144003868103027
Oceania (population-weighted)1875high1.3586665391921997
Oceania (population-weighted)1875low0.7851663827896118
Oceania (population-weighted)1876best1.1236472129821777
Oceania (population-weighted)1876high1.3698383569717407
Oceania (population-weighted)1876low0.7920448780059814
Oceania (population-weighted)1877best1.1329021453857422
Oceania (population-weighted)1877high1.3810158967971802
Oceania (population-weighted)1877low0.7989436984062195
Oceania (population-weighted)1878best1.142163634300232
Oceania (population-weighted)1878high1.3921973705291748
Oceania (population-weighted)1878low0.8058620095252991
Oceania (population-weighted)1879best1.1515617370605469
Oceania (population-weighted)1879high1.4035722017288208
Oceania (population-weighted)1879low0.8127807974815369
Oceania (population-weighted)1880best1.161057949066162
Oceania (population-weighted)1880high1.4150938987731934
Oceania (population-weighted)1880low0.8196713924407959
Oceania (population-weighted)1881best1.1706151962280273
Oceania (population-weighted)1881high1.4267176389694214
Oceania (population-weighted)1881low0.8265063166618347
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatev2meharjrn -v2meharjrn +anomaly score
Europe (population-weighted)1974best0.0071817561984062195-0.3833014667034149100%
Europe (population-weighted)1975best0.06677787750959396-0.313976913690567100%
Europe (population-weighted)1976best0.19171954691410065-0.17093144357204437100%
Europe (population-weighted)1977best0.2108403742313385-0.14775575697422028100%
Europe (population-weighted)1978best0.26431751251220703-0.08594394475221634100%
Europe (population-weighted)1979best0.2617369592189789-0.08757564425468445100%
Europe (population-weighted)1980best0.27477607131004333-0.07154528796672821100%
Europe (population-weighted)1949high0.28114280104637146-0.037288814783096313100%
Europe (population-weighted)1960high0.23307040333747864-0.08472494781017303100%
Europe (population-weighted)1959high0.232878178358078-0.08475454151630402100%
Europe (population-weighted)1961high0.23549623787403107-0.08212471008300781100%
Europe (population-weighted)1958high0.23735783994197845-0.07960110902786255100%
Europe (population-weighted)1957high0.24260705709457397-0.07366982102394104100%
Europe (population-weighted)1956high0.25399789214134216-0.06056932732462883100%
Europe (population-weighted)1955high0.25279974937438965-0.06172386556863785100%
Europe (population-weighted)1954high0.2548793852329254-0.05916045233607292100%
Europe (population-weighted)1953high0.27370840311050415-0.037453558295965195100%
Europe (population-weighted)1952high0.2775675356388092-0.032690901309251785100%
Europe (population-weighted)1951high0.2816389799118042-0.02745889499783516100%
Europe (population-weighted)1950high0.28471729159355164-0.02342308685183525100%
Europe (population-weighted)1964high0.30345430970191956-0.001121685840189457100%
Europe (population-weighted)1963high0.3010455369949341-0.0033760759979486465100%
Europe (population-weighted)1986low0.12165659666061401-0.16838620603084564100%
Europe (population-weighted)1985low0.16137084364891052-0.12451440840959549100%
Europe (population-weighted)1962high0.11101096123456955-0.08462713658809662100%
Europe (population-weighted)1931best0.09583017230033875-0.029722847044467926100%
Europe (population-weighted)1920low0.015283140353858471-0.10976680368185043100%
Europe (population-weighted)1930best0.01041482761502266-0.11275383085012436100%
Europe (population-weighted)1929best0.04215225949883461-0.07809577137231827100%
Europe (population-weighted)1928best0.04505401477217674-0.07103163748979568100%
Europe (population-weighted)1913low0.08302123099565506-0.028832074254751205100%
Europe (population-weighted)1927best0.04792739450931549-0.06361714750528336100%
Europe (population-weighted)1921low0.014224893413484097-0.09719062596559525100%
Europe (population-weighted)1926best0.07437113672494888-0.03205019235610962100%
Europe (population-weighted)1925best0.09268668293952942-0.009709199890494347100%
Europe (population-weighted)1912low0.08382518589496613-0.01770872436463833100%
Europe (population-weighted)1911low0.08771488070487976-0.010538563132286072100%
Europe (population-weighted)1910low0.08739783614873886-0.008089396171271801100%
Europe (population-weighted)1909low0.07985208928585052-0.014134002849459648100%
Europe (population-weighted)1908low0.08647868037223816-0.005551452748477459100%
Europe (population-weighted)1907low0.0847632884979248-0.004901996348053217100%
Europe (population-weighted)1904low0.08331255614757538-0.0011917997617274523100%
World (population-weighted)1978high0.035795509815216064-0.02963295206427574100%
South America (population-weighted)1814low-0.044350162148475650.014790577813982964100%
World (population-weighted)1967high0.008055438287556171-0.04860420525074005100%
World (population-weighted)1966high0.042332764714956284-0.014070190489292145100%
World (population-weighted)1986best0.019750872626900673-0.024562247097492218100%
Europe (population-weighted)1848best0.026945140212774277-0.014951691031455994100%
Europe (population-weighted)1809high-0.00194257323164492850.034372810274362564100%
Europe (population-weighted)1835high0.024331804364919662-0.008514299057424068100%
Europe (population-weighted)1834high0.02440633624792099-0.007599500007927418100%
Europe (population-weighted)1836high0.024260589852929115-0.0072244941256940365100%
Europe (population-weighted)1838high0.024128027260303497-0.006761001888662577100%
Europe (population-weighted)1837high0.024192653596401215-0.006388003472238779100%
Europe (population-weighted)1839high0.02365131303668022-0.006209601182490587100%
Europe (population-weighted)1840high0.022766826674342155-0.005789326503872871100%
Africa (population-weighted)1928high-0.0068308496847748760.015471589751541615100%
Africa (population-weighted)1929high-0.0060424488037824630.015509304590523243100%
Africa (population-weighted)1930high-0.0083388322964310650.012508836574852467100%
Africa (population-weighted)1931high-0.0076902979053556920.012216925621032715100%
Europe (population-weighted)1948high0.002503984374925494-0.015722084790468216100%
Africa (population-weighted)1935high-0.0143817299976944920.0031990804709494114100%
Africa (population-weighted)1936high-0.0038907988928258420.01266960334032774100%
Africa (population-weighted)1937high-0.00348823005333542820.012360547669231892100%
Africa (population-weighted)1938high-0.0030913974624127150.012067294679582119100%
Africa (population-weighted)1939high-0.0026232653763145210.011331192217767239100%
Africa (population-weighted)1940high-0.0109205320477485660.0015407687751576304100%
Africa (population-weighted)1941high-0.0044463612139225010.005348562728613615100%
World (population-weighted)1907high0.0038073903415352106-0.00430353544652462100%
Asia (population-weighted)1946high-0.00369600881822407250.004003332927823067100%
Asia (population-weighted)1984high-0.000171703737578354780.0043034860864281654100%
Asia (population-weighted)1979high-0.0039294278249144550.00033138529397547245100%
Europe (population-weighted)1983best0.33699396252632140.001846252707764506399%
Europe (population-weighted)1984best0.338917911052703860.00507251499220728997%
Europe (population-weighted)1982best0.34147328138351440.00585882971063256397%
Europe (population-weighted)1903low0.084036372601985930.00163258076645433996%
Africa (population-weighted)1933high0.00079606461804360150.01972027495503425692%
Europe (population-weighted)1981best0.35300847887992860.0178706850856542690%
Europe (population-weighted)1902low0.084764972329139710.004957048222422689%
World (population-weighted)1938high0.0007151350146159530.0114051802083849988%
Europe (population-weighted)1971best-0.02761060930788517-0.4225530326366424688%
Africa (population-weighted)1934high0.00128175609279423950.0195519067347049788%
Europe (population-weighted)1970best-0.02879592403769493-0.422607123851776187%
Europe (population-weighted)1972best-0.030774587765336037-0.427159607410430987%
Europe (population-weighted)1973best-0.03104281798005104-0.4285773634910583586%
Europe (population-weighted)1946high-0.0027683821972459555-0.03756625577807426586%
Europe (population-weighted)1851high0.018114870414137840.00145081395749002785%
World (population-weighted)1968high-0.005124345887452364-0.06129911914467811685%
Africa (population-weighted)1921high-0.030867567285895348-0.00269425660371780484%
South America (population-weighted)1813low0.0072359223850071430.0825354754924774284%
Europe (population-weighted)1901low0.085517331957817080.00791110657155513883%
Europe (population-weighted)1826high0.0331096202135086060.003128712065517902483%
Europe (population-weighted)1827high0.034036085009574890.003224879968911409483%
Europe (population-weighted)1828high0.034902960062026980.00357916136272251681%
Europe (population-weighted)1965high0.33729729056358340.03661848977208137580%
Europe (population-weighted)1829high0.0355464741587638850.00392412999644875580%
Europe (population-weighted)1932best0.14163038134574890.01575093343853950580%
Europe (population-weighted)1918best0.14400301873683930.01789755187928676678%
Europe (population-weighted)1900low0.086294069886207580.01105251256376504977%
Europe (population-weighted)1808high0.0060688671655952930.04295926913619041475%
~ vdem_multi_with_regions.int_auton_vdem 🟡 median anomaly score 1.8%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateint_auton_vdem
Africa (population-weighted)1900best-0.8310096859931946
Africa (population-weighted)1900high-0.34899818897247314
Africa (population-weighted)1900low-1.302564263343811
Africa (population-weighted)1901best-0.8304986357688904
Africa (population-weighted)1901high-0.34885215759277344
Africa (population-weighted)1901low-1.3016843795776367
Oceania (population-weighted)1872best-0.12940925359725952
Oceania (population-weighted)1872high0.06911392509937286
Oceania (population-weighted)1872low-0.3532155454158783
Oceania (population-weighted)1873best-0.1302773803472519
Oceania (population-weighted)1873high0.06973488628864288
Oceania (population-weighted)1873low-0.35557690262794495
Oceania (population-weighted)1874best-0.13113737106323242
Oceania (population-weighted)1874high0.0703580379486084
Oceania (population-weighted)1874low-0.3579156696796417
Oceania (population-weighted)1875best-0.13198891282081604
Oceania (population-weighted)1875high0.0709834024310112
Oceania (population-weighted)1875low-0.36023110151290894
Oceania (population-weighted)1876best-0.1328316032886505
Oceania (population-weighted)1876high0.07161084562540054
Oceania (population-weighted)1876low-0.3625219464302063
Oceania (population-weighted)1877best-0.13366511464118958
Oceania (population-weighted)1877high0.07224035263061523
Oceania (population-weighted)1877low-0.36478742957115173
Oceania (population-weighted)1878best-0.13448910415172577
Oceania (population-weighted)1878high0.0728718489408493
Oceania (population-weighted)1878low-0.36702650785446167
Oceania (population-weighted)1879best-0.13539573550224304
Oceania (population-weighted)1879high0.07350192219018936
Oceania (population-weighted)1879low-0.3694935441017151
Oceania (population-weighted)1880best-0.13638164103031158
Oceania (population-weighted)1880high0.0741279348731041
Oceania (population-weighted)1880low-0.3721793293952942
Oceania (population-weighted)1881best-0.13744325935840607
Oceania (population-weighted)1881high0.07474741339683533
Oceania (population-weighted)1881low-0.37507423758506775
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateint_auton_vdem -int_auton_vdem +anomaly score
Oceania (population-weighted)1930best0.04629269614815712-0.1314443200826645100%
Asia (population-weighted)1838high-0.099419839680194850.036336325109004974100%
Asia (population-weighted)1837high-0.097586929798126220.03373560309410095100%
Asia (population-weighted)1802high-0.074701093137264250.05489344894886017100%
Asia (population-weighted)1800high-0.084767438471317290.044580742716789246100%
Asia (population-weighted)1836high-0.095754519104957580.03299575299024582100%
Asia (population-weighted)1803high-0.073768332600593570.05440453439950943100%
Asia (population-weighted)1801high-0.080145992338657380.0472591370344162100%
Asia (population-weighted)1804high-0.072813406586647030.05391773208975792100%
Asia (population-weighted)1805high-0.071836754679679870.053429216146469116100%
Asia (population-weighted)1835high-0.093922644853591920.03037070855498314100%
Asia (population-weighted)1806high-0.07083879411220550.053028687834739685100%
Asia (population-weighted)1807high-0.069819942116737370.05262424051761627100%
Asia (population-weighted)1799high-0.037700660526752470.0844985693693161100%
Asia (population-weighted)1834high-0.092091336846351620.02890300564467907100%
Asia (population-weighted)1808high-0.068780608475208280.052114155143499374100%
Asia (population-weighted)1809high-0.067721150815486910.051606435328722100%
Asia (population-weighted)1821high-0.0604435876011848450.05785871669650078100%
Asia (population-weighted)1820high-0.062782056629657750.05392296984791756100%
Asia (population-weighted)1810high-0.06548637151718140.051105305552482605100%
Asia (population-weighted)1833high-0.090260617434978490.026196669787168503100%
Asia (population-weighted)1825high-0.057521849870681760.05834353342652321100%
Asia (population-weighted)1819high-0.06493050605058670.05034540966153145100%
Asia (population-weighted)1812high-0.060735244303941730.053999874740839005100%
Asia (population-weighted)1818high-0.069005019962787630.04572903737425804100%
Asia (population-weighted)1824high-0.0582766905426979060.0564085990190506100%
Asia (population-weighted)1817high-0.071766085922718050.042122866958379745100%
Asia (population-weighted)1811high-0.063281558454036710.0505780428647995100%
Asia (population-weighted)1816high-0.074570149183273320.038504213094711304100%
Asia (population-weighted)1832high-0.08843050897121430.023706480860710144100%
Asia (population-weighted)1815high-0.066895678639411930.04521626979112625100%
Asia (population-weighted)1826high-0.056775007396936420.05533004552125931100%
Asia (population-weighted)1822high-0.059810429811477660.051693666726350784100%
Asia (population-weighted)1814high-0.069703906774520870.041757453233003616100%
Asia (population-weighted)1823high-0.059039540588855740.05195814371109009100%
Asia (population-weighted)1813high-0.072554692625999450.038363829255104065100%
Asia (population-weighted)1827high-0.084122531116008760.026690492406487465100%
Asia (population-weighted)1828high-0.083326973021030430.026472091674804688100%
Asia (population-weighted)1829high-0.083064205944538120.026211204007267952100%
Asia (population-weighted)1798high-0.0404007323086261750.06884657591581345100%
Asia (population-weighted)1830high-0.083330094814300540.025740738958120346100%
Asia (population-weighted)1831high-0.087120562791824340.021624481305480003100%
Oceania (population-weighted)1929high0.04283678159117699-0.06322168558835983100%
Oceania (population-weighted)1928high0.041517358273267746-0.06374848634004593100%
Oceania (population-weighted)1927high0.03886939585208893-0.06460955739021301100%
Oceania (population-weighted)1926high0.03611864149570465-0.06618142127990723100%
Oceania (population-weighted)1925high0.033259931951761246-0.06829122453927994100%
Oceania (population-weighted)1924high0.030287034809589386-0.07068117707967758100%
Oceania (population-weighted)1923high0.027193928137421608-0.07302211225032806100%
Oceania (population-weighted)1922high0.023973990231752396-0.07507213950157166100%
Oceania (population-weighted)1921high0.01978113129734993-0.07751506567001343100%
Asia (population-weighted)1797high-0.043130468577146530.053014662116765976100%
Oceania (population-weighted)1920high0.01454195100814104-0.08021857589483261100%
Oceania (population-weighted)1919high0.008183850906789303-0.08506710082292557100%
Asia (population-weighted)1796high-0.0458903573453426360.03699971362948418100%
Asia (population-weighted)1795high-0.048680908977985380.02079853229224682100%
Asia (population-weighted)1794high-0.051502630114555360.004407850559800863100%
South America (population-weighted)1826low0.01643889769911766-0.026185229420661926100%
South America (population-weighted)1825low0.011729270219802856-0.030361594632267952100%
World (population-weighted)1942high-0.00910979788750410.030337734147906303100%
World (population-weighted)1943high-0.0148851601406931880.021171381697058678100%
World (population-weighted)1944high-0.0054578306153416630.02826962061226368100%
Asia (population-weighted)1841high-0.1419612616300583-0.005516019649803638593%
Asia (population-weighted)1840high-0.13988827168941498-0.00600105617195367892%
World (population-weighted)1948low-0.000628739595413208-0.00943725369870662788%
Asia (population-weighted)1839high-0.1409078687429428-0.01046200189739465786%
Europe (population-weighted)1829low0.090462714433670040.00856046564877033283%
Europe (population-weighted)1823low0.085311241447925570.00807478651404380883%
Europe (population-weighted)1824low0.086497507989406590.00932195875793695481%
World (population-weighted)1941high0.0062818303704261780.04869577288627624577%
Asia (population-weighted)1843high-0.1744215041399002-0.03884564712643623464%
Asia (population-weighted)1793high-0.05435604974627495-0.01217567361891269763%
Asia (population-weighted)1844high-0.17656317353248596-0.0406985320150852263%
Asia (population-weighted)1845high-0.1787128895521164-0.04281224682927131761%
Asia (population-weighted)1846high-0.1808706521987915-0.0446786358952522360%
Asia (population-weighted)1847high-0.18303653597831726-0.0464982464909553559%
Asia (population-weighted)1848high-0.18521054089069366-0.04876523837447166458%
Asia (population-weighted)1849high-0.18798406422138214-0.0511687025427818357%
South America (population-weighted)1824low-0.015638122335076332-0.0542602017521858255%
Asia (population-weighted)1852high-0.2378910928964615-0.1007942631840705940%
Asia (population-weighted)1948low-0.0160304456949234-0.0377343855798244540%
Asia (population-weighted)1851high-0.23334051668643951-0.1001251488924026540%
Asia (population-weighted)1853high-0.24309991300106049-0.1048536077141761840%
Asia (population-weighted)1850high-0.23728518187999725-0.1026323661208152840%
Asia (population-weighted)1854high-0.24830347299575806-0.1100416556000709539%
Oceania (population-weighted)1931low-0.17789320647716522-0.392957150936126738%
Oceania (population-weighted)1932low-0.18381381034851074-0.394100666046142636%
Oceania (population-weighted)1918high-0.0783265233039856-0.16689917445182836%
Europe (population-weighted)1945low-0.01134430430829525-0.00536186899989843436%
Oceania (population-weighted)1933low-0.19252990186214447-0.395152062177658134%
Oceania (population-weighted)1931best0.39425656199455260.1947193890810012834%
Oceania (population-weighted)1932best0.38870555162429810.193643465638160733%
Europe (population-weighted)1819low0.136293292045593260.0683423578739166333%
Asia (population-weighted)1792high-0.05724170431494713-0.0289554651826620133%
Oceania (population-weighted)1933best0.380538851022720340.1926534622907638533%
Oceania (population-weighted)1934low-0.20158889889717102-0.396563291549682633%
Oceania (population-weighted)1917high-0.08681856840848923-0.170735195279121433%
Europe (population-weighted)1818low0.13177880644798280.0670126900076866133%
Oceania (population-weighted)1934best0.372053235769271850.1913280934095382732%
Oceania (population-weighted)1935best0.363240897655487060.190214827656745931%
~ vdem_multi_with_regions.corr_leg_vdem 🟡 median anomaly score 1.8%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecorr_leg_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872high1.4124418497085571
Oceania (population-weighted)1872low0.2975400388240814
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873high1.4252527952194214
Oceania (population-weighted)1873low0.3037349581718445
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874high1.4381136894226074
Oceania (population-weighted)1874low0.3100859224796295
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875high1.4510248899459839
Oceania (population-weighted)1875low0.316596657037735
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876high1.4639838933944702
Oceania (population-weighted)1876low0.32326897978782654
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877high1.4769902229309082
Oceania (population-weighted)1877low0.33010581135749817
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878high1.4900426864624023
Oceania (population-weighted)1878low0.33710977435112
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879high1.5030311346054077
Oceania (population-weighted)1879low0.3430875539779663
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880high1.5159010887145996
Oceania (population-weighted)1880low0.34800949692726135
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881high1.5286012887954712
Oceania (population-weighted)1881low0.3518514931201935
~ Changed values: 1,293 / 106,164 (1.22%) (1,229 revised, 64 disappeared) — showing the 100 most anomalous rows
countryyearestimatecorr_leg_vdem -corr_leg_vdem +anomaly score
World (population-weighted)1971low0.022912951186299324-0.01161921676248312100%
World (population-weighted)1969low0.03105507791042328-0.003180548781529069100%
World (population-weighted)1970low0.03395653888583183-0.00014417257625609636100%
North America (population-weighted)1844low0.01802605390548706-0.004676918499171734100%
South America (population-weighted)1946high0.0005116063985042274-0.004746207036077976100%
North America (population-weighted)1859low0.0005500887637026608-0.003741856664419174100%
World (population-weighted)1976low-0.0006893217214383185-0.03216961026191711496%
North America (population-weighted)1904low0.0312819108366966250.00113948585931211793%
North America (population-weighted)1901low0.0298559404909610750.002640499267727136684%
North America (population-weighted)1845low0.025641642510890960.002858472522348165580%
South America (population-weighted)1936high-0.0034171524457633495-0.02003675699234008871%
North America (population-weighted)1902low0.0328922420740127560.00565835041925311171%
North America (population-weighted)1905low0.037176296114921570.00736804073676466967%
North America (population-weighted)1903low0.03610109165310860.00808101892471313563%
North America (population-weighted)1906low0.040284372866153720.00971389282494783461%
North America (population-weighted)1908low0.0460329204797744750.0152734406292438550%
North America (population-weighted)1846low0.0332051925361156460.0110349133610725450%
World (population-weighted)1977low-0.01750088669359684-0.0488065928220748947%
World (population-weighted)1973low-0.019623233005404472-0.05427116528153419547%
World (population-weighted)1972low-0.019950151443481445-0.055037241429090547%
North America (population-weighted)1860low0.0075632752850651740.002749840728938579647%
North America (population-weighted)1909low0.0491825491189956670.0182659123092889846%
World (population-weighted)1978low-0.019629130139946938-0.0515238679945468945%
North America (population-weighted)1891low0.032454989850521090.01290476042777299943%
North America (population-weighted)1890low0.0296551566570997240.01213286910206079542%
South America (population-weighted)1843high-0.06033480167388916-0.1445231288671493541%
North America (population-weighted)1900low0.0487282015383243560.02052220888435840641%
South America (population-weighted)1842high-0.06520545482635498-0.1447446793317794838%
World (population-weighted)1975low-0.027042871341109276-0.06002695113420486538%
North America (population-weighted)1892low0.0348616428673267360.01579920947551727338%
North America (population-weighted)1899low0.049016777426004410.02234222367405891437%
North America (population-weighted)1907low0.0587964132428169250.02697515115141868637%
North America (population-weighted)1898low0.046753387898206710.0221031028777360936%
World (population-weighted)1974low-0.03179758042097092-0.0660973936319351235%
South America (population-weighted)1841high-0.07066222280263901-0.1451083570718765335%
North America (population-weighted)1847low0.0407157875597476960.0200296808034181634%
North America (population-weighted)1897low0.0448101609945297240.0220461152493953734%
North America (population-weighted)1896low0.042851597070693970.0213173981755971934%
North America (population-weighted)1893low0.036882795393466950.01884934119880199432%
North America (population-weighted)1910low0.05822536349296570.0298766605556011232%
World (population-weighted)1968low0.070323236286640170.03656974434852632%
South America (population-weighted)1844high-0.09081216156482697-0.17429749667644531%
North America (population-weighted)1895low0.0408776327967643740.02150615863502025631%
South America (population-weighted)1840high-0.07672306895256042-0.145168229937553431%
North America (population-weighted)1831low-0.07319559901952744-0.1360097825527191230%
North America (population-weighted)1832low-0.0654895231127739-0.1216220334172248830%
North America (population-weighted)1894low0.038888067007064820.021102659404277830%
North America (population-weighted)1830low-0.08181848376989365-0.150071665644645729%
North America (population-weighted)1833low-0.058664076030254364-0.1073789596557617229%
World (population-weighted)1952low0.089918993413448330.0494047105312347429%
World (population-weighted)1953low0.08939034491777420.0493129976093769129%
North America (population-weighted)1834low-0.05186444893479347-0.0933759286999702529%
World (population-weighted)1951low0.092426002025604250.0515635237097740228%
North America (population-weighted)1835low-0.04509222134947777-0.0799186229705810528%
North America (population-weighted)1836low-0.03834884241223335-0.0665744766592979427%
South America (population-weighted)1839high-0.08340787887573242-0.1447484493255615227%
Europe (population-weighted)1989low0.37136062979698180.2194559127092361526%
North America (population-weighted)1837low-0.03163580968976021-0.0530510358512401625%
North America (population-weighted)1829low-0.0913933739066124-0.1518120318651199325%
North America (population-weighted)1848low0.0481721274554729460.02927123010158538824%
World (population-weighted)1950low0.104529649019241330.06365724653005624%
South America (population-weighted)1838high-0.0907369926571846-0.145256623625755323%
Europe (population-weighted)1987low0.409950464963912960.2618491649627685522%
Europe (population-weighted)1988low0.409275680780410770.2616249322891235422%
World (population-weighted)1966low0.098291158676147460.0642381981015205421%
North America (population-weighted)1828low-0.10195361077785492-0.153591841459274320%
North America (population-weighted)1889low0.071863651275634770.0483176782727241520%
North America (population-weighted)1888low0.068574190139770510.0462453663349151619%
South America (population-weighted)1837high-0.09873311221599579-0.1455868333578109719%
North America (population-weighted)1887low0.064888253808021550.0441620275378227219%
Europe (population-weighted)1990low0.414729654788970950.283269435167312619%
North America (population-weighted)1849low0.055379360914230350.03863603994250297518%
North America (population-weighted)1886low0.0611829012632370.04296675324440002417%
North America (population-weighted)1878low0.0296430923044681550.04177002981305122417%
World (population-weighted)1979low-0.0836649090051651-0.1163701415061950716%
North America (population-weighted)1877low0.0251184422522783280.0348450951278209716%
Europe (population-weighted)1986low0.49960806965827940.362130850553512616%
Europe (population-weighted)1915low0.22721767425537110.1650597602128982516%
North America (population-weighted)1939low0.0383426100015640260.02785953134298324616%
North America (population-weighted)1885low0.057458285242319110.04181481152772903416%
North America (population-weighted)1827low-0.11353038251399994-0.155508846044540416%
South America (population-weighted)1836high-0.10662475973367691-0.1456970870494842515%
North America (population-weighted)1862low0.037166066467761990.027209084481000915%
North America (population-weighted)1942low0.0272428803145885470.02001978084444999715%
North America (population-weighted)1863low0.0440934337675571440.03251407295465469415%
North America (population-weighted)1941low0.035125531256198880.0259581524878740315%
North America (population-weighted)1861low0.0302010998129844670.02263599261641502414%
North America (population-weighted)1864low0.050970774143934250.0382463037967681914%
Europe (population-weighted)1984low0.54627484083175660.41363671422004714%
North America (population-weighted)1940low0.042380165308713910.03210239857435226414%
Europe (population-weighted)1985low0.54588019847869870.4136871993541717514%
North America (population-weighted)1943low0.0187447331845760350.01427709963172674214%
Europe (population-weighted)1876low0.217897087335586550.1662845164537429813%
Europe (population-weighted)1877low0.219211041927337650.1677678376436233513%
Europe (population-weighted)1912low0.278157442808151250.2139329910278320313%
Europe (population-weighted)1911low0.277938693761825560.214398562908172613%
World (population-weighted)1967low0.14202223718166350.1095826327800750713%
North America (population-weighted)1850low0.062343820929527280.0481800884008407613%
Europe (population-weighted)1910low0.283095419406890870.2195235490798950213%
Europe (population-weighted)1973low0.59762877225875850.465002208948135412%
~ vdem_multi_with_regions.counterarg_polch_vdem 🟡 median anomaly score 1.8%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecounterarg_polch_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatecounterarg_polch_vdem -counterarg_polch_vdem +anomaly score
Oceania (population-weighted)1918low0.19132038950920105-0.05763255059719086100%
Oceania (population-weighted)1917low0.17125652730464935-0.06855456531047821100%
Oceania (population-weighted)1916low0.19552889466285706-0.03501216322183609100%
Europe (population-weighted)1973high0.018513690680265427-0.2039058953523636100%
Europe (population-weighted)1972high0.019045505672693253-0.20241598784923553100%
Europe (population-weighted)1971high0.06443138420581818-0.15590351819992065100%
Europe (population-weighted)1970high0.04795272275805473-0.1704351305961609100%
Europe (population-weighted)1974high0.0415131039917469-0.17683061957359314100%
Europe (population-weighted)1954high0.004242707509547472-0.20511168241500854100%
Europe (population-weighted)1955high0.009431463666260242-0.19964995980262756100%
Europe (population-weighted)1975high0.14760036766529083-0.0557967908680439100%
Oceania (population-weighted)1915low0.17375218868255615-0.02868795581161976100%
Europe (population-weighted)1976high0.1527431607246399-0.03755573928356171100%
Europe (population-weighted)1956high0.15802201628684998-0.03083551675081253100%
Europe (population-weighted)1967high0.08309903740882874-0.09852791577577591100%
Europe (population-weighted)1965high0.10952294617891312-0.07168518006801605100%
Europe (population-weighted)1957high0.12947316467761993-0.051608625799417496100%
Oceania (population-weighted)1914low0.15089546144008636-0.027595141902565956100%
Europe (population-weighted)1966high0.10221365839242935-0.07604735344648361100%
Europe (population-weighted)1962high0.08517397195100784-0.092439666390419100%
Europe (population-weighted)1959high0.08159712702035904-0.09496019780635834100%
Europe (population-weighted)1961high0.09172933548688889-0.08445814251899719100%
Europe (population-weighted)1960high0.08996255695819855-0.08596925437450409100%
Europe (population-weighted)1964high0.14550715684890747-0.030162295326590538100%
Oceania (population-weighted)1901low0.09847553819417953-0.07402834296226501100%
Oceania (population-weighted)1902low0.10543204843997955-0.06595194339752197100%
Oceania (population-weighted)1903low0.11198518425226212-0.05917094275355339100%
Europe (population-weighted)1963high0.14083877205848694-0.029850276187062263100%
Oceania (population-weighted)1904low0.11846445500850677-0.05020105093717575100%
Oceania (population-weighted)1905low0.12486966699361801-0.0413028821349144100%
Europe (population-weighted)1958high0.0910840556025505-0.07426773756742477100%
Oceania (population-weighted)1906low0.131201833486557-0.03261680155992508100%
Oceania (population-weighted)1907low0.13746008276939392-0.02282971702516079100%
Oceania (population-weighted)1908low0.14364564418792725-0.012882067821919918100%
Oceania (population-weighted)1909low0.15430916845798492-0.000929700443521142100%
Oceania (population-weighted)1940low0.07995901256799698-0.052394285798072815100%
Europe (population-weighted)1985best0.059195734560489655-0.0618613064289093100%
Oceania (population-weighted)1941low0.06841281056404114-0.04967286065220833100%
Oceania (population-weighted)1942low0.05740579217672348-0.047019023448228836100%
Europe (population-weighted)1931high0.005336961708962917-0.09671459347009659100%
Europe (population-weighted)1932high0.02550826407968998-0.07469063997268677100%
Europe (population-weighted)1919best0.07278929650783539-0.01966710574924946100%
Oceania (population-weighted)1943low0.04694947227835655-0.04443016275763512100%
Europe (population-weighted)1929high0.010482775047421455-0.07293429225683212100%
Oceania (population-weighted)1944low0.036178264766931534-0.04190398380160332100%
Europe (population-weighted)1928high0.05956951156258583-0.01337727066129446100%
Europe (population-weighted)1927high0.06692676991224289-0.003705043578520417100%
Oceania (population-weighted)1945low0.021667493507266045-0.042846497148275375100%
Europe (population-weighted)1922best0.02615080028772354-0.03717789053916931100%
South America (population-weighted)1923high-0.0258023608475923540.0032624213490635157100%
South America (population-weighted)1924high-0.0197171363979578020.00838021282106638100%
Europe (population-weighted)1930high-9.339867392554879e-05-0.08289696276187897100%
World (population-weighted)1922high0.00170292519032955176.983209459576756e-0592%
Oceania (population-weighted)1910low0.169138148427009580.01166941039264202187%
Europe (population-weighted)1926high0.072529911994934080.00543576665222644886%
Europe (population-weighted)1986low-0.012043053284287453-0.0972205549478530978%
Europe (population-weighted)1969high-0.0387352779507637-0.258922547101974574%
Oceania (population-weighted)1911low0.187855616211891170.029419910162687373%
Europe (population-weighted)1977high0.220816820859909060.0400741100311279369%
Europe (population-weighted)1912best-0.013172494247555733-0.0701920092105865568%
Europe (population-weighted)1913best-0.015489771030843258-0.0814858898520469768%
Europe (population-weighted)1968high-0.04697766900062561-0.2468723058700561568%
Europe (population-weighted)1911best-0.013292061164975166-0.0682312324643135167%
Europe (population-weighted)1910best-0.015163805335760117-0.0679650157690048264%
Oceania (population-weighted)1939low0.199821487069129940.0461778715252876362%
Oceania (population-weighted)1912low0.21021695435047150.048993073403835362%
Oceania (population-weighted)1913low0.236002773046493530.0649860724806785657%
Europe (population-weighted)1979high0.244413033127784730.0678004473447799757%
Europe (population-weighted)1921best0.104902543127536770.03197887539863586453%
Europe (population-weighted)1918best-0.03492196276783943-0.1131545305252075253%
Oceania (population-weighted)1919low0.383118271827697750.1212207302451133752%
Oceania (population-weighted)1920low0.39655873179435730.1311901062726974550%
Europe (population-weighted)1920best0.123045258224010470.0410400219261646350%
Oceania (population-weighted)1921low0.406678080558776860.1362712681293487550%
Europe (population-weighted)1978high0.2642783820629120.0897335186600685149%
Oceania (population-weighted)1922low0.413707077503204350.1423920243978500449%
Oceania (population-weighted)1923low0.41787552833557130.1475691348314285348%
World (population-weighted)1977high-0.017419736832380295-0.0482215359807014547%
Oceania (population-weighted)1924low0.42193773388862610.1531691402196884247%
Oceania (population-weighted)1925low0.425898849964141850.1581913977861404446%
Oceania (population-weighted)1926low0.429762482643127440.1629290878772735645%
Oceania (population-weighted)1927low0.433533102273941040.1677295714616775544%
Europe (population-weighted)1984high0.23835486173629760.092574588954448744%
Oceania (population-weighted)1928low0.43721371889114380.170643419027328544%
Oceania (population-weighted)1929low0.43799459934234620.171744927763938944%
Oceania (population-weighted)1930low0.43588379025459290.1716850548982620243%
Oceania (population-weighted)1931low0.430868148803710940.170608729124069243%
Europe (population-weighted)1983high0.241648718714714050.0959680601954460143%
Europe (population-weighted)1915best-0.04387318715453148-0.1102223619818687443%
Oceania (population-weighted)1932low0.42291381955146790.169368937611579943%
Europe (population-weighted)1982high0.244762703776359560.0991742014884948742%
Oceania (population-weighted)1933low0.411965847015380860.168229579925537142%
Oceania (population-weighted)1934low0.40063333511352540.1666988283395767241%
Europe (population-weighted)1916best-0.050103068351745605-0.1166807338595390340%
Europe (population-weighted)1909best-0.040586888790130615-0.0920923203229904239%
South America (population-weighted)1930high0.0083634220063686370.0186809208244085338%
Europe (population-weighted)1908best-0.04202794283628464-0.0924894064664840738%
Europe (population-weighted)1907best-0.04165208339691162-0.091579392552375837%
World (population-weighted)1966high0.0587684176862239840.0274529345333576236%
World (population-weighted)1919high0.015601217746734620.0073617775924503836%
~ vdem_multi_with_regions.dom_auton_vdem 🟡 median anomaly score 1.8%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatedom_auton_vdem
Africa (population-weighted)1900best-0.8590257167816162
Africa (population-weighted)1900high-0.401220440864563
Africa (population-weighted)1900low-1.306099772453308
Africa (population-weighted)1901best-0.8586246967315674
Africa (population-weighted)1901high-0.4010339081287384
Africa (population-weighted)1901low-1.305458426475525
Oceania (population-weighted)1872best0.02073119767010212
Oceania (population-weighted)1872high0.29989930987358093
Oceania (population-weighted)1872low-0.2740982174873352
Oceania (population-weighted)1873best0.018305666744709015
Oceania (population-weighted)1873high0.30109354853630066
Oceania (population-weighted)1873low-0.2793992757797241
Oceania (population-weighted)1874best0.015772074460983276
Oceania (population-weighted)1874high0.3022348880767822
Oceania (population-weighted)1874low-0.28482717275619507
Oceania (population-weighted)1875best0.013127710670232773
Oceania (population-weighted)1875high0.3033217787742615
Oceania (population-weighted)1875low-0.2903849184513092
Oceania (population-weighted)1876best0.010370789095759392
Oceania (population-weighted)1876high0.30435270071029663
Oceania (population-weighted)1876low-0.29607394337654114
Oceania (population-weighted)1877best0.0074990419670939445
Oceania (population-weighted)1877high0.3053262531757355
Oceania (population-weighted)1877low-0.3018965721130371
Oceania (population-weighted)1878best0.004510283004492521
Oceania (population-weighted)1878high0.30624088644981384
Oceania (population-weighted)1878low-0.30785492062568665
Oceania (population-weighted)1879best0.0022776152472943068
Oceania (population-weighted)1879high0.30758386850357056
Oceania (population-weighted)1879low-0.31298547983169556
Oceania (population-weighted)1880best0.0008138586417771876
Oceania (population-weighted)1880high0.3093516230583191
Oceania (population-weighted)1880low-0.31726300716400146
Oceania (population-weighted)1881best0.00012816062371712178
Oceania (population-weighted)1881high0.31153905391693115
Oceania (population-weighted)1881low-0.3206669092178345
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatedom_auton_vdem -dom_auton_vdem +anomaly score
Oceania (population-weighted)1931low0.0250058826059103-0.22088538110256195100%
Oceania (population-weighted)1932low0.017095567658543587-0.22241578996181488100%
Oceania (population-weighted)1933low0.006082623265683651-0.22383776307106018100%
Oceania (population-weighted)1918best0.11450225114822388-0.09056694805622101100%
Oceania (population-weighted)1917best0.09847696125507355-0.09713130444288254100%
Oceania (population-weighted)1919best0.12773914635181427-0.06763596087694168100%
Oceania (population-weighted)1916best0.08200571686029434-0.09752453863620758100%
Oceania (population-weighted)1915best0.06468704342842102-0.09437297284603119100%
Oceania (population-weighted)1914best0.04649022966623306-0.09520313143730164100%
Oceania (population-weighted)1913best0.027385136112570763-0.0998731404542923100%
Oceania (population-weighted)1912best0.007342188619077206-0.11273255944252014100%
World (population-weighted)1802best-0.0528505481779575350.04543549567461014100%
World (population-weighted)1800best-0.062847025692462920.033927060663700104100%
World (population-weighted)1803best-0.047562900930643080.04899983108043671100%
World (population-weighted)1805best-0.063037239015102390.032972559332847595100%
World (population-weighted)1839best-0.007467131130397320.08808448910713196100%
World (population-weighted)1804best-0.050130590796470640.0449797585606575100%
World (population-weighted)1801best-0.0597579628229141240.03531954064965248100%
World (population-weighted)1809best-0.076975047588348390.015780210494995117100%
World (population-weighted)1806best-0.047780580818653110.04406845197081566100%
World (population-weighted)1799best-0.030258715152740480.06118369475007057100%
World (population-weighted)1808best-0.068163990974426270.02275877632200718100%
World (population-weighted)1810best-0.06930177658796310.02032298967242241100%
World (population-weighted)1807best-0.046549089252948760.04204182326793671100%
World (population-weighted)1812best-0.0563863031566143040.030913379043340683100%
World (population-weighted)1811best-0.060401141643524170.02637079730629921100%
World (population-weighted)1819best-0.00144159549381583930.08461983501911163100%
World (population-weighted)1818best-0.00660904776304960250.07879496365785599100%
World (population-weighted)1817best-0.0123345283791422840.07277315855026245100%
World (population-weighted)1814best-0.070307560265064240.01349252462387085100%
World (population-weighted)1813best-0.056426156312227250.027315177023410797100%
World (population-weighted)1816best-0.020184904336929320.06333459913730621100%
World (population-weighted)1815best-0.027251442894339560.05600487440824509100%
World (population-weighted)1798best-0.033711344003677370.04860813915729523100%
World (population-weighted)1823best-0.0041357390582561490.07678306102752686100%
World (population-weighted)1797best-0.048384431749582290.02672179788351059100%
World (population-weighted)1796best-0.0396146103739738460.024072986096143723100%
Europe (population-weighted)1944best0.01249863114207983-0.007336853072047234100%
Oceania (population-weighted)1934low-0.005335183814167976-0.2256931811571121295%
World (population-weighted)1821best0.00263354717753827570.0891674086451530594%
Oceania (population-weighted)1882best0.00022636695939581840.003780069993808865589%
Oceania (population-weighted)1935low-0.017167294397950172-0.2273865342140197886%
World (population-weighted)1840best0.0089979041367769240.1080216616392135685%
Oceania (population-weighted)1911best-0.010664180852472782-0.1258682161569595384%
World (population-weighted)1820best0.0095307826995849610.097500018775463182%
World (population-weighted)1828best0.0093748625367879870.0900842398405075181%
World (population-weighted)1795best-0.06231975182890892-0.00709954649209976280%
World (population-weighted)1829best0.0114018060266971590.0917519778013229478%
Oceania (population-weighted)1936low-0.029423018917441368-0.228494584560394377%
World (population-weighted)1822best0.014507512561976910.0955028757452964874%
World (population-weighted)1827best0.018022347241640090.1002815812826156670%
Oceania (population-weighted)1937low-0.04211173206567764-0.2290416061878204369%
Oceania (population-weighted)1910best-0.026459498330950737-0.137787610292434768%
World (population-weighted)1947best0.005638916511088610.0285502634942531667%
World (population-weighted)1834best0.021802414208650590.1095126941800117567%
World (population-weighted)1824best0.0220280773937702180.1053553223609924365%
World (population-weighted)1833best0.0266700778156518940.110846377909183561%
Oceania (population-weighted)1938low-0.05524272471666336-0.2295554429292678861%
World (population-weighted)1825best0.0270249191671609880.1118610277771949861%
World (population-weighted)1832best0.02601465769112110.107104115188121861%
World (population-weighted)1838best0.032287519425153730.1325742900371551561%
World (population-weighted)1830best0.0273376870900392530.1078126654028892560%
Asia (population-weighted)1842high-0.1958998590707779-0.0501765422523021759%
Asia (population-weighted)1843high-0.19786131381988525-0.05161131918430328459%
World (population-weighted)1831best0.0282849930226802830.1082409173250198459%
Oceania (population-weighted)1883best0.0011110798222944140.00424620788544416459%
World (population-weighted)1826best0.029294600710272790.1114683821797370958%
World (population-weighted)1837best0.034980610013008120.1325640678405761758%
Asia (population-weighted)1844high-0.19982796907424927-0.05344387143850326558%
Asia (population-weighted)1845high-0.20179982483386993-0.055482413619756757%
Asia (population-weighted)1846high-0.20377688109874725-0.05735114216804504456%
Asia (population-weighted)1847high-0.20575915277004242-0.0591591671109199555%
Asia (population-weighted)1841high-0.20433923602104187-0.059676405042409955%
Asia (population-weighted)1848high-0.20774665474891663-0.06141470372676849454%
World (population-weighted)1836best0.040066815912723540.13499669730663354%
Oceania (population-weighted)1939low-0.06799103319644928-0.2261230945587158254%
World (population-weighted)1835best0.039292950183153150.1304859966039657654%
Asia (population-weighted)1849high-0.21016179025173187-0.0637925267219543553%
Oceania (population-weighted)1929low-0.1228698343038559-0.3646438121795654350%
Oceania (population-weighted)1928low-0.12394370883703232-0.3656709492206573549%
Oceania (population-weighted)1930low-0.1246568039059639-0.364053636789321949%
Oceania (population-weighted)1927low-0.12789052724838257-0.367536962032318148%
World (population-weighted)1794best-0.07085654139518738-0.02493152581155348%
Oceania (population-weighted)1926low-0.13195690512657166-0.3711313605308532748%
Oceania (population-weighted)1940low-0.08032412827014923-0.2227780371904373247%
Oceania (population-weighted)1925low-0.1361476182937622-0.375991076231002847%
Oceania (population-weighted)1924low-0.1404687762260437-0.3815165758132934646%
Oceania (population-weighted)1923low-0.1449262797832489-0.386938631534576446%
Oceania (population-weighted)1922low-0.14952616393566132-0.3916600346565246645%
Europe (population-weighted)1940low-0.013713859021663666-0.03581958264112472545%
Oceania (population-weighted)1921low-0.15678466856479645-0.3973300158977508543%
Oceania (population-weighted)1920low-0.166910320520401-0.4054564535617828442%
Oceania (population-weighted)1941low-0.09221526980400085-0.2195169180631637641%
World (population-weighted)1860high0.0089926654472947120.02095818705856840%
Asia (population-weighted)1852high-0.2625634968280792-0.1182668730616569538%
Oceania (population-weighted)1920best0.38862901926040650.1758537292480468838%
Asia (population-weighted)1850high-0.261688232421875-0.1186484098434448238%
Asia (population-weighted)1851high-0.25885680317878723-0.1177424117922782937%
Asia (population-weighted)1853high-0.26675230264663696-0.1215660944581031837%
Oceania (population-weighted)1921best0.3977637290954590.1835241019725799637%
~ vdem_multi_with_regions.v2mebias 🟡 median anomaly score 1.7%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2mebias
Africa (population-weighted)1900best-1.23931884765625
Africa (population-weighted)1900high-0.7796555757522583
Africa (population-weighted)1900low-1.6858006715774536
Africa (population-weighted)1901best-1.21970796585083
Africa (population-weighted)1901high-0.7602457404136658
Africa (population-weighted)1901low-1.6594676971435547
Oceania (population-weighted)1872best0.8331936597824097
Oceania (population-weighted)1872high1.0702338218688965
Oceania (population-weighted)1872low0.5579964518547058
Oceania (population-weighted)1873best0.8394708037376404
Oceania (population-weighted)1873high1.0785971879959106
Oceania (population-weighted)1873low0.5620969533920288
Oceania (population-weighted)1874best0.8457241654396057
Oceania (population-weighted)1874high1.086942434310913
Oceania (population-weighted)1874low0.5661771893501282
Oceania (population-weighted)1875best0.8519524931907654
Oceania (population-weighted)1875high1.0952684879302979
Oceania (population-weighted)1875low0.570236325263977
Oceania (population-weighted)1876best0.8581535816192627
Oceania (population-weighted)1876high1.1035726070404053
Oceania (population-weighted)1876low0.574272632598877
Oceania (population-weighted)1877best0.8643260598182678
Oceania (population-weighted)1877high1.1118531227111816
Oceania (population-weighted)1877low0.578285276889801
Oceania (population-weighted)1878best0.8704681396484375
Oceania (population-weighted)1878high1.1201081275939941
Oceania (population-weighted)1878low0.5822728872299194
Oceania (population-weighted)1879best0.8769431114196777
Oceania (population-weighted)1879high1.1287038326263428
Oceania (population-weighted)1879low0.5865134000778198
Oceania (population-weighted)1880best0.883725643157959
Oceania (population-weighted)1880high1.137605905532837
Oceania (population-weighted)1880low0.5909903645515442
Oceania (population-weighted)1881best0.8907903432846069
Oceania (population-weighted)1881high1.1467807292938232
Oceania (population-weighted)1881low0.5956871509552002
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatev2mebias -v2mebias +anomaly score
Europe (population-weighted)1975high0.015590713359415531-0.19659075140953064100%
Europe (population-weighted)1976high0.08739519864320755-0.11451652646064758100%
Europe (population-weighted)1977high0.14003564417362213-0.05425088480114937100%
Europe (population-weighted)1924best0.1252869963645935-0.0062188152223825455100%
North America (population-weighted)1830low0.057807497680187225-0.02632385678589344100%
North America (population-weighted)1831low0.06837809085845947-0.009469959884881973100%
North America (population-weighted)1829low0.04735373705625534-0.028732188045978546100%
North America (population-weighted)1828low0.03698863089084625-0.031198859214782715100%
Europe (population-weighted)1892low0.013254689052700996-0.04876546189188957100%
Europe (population-weighted)1890low0.013263976201415062-0.047667764127254486100%
North America (population-weighted)1827low0.026683853939175606-0.03385273367166519100%
Europe (population-weighted)1888low0.030870795249938965-0.025767194107174873100%
Europe (population-weighted)1887low0.03255097568035126-0.022529421374201775100%
North America (population-weighted)1826low0.01612529158592224-0.036524660885334015100%
Europe (population-weighted)1867best0.020684728398919106-0.028749190270900726100%
North America (population-weighted)1825low0.005320460069924593-0.03917126730084419100%
South America (population-weighted)1930low-0.032305620610713960.011987092904746532100%
Europe (population-weighted)1866best0.01821543276309967-0.02524140290915966100%
World (population-weighted)1932high0.002214159118011594-0.03696581721305847100%
Europe (population-weighted)1880low0.02251843549311161-0.015643050894141197100%
World (population-weighted)1931high0.0018167628441005945-0.036133117973804474100%
World (population-weighted)1930high0.011687861755490303-0.024184824898838997100%
World (population-weighted)1929high0.02123081684112549-0.012001508846879005100%
World (population-weighted)1928high0.02037220448255539-0.010201691649854183100%
World (population-weighted)1927high0.01896151714026928-0.009331755340099335100%
South America (population-weighted)1882best-0.06340623646974564-0.001479639904573559895%
Europe (population-weighted)1893low0.06422907114028930.002642178907990455692%
South America (population-weighted)1881best-0.06561782211065292-0.00451459875330328987%
North America (population-weighted)1819best0.0060673616826534270.000580222986172884783%
North America (population-weighted)1832low0.079094804823398590.00784258544445037882%
South America (population-weighted)1880best-0.06762281060218811-0.00768774095922708580%
Europe (population-weighted)1883low0.051914952695369720.0059237657114863480%
North America (population-weighted)1824low-0.00572342611849308-0.0415783040225505876%
Europe (population-weighted)1886low-0.008601786568760872-0.0620451979339122876%
Europe (population-weighted)1895low0.077116504311561580.01119048893451690775%
World (population-weighted)1989best-0.003243922721594572-0.02046285010874271473%
Europe (population-weighted)1882low-0.008601733483374119-0.05330097302794456572%
Europe (population-weighted)1918best0.189902365207672120.0317916795611381571%
Europe (population-weighted)1891low0.073952548205852510.01343563385307788869%
World (population-weighted)1961high-0.009012168273329735-0.0465239249169826568%
Europe (population-weighted)1919best0.23742648959159850.0483236722648143866%
Europe (population-weighted)1916low0.100267991423606870.0206036493182182366%
Europe (population-weighted)1915low0.101860813796520230.0209500510245561666%
Europe (population-weighted)1923best0.16321647167205810.0352185219526290965%
Europe (population-weighted)1885low0.064591631293296810.01467479858547449163%
Europe (population-weighted)1881low0.052400916814804080.01230132486671209362%
World (population-weighted)1960high-0.011730383150279522-0.04943802952766418562%
Europe (population-weighted)1889low0.078672587871551510.01925140060484409361%
North America (population-weighted)1833low0.089986562728881840.02498914487659931257%
Europe (population-weighted)1884low0.066155172884464260.01861137337982654656%
Europe (population-weighted)1932best-0.07899536192417145-0.2470762878656387352%
Europe (population-weighted)1971high-0.10985532402992249-0.3387956023216247651%
Europe (population-weighted)1970high-0.11102407425642014-0.339063853025436451%
Europe (population-weighted)1931best-0.08529452234506607-0.2530208826065063550%
Europe (population-weighted)1809high-0.02992251329123974-0.01044414937496185348%
Europe (population-weighted)1974high-0.12472016364336014-0.3564176261425018348%
Europe (population-weighted)1925best-0.07311178743839264-0.2081076651811599748%
North America (population-weighted)1822low0.011594839394092560.00422991253435611747%
Europe (population-weighted)1811high-0.018733782693743706-0.00706943124532699645%
World (population-weighted)1926high0.041859395802021030.01596389524638652845%
North America (population-weighted)1823low-0.01699822023510933-0.0437598899006843644%
Europe (population-weighted)1810high-0.025031914934515953-0.00976138096302747744%
Europe (population-weighted)1979high0.287600159645080570.1135982275009155343%
Europe (population-weighted)1914low0.129692003130912780.0514617860317230243%
Europe (population-weighted)1978high0.289648473262786870.1154034882783889843%
Europe (population-weighted)1812high-0.012502603232860565-0.00503481598570942943%
Europe (population-weighted)1894low0.108569473028182980.044115815311670342%
Europe (population-weighted)1984high0.29135113954544070.1200480014085769742%
North America (population-weighted)1834low0.100801475346088410.04183902963995933541%
Europe (population-weighted)1987best0.202093362808227540.083909295499324841%
Europe (population-weighted)1983high0.29529994726181030.1240737438201904341%
Europe (population-weighted)1982high0.29916891455650330.1280272006988525440%
Europe (population-weighted)1933high0.153251379728317260.065746739506721540%
Europe (population-weighted)1926best-0.10583941638469696-0.2462910264730453540%
Europe (population-weighted)1986high0.29992961883544920.1304885149002075239%
Europe (population-weighted)1985high0.30375215411186220.1343983560800552439%
Europe (population-weighted)1969high-0.1909516155719757-0.428534179925918638%
Europe (population-weighted)1973high-0.19960705935955048-0.442364662885665938%
Europe (population-weighted)1972high-0.1989525556564331-0.4406884908676147538%
Europe (population-weighted)1863best-0.033915020525455475-0.074400171637535137%
Europe (population-weighted)1862best-0.03492634370923042-0.0765165910124778737%
Europe (population-weighted)1920best0.279794007539749150.1277159601449966437%
Europe (population-weighted)1864best-0.03449520468711853-0.0745713487267494237%
World (population-weighted)1925high0.043746389448642730.0204779952764511136%
World (population-weighted)1963high-0.033835552632808685-0.0714159160852432336%
Europe (population-weighted)1929best-0.14510361850261688-0.3052223920822143636%
Europe (population-weighted)1949high-0.22118595242500305-0.461513012647628835%
Europe (population-weighted)1928best-0.14366096258163452-0.2984109222888946535%
Europe (population-weighted)1927best-0.13962028920650482-0.2879307568073272735%
Europe (population-weighted)1950high-0.21545922756195068-0.4438749551773071335%
Europe (population-weighted)1953high-0.22040513157844543-0.4518024325370788634%
Europe (population-weighted)1951high-0.21894574165344238-0.4486491978168487534%
Europe (population-weighted)1917low-0.115810826420784-0.2372323274612426834%
Europe (population-weighted)1952high-0.22348864376544952-0.454666316509246834%
Europe (population-weighted)1966high-0.2335938811302185-0.4740214347839355534%
Europe (population-weighted)1957high-0.2327980399131775-0.4679923057556152334%
Europe (population-weighted)1954high-0.2324163317680359-0.466056644916534433%
Europe (population-weighted)1968high-0.24358178675174713-0.487173348665237433%
Europe (population-weighted)1961high-0.23763735592365265-0.47515338659286533%
Europe (population-weighted)1879low0.067568518221378330.0338060110807418833%
~ vdem_multi_with_regions.v2caviol 🟡 median anomaly score 1.6%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2caviol
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,403 / 106,164 (1.32%) (1,382 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2caviol -v2caviol +anomaly score
Europe (population-weighted)1933best0.08567182719707489-0.024852728471159935100%
Europe (population-weighted)1931best0.051011957228183746-0.05535813048481941100%
Europe (population-weighted)1932best0.02387751080095768-0.08188671618700027100%
Europe (population-weighted)1930best0.027239052578806877-0.07518750429153442100%
Europe (population-weighted)1938best0.03446550294756889-0.051449812948703766100%
Europe (population-weighted)1937best0.0022947576362639666-0.07413710653781891100%
Europe (population-weighted)1935best0.014905756339430809-0.05943984165787697100%
Europe (population-weighted)1929best0.0055046482011675835-0.06772911548614502100%
Europe (population-weighted)1927best0.014027677476406097-0.051047902554273605100%
Europe (population-weighted)1926best0.05176738277077675-0.007371931336820126100%
Europe (population-weighted)1925best0.0365682989358902-0.021452894434332848100%
Europe (population-weighted)1943low0.01940118335187435-0.02555566467344761100%
Europe (population-weighted)1944low0.003207160159945488-0.03968154266476631100%
World (population-weighted)1985best-0.025854706764221190.0014680394669994712100%
Europe (population-weighted)1909best-0.015305862762033940.005512033589184284100%
World (population-weighted)1976low-0.0066120764240622520.0006404182640835643100%
Europe (population-weighted)1934best0.077344603836536410.00330540584400296292%
Europe (population-weighted)1928best-0.004604465793818235-0.0781172811985015989%
Europe (population-weighted)1989high-0.14121580123901367-0.0105472877621650786%
Europe (population-weighted)1978high0.071859799325466160.00914243049919605377%
Europe (population-weighted)1980high-0.09472401440143585-0.01330710016191005775%
Europe (population-weighted)1936best-0.012701166793704033-0.0880945026874542275%
Europe (population-weighted)1912best0.0043228431604802610.02659082226455211672%
Europe (population-weighted)1981high-0.10000819712877274-0.01963633671402931267%
Europe (population-weighted)1990high-0.12150202691555023-0.0277542155236005863%
World (population-weighted)1969low-0.02101767063140869-0.00486953649669885662%
Europe (population-weighted)1979high0.08102829009294510.01968717575073242261%
Europe (population-weighted)1972high0.0073413033969700340.02544297091662883855%
World (population-weighted)1984best-0.0397496372461319-0.0121838040649890953%
World (population-weighted)1913low0.0160119552165269850.04755381122231483550%
Europe (population-weighted)1913best0.0195742361247539520.0480788163840770742%
Europe (population-weighted)1949high-0.22132863104343414-0.0915272384881973341%
Europe (population-weighted)1908best0.0232002325356006620.0497180223464965836%
World (population-weighted)1971low-0.04258108139038086-0.02080374397337436734%
World (population-weighted)1972low-0.04502848535776138-0.0236532036215066931%
Europe (population-weighted)1917low0.12211317569017410.2194029241800308228%
World (population-weighted)1975low-0.016601979732513428-0.00932493712753057528%
Europe (population-weighted)1982high-0.16705654561519623-0.0955381095409393327%
Europe (population-weighted)1939best0.198383450508117680.1135450676083564827%
Europe (population-weighted)1987high-0.2850295305252075-0.1632151454687118527%
Europe (population-weighted)1986high-0.287211537361145-0.1652028411626815827%
World (population-weighted)1989best-0.06479808688163757-0.0375957638025283827%
Europe (population-weighted)1941low-0.06792379170656204-0.1143189892172813425%
Europe (population-weighted)1977high0.137767836451530460.083429001271724725%
Europe (population-weighted)1988high-0.30704763531684875-0.18839323520660424%
World (population-weighted)1912low0.05381847172975540.0875845849514007624%
Europe (population-weighted)1902best-0.039307527244091034-0.02488745562732219722%
World (population-weighted)1974low-0.05571821331977844-0.03533013910055160522%
World (population-weighted)1914low0.049768969416618350.0776630714535713222%
Europe (population-weighted)1985high-0.26926475763320923-0.1731226891279220622%
World (population-weighted)1968low-0.04523004591464996-0.02936276234686374721%
Europe (population-weighted)1983high-0.19486486911773682-0.1271653324365615821%
Europe (population-weighted)1940low-0.11275552958250046-0.170417174696922320%
Europe (population-weighted)1973high0.045869100838899610.0689419582486152620%
Europe (population-weighted)1984high-0.2890404462814331-0.1950207650661468519%
Europe (population-weighted)1903best0.054462831467390060.0804781690239906319%
Europe (population-weighted)1975high0.160732135176658630.1090383157134056119%
Europe (population-weighted)1907best0.099115192890167240.1427851021289825418%
World (population-weighted)1946low0.0184766314923763280.02637254819273948718%
World (population-weighted)1949low-0.220015287399292-0.1542546600103378318%
Europe (population-weighted)1968high-0.09475826472043991-0.1337995976209640517%
World (population-weighted)1915low0.0473707541823387150.0666143447160720817%
Europe (population-weighted)1969high-0.09792448580265045-0.1376380920410156217%
Europe (population-weighted)1974high0.062870159745216370.0880067497491836517%
Europe (population-weighted)1952high-0.4051271080970764-0.290258795022964517%
World (population-weighted)1916low0.044558551162481310.06195357814431190516%
Europe (population-weighted)1942low-0.12344958633184433-0.1712199449539184616%
Europe (population-weighted)1901best-0.04705362021923065-0.0340081788599491116%
Africa (population-weighted)1911low-0.09894154965877533-0.0719719678163528416%
Europe (population-weighted)1976high0.18029250204563140.1313400715589523316%
Europe (population-weighted)1906best0.14659941196441650.2000647187232971215%
Europe (population-weighted)1905best0.141224309802055360.192264392971992515%
World (population-weighted)1900low0.125547006726264950.1708576828241348315%
World (population-weighted)1901low0.127782791852951050.1733692288398742715%
World (population-weighted)1902low0.12716865539550780.1715549528598785415%
Europe (population-weighted)1950high-0.43589505553245544-0.3253063261508941715%
Europe (population-weighted)1951high-0.44094860553741455-0.331131190061569214%
World (population-weighted)1966low-0.11072960495948792-0.0833783373236656214%
Europe (population-weighted)1900best-0.048589564859867096-0.037010066211223614%
World (population-weighted)1903low0.145920246839523320.1915305405855178814%
World (population-weighted)1981best-0.08637461811304092-0.0658260434865951514%
World (population-weighted)1905low0.165616169571876530.216918706893920913%
World (population-weighted)1907low0.15224514901638030.1994029879570007313%
World (population-weighted)1906low0.16890029609203340.220714479684829713%
World (population-weighted)1908low0.13452050089836120.175725281238555913%
World (population-weighted)1909low0.126498401165008540.165147587656974813%
World (population-weighted)1904low0.160245567560195920.20763483643531813%
Europe (population-weighted)1904best0.119837723672389980.1548684388399124113%
World (population-weighted)1980best-0.09250188618898392-0.0716755017638206513%
Europe (population-weighted)1989best-0.66583651304245-0.517503380775451713%
World (population-weighted)1986best-0.12953975796699524-0.1007082834839820913%
World (population-weighted)1987best-0.12776459753513336-0.0994384363293647812%
World (population-weighted)1958high0.116655565798282620.149842530488967912%
World (population-weighted)1973low-0.09174344688653946-0.0717631205916404712%
World (population-weighted)1950best-0.20923550426959991-0.164162293076515212%
World (population-weighted)1930low0.113161258399486540.0888149514794349712%
Europe (population-weighted)1932high0.53953796625137330.423477590084075912%
Europe (population-weighted)1906low-0.2940919101238251-0.2310835719108581512%
Europe (population-weighted)1939low-0.258094847202301-0.3273702263832092312%
Asia (population-weighted)1913low0.164161130785942080.2077128440141677912%
~ vdem_multi_with_regions.elitecons_polch_vdem 🟡 median anomaly score 1.5%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateelitecons_polch_vdem
Africa (population-weighted)1900best-1.0953770875930786
Africa (population-weighted)1900high-0.6871203184127808
Africa (population-weighted)1900low-1.4666101932525635
Africa (population-weighted)1901best-1.0836658477783203
Africa (population-weighted)1901high-0.6786407232284546
Africa (population-weighted)1901low-1.4540566205978394
Oceania (population-weighted)1872best0.8963087201118469
Oceania (population-weighted)1872high1.1880738735198975
Oceania (population-weighted)1872low0.5738929510116577
Oceania (population-weighted)1873best0.8963308334350586
Oceania (population-weighted)1873high1.1917481422424316
Oceania (population-weighted)1873low0.5704938173294067
Oceania (population-weighted)1874best0.8960471749305725
Oceania (population-weighted)1874high1.1951687335968018
Oceania (population-weighted)1874low0.5667568445205688
Oceania (population-weighted)1875best0.8954494595527649
Oceania (population-weighted)1875high1.1983287334442139
Oceania (population-weighted)1875low0.5626731514930725
Oceania (population-weighted)1876best0.8945307731628418
Oceania (population-weighted)1876high1.2012211084365845
Oceania (population-weighted)1876low0.5582360625267029
Oceania (population-weighted)1877best0.8932837843894958
Oceania (population-weighted)1877high1.2038395404815674
Oceania (population-weighted)1877low0.5534378290176392
Oceania (population-weighted)1878best0.8917009830474854
Oceania (population-weighted)1878high1.2061768770217896
Oceania (population-weighted)1878low0.5482709407806396
Oceania (population-weighted)1879best0.8924258947372437
Oceania (population-weighted)1879high1.210517406463623
Oceania (population-weighted)1879low0.5455703139305115
Oceania (population-weighted)1880best0.8954662084579468
Oceania (population-weighted)1880high1.2168523073196411
Oceania (population-weighted)1880low0.5453586578369141
Oceania (population-weighted)1881best0.9008201956748962
Oceania (population-weighted)1881high1.2251653671264648
Oceania (population-weighted)1881low0.5476477742195129
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateelitecons_polch_vdem -elitecons_polch_vdem +anomaly score
Europe (population-weighted)1969low0.17659904062747955-0.09466157108545303100%
Europe (population-weighted)1968low0.18649990856647491-0.08268029242753983100%
Europe (population-weighted)1973low0.23733259737491608-0.028726717457175255100%
Europe (population-weighted)1972low0.23691782355308533-0.028533874079585075100%
Europe (population-weighted)1971low0.25039833784103394-0.012651904486119747100%
Europe (population-weighted)1950best0.002911824733018875-0.2578240931034088100%
Europe (population-weighted)1953best0.013785790652036667-0.2459559440612793100%
Europe (population-weighted)1967low0.11484482884407043-0.12327411025762558100%
Europe (population-weighted)1965low0.14524798095226288-0.08776913583278656100%
Europe (population-weighted)1966low0.14935673773288727-0.08361808955669403100%
Europe (population-weighted)1964low0.1680368185043335-0.06149192899465561100%
Europe (population-weighted)1962low0.16561724245548248-0.06371947377920151100%
Europe (population-weighted)1963low0.16748455166816711-0.06183391064405441100%
Europe (population-weighted)1961low0.1660829782485962-0.06306114792823792100%
Europe (population-weighted)1960low0.16140902042388916-0.0658794716000557100%
Europe (population-weighted)1955low0.031546398997306824-0.172291561961174100%
Europe (population-weighted)1954low0.03520137071609497-0.16805250942707062100%
Europe (population-weighted)1957low0.06900747865438461-0.12975600361824036100%
Europe (population-weighted)1958low0.07445648312568665-0.12350806593894958100%
Europe (population-weighted)1956low0.07796390354633331-0.11949644982814789100%
Europe (population-weighted)1959low0.08479229360818863-0.11177472770214081100%
Europe (population-weighted)1905best0.07760521024465561-0.027727410197257996100%
Europe (population-weighted)1904best0.06066654995083809-0.04204047843813896100%
Europe (population-weighted)1903best0.06329946219921112-0.039200011640787125100%
Europe (population-weighted)1902best0.061752237379550934-0.04027197137475014100%
Europe (population-weighted)1901best0.06242014840245247-0.037487540394067764100%
Europe (population-weighted)1900best0.05818675830960274-0.03955243527889252100%
Europe (population-weighted)1899best0.01712159812450409-0.07799378782510757100%
Europe (population-weighted)1931best0.09313187748193741-0.0012021721340715885100%
Europe (population-weighted)1898best0.01778680644929409-0.07492071390151978100%
Europe (population-weighted)1897best0.013663516379892826-0.07694371044635773100%
Europe (population-weighted)1895best0.015076937153935432-0.07496698945760727100%
Europe (population-weighted)1896best0.014365947805345058-0.07557635754346848100%
Europe (population-weighted)1894best0.004568545613437891-0.08501511067152023100%
Europe (population-weighted)1893best0.0011309784604236484-0.08796101063489914100%
Europe (population-weighted)1892best0.0019509773701429367-0.08652149885892868100%
Europe (population-weighted)1891best0.0028799576684832573-0.08488911390304565100%
Europe (population-weighted)1890best0.00391786266118288-0.08315086364746094100%
Europe (population-weighted)1889best0.005058570299297571-0.08134540170431137100%
Europe (population-weighted)1888best0.006307909730821848-0.07985671609640121100%
Europe (population-weighted)1887best0.007665729150176048-0.0765274167060852100%
Europe (population-weighted)1922low0.061567522585392-0.019510412588715553100%
Europe (population-weighted)1886best0.009027479216456413-0.07167193293571472100%
Europe (population-weighted)1885best0.017635991796851158-0.05982799828052521100%
Europe (population-weighted)1915best0.03448072448372841-0.04275885969400406100%
Europe (population-weighted)1916best0.029359081760048866-0.04734589159488678100%
Europe (population-weighted)1914best0.060524530708789825-0.014563072472810745100%
Europe (population-weighted)1884best0.020298633724451065-0.05407373234629631100%
Europe (population-weighted)1883best0.01429678127169609-0.057389818131923676100%
Europe (population-weighted)1882best0.01565609686076641-0.05211720988154411100%
Europe (population-weighted)1881best0.0169540848582983-0.04632442444562912100%
Europe (population-weighted)1880best0.018190432339906693-0.040660202503204346100%
Europe (population-weighted)1874best0.0014768518740311265-0.0516996867954731100%
Europe (population-weighted)1879best0.04295774921774864-0.009819602593779564100%
Europe (population-weighted)1873best0.0024962283205240965-0.05018314719200134100%
Europe (population-weighted)1875best0.00046213544555939734-0.05179612711071968100%
Europe (population-weighted)1878best0.014750318601727486-0.03617677092552185100%
Europe (population-weighted)1872best0.003520278027281165-0.047060899436473846100%
Europe (population-weighted)1876best0.009795939549803734-0.04077926650643349100%
North America (population-weighted)1798high0.02946910262107849-0.016322290524840355100%
Europe (population-weighted)1866high0.026653995737433434-0.012499035336077213100%
North America (population-weighted)1799high0.015806034207344055-0.02313707210123539100%
World (population-weighted)1979low0.006884605158120394-0.031120067462325096100%
Europe (population-weighted)1862high0.02113526500761509-0.015425946563482285100%
World (population-weighted)1982low0.022528154775500298-0.013521946035325527100%
Europe (population-weighted)1863high0.028074782341718674-0.006620876025408506100%
Europe (population-weighted)1865high0.027130791917443275-0.0069067273288965225100%
Europe (population-weighted)1864high0.02760438248515129-0.006326776929199696100%
South America (population-weighted)1903high-0.0016246775630861520.021646693348884583100%
Europe (population-weighted)1850high0.015955587849020958-0.0007608940359205008100%
Europe (population-weighted)1851high0.014936542138457298-0.0008413626346737146100%
World (population-weighted)1945high-0.00146442011464387180.004152295179665089100%
World (population-weighted)1913high0.003177510341629386-0.0017670906381681561100%
Asia (population-weighted)1969high-0.00132612709421664480.000594972399994731100%
Europe (population-weighted)1860high0.040176171809434892.8824877517763525e-05100%
Europe (population-weighted)1970low0.262935489416122440.002342743100598454598%
North America (population-weighted)1800high0.0455155260860919950.000544675625860691198%
Europe (population-weighted)1951best-0.005186607129871845-0.267274111509323196%
North America (population-weighted)1797high-0.0007887182291597128-0.039628524333238696%
Europe (population-weighted)1952best-0.007515756879001856-0.2701899111270904595%
Europe (population-weighted)1861high0.039531521499156950.001740815932862460692%
World (population-weighted)1981low0.03827485069632530.00179757003206759791%
South America (population-weighted)1904high0.0011445686686784030.02415489591658115491%
Europe (population-weighted)1974low0.27486670017242430.01513723004609346490%
Europe (population-weighted)1949best-0.026558687910437584-0.3008489608764648484%
Europe (population-weighted)1930best0.13104781508445740.01743153482675552477%
South America (population-weighted)1873high0.00233828392811119560.01611821725964546275%
South America (population-weighted)1905high0.0039271307177841660.02664599195122718874%
Europe (population-weighted)1929best0.131815239787101750.01969468221068382374%
North America (population-weighted)1801high0.048876885324716570.0076531423255801273%
Europe (population-weighted)1919low0.119513832032680510.02546355687081813865%
Europe (population-weighted)1877best-0.015395201742649078-0.0678354427218437263%
Asia (population-weighted)1946high-0.02258927747607231-0.00512958457693457663%
World (population-weighted)1957best0.056916106492280960.01311518251895904563%
Europe (population-weighted)1932best0.126149311661720280.0320213250815868460%
South America (population-weighted)1930best-0.035654451698064804-0.00908914860337972659%
North America (population-weighted)1802high0.052208498120307920.01505458168685436255%
World (population-weighted)1984low0.04827662557363510.01414391770958900555%
South America (population-weighted)1874high0.0053021232597529890.0177700668573379554%
World (population-weighted)1933high-0.0201225858181715-0.006426621694117784552%
~ vdem_multi_with_regions.soccons_polch_vdem 🟡 median anomaly score 1.5%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatesoccons_polch_vdem
Africa (population-weighted)1900best-0.9953483939170837
Africa (population-weighted)1900high-0.5822170376777649
Africa (population-weighted)1900low-1.3660703897476196
Africa (population-weighted)1901best-0.9747737050056458
Africa (population-weighted)1901high-0.5643162131309509
Africa (population-weighted)1901low-1.3438161611557007
Oceania (population-weighted)1872best1.254736304283142
Oceania (population-weighted)1872high1.5901076793670654
Oceania (population-weighted)1872low0.9386491775512695
Oceania (population-weighted)1873best1.2582271099090576
Oceania (population-weighted)1873high1.5966383218765259
Oceania (population-weighted)1873low0.9393570423126221
Oceania (population-weighted)1874best1.2614338397979736
Oceania (population-weighted)1874high1.6028966903686523
Oceania (population-weighted)1874low0.9397730827331543
Oceania (population-weighted)1875best1.2643486261367798
Oceania (population-weighted)1875high1.6088749170303345
Oceania (population-weighted)1875low0.9398895502090454
Oceania (population-weighted)1876best1.266964077949524
Oceania (population-weighted)1876high1.6145648956298828
Oceania (population-weighted)1876low0.9396994709968567
Oceania (population-weighted)1877best1.269272804260254
Oceania (population-weighted)1877high1.6199595928192139
Oceania (population-weighted)1877low0.9391959309577942
Oceania (population-weighted)1878best1.2712671756744385
Oceania (population-weighted)1878high1.625050663948059
Oceania (population-weighted)1878low0.9383715391159058
Oceania (population-weighted)1879best1.2754900455474854
Oceania (population-weighted)1879high1.6323555707931519
Oceania (population-weighted)1879low0.9397655129432678
Oceania (population-weighted)1880best1.2819340229034424
Oceania (population-weighted)1880high1.6418540477752686
Oceania (population-weighted)1880low0.9433824419975281
Oceania (population-weighted)1881best1.2905834913253784
Oceania (population-weighted)1881high1.6535184383392334
Oceania (population-weighted)1881low0.9492177963256836
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatesoccons_polch_vdem -soccons_polch_vdem +anomaly score
Europe (population-weighted)1949high0.015027166344225407-0.16689801216125488100%
Europe (population-weighted)1952high0.021458923816680908-0.15117844939231873100%
Europe (population-weighted)1951high0.024910222738981247-0.1467856764793396100%
Europe (population-weighted)1950high0.03158538416028023-0.13873930275440216100%
Europe (population-weighted)1969low0.0068694003857672215-0.16062232851982117100%
Europe (population-weighted)1968low0.004723484627902508-0.16079287230968475100%
Europe (population-weighted)1970low0.05461999773979187-0.10747640579938889100%
Europe (population-weighted)1974low0.001971377059817314-0.15950089693069458100%
Europe (population-weighted)1953high0.10302696377038956-0.05843031406402588100%
Europe (population-weighted)1971low0.012607819400727749-0.14643453061580658100%
Europe (population-weighted)1975low0.10530659556388855-0.04189646244049072100%
Europe (population-weighted)1976low0.14078602194786072-0.0012346665607765317100%
Europe (population-weighted)1983low0.11655984818935394-0.01081613264977932100%
Europe (population-weighted)1982low0.10771181434392929-0.010591366328299046100%
Europe (population-weighted)1954best0.10343733429908752-0.008452175185084343100%
Europe (population-weighted)1913low0.009225301444530487-0.08370564132928848100%
Europe (population-weighted)1912low0.00982478354126215-0.07856901735067368100%
Europe (population-weighted)1911low0.014508550055325031-0.07252931594848633100%
Europe (population-weighted)1910low0.020950861275196075-0.06495074182748795100%
Europe (population-weighted)1909low0.015012952499091625-0.0682603120803833100%
Europe (population-weighted)1908low0.013926731422543526-0.06845954060554504100%
Europe (population-weighted)1929best0.04556610435247421-0.034664902836084366100%
Europe (population-weighted)1907low0.022729555144906044-0.05599949508905411100%
Europe (population-weighted)1928best0.049542926251888275-0.028721073642373085100%
Europe (population-weighted)1927best0.05140113830566406-0.02537614479660988100%
Europe (population-weighted)1889best0.07247190177440643-0.004230203572660685100%
Europe (population-weighted)1888best0.07354318350553513-0.0029589736368507147100%
Europe (population-weighted)1915best0.031167935580015182-0.045096755027770996100%
Europe (population-weighted)1887best0.0676448792219162-0.007951979525387287100%
Europe (population-weighted)1916best0.030123727396130562-0.044788140803575516100%
Europe (population-weighted)1926best0.05758500099182129-0.016940327361226082100%
Europe (population-weighted)1886best0.06889589875936508-0.0036491178907454014100%
Europe (population-weighted)1906low0.022648625075817108-0.04862041398882866100%
Europe (population-weighted)1877best0.03220488131046295-0.01421559788286686100%
World (population-weighted)1975high0.019778549671173096-0.021249551326036453100%
World (population-weighted)1977best0.020465340465307236-0.010836537927389145100%
North America (population-weighted)1795high0.024231938645243645-0.005983209703117609100%
South America (population-weighted)1919high-0.026546783745288850.0031613833270967007100%
World (population-weighted)1980low0.005115472711622715-0.016058282926678658100%
South America (population-weighted)1890high0.0036107238847762346-0.007721130270510912100%
South America (population-weighted)1822high-0.0085177440196275710.002493287669494748100%
South America (population-weighted)1891high0.003351980820298195-0.007164106238633394100%
World (population-weighted)1934high-0.0069773206487298010.0017724852077662945100%
Europe (population-weighted)1794high-0.03321022167801857-9.52711416175589e-0599%
World (population-weighted)1976high-0.0006107324152253568-0.0418193005025386897%
Europe (population-weighted)1793high-0.03427925705909729-0.00236174091696739287%
World (population-weighted)1955best-0.002049235627055168-0.02305877208709716884%
Europe (population-weighted)1925best0.08077251911163330.00721196830272674684%
Europe (population-weighted)1918low0.062703400850296020.00639909226447343881%
Europe (population-weighted)1883best0.072416499257087710.0081593701615929680%
Europe (population-weighted)1876best0.050496347248554230.00572909740731120180%
Europe (population-weighted)1875best0.0510281361639499660.00633276719599962278%
Europe (population-weighted)1955best0.12494671344757080.01554878987371921578%
Europe (population-weighted)1977low0.159236639738082890.02009903453290462578%
North America (population-weighted)1794high-0.0037478182930499315-0.02726166136562824276%
Europe (population-weighted)1878best0.053047016263008120.00740600051358342275%
Europe (population-weighted)1984low0.148926943540573120.0259111914783716270%
Europe (population-weighted)1882best0.073683813214302060.01305457763373851870%
Europe (population-weighted)1963low-0.025812743231654167-0.1455149799585342470%
Europe (population-weighted)1849best0.07799615710973740.01383828558027744370%
Europe (population-weighted)1962low-0.026545485481619835-0.1457063257694244469%
Europe (population-weighted)1972low-0.03817731887102127-0.20483206212520669%
Europe (population-weighted)1973low-0.039139274507761-0.2067772895097732568%
Europe (population-weighted)1885best0.085844904184341430.01631474122405052268%
Europe (population-weighted)1879best0.059448171406984330.01249299198389053365%
Europe (population-weighted)1964low-0.03456965088844299-0.1561106592416763364%
Europe (population-weighted)1967low-0.039590995758771896-0.1748219579458236763%
Europe (population-weighted)1966low-0.04009198024868965-0.174624219536781363%
Europe (population-weighted)1884best0.087006799876689910.02061768248677253762%
World (population-weighted)1954best-0.00704593863338232-0.0282947830855846460%
Europe (population-weighted)1922low0.097383901476860050.02691755443811416657%
North America (population-weighted)1796high0.052665155380964280.01540412753820419355%
Europe (population-weighted)1979low0.196847617626190190.0633489787578582851%
Europe (population-weighted)1978low0.198279440402984620.0646126642823219351%
Europe (population-weighted)1914best0.116775564849376680.0401322320103645349%
World (population-weighted)1983low-0.009626389481127262-0.027927095070481349%
Europe (population-weighted)1904best0.148785173892974850.0515168942511081749%
Europe (population-weighted)1961low-0.05263432487845421-0.151174664497375548%
Europe (population-weighted)1893best0.123244449496269230.0430970862507820148%
South America (population-weighted)1896high0.019583592191338540.00688651762902736748%
Europe (population-weighted)1892best0.123833097517490390.04443142563104629547%
Europe (population-weighted)1932best-0.06425096094608307-0.1747658103704452546%
Europe (population-weighted)1891best0.124568372964859010.045907393097877546%
Europe (population-weighted)1965low-0.07650808990001678-0.2044118791818618846%
Europe (population-weighted)1981low0.210375770926475520.0792985558509826745%
Europe (population-weighted)1905low-0.05063442513346672-0.134112656116485645%
Europe (population-weighted)1890best0.12545049190521240.04749788716435432445%
Europe (population-weighted)1894best0.13131861388683320.0508325062692165444%
Europe (population-weighted)1899best0.14381799101829530.05741908028721809443%
Europe (population-weighted)1903best0.158982411026954650.0636161044239997943%
South America (population-weighted)1897high0.0188020635396242140.00757435476407408743%
Europe (population-weighted)1881best0.092454403638839720.0379107929766178142%
Europe (population-weighted)1902best0.159275799989700320.0654664784669876142%
Europe (population-weighted)1980low0.221084505319595340.0910641700029373242%
Europe (population-weighted)1898best0.14423742890357970.0602696277201175741%
Europe (population-weighted)1901best0.158124789595603940.066826723515987441%
Europe (population-weighted)1931best-0.08181168884038925-0.191987514495849640%
Europe (population-weighted)1897best0.144679442048072810.0626839324831962640%
Europe (population-weighted)1900best0.158536210656166080.0693309009075164839%
Europe (population-weighted)1896best0.145129546523094180.0639086738228797939%
~ vdem_multi_with_regions.justified_polch_vdem 🟡 median anomaly score 1.5%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatejustified_polch_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatejustified_polch_vdem -justified_polch_vdem +anomaly score
Europe (population-weighted)1970low0.03704531490802765-0.23806078732013702100%
Europe (population-weighted)1973low0.07158952951431274-0.19996130466461182100%
Europe (population-weighted)1972low0.07035984843969345-0.19838419556617737100%
Europe (population-weighted)1974low0.09136009216308594-0.17608308792114258100%
Europe (population-weighted)1971low0.09180747717618942-0.17376677691936493100%
Europe (population-weighted)1975low0.16974914073944092-0.08594781160354614100%
Europe (population-weighted)1976low0.17285780608654022-0.0778353363275528100%
Europe (population-weighted)1933best-0.035841327160596850.026174936443567276100%
Europe (population-weighted)1922low0.015220293775200844-0.010713840834796429100%
Europe (population-weighted)1920low0.014750088565051556-0.010031175799667835100%
South America (population-weighted)1910high-0.0069506899453699590.016460081562399864100%
South America (population-weighted)1908high-0.0137329269200563430.009591133333742619100%
South America (population-weighted)1906high-0.0056125284172594550.017234036698937416100%
South America (population-weighted)1909high-0.0101482076570391650.012294966727495193100%
South America (population-weighted)1911high-0.004142996389418840.018062526360154152100%
South America (population-weighted)1907high-0.00184889626689255240.019636958837509155100%
South America (population-weighted)1912high-0.00172829488292336460.019622238352894783100%
World (population-weighted)1917high-0.00133633089717477560.008435526862740517100%
Europe (population-weighted)1977low0.25677132606506350.0182149764150381187%
Europe (population-weighted)1969low-0.0192059725522995-0.2535159289836883586%
Europe (population-weighted)1904high0.076375387609004970.01206773519515991273%
South America (population-weighted)1905high0.0050082914531230930.0263193249702453668%
Europe (population-weighted)1979low0.29086178541183470.0556392334401607568%
South America (population-weighted)1938best0.00336490175686776640.0174048505723476468%
Europe (population-weighted)1978low0.29258504509925840.0565984249114990268%
Europe (population-weighted)1903high0.078561969101428990.01552303880453109767%
Europe (population-weighted)1939high0.01601167581975460.0763896480202674965%
South America (population-weighted)1904high-0.027621285989880562-0.00580216664820909565%
Europe (population-weighted)1900high0.077309682965278630.01898313499987125461%
Europe (population-weighted)1902high0.081788852810859680.02021904662251472560%
Europe (population-weighted)1968low-0.062378786504268646-0.2384818792343139659%
Europe (population-weighted)1982low0.308891505002975460.0813153758645057758%
Europe (population-weighted)1980low0.316289395093917850.0853389501571655358%
Europe (population-weighted)1981low0.31262663006782530.0847367793321609557%
Europe (population-weighted)1901high0.082546874880790710.02248837053775787457%
South America (population-weighted)1903high-0.03135411813855171-0.0092860162258148254%
Europe (population-weighted)1964low-0.07181059569120407-0.2312965393066406253%
Europe (population-weighted)1966low-0.07718510925769806-0.2373874038457870551%
Europe (population-weighted)1921low0.0364343561232090.01204694993793964450%
World (population-weighted)1946best-0.0068360609002411366-0.00231166416779160549%
Europe (population-weighted)1984low0.313491970300674440.1110249832272529648%
Europe (population-weighted)1983low0.314944475889205930.1119189560413360648%
Europe (population-weighted)1963low-0.09015960246324539-0.2522663772106170747%
Europe (population-weighted)1913best-0.021636655554175377-0.05989933386445045547%
Europe (population-weighted)1949best0.23821195960044860.086639158427715347%
Europe (population-weighted)1952best0.235754221677780150.087893061339855246%
Europe (population-weighted)1965low-0.09784726053476334-0.260799795389175445%
Europe (population-weighted)1951best0.23776900768280030.0900292098522186345%
Europe (population-weighted)1967low-0.099480040371418-0.2627116739749908445%
Europe (population-weighted)1912best-0.021660899743437767-0.0571024045348167445%
Europe (population-weighted)1911best-0.02312440425157547-0.0581215806305408543%
Europe (population-weighted)1962low-0.1130286380648613-0.2784259915351867742%
Europe (population-weighted)1960low-0.11353795230388641-0.2796166539192199742%
Asia (population-weighted)1942high0.08205280452966690.0337809957563877142%
Europe (population-weighted)1961low-0.11952224373817444-0.286083579063415541%
World (population-weighted)1976best0.088052876293659210.0374941676855087340%
Europe (population-weighted)1950best0.255191206932067870.1097323074936866840%
Europe (population-weighted)1934best-0.13448986411094666-0.05907303467392921439%
Europe (population-weighted)1953best0.25823977589607240.1138120591640472439%
Asia (population-weighted)1943high0.075874648988246920.0339804030954837838%
Europe (population-weighted)1970best0.55496186017990110.2575846612453460737%
Europe (population-weighted)1959best0.31034925580024720.1445984095335006736%
Europe (population-weighted)1958best0.31128409504890440.1452541053295135536%
Europe (population-weighted)1956low-0.1281464844942093-0.272887945175170936%
Europe (population-weighted)1946best-0.0033759851939976215-0.00704276887699961735%
Europe (population-weighted)1955best0.282142639160156250.135472148656845135%
Europe (population-weighted)1958low-0.16183055937290192-0.3352959752082824735%
Europe (population-weighted)1954best0.28417849540710450.1374163925647735635%
Europe (population-weighted)1959low-0.16255870461463928-0.335691928863525435%
Europe (population-weighted)1935best-0.14759911596775055-0.0716805681586265635%
Europe (population-weighted)1973best0.58337414264678960.288736253976821934%
Europe (population-weighted)1957low-0.14609310030937195-0.292950063943862933%
Europe (population-weighted)1969best0.481320917606353760.2406036555767059333%
Europe (population-weighted)1972best0.58067393302917480.2903581857681274433%
Europe (population-weighted)1905high0.12067887187004090.0615118592977523832%
Europe (population-weighted)1974best0.60079032182693480.310062736272811932%
Europe (population-weighted)1971best0.59934830665588380.3119096755981445332%
Europe (population-weighted)1985low0.398583650588989260.2074974328279495232%
Europe (population-weighted)1936best-0.1622447967529297-0.0861840024590492231%
South America (population-weighted)1913high0.021707780659198760.04071230068802833630%
Europe (population-weighted)1961best0.34806123375892640.1881148815155029330%
South America (population-weighted)1914high0.023540142923593520.04292894527316093429%
Europe (population-weighted)1962best0.355355262756347660.1966654807329177929%
Europe (population-weighted)1960best0.357891172170639040.1989716589450836229%
Europe (population-weighted)1954low-0.19496943056583405-0.349801003932952928%
Europe (population-weighted)1955low-0.19684773683547974-0.351538062095642128%
Asia (population-weighted)1944high0.08068169653415680.04533506184816360528%
South America (population-weighted)1915high0.0253724996000528340.0451487749814987228%
World (population-weighted)1978low-0.049228012561798096-0.0869652330875396728%
Europe (population-weighted)1953low-0.21086855232715607-0.3651785850524902327%
Europe (population-weighted)1950low-0.21468961238861084-0.370329380035400427%
Europe (population-weighted)1949low-0.22532948851585388-0.3856551051139831526%
Europe (population-weighted)1957best0.334945112466812130.1963378190994262726%
Europe (population-weighted)1975best0.67532211542129520.3959445953369140626%
Europe (population-weighted)1968best0.42754590511322020.252687305212020926%
Europe (population-weighted)1910best-0.04789411276578903-0.0805398449301719725%
Europe (population-weighted)1976best0.67753171920776370.4042338430881525%
Europe (population-weighted)1951low-0.23491856455802917-0.3931742608547210725%
Europe (population-weighted)1952low-0.2368047535419464-0.395102113485336325%
Europe (population-weighted)1965best0.38535872101783750.231077909469604525%
~ vdem_multi_with_regions.socgr_civ_libs_vdem 🟡 median anomaly score 1.4%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatesocgr_civ_libs_vdem
Africa (population-weighted)1900best-0.6772376894950867
Africa (population-weighted)1900high-0.26310285925865173
Africa (population-weighted)1900low-1.0604517459869385
Africa (population-weighted)1901best-0.6763113141059875
Africa (population-weighted)1901high-0.2619503438472748
Africa (population-weighted)1901low-1.0595135688781738
Oceania (population-weighted)1872best-0.643685519695282
Oceania (population-weighted)1872high-0.3224927484989166
Oceania (population-weighted)1872low-0.9897555112838745
Oceania (population-weighted)1873best-0.648277223110199
Oceania (population-weighted)1873high-0.3237763047218323
Oceania (population-weighted)1873low-0.9978145360946655
Oceania (population-weighted)1874best-0.6528397798538208
Oceania (population-weighted)1874high-0.3250029385089874
Oceania (population-weighted)1874low-1.0058703422546387
Oceania (population-weighted)1875best-0.6573720574378967
Oceania (population-weighted)1875high-0.32617101073265076
Oceania (population-weighted)1875low-1.013922095298767
Oceania (population-weighted)1876best-0.6618720889091492
Oceania (population-weighted)1876high-0.32727888226509094
Oceania (population-weighted)1876low-1.0219676494598389
Oceania (population-weighted)1877best-0.6663386225700378
Oceania (population-weighted)1877high-0.3283250033855438
Oceania (population-weighted)1877low-1.0300058126449585
Oceania (population-weighted)1878best-0.6707700490951538
Oceania (population-weighted)1878high-0.3293077349662781
Oceania (population-weighted)1878low-1.0380349159240723
Oceania (population-weighted)1879best-0.6755333542823792
Oceania (population-weighted)1879high-0.33075129985809326
Oceania (population-weighted)1879low-1.0462851524353027
Oceania (population-weighted)1880best-0.6806102395057678
Oceania (population-weighted)1880high-0.33265185356140137
Oceania (population-weighted)1880low-1.0547230243682861
Oceania (population-weighted)1881best-0.6859821081161499
Oceania (population-weighted)1881high-0.3350038528442383
Oceania (population-weighted)1881low-1.0633162260055542
~ Changed values: 3,081 / 106,164 (2.90%) (3,048 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatesocgr_civ_libs_vdem -socgr_civ_libs_vdem +anomaly score
Europe (population-weighted)1940high-0.038256984204053880.02841728925704956100%
World (population-weighted)1960best0.024452684447169304-0.038005281239748100%
Europe (population-weighted)1941high-0.051556929945945740.009797965176403522100%
World (population-weighted)1961best0.044708047062158585-0.016594039276242256100%
World (population-weighted)1962best0.04988989606499672-0.010507180355489254100%
Europe (population-weighted)1933low-0.0206377226859331130.03545968979597092100%
Europe (population-weighted)1942high-0.054088678210973740.0017625746550038457100%
World (population-weighted)1954best0.018836917355656624-0.03387312591075897100%
Europe (population-weighted)1866best-0.0325558036565780640.017290577292442322100%
Europe (population-weighted)1865best-0.038055945187807080.01164720207452774100%
Europe (population-weighted)1864best-0.037305634468793870.012200966477394104100%
Europe (population-weighted)1863best-0.04768953472375870.0008887135772965848100%
Europe (population-weighted)1862best-0.046910457313060760.001331860781647265100%
South America (population-weighted)1811high-0.00641651079058647160.03494103252887726100%
South America (population-weighted)1812high-0.00198398879729211330.034314125776290894100%
Europe (population-weighted)1808high-0.00170513184275478120.0338871143758297100%
Europe (population-weighted)1880low0.0035612001083791256-0.028215451166033745100%
Europe (population-weighted)1879low0.003475721227005124-0.027741802856326103100%
World (population-weighted)1986low0.007817335426807404-0.01823476143181324100%
World (population-weighted)1987low0.014245584607124329-0.0110551118850708100%
World (population-weighted)1988low0.021274514496326447-0.003276817500591278100%
World (population-weighted)1989low0.020941607654094696-0.003021750831976533100%
Europe (population-weighted)1829high-0.00308656063862144950.010537159629166126100%
South America (population-weighted)1847high0.010921915993094444-0.0007622707635164261100%
Asia (population-weighted)1953best-0.0035713154356926680.006656178273260593100%
South America (population-weighted)1846high0.007183435373008251-0.001979982480406761100%
South America (population-weighted)1845high0.003453460056334734-0.0024674965534359217100%
World (population-weighted)1951best-0.0002585320617072284-0.055737216025590999%
World (population-weighted)1955best0.051895666867494580.000908723101019859397%
South America (population-weighted)1848high0.0146685447543859480.0002667074440978467596%
Europe (population-weighted)1807high0.001011506188660860.03458841890096664494%
Europe (population-weighted)1889low0.044700700789690020.002359361853450536790%
World (population-weighted)1968best0.050267953425645830.00265763467177748790%
South America (population-weighted)1835high-0.03334580734372139-0.001867477083578705889%
Europe (population-weighted)1888low0.044800054281950.002796681132167577788%
South America (population-weighted)1836high-0.029702942818403244-0.001860440243035554988%
Europe (population-weighted)1943high-0.05315342918038368-0.003450707765296101688%
World (population-weighted)1953best-0.003948302008211613-0.0580821409821510387%
South America (population-weighted)1837high-0.026049727573990822-0.001782584120519459287%
World (population-weighted)1950best-0.004304889123886824-0.06057406589388847487%
South America (population-weighted)1849high0.0172285605221986770.001251283567398786586%
South America (population-weighted)1838high-0.02238682471215725-0.001685581752099096886%
Europe (population-weighted)1887low0.045017350465059280.00363267003558576185%
South America (population-weighted)1839high-0.018719805404543877-0.001561755430884659385%
South America (population-weighted)1844high-0.00026699903537519276-0.002980045741423964584%
Europe (population-weighted)1833high0.0013115933397784830.01442070212215185283%
South America (population-weighted)1834high-0.036977626383304596-0.003388216951861977683%
South America (population-weighted)1813high0.0033168608788400890.0337375141680240682%
Europe (population-weighted)1886low0.04523601755499840.00477766199037432781%
Europe (population-weighted)1876low-0.003890415420755744-0.0360231138765811981%
Europe (population-weighted)1875low-0.004063508007675409-0.0363741219043731780%
World (population-weighted)1963best0.067750558257102970.00761420698836445880%
Europe (population-weighted)1874low-0.004234927706420422-0.0372259654104709680%
South America (population-weighted)1850high0.0186446271836757660.002160425297915935579%
Europe (population-weighted)1873low-0.004404663573950529-0.03795542567968368579%
Europe (population-weighted)1872low-0.004572682082653046-0.0380943454802036379%
South America (population-weighted)1833high-0.04059780016541481-0.004878270439803679%
Europe (population-weighted)1871low-0.004698689561337233-0.0378245450556278278%
Europe (population-weighted)1832high0.00177232630085200070.01426265202462673278%
World (population-weighted)1956best0.0604817308485507970.00788279529660940277%
Europe (population-weighted)1885low0.045456055551767350.00593822728842496977%
South America (population-weighted)1868high-0.00010278331319568679-0.000745180586818605776%
South America (population-weighted)1832high-0.04420529305934906-0.006385528482496738475%
World (population-weighted)1967best0.056367121636867520.00834375713020563174%
Europe (population-weighted)1831high0.00214404030703008170.01410221122205257474%
Europe (population-weighted)1884low0.0456774868071079250.0073939557187259272%
Europe (population-weighted)1899low0.055548176169395450.00913469307124614772%
Europe (population-weighted)1895low0.054083257913589480.00915191881358623571%
Europe (population-weighted)1894low0.0537179224193096160.00911177042871713671%
South America (population-weighted)1831high-0.04662969335913658-0.00794130004942417171%
World (population-weighted)1934high-0.023392533883452415-0.003994622733443975471%
Europe (population-weighted)1898low0.055200275033712390.0094266366213560171%
Europe (population-weighted)1893low0.053356133401393890.00914958678185939871%
Europe (population-weighted)1896low0.054452102631330490.0094653302803635670%
Europe (population-weighted)1897low0.0548244528472423550.00955698266625404470%
Europe (population-weighted)1937best0.0199589189141988750.1131823509931564370%
Europe (population-weighted)1892low0.0529979057610034940.00936327595263719670%
Europe (population-weighted)1891low0.052757311612367630.00951704569160938369%
Europe (population-weighted)1820high-0.048487477004528046-0.00904782116413116569%
Europe (population-weighted)1890low0.052634872496128080.00991082284599542668%
World (population-weighted)1966best0.059531833976507190.01121879182755947168%
Europe (population-weighted)1883low0.0459003113210201260.0087008271366357868%
Asia (population-weighted)1950best0.00254668784327805040.01331085525453090768%
World (population-weighted)1935high-0.024328848347067833-0.0046804388985037868%
Europe (population-weighted)1821high-0.0499504879117012-0.00991384591907262867%
South America (population-weighted)1830high-0.047856543213129044-0.00953012146055698467%
World (population-weighted)1952best-0.01441058237105608-0.069606974720954966%
World (population-weighted)1936high-0.02565009891986847-0.00550464028492569965%
Europe (population-weighted)1882low0.046124532818794250.01027915161103010264%
World (population-weighted)1957best0.081509448587894440.01836939714848995263%
Europe (population-weighted)1881low0.046273555606603620.01178996637463569659%
South America (population-weighted)1814high0.0086232768371701240.03320533782243728659%
Oceania (population-weighted)1946best-0.01595134101808071-0.00429761549457907758%
Europe (population-weighted)1806high0.012874251231551170.045180551707744656%
Europe (population-weighted)1796high0.00567006319761276250.0182726178318262153%
World (population-weighted)1959best-0.02957388572394848-0.0941518470644950952%
Europe (population-weighted)1878low-0.015937574207782745-0.0490594767034053851%
Asia (population-weighted)1952best-0.015450092032551765-0.005092933308333158550%
Europe (population-weighted)1805high0.0155169786885380740.0462267138063907650%
World (population-weighted)1964best0.089597225189208980.03063903748989105249%
~ vdem_multi_with_regions.public_admin_vdem 🟡 median anomaly score 1.4%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatepublic_admin_vdem
Africa (population-weighted)1900best-0.6065970659255981
Africa (population-weighted)1900high-0.21990764141082764
Africa (population-weighted)1900low-0.9739470481872559
Africa (population-weighted)1901best-0.6062546968460083
Africa (population-weighted)1901high-0.21990017592906952
Africa (population-weighted)1901low-0.973326563835144
Oceania (population-weighted)1872best1.5530877113342285
Oceania (population-weighted)1872high1.9378677606582642
Oceania (population-weighted)1872low1.1266995668411255
Oceania (population-weighted)1873best1.567579746246338
Oceania (population-weighted)1873high1.9551047086715698
Oceania (population-weighted)1873low1.1377474069595337
Oceania (population-weighted)1874best1.5821435451507568
Oceania (population-weighted)1874high1.9723960161209106
Oceania (population-weighted)1874low1.148869514465332
Oceania (population-weighted)1875best1.5967799425125122
Oceania (population-weighted)1875high1.9897419214248657
Oceania (population-weighted)1875low1.160067081451416
Oceania (population-weighted)1876best1.6114863157272339
Oceania (population-weighted)1876high2.00713849067688
Oceania (population-weighted)1876low1.1713387966156006
Oceania (population-weighted)1877best1.626262903213501
Oceania (population-weighted)1877high2.024585247039795
Oceania (population-weighted)1877low1.1826847791671753
Oceania (population-weighted)1878best1.6411083936691284
Oceania (population-weighted)1878high2.0420799255371094
Oceania (population-weighted)1878low1.1941050291061401
Oceania (population-weighted)1879best1.6557660102844238
Oceania (population-weighted)1879high2.059584856033325
Oceania (population-weighted)1879low1.2052340507507324
Oceania (population-weighted)1880best1.6701738834381104
Oceania (population-weighted)1880high2.0770275592803955
Oceania (population-weighted)1880low1.2160242795944214
Oceania (population-weighted)1881best1.6842739582061768
Oceania (population-weighted)1881high2.094338893890381
Oceania (population-weighted)1881low1.2264317274093628
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatepublic_admin_vdem -public_admin_vdem +anomaly score
Europe (population-weighted)1950best0.29559582471847534-0.06779163330793381100%
Europe (population-weighted)1951best0.30273768305778503-0.05980931222438812100%
Europe (population-weighted)1952best0.3054182827472687-0.05701311677694321100%
Europe (population-weighted)1955low0.08258847892284393-0.22126920521259308100%
Europe (population-weighted)1954low0.08702687919139862-0.21612873673439026100%
Europe (population-weighted)1956low0.1485857367515564-0.14618372917175293100%
Europe (population-weighted)1957low0.16900791227817535-0.12299580872058868100%
Europe (population-weighted)1969low0.23188090324401855-0.05640513449907303100%
Europe (population-weighted)1970low0.24019154906272888-0.04801506549119949100%
Europe (population-weighted)1959low0.20101889967918396-0.08653593808412552100%
Europe (population-weighted)1958low0.20162224769592285-0.08580824732780457100%
Europe (population-weighted)1968low0.23203110694885254-0.05534149333834648100%
Europe (population-weighted)1967low0.2321217805147171-0.054463423788547516100%
Europe (population-weighted)1966low0.24342456459999084-0.040941271930933100%
Europe (population-weighted)1965low0.2383405715227127-0.04600927233695984100%
Europe (population-weighted)1964low0.23848986625671387-0.04525645077228546100%
Europe (population-weighted)1961low0.23364414274692535-0.04976047948002815100%
Europe (population-weighted)1963low0.23856349289417267-0.04475603252649307100%
Europe (population-weighted)1962low0.23671118915081024-0.0465029701590538100%
Europe (population-weighted)1960low0.23573535680770874-0.04723343253135681100%
Europe (population-weighted)1918low0.14267797768115997-0.00503716804087162100%
Europe (population-weighted)1919low0.11318664997816086-0.03260744363069534100%
Europe (population-weighted)1932low0.10656972229480743-0.010320759378373623100%
Europe (population-weighted)1931low0.08876356482505798-0.027810199186205864100%
Europe (population-weighted)1930low0.05893489345908165-0.05547662824392319100%
North America (population-weighted)1830best0.022211426869034767-0.08357257395982742100%
North America (population-weighted)1831best0.03239684924483299-0.06683982163667679100%
North America (population-weighted)1829best0.011126669123768806-0.0859936997294426100%
North America (population-weighted)1832best0.04172253608703613-0.049694664776325226100%
North America (population-weighted)1833best0.05022895708680153-0.03271579369902611100%
World (population-weighted)1954best0.019879424944519997-0.05700760707259178100%
World (population-weighted)1955best0.0012567023513838649-0.07538972049951553100%
World (population-weighted)1956best0.006628246977925301-0.0690818801522255100%
North America (population-weighted)1834best0.058694977313280106-0.016020402312278748100%
North America (population-weighted)1835best0.06711885333061218-7.997316970431712e-06100%
Europe (population-weighted)1795high-0.045420601963996890.001049151993356645100%
Europe (population-weighted)1881low-0.0027373684570193290.04232906550168991100%
Europe (population-weighted)1882low-0.00366450101137161250.04052574187517166100%
Europe (population-weighted)1883low-0.004578902851790190.038486991077661514100%
Europe (population-weighted)1888low-0.0054421247914433480.03728850185871124100%
Europe (population-weighted)1889low-0.0064751147292554380.036191586405038834100%
North America (population-weighted)1838best0.04163229465484619-0.000783379131462425100%
Europe (population-weighted)1884low-0.0054921568371355530.03671625256538391100%
Europe (population-weighted)1885low-0.0064042685553431510.03553237393498421100%
Europe (population-weighted)1886low-0.0073152068071067330.03368522971868515100%
Europe (population-weighted)1887low-0.0082249995321035390.031565167009830475100%
World (population-weighted)1932high0.0004280608845874667-0.01440178882330656100%
World (population-weighted)1930high6.882668094476685e-05-0.008703012950718403100%
North America (population-weighted)1864low0.0006228468846529722-0.004867688287049532100%
North America (population-weighted)1828best-0.0008950586197897792-0.0884698629379272598%
Europe (population-weighted)1973low0.28919214010238650.00511233275756239997%
Europe (population-weighted)1972low0.289351820945739750.0060842302627861596%
Europe (population-weighted)1971low0.28928583860397340.00673289643600583195%
Europe (population-weighted)1974low0.2972315251827240.015636384487152190%
Europe (population-weighted)1953best0.384164154529571530.0248406343162059888%
World (population-weighted)1931high-0.0008816941408440471-0.01304521784186363287%
Europe (population-weighted)1975low0.30314448475837710.02368487603962421486%
Europe (population-weighted)1949best0.382714509963989260.04609741643071174678%
Europe (population-weighted)1976low0.3187139034271240.0425770357251167376%
Europe (population-weighted)1789high0.0066394293680787090.0478075034916400976%
Europe (population-weighted)1790high0.0066394293680787090.0478075034916400976%
North America (population-weighted)1827best-0.013889335095882416-0.0911185070872306874%
Europe (population-weighted)1927low0.119877077639102940.02243384905159473468%
Europe (population-weighted)1929low0.129531204700469970.02614410407841205666%
North America (population-weighted)1836best0.075498849153518680.0158727001398801865%
North America (population-weighted)1865low0.0084516974166035650.001807666383683681565%
Europe (population-weighted)1791high0.0115001304075121880.05347589030861854665%
Europe (population-weighted)1926low0.120021976530551910.0265574119985103664%
Europe (population-weighted)1928low0.131806701421737670.03186772391200065661%
Europe (population-weighted)1977low0.359776407480239870.0902038291096687360%
Europe (population-weighted)1920low0.159389972686767580.04126360639929771459%
World (population-weighted)1913high-0.0020734069403260946-0.00797973014414310559%
Europe (population-weighted)1953low-0.12790986895561218-0.4704724252223968557%
Europe (population-weighted)1792high0.016331000253558160.05916092917323112557%
North America (population-weighted)1839best0.0502103418111801150.01395776122808456456%
North America (population-weighted)1826best-0.027043417096138-0.0936688408255577155%
Europe (population-weighted)1949low-0.13237260282039642-0.447819083929061954%
World (population-weighted)1953best-0.034265823662281036-0.115157358348369654%
Europe (population-weighted)1814high0.017546592280268670.0561047680675983452%
Europe (population-weighted)1793high0.021132310852408410.064862698316574151%
Europe (population-weighted)1925low0.135271623730659480.0446640700101852450%
Europe (population-weighted)1952low-0.1872970312833786-0.530427038669586248%
Europe (population-weighted)1951low-0.18971511721611023-0.532905340194702147%
Europe (population-weighted)1796high0.0273828562349081040.075362443923950247%
Europe (population-weighted)1950low-0.19874991476535797-0.543027162551879946%
Europe (population-weighted)1794high0.02590433508157730.0705812647938728346%
World (population-weighted)1951best-0.047202106565237045-0.1283568292856216446%
World (population-weighted)1952best-0.04776742309331894-0.128250628709793146%
Europe (population-weighted)1868low-0.0977761298418045-0.03642831370234489446%
Europe (population-weighted)1869low-0.09847277402877808-0.03693526983261108445%
Europe (population-weighted)1921low0.169988423585891720.0641007870435714745%
North America (population-weighted)1837best0.083833336830139160.0320125967264175445%
World (population-weighted)1950best-0.05095643922686577-0.1325191408395767244%
Europe (population-weighted)1984low0.423847645521163940.1658532768487930344%
Europe (population-weighted)1797high0.031755190342664720.0810359567403793344%
Europe (population-weighted)1983low0.426991134881973270.168550997972488443%
Europe (population-weighted)1948best0.028184512630105020.01150072365999221842%
North America (population-weighted)1825best-0.040351200848817825-0.0960597768425941541%
Europe (population-weighted)1980low0.446707963943481450.1882620900869369541%
Europe (population-weighted)1979low0.444209903478622440.1876084357500076341%
~ vdem_multi_with_regions.judicial_constr_vdem 🟡 median anomaly score 1.3%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatejudicial_constr_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872best0.6352997422218323
Oceania (population-weighted)1872high0.6633058786392212
Oceania (population-weighted)1872low0.6182993650436401
Oceania (population-weighted)1873best0.6402413845062256
Oceania (population-weighted)1873high0.6685317158699036
Oceania (population-weighted)1873low0.623054027557373
Oceania (population-weighted)1874best0.6451713442802429
Oceania (population-weighted)1874high0.6737481355667114
Oceania (population-weighted)1874low0.6277951002120972
Oceania (population-weighted)1875best0.650088906288147
Oceania (population-weighted)1875high0.6789544224739075
Oceania (population-weighted)1875low0.6325217485427856
Oceania (population-weighted)1876best0.6549923419952393
Oceania (population-weighted)1876high0.6841488480567932
Oceania (population-weighted)1876low0.6372323036193848
Oceania (population-weighted)1877best0.6598809361457825
Oceania (population-weighted)1877high0.6893306970596313
Oceania (population-weighted)1877low0.6419259309768677
Oceania (population-weighted)1878best0.664753258228302
Oceania (population-weighted)1878high0.6944985389709473
Oceania (population-weighted)1878low0.6466013193130493
Oceania (population-weighted)1879best0.6698344349861145
Oceania (population-weighted)1879high0.6998652219772339
Oceania (population-weighted)1879low0.6514958143234253
Oceania (population-weighted)1880best0.6751043200492859
Oceania (population-weighted)1880high0.7054094076156616
Oceania (population-weighted)1880low0.6565900444984436
Oceania (population-weighted)1881best0.6805428862571716
Oceania (population-weighted)1881high0.7111098766326904
Oceania (population-weighted)1881low0.6618648767471313
~ Changed values: 3,089 / 106,164 (2.91%) (3,035 revised, 33 appeared, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatejudicial_constr_vdem -judicial_constr_vdem +anomaly score
Asia (population-weighted)1838low0.174876227974891660.143828228116035469.7%
Asia (population-weighted)1837low0.174589037895202640.144602283835411079.4%
Asia (population-weighted)1836low0.174301341176033020.144999250769615179.2%
Asia (population-weighted)1841low0.185729324817657470.154531195759773259.2%
Asia (population-weighted)1843low0.1864367276430130.155382111668586739.1%
Asia (population-weighted)1842low0.186076879501342770.155084848403930669.1%
Asia (population-weighted)1844low0.18679516017436980.155755326151847849.1%
Asia (population-weighted)1845low0.187152132391929630.15616860985755929.0%
Asia (population-weighted)1840low0.185394093394279480.154895797371864329.0%
Asia (population-weighted)1846low0.187507614493370060.156668379902839669.0%
Asia (population-weighted)1847low0.18786157667636870.157097518444061288.9%
Asia (population-weighted)1848low0.18821398913860320.157577648758888248.9%
Asia (population-weighted)1853low0.193556606769561770.162087023258209238.8%
Asia (population-weighted)1835low0.1740131527185440.145786717534065258.8%
Asia (population-weighted)1854low0.194586962461471560.163055866956710828.8%
Asia (population-weighted)1855low0.19585457444190980.164132922887802128.8%
Asia (population-weighted)1852low0.19252160191535950.161345750093460088.8%
Asia (population-weighted)1849low0.18870642781257630.158183112740516668.8%
Asia (population-weighted)1850low0.18939110636711120.158862546086311348.8%
Asia (population-weighted)1859low0.19984242320060730.167790412902832038.7%
Asia (population-weighted)1856low0.196877807378768920.165310606360435498.7%
Asia (population-weighted)1839low0.18518041074275970.155608355998992928.7%
Asia (population-weighted)1860low0.20069742202758790.168714120984077458.7%
Asia (population-weighted)1858low0.1989082694053650.167230427265167248.7%
Asia (population-weighted)1857low0.197895765304565430.16642837226390848.6%
Asia (population-weighted)1834low0.17372445762157440.146202400326728828.6%
Asia (population-weighted)1851low0.19162808358669280.161302268505096448.6%
Asia (population-weighted)1861low0.201471075415611270.170169055461883548.4%
Asia (population-weighted)1821low0.174850538372993470.14809042215347298.3%
Asia (population-weighted)1833low0.17343528568744660.14691551029682168.3%
Asia (population-weighted)1825low0.173725590109825130.147470459342002878.2%
Asia (population-weighted)1862low0.202163174748420720.17165847122669228.2%
Asia (population-weighted)1820low0.175420030951499940.149029240012168888.1%
Asia (population-weighted)1824low0.173975318670272830.14798651635646828.1%
Asia (population-weighted)1819low0.175942271947860720.149914249777793888.0%
Asia (population-weighted)1832low0.173145651817321780.147575542330741888.0%
Asia (population-weighted)1800low0.18407139182090760.15691389143466958.0%
Asia (population-weighted)1801low0.18390931189060210.156920462846755987.9%
Asia (population-weighted)1826low0.173474207520484920.1480373889207847.9%
Asia (population-weighted)1827low0.173221200704574580.147927701473236087.9%
Asia (population-weighted)1802low0.183659300208091740.15686808526515967.9%
Asia (population-weighted)1818low0.176585242152214050.150915637612342837.8%
Asia (population-weighted)1803low0.183437108993530270.156837910413742077.8%
Asia (population-weighted)1828low0.172966569662094120.147895604372024547.8%
Asia (population-weighted)1822low0.174469783902168270.14920791983604437.8%
Asia (population-weighted)1823low0.1742233932018280.149054720997810367.8%
Asia (population-weighted)1829low0.172821581363677980.14787220954895027.8%
Asia (population-weighted)1830low0.17278519272804260.14786152541637427.8%
Asia (population-weighted)1804low0.18321207165718080.15680706501007087.8%
Asia (population-weighted)1863low0.202774390578269960.17356580495834357.8%
Asia (population-weighted)1817low0.177225217223167420.151782378554344187.7%
Asia (population-weighted)1831low0.17296516895294190.148147225379943857.7%
Asia (population-weighted)1805low0.182984232902526860.156775861978530887.7%
Asia (population-weighted)1806low0.182753637433052060.156736165285110477.7%
Asia (population-weighted)1816low0.17787268757820130.15265932679176337.6%
Asia (population-weighted)1807low0.182520344853401180.156696334481239327.6%
Asia (population-weighted)1808low0.18228437006473540.15667454898357397.6%
Asia (population-weighted)1815low0.178435117006301880.153396934270858767.5%
World (population-weighted)1820low0.189061582088470460.162679329514503487.5%
Asia (population-weighted)1809low0.182045772671699520.15665179491043097.5%
World (population-weighted)1821low0.190296173095703120.16381107270717627.5%
Asia (population-weighted)1814low0.179097324609756470.154221355915069587.5%
Asia (population-weighted)1813low0.179766982793807980.155032530426979067.4%
Asia (population-weighted)1810low0.181530520319938660.15662756562232977.4%
World (population-weighted)1819low0.189367070794105530.16351412236690527.3%
Asia (population-weighted)1812low0.180425569415092470.15582688152790077.3%
Asia (population-weighted)1811low0.181019946932792660.156639620661735537.2%
Asia (population-weighted)1838best0.264537155628204350.229069262742996227.2%
World (population-weighted)1818low0.189061194658279420.16381883621215827.2%
Asia (population-weighted)1799low0.18473766744136810.160154715180397037.1%
World (population-weighted)1822low0.190480977296829220.165192544460296637.1%
World (population-weighted)1825low0.191761389374732970.166351407766342167.1%
World (population-weighted)1824low0.191447809338569640.166112869977951057.1%
Asia (population-weighted)1864low0.20659820735454560.179332837462425237.1%
World (population-weighted)1823low0.19086107611656190.165833309292793277.0%
World (population-weighted)1817low0.188654020428657530.164037644863128667.0%
World (population-weighted)1838low0.206319138407707210.179527953267097476.9%
Asia (population-weighted)1837best0.26422631740570070.22995021939277656.9%
World (population-weighted)1826low0.191737785935401920.16708444058895116.9%
World (population-weighted)1816low0.188265010714530940.164250731468200686.8%
World (population-weighted)1837low0.205495327711105350.17930115759372716.8%
World (population-weighted)1827low0.19184345006942750.167421922087669376.8%
Asia (population-weighted)1841best0.27784419059753420.242482334375381476.8%
Asia (population-weighted)1836best0.263914704322814940.230415835976600656.8%
World (population-weighted)1836low0.205050364136695860.17908710241317756.8%
World (population-weighted)1814low0.17852784693241120.15594772994518286.8%
Asia (population-weighted)1843best0.27861624956130980.243421211838722236.7%
Asia (population-weighted)1842best0.27822342514991760.24309627711772926.7%
Asia (population-weighted)1844best0.27900716662406920.243826925754547126.7%
World (population-weighted)1828low0.191891759634017940.167722284793853766.7%
Asia (population-weighted)1838high0.34716644883155820.303477555513381966.7%
Asia (population-weighted)1845best0.279396086931228640.244269132614135746.7%
Asia (population-weighted)1846best0.27978304028511050.244827330112457286.7%
World (population-weighted)1815low0.18783617019653320.164392247796058656.7%
World (population-weighted)1829low0.19195485115051270.16801165044307716.7%
World (population-weighted)1835low0.204552128911018370.17905004322528846.6%
Asia (population-weighted)1840best0.27747860550880430.24291335046291356.6%
Asia (population-weighted)1847best0.280167937278747560.245278447866439826.6%
World (population-weighted)1800low0.17647808790206910.154503375291824346.6%
World (population-weighted)1801low0.176625519990921020.15468271076679236.6%
~ vdem_multi_with_regions.rule_of_law_vdem 🟡 median anomaly score 1.3%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimaterule_of_law_vdem
Africa (population-weighted)1900best0.22998130321502686
Africa (population-weighted)1900high0.28232744336128235
Africa (population-weighted)1900low0.1715845912694931
Africa (population-weighted)1901best0.23076477646827698
Africa (population-weighted)1901high0.28332898020744324
Africa (population-weighted)1901low0.17245078086853027
Oceania (population-weighted)1872best0.6498004794120789
Oceania (population-weighted)1872high0.6627120971679688
Oceania (population-weighted)1872low0.6417732834815979
Oceania (population-weighted)1873best0.65495765209198
Oceania (population-weighted)1873high0.6679784655570984
Oceania (population-weighted)1873low0.6468665599822998
Oceania (population-weighted)1874best0.6601071357727051
Oceania (population-weighted)1874high0.6732372641563416
Oceania (population-weighted)1874low0.6519522666931152
Oceania (population-weighted)1875best0.6652482748031616
Oceania (population-weighted)1875high0.6784878373146057
Oceania (population-weighted)1875low0.6570297479629517
Oceania (population-weighted)1876best0.6703795194625854
Oceania (population-weighted)1876high0.6837285757064819
Oceania (population-weighted)1876low0.6620973944664001
Oceania (population-weighted)1877best0.6754999756813049
Oceania (population-weighted)1877high0.6889587044715881
Oceania (population-weighted)1877low0.6671544313430786
Oceania (population-weighted)1878best0.6806085109710693
Oceania (population-weighted)1878high0.6941769123077393
Oceania (population-weighted)1878low0.6721996665000916
Oceania (population-weighted)1879best0.6859009265899658
Oceania (population-weighted)1879high0.6995806694030762
Oceania (population-weighted)1879low0.6774265170097351
Oceania (population-weighted)1880best0.6913560032844543
Oceania (population-weighted)1880high0.7051483988761902
Oceania (population-weighted)1880low0.6828141212463379
Oceania (population-weighted)1881best0.6969529986381531
Oceania (population-weighted)1881high0.7108588814735413
Oceania (population-weighted)1881low0.6883419156074524
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimaterule_of_law_vdem -rule_of_law_vdem +anomaly score
Asia (population-weighted)1859low0.27865505218505860.241420984268188487.2%
Asia (population-weighted)1860low0.28396922349929810.24679128825664527.0%
Asia (population-weighted)1861low0.2851392626762390.248775213956832896.8%
Asia (population-weighted)1862low0.309315621852874760.270246088504791266.7%
Asia (population-weighted)1863low0.308001160621643070.27057677507400516.5%
Asia (population-weighted)1859best0.33177262544631960.29347759485244756.1%
Asia (population-weighted)1860best0.33745148777961730.29919043183326726.0%
Asia (population-weighted)1864low0.31107458472251890.27655395865440375.9%
Asia (population-weighted)1861best0.33878365159034730.301382809877395635.8%
Asia (population-weighted)1856low0.167195260524749760.148823410272598275.8%
Asia (population-weighted)1862best0.358854413032531740.31948855519294745.8%
Asia (population-weighted)1858low0.169667035341262820.151094898581504825.8%
Asia (population-weighted)1857low0.16800481081008910.14964681863784795.8%
Asia (population-weighted)1853low0.15455406904220580.137875467538833625.7%
Asia (population-weighted)1855low0.157170206308364870.140313088893890385.7%
Asia (population-weighted)1859high0.38883200287818910.347197145223617555.7%
Asia (population-weighted)1854low0.1559869498014450.139322847127914435.6%
Asia (population-weighted)1852low0.153755173087120060.137346968054771425.6%
Asia (population-weighted)1863best0.35670295357704160.319021731615066535.6%
Asia (population-weighted)1860high0.39485406875610350.353233069181442265.6%
Asia (population-weighted)1841low0.150276154279708860.134768635034561165.4%
Asia (population-weighted)1838low0.14445789158344270.12955266237258915.4%
Asia (population-weighted)1851low0.153084591031074520.137330457568168645.4%
Asia (population-weighted)1861high0.396302849054336550.35562878847122195.4%
Asia (population-weighted)1850low0.15179418027400970.136249214410781865.4%
Asia (population-weighted)1843low0.15068900585174560.13533286750316625.4%
Asia (population-weighted)1842low0.150487199425697330.13515582680702215.4%
Asia (population-weighted)1844low0.15088981389999390.135561659932136545.4%
Asia (population-weighted)1862high0.409510225057601930.36810588836669925.3%
Asia (population-weighted)1845low0.1510896086692810.135817706584930425.3%
Asia (population-weighted)1840low0.15009173750877380.13504388928413395.3%
Asia (population-weighted)1846low0.151272684335708620.136125758290290835.3%
Asia (population-weighted)1847low0.15147033333778380.13638959825038915.2%
Asia (population-weighted)1849low0.151562809944152830.136527597904205325.2%
Asia (population-weighted)1848low0.151666894555091860.136657997965812685.2%
Asia (population-weighted)1837low0.144310563802719120.130088731646537785.2%
Asia (population-weighted)1863high0.40563648939132690.365950912237167365.1%
Asia (population-weighted)1865low0.31302660703659060.28259959816932685.1%
Asia (population-weighted)1836low0.144162923097610470.130340963602066045.0%
World (population-weighted)1859low0.307839184999465940.278384327888488775.0%
Asia (population-weighted)1864best0.360638171434402470.326140075922012335.0%
World (population-weighted)1860low0.3133016824722290.283970355987548834.9%
Asia (population-weighted)1839low0.150679692625999450.136766746640205384.8%
Asia (population-weighted)1856best0.230546593666076660.209435179829597474.8%
Asia (population-weighted)1858best0.23335680365562440.211999177932739264.8%
Asia (population-weighted)1835low0.144014969468116760.13089060783386234.8%
Asia (population-weighted)1857best0.231545642018318180.2104526013135914.8%
World (population-weighted)1861low0.31419572234153750.285623371601104744.8%
Asia (population-weighted)1853best0.219147637486457820.19944642484188084.7%
Asia (population-weighted)1855best0.22237046062946320.20242136716842654.7%
World (population-weighted)1862low0.332711994647979740.302883207798004154.7%
Asia (population-weighted)1854best0.220834016799926760.20112755894660954.7%
Asia (population-weighted)1834low0.143866732716560360.13108271360397344.6%
Asia (population-weighted)1852best0.218140274286270140.19877940416336064.6%
Asia (population-weighted)1856high0.29870048165321350.27237090468406684.6%
Asia (population-weighted)1864high0.410392969846725460.374239563941955574.6%
Asia (population-weighted)1858high0.30230325460433960.27567636966705324.6%
Asia (population-weighted)1857high0.29990223050117490.27360153198242194.6%
Europe (population-weighted)1913low0.57005310058593750.52069264650344854.5%
Asia (population-weighted)1838best0.205646783113479610.187847882509231574.5%
Asia (population-weighted)1853high0.283946514129638670.25939330458641054.5%
Asia (population-weighted)1855high0.28822010755538940.263387411832809454.5%
World (population-weighted)1863low0.33201751112937930.303499668836593634.5%
Asia (population-weighted)1854high0.286215722560882570.26168456673622134.5%
Asia (population-weighted)1852high0.282679378986358640.258553534746170044.5%
Asia (population-weighted)1851best0.2173040658235550.19876411557197574.5%
Asia (population-weighted)1841best0.213672801852226260.19546607136726384.5%
Europe (population-weighted)1916low0.55392557382583620.50683629512786874.4%
Asia (population-weighted)1850best0.215394318103790280.19710431993007664.4%
Asia (population-weighted)1800low0.109064772725105290.099823050200939184.4%
Asia (population-weighted)1801low0.108992196619510650.099788345396518714.4%
Europe (population-weighted)1915low0.55786299705505370.51084619760513314.4%
Asia (population-weighted)1843best0.214200988411903380.196178764104843144.4%
Asia (population-weighted)1842best0.213958323001861570.19597150385379794.4%
Asia (population-weighted)1844best0.214442372322082520.196447312831878664.4%
World (population-weighted)1859best0.362378925085067750.332050532102584844.4%
Europe (population-weighted)1917low0.55180633068084720.50565767288208014.4%
Asia (population-weighted)1845best0.2146824747323990.196746766567230224.4%
Europe (population-weighted)1949low0.50712972879409790.46477618813514714.4%
Asia (population-weighted)1877low0.33372715115547180.305859446525573734.4%
Asia (population-weighted)1838high0.26697501540184020.244694024324417114.4%
Europe (population-weighted)1914low0.56005936861038210.51344406604766854.3%
Asia (population-weighted)1865best0.36272642016410830.33259874582290654.3%
Asia (population-weighted)1846best0.214858591556549070.197071537375450134.3%
Asia (population-weighted)1840best0.213451981544494630.195810511708259584.3%
Asia (population-weighted)1837best0.20547071099281310.188517376780509954.3%
Asia (population-weighted)1847best0.215095922350883480.197373732924461364.3%
Asia (population-weighted)1849best0.2150612175464630.197347149252891544.3%
Europe (population-weighted)1912low0.57178455591201780.52479320764541634.3%
World (population-weighted)1860best0.368027806282043460.33782526850700384.3%
Asia (population-weighted)1851high0.28163340687751770.258536785840988164.3%
Asia (population-weighted)1848best0.215331867337226870.197679236531257634.3%
Asia (population-weighted)1841high0.277184277772903440.25453227758407594.3%
Asia (population-weighted)1866low0.31520515680313110.289464443922042854.3%
Asia (population-weighted)1850high0.279326796531677250.25655785202980044.2%
Asia (population-weighted)1876low0.334775984287261960.30758127570152284.2%
Asia (population-weighted)1878low0.33146330714225770.3045678138732914.2%
Asia (population-weighted)1843high0.277839928865432740.255418151617050174.2%
Asia (population-weighted)1842high0.277538150548934940.255161255598068244.2%
Asia (population-weighted)1844high0.27814009785652160.255751222372055054.2%
~ vdem_multi_with_regions.v2cacamps 🟡 median anomaly score 1.3%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2cacamps
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2cacamps -v2cacamps +anomaly score
Europe (population-weighted)1954low-0.137638717889785770.01940244249999523100%
Europe (population-weighted)1950low-0.046649225056171420.07031109184026718100%
Europe (population-weighted)1951low-0.070058152079582210.0438423790037632100%
Europe (population-weighted)1952low-0.083707235753536220.028562363237142563100%
Europe (population-weighted)1953low-0.054702810943126680.0318947359919548100%
Europe (population-weighted)1906low-0.035321850329637530.04319698363542557100%
Europe (population-weighted)1905low-0.036842171102762220.04030156508088112100%
Asia (population-weighted)1937low-0.029526364058256150.04711099714040756100%
Europe (population-weighted)1907low-0.068314358592033390.0050339363515377045100%
Europe (population-weighted)1915best-0.0030249662231653930.06051098555326462100%
Asia (population-weighted)1912low-0.049766100943088530.0014767730608582497100%
Asia (population-weighted)1938best-0.036739923059940340.013564014807343483100%
Asia (population-weighted)1939best-0.042107496410608290.006170928478240967100%
World (population-weighted)1911low-0.0059640388935804370.03351414203643799100%
North America (population-weighted)1912high-0.0023900952655822040.03462911769747734100%
World (population-weighted)1937low-0.010903823189437390.022205060347914696100%
World (population-weighted)1966low-0.00026139654801227150.025970349088311195100%
World (population-weighted)1931low-0.0175354443490505220.0007548765861429274100%
Africa (population-weighted)1932high0.002983859973028302-0.012922581285238266100%
Africa (population-weighted)1933high0.012759323231875896-0.0028418865986168385100%
Africa (population-weighted)1914high0.005131687503308058-0.009075967594981194100%
Africa (population-weighted)1920high0.00800139270722866-0.004938976839184761100%
Europe (population-weighted)1947low-0.0056051020510494710.0029342034831643105100%
Europe (population-weighted)1955low-0.15650339424610138-0.00184859381988644698%
World (population-weighted)1910low0.0026682883035391570.0446536056697368689%
Europe (population-weighted)1956low-0.1647626757621765-0.01098942104727029887%
Asia (population-weighted)1949low-0.014354064129292965-0.001591423875652253680%
Africa (population-weighted)1921high0.0145311215892434120.001871658489108085677%
World (population-weighted)1967low0.0034048061352223160.02414150722324848275%
World (population-weighted)1932low0.0042621772736310960.02780784107744693873%
Europe (population-weighted)1957low-0.20056034624576569-0.0515179894864559259%
Europe (population-weighted)1990high-0.2076949030160904-0.0591628067195415556%
Europe (population-weighted)1949low0.048847794532775880.1543857157230377252%
Europe (population-weighted)1959low-0.21726293861865997-0.0701290518045425451%
Europe (population-weighted)1958low-0.21742278337478638-0.070536047220230151%
Asia (population-weighted)1913low0.036545872688293460.083994790911674539%
Europe (population-weighted)1946low-0.020644409582018852-0.00914870761334896139%
World (population-weighted)1900best0.031662091612815860.0698277950286865238%
World (population-weighted)1908best0.032588042318820950.0718543156981468238%
World (population-weighted)1901best0.0336123667657375340.0723282247781753537%
World (population-weighted)1909best0.0347223803400993350.0735336840152740536%
World (population-weighted)1930low-0.02176555246114731-0.01040376257151365335%
World (population-weighted)1902best0.038967914879322050.0795434415340423634%
Europe (population-weighted)1989high0.118149206042289730.2396071702241897634%
Europe (population-weighted)1988high0.10951377451419830.2153396755456924433%
Europe (population-weighted)1968low-0.13280317187309265-0.0675496086478233333%
Asia (population-weighted)1917low-0.08944129198789597-0.04554389044642448433%
Europe (population-weighted)1961low-0.28531116247177124-0.146900489926338232%
Europe (population-weighted)1960low-0.285765677690506-0.1477175652980804432%
Asia (population-weighted)1914low-0.11658479273319244-0.0608655959367752131%
Europe (population-weighted)1964best0.12958995997905730.2472373545169830331%
Europe (population-weighted)1962low-0.2940857410430908-0.156532913446426431%
Asia (population-weighted)1919low-0.0986279770731926-0.05309659987688064630%
Europe (population-weighted)1987best-0.3131997585296631-0.1694630831480026230%
Europe (population-weighted)1984best-0.31688517332077026-0.172656819224357629%
World (population-weighted)1904best0.05418324097990990.0991591662168502829%
World (population-weighted)1903best0.0551907606422901150.100275680422782929%
Europe (population-weighted)1986best-0.31916120648384094-0.1758447438478469829%
Europe (population-weighted)1914best0.079976126551628110.1442959159612655629%
Europe (population-weighted)1963best0.15318031609058380.273511081933975228%
Europe (population-weighted)1985best-0.3264167308807373-0.183696463704109228%
Asia (population-weighted)1915low-0.11380419880151749-0.064511485397815728%
Africa (population-weighted)1934high0.0354990027844905850.02025414444506168427%
Europe (population-weighted)1978best0.051656499505043030.0901650339365005527%
Asia (population-weighted)1901best0.093322336673736570.161571472883224527%
Asia (population-weighted)1903best0.092445030808448790.1594666540622711227%
Asia (population-weighted)1900best0.093253523111343380.1607047319412231427%
Africa (population-weighted)1931high-0.01777150109410286-0.03051741607487201726%
Asia (population-weighted)1902best0.096033833920955660.1637007296085357726%
Europe (population-weighted)1963low-0.3240513503551483-0.1901571750640869126%
Europe (population-weighted)1966best0.149686232209205630.2533010840415954626%
Asia (population-weighted)1904best0.09704080969095230.1640379428863525426%
Europe (population-weighted)1965best0.152520194649696350.2559284865856170725%
Europe (population-weighted)1969low-0.1554676741361618-0.0928175970911979725%
Africa (population-weighted)1922high-0.020886356011033058-0.03497877344489097625%
Africa (population-weighted)1930high-0.018622493371367455-0.0310893673449754725%
Europe (population-weighted)1962best0.185618415474891660.3098719716072082525%
Asia (population-weighted)1905best0.102090604603290560.1701130270957946825%
Asia (population-weighted)1906best0.10152061283588410.1690708398818969725%
Asia (population-weighted)1908best0.096003033220767970.1596891433000564625%
Asia (population-weighted)1909best0.096126377582550050.1585503220558166525%
Asia (population-weighted)1907best0.103566892445087430.17074923217296624%
Europe (population-weighted)1961best0.19254171848297120.3173229098320007324%
Europe (population-weighted)1960best0.192343994975090030.3167132735252380424%
Asia (population-weighted)1927low0.045145239681005480.0732229351997375524%
Europe (population-weighted)1986high0.20374478399753570.327962696552276623%
Africa (population-weighted)1935high0.04885476455092430.0303835887461900723%
Europe (population-weighted)1917low0.172689169645309450.277631908655166623%
World (population-weighted)1907best0.0863323062658310.1386914253234863323%
Asia (population-weighted)1916low-0.11401687562465668-0.0709802210330963123%
Europe (population-weighted)1964low-0.34764644503593445-0.2165031731128692623%
World (population-weighted)1906best0.089865714311599730.143199592828750623%
Europe (population-weighted)1985high0.212249219417572020.337767302989959723%
Europe (population-weighted)1967low-0.25048336386680603-0.1575563997030258223%
World (population-weighted)1905best0.090268716216087340.1433759927749633823%
Europe (population-weighted)1987high0.21781724691390990.3435454964637756322%
Asia (population-weighted)1926low0.04937186464667320.0774424076080322322%
Europe (population-weighted)1989best-0.38987496495246887-0.2490334659814834622%
Europe (population-weighted)1970low-0.1866583675146103-0.1193761825561523422%
Europe (population-weighted)1918low0.205543816089630130.3206710815429687522%
~ vdem_multi_with_regions.libdem_vdem 🟡 median anomaly score 1.2%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatelibdem_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872best0.3344693183898926
Oceania (population-weighted)1872high0.35948508977890015
Oceania (population-weighted)1872low0.31156125664711
Oceania (population-weighted)1873best0.3369593024253845
Oceania (population-weighted)1873high0.36216118931770325
Oceania (population-weighted)1873low0.31331583857536316
Oceania (population-weighted)1874best0.33943846821784973
Oceania (population-weighted)1874high0.36482566595077515
Oceania (population-weighted)1874low0.3161991238594055
Oceania (population-weighted)1875best0.34247779846191406
Oceania (population-weighted)1875high0.3663351237773895
Oceania (population-weighted)1875low0.31964564323425293
Oceania (population-weighted)1876best0.34505215287208557
Oceania (population-weighted)1876high0.3690904676914215
Oceania (population-weighted)1876low0.32205766439437866
Oceania (population-weighted)1877best0.3475002646446228
Oceania (population-weighted)1877high0.37114599347114563
Oceania (population-weighted)1877low0.3237713873386383
Oceania (population-weighted)1878best0.34936127066612244
Oceania (population-weighted)1878high0.3737598955631256
Oceania (population-weighted)1878low0.32317715883255005
Oceania (population-weighted)1879best0.3574388027191162
Oceania (population-weighted)1879high0.38320374488830566
Oceania (population-weighted)1879low0.3304210603237152
Oceania (population-weighted)1880best0.3601330518722534
Oceania (population-weighted)1880high0.3864281475543976
Oceania (population-weighted)1880low0.3329499065876007
Oceania (population-weighted)1881best0.36420437693595886
Oceania (population-weighted)1881high0.39362552762031555
Oceania (population-weighted)1881low0.3404264748096466
~ Changed values: 3,047 / 106,164 (2.87%) (3,023 revised, 3 appeared, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatelibdem_vdem -libdem_vdem +anomaly score
Asia (population-weighted)1838low0.020898943766951560.0181186087429523477.1%
Asia (population-weighted)1837low0.0205698534846305850.017938110977411276.8%
Europe (population-weighted)1955low0.2905695438385010.25375705957412726.8%
Europe (population-weighted)1954low0.2907318174839020.25399079918861396.7%
Europe (population-weighted)1959low0.29724675416946410.25983241200447086.7%
Europe (population-weighted)1958low0.2969703972339630.25965154170989996.7%
Asia (population-weighted)1860low0.0268506892025470730.023489065468311316.7%
Asia (population-weighted)1836low0.0205515678972005840.017980735749006276.7%
Europe (population-weighted)1957low0.297708779573440550.2604781389236456.7%
Asia (population-weighted)1859low0.026013180613517760.022761413827538496.7%
Asia (population-weighted)1841low0.0221611019223928450.0193957965821027766.7%
Asia (population-weighted)1843low0.022222440689802170.0194697249680757526.6%
Asia (population-weighted)1842low0.0221912283450365070.0194442849606275566.6%
Asia (population-weighted)1844low0.0222535021603107450.019501918926835066.6%
Europe (population-weighted)1961low0.30137652158737180.26421928405761726.6%
Asia (population-weighted)1845low0.0222844071686267850.0195370055735111246.6%
Europe (population-weighted)1965low0.30895629525184630.270933270454406746.6%
Europe (population-weighted)1960low0.30091571807861330.26399007439613346.5%
Europe (population-weighted)1968low0.306801766157150270.269202917814254766.5%
Asia (population-weighted)1856low0.024308120831847190.0213296879082918176.5%
Asia (population-weighted)1853low0.0228977072983980180.020092144608497626.5%
Asia (population-weighted)1846low0.022315155714750290.0195812098681926736.5%
Europe (population-weighted)1953low0.290253281593322750.254748225212097176.5%
Asia (population-weighted)1847low0.022345742210745810.0196168106049299246.5%
Asia (population-weighted)1840low0.0221320614218711850.0194297097623348246.5%
Asia (population-weighted)1861low0.0269310530275106430.0236458554863929756.5%
Asia (population-weighted)1852low0.0228068437427282330.0200271047651767736.5%
Europe (population-weighted)1962low0.301043927669525150.264405161142349246.5%
Europe (population-weighted)1963low0.303908914327621460.26693263649940496.5%
Asia (population-weighted)1854low0.023055544123053550.0202515963464975366.5%
Asia (population-weighted)1855low0.023193065077066420.0203734319657087336.5%
Asia (population-weighted)1848low0.0223824214190244670.019664192572236066.5%
Europe (population-weighted)1951low0.28954476118087770.2543843090534216.5%
Europe (population-weighted)1955best0.320035487413406370.28125539422035226.4%
Asia (population-weighted)1849low0.0223913602530956270.019679257646203046.4%
Asia (population-weighted)1857low0.024060107767581940.021151758730411536.4%
Asia (population-weighted)1858low0.0241936426609754560.021269368007779126.4%
Europe (population-weighted)1954best0.32007056474685670.28138512372970586.4%
Asia (population-weighted)1850low0.022446427494287490.019734891131520276.4%
Europe (population-weighted)1966low0.30784586071968080.270662426948547366.4%
Asia (population-weighted)1862low0.028761776164174080.0252908244729042056.4%
Asia (population-weighted)1835low0.02052742987871170.018050298094749456.4%
Europe (population-weighted)1956low0.294495701789855960.25897577404975896.4%
Europe (population-weighted)1964low0.30586484074592590.269007921218872076.4%
Europe (population-weighted)1967low0.308859288692474370.27169388532638556.4%
Europe (population-weighted)1970low0.319510430097579960.28115043044090276.4%
Europe (population-weighted)1950low0.28946283459663390.25483310222625736.4%
Europe (population-weighted)1971low0.323727458715438840.285022705793380746.4%
Asia (population-weighted)1851low0.0227015763521194460.0199924241751432426.3%
Asia (population-weighted)1839low0.0220170710235834120.0193937662988901146.3%
Europe (population-weighted)1959best0.32582679390907290.287030011415481576.3%
Europe (population-weighted)1969low0.311986893415451050.27491006255149846.3%
Europe (population-weighted)1972low0.325077950954437260.286448776721954356.3%
Europe (population-weighted)1962best0.33011496067047120.29090911149978646.3%
Europe (population-weighted)1958best0.32618376612663270.287506759166717536.3%
Europe (population-weighted)1957best0.32639521360397340.28777256608009346.3%
Europe (population-weighted)1968best0.335023820400238040.295427203178405766.3%
Asia (population-weighted)1834low0.0204975623637437820.018081685528159146.3%
Europe (population-weighted)1963best0.333904355764389040.294584095478057866.3%
Europe (population-weighted)1956best0.323803275823593140.28576901555061346.2%
Europe (population-weighted)1961best0.329692453145980830.29103979468345646.2%
Europe (population-weighted)1967best0.335855036973953250.296535044908523566.2%
Europe (population-weighted)1964best0.335610210895538330.29640096426010136.2%
Europe (population-weighted)1973low0.32399395108222960.286242395639419566.2%
Europe (population-weighted)1953best0.31869941949844360.28162011504173286.2%
Europe (population-weighted)1960best0.329682290554046630.29132732748985296.2%
Europe (population-weighted)1965best0.337252974510192870.29801970720291146.2%
Europe (population-weighted)1952low0.288074702024459840.25466066598892216.2%
Europe (population-weighted)1970best0.34625265002250670.30615523457527166.1%
Europe (population-weighted)1949low0.28423205018043520.25132369995117196.1%
Europe (population-weighted)1966best0.33722364902496340.29824346303939826.1%
Europe (population-weighted)1969best0.339200526475906370.300086528062820436.1%
Europe (population-weighted)1955high0.349090695381164550.308847963809967046.1%
Europe (population-weighted)1951best0.31919959187507630.282443463802337656.1%
Europe (population-weighted)1954high0.34911257028579710.30893480777740486.1%
Asia (population-weighted)1863low0.0288372877985239030.0255195554345846186.1%
Europe (population-weighted)1959high0.355441778898239140.31460982561111456.1%
Europe (population-weighted)1958high0.355150401592254640.31438848376274116.1%
Europe (population-weighted)1950best0.319220036268234250.28260079026222236.1%
Europe (population-weighted)1971best0.3489878773689270.309175610542297366.0%
Europe (population-weighted)1968high0.36358672380447390.32214498519897466.0%
Europe (population-weighted)1974low0.32694020867347720.289722919464111336.0%
Asia (population-weighted)1833low0.02047898992896080.0181531086564064036.0%
Asia (population-weighted)1821low0.0205731280148029330.0182378664612770086.0%
Europe (population-weighted)1957high0.35635936260223390.31600278615951546.0%
Europe (population-weighted)1972best0.35072016716003420.31101092696189886.0%
Europe (population-weighted)1965high0.36625266075134280.324849337339401256.0%
Europe (population-weighted)1961high0.35908123850822450.318519383668899546.0%
Europe (population-weighted)1952best0.317366510629653930.28156635165214546.0%
Europe (population-weighted)1960high0.35867354273796080.318225115537643436.0%
Asia (population-weighted)1800low0.0216810610145330430.0192363727837800986.0%
Europe (population-weighted)1962high0.35881423950195310.318457633256912236.0%
Europe (population-weighted)1973best0.351967632770538330.3124108314514166.0%
Europe (population-weighted)1967high0.36593851447105410.324883967638015755.9%
Asia (population-weighted)1801low0.021672055125236510.019242014735937125.9%
Europe (population-weighted)1953high0.34808158874511720.309075564146041875.9%
Europe (population-weighted)1966high0.365479111671447750.32452905178070075.9%
Asia (population-weighted)1825low0.0204477049410343170.0181593820452690125.9%
Europe (population-weighted)1970high0.37539094686508180.333443671464920045.9%
Asia (population-weighted)1820low0.0206238180398941040.0183201432228088385.9%
~ vdem_multi_with_regions.v2caautmob 🟡 median anomaly score 1.2%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2caautmob
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2caautmob -v2caautmob +anomaly score
Europe (population-weighted)1969low-0.0165318753570318220.13896076381206512100%
Europe (population-weighted)1973low-0.0589051172137260440.09379051625728607100%
Europe (population-weighted)1972low-0.0607494190335273740.0910266786813736100%
Europe (population-weighted)1962low-0.0151767637580633160.136214941740036100%
Europe (population-weighted)1974low-0.067547142505645750.08331826329231262100%
Europe (population-weighted)1954low-0.00285273184999823570.14717157185077667100%
Europe (population-weighted)1964low-0.035723797976970670.11387742310762405100%
Europe (population-weighted)1975low-0.081951692700386050.06636695563793182100%
Europe (population-weighted)1963low-0.04452999681234360.1033676415681839100%
Europe (population-weighted)1967low-0.065064348280429840.082495778799057100%
Europe (population-weighted)1966low-0.072540417313575740.07335986196994781100%
Europe (population-weighted)1970low-0.096802853047847750.04875990003347397100%
Europe (population-weighted)1971low-0.10397411882877350.041380561888217926100%
Europe (population-weighted)1965low-0.07208663225173950.07321462780237198100%
Europe (population-weighted)1976low-0.100582137703895570.04469406232237816100%
Europe (population-weighted)1977low-0.126148357987403870.015238480642437935100%
Europe (population-weighted)1926low-0.083401523530483250.0019736674148589373100%
Europe (population-weighted)1923low-0.0359604470431804660.025417491793632507100%
World (population-weighted)1965low-0.0128483632579445840.013833115808665752100%
World (population-weighted)1949best-0.00366110075265169140.021257242187857628100%
World (population-weighted)1918best-0.0204327628016471860.0028111948631703854100%
Europe (population-weighted)1955low0.0089449407532811160.1610432565212249889%
Asia (population-weighted)1949best-0.03348538652062416-0.00403670640662312578%
Europe (population-weighted)1950low0.0211396124213933940.1723996996879577678%
Europe (population-weighted)1953low0.024945842102169990.178445026278495875%
World (population-weighted)1964low0.0047581042163074020.03214402869343757674%
Europe (population-weighted)1961low0.0291219949722290040.1861337870359420873%
Europe (population-weighted)1951low0.0336937159299850460.1873271763324737570%
Europe (population-weighted)1979low-0.1684025526046753-0.0333968363702297267%
Europe (population-weighted)1952low0.038478504866361620.1933980137109756567%
Europe (population-weighted)1978low-0.16993007063865662-0.03470055758953094566%
Europe (population-weighted)1957low0.050444714725017550.2090877592563629261%
Europe (population-weighted)1959low0.0508848503232002260.210152029991149961%
Europe (population-weighted)1960low0.0526081025600433350.212476477026939460%
Europe (population-weighted)1958low0.052476480603218080.211658552289009160%
Europe (population-weighted)1968low0.0624447204172611240.2277784347534179757%
World (population-weighted)1963low-0.036730650812387466-0.010148488916456757%
Europe (population-weighted)1956low0.064504906535148620.2247569710016250655%
Europe (population-weighted)1949low0.073994673788547520.226158246397972151%
Europe (population-weighted)1929low-0.14413630962371826-0.04800990596413612450%
Europe (population-weighted)1928low-0.1444580852985382-0.0519061386585235647%
World (population-weighted)1919best0.0123014086857438090.0319667533040046744%
Europe (population-weighted)1927low-0.14990587532520294-0.0611926093697547942%
World (population-weighted)1917best-0.02083386667072773-0.00878273509442806241%
Europe (population-weighted)1980low-0.2232952117919922-0.0957686603069305440%
Europe (population-weighted)1988best0.071632310748100280.1640541404485702539%
Europe (population-weighted)1981low-0.24401070177555084-0.1194875463843345634%
South America (population-weighted)1930low0.0294254217296838760.05848210304975509633%
Europe (population-weighted)1920low-0.14108064770698547-0.0719351768493652332%
Europe (population-weighted)1918best0.089620329439640050.1587058156728744528%
World (population-weighted)1960low-0.061729542911052704-0.0350851230323314728%
Europe (population-weighted)1982low-0.2835790812969208-0.1643750518560409527%
Europe (population-weighted)1983low-0.2859419584274292-0.1673176288604736326%
Europe (population-weighted)1945low0.048188444226980210.0823120325803756726%
Europe (population-weighted)1985low-0.2888021767139435-0.171093404293060326%
Europe (population-weighted)1925low-0.18796083331108093-0.1129643917083740225%
Europe (population-weighted)1924low-0.18670140206813812-0.1148634180426597624%
Europe (population-weighted)1986low-0.3012859523296356-0.1854055672883987424%
Europe (population-weighted)1984low-0.30616509914398193-0.1903774887323379523%
World (population-weighted)1924best0.036409743130207060.0581361614167690323%
Europe (population-weighted)1987low-0.3141789436340332-0.2001698017120361322%
World (population-weighted)1961low-0.07289231568574905-0.04663765057921409622%
Asia (population-weighted)1937low-0.1619875282049179-0.1070315018296241820%
Europe (population-weighted)1921low-0.18303216993808746-0.1215448677539825420%
Asia (population-weighted)1936low-0.158121719956398-0.1053138151764869720%
South America (population-weighted)1931best-0.031964752823114395-0.02137374505400657720%
World (population-weighted)1959low-0.08209389448165894-0.05550242587924003619%
Europe (population-weighted)1984best0.25793287158012390.374405860900878918%
Europe (population-weighted)1986best0.26243492960929870.378972619771957418%
Asia (population-weighted)1935low-0.15492364764213562-0.1074251383543014518%
Europe (population-weighted)1922low-0.18005450069904327-0.1250630766153335618%
Europe (population-weighted)1917best0.075541585683822630.1081530228257179318%
Europe (population-weighted)1985best0.27646768093109130.3950184583663940418%
World (population-weighted)1962low-0.08709642291069031-0.0612151660025119817%
Europe (population-weighted)1987best0.282506644725799560.401282131671905517%
Asia (population-weighted)1934low-0.151126429438591-0.1081455275416374217%
Europe (population-weighted)1983best0.316302925348281860.440431624650955216%
Asia (population-weighted)1938low-0.18970002233982086-0.1364871412515640316%
Europe (population-weighted)1982best0.322501122951507570.4477089345455169716%
World (population-weighted)1922best0.04260085150599480.05862209945917129516%
World (population-weighted)1988best0.0268779788166284560.0369713492691516916%
World (population-weighted)1921best0.049005772918462750.0672165825963020316%
Asia (population-weighted)1933low-0.14682087302207947-0.1071344092488288916%
Europe (population-weighted)1981best0.36069422960281370.491058796644210815%
Europe (population-weighted)1946low0.109605997800827030.1491078585386276215%
World (population-weighted)1920best0.057560417801141740.0782680287957191515%
Asia (population-weighted)1939low-0.19312889873981476-0.1423704773187637315%
World (population-weighted)1948best-0.09308423101902008-0.068855397403240215%
Europe (population-weighted)1980best0.386102676391601560.520087957382202115%
Asia (population-weighted)1940low-0.18447820842266083-0.1381188184022903414%
World (population-weighted)1947best-0.13163064420223236-0.0989446863532066314%
Europe (population-weighted)1978best0.43715628981590270.578584551811218314%
Europe (population-weighted)1919best0.183969497680664060.2432469874620437614%
Europe (population-weighted)1979best0.43856039643287660.579730987548828114%
World (population-weighted)1970low0.086768209934234620.114590607583522814%
Europe (population-weighted)1977best0.47154524922370910.617926418781280513%
Europe (population-weighted)1901high0.074016779661178590.0969359651207923913%
World (population-weighted)1929best0.104222960770130160.13610063493251813%
Europe (population-weighted)1971best0.492527663707733150.642709672451019313%
Europe (population-weighted)1976best0.490959882736206050.640439391136169413%
~ vdem_multi_with_regions.corr_exec_vdem 🟡 median anomaly score 1.2%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecorr_exec_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900high0.3729017376899719
Africa (population-weighted)1900low0.27215415239334106
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901high0.3731122612953186
Africa (population-weighted)1901low0.2723042070865631
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872high0.05418580770492554
Oceania (population-weighted)1872low0.014237663708627224
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873high0.05444573983550072
Oceania (population-weighted)1873low0.014292803592979908
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874high0.054697949439287186
Oceania (population-weighted)1874low0.014345367439091206
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875high0.054942209273576736
Oceania (population-weighted)1875low0.014395279809832573
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876high0.05517826974391937
Oceania (population-weighted)1876low0.01444246806204319
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877high0.05540591478347778
Oceania (population-weighted)1877low0.014486863277852535
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878high0.05562490224838257
Oceania (population-weighted)1878low0.01452839095145464
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879high0.05590849742293358
Oceania (population-weighted)1879low0.014590706676244736
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880high0.05625581741333008
Oceania (population-weighted)1880low0.014673646539449692
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881high0.056665778160095215
Oceania (population-weighted)1881low0.014776975847780704
~ Changed values: 2,443 / 106,164 (2.30%) (2,419 revised, 22 appeared, 2 disappeared) — showing the 100 most anomalous rows
countryyearestimatecorr_exec_vdem -corr_exec_vdem +anomaly score
Oceania (population-weighted)1922low0.06676737964153290.1098273247480392524%
Oceania (population-weighted)1923low0.066388763487339020.109103970229625724%
Oceania (population-weighted)1928low0.064521774649620060.1058622822165489224%
Oceania (population-weighted)1924low0.06601171195507050.1083054766058921824%
Oceania (population-weighted)1925low0.06563628464937210.1075515151023864724%
Oceania (population-weighted)1921low0.067593075335025790.1106850579380989124%
Oceania (population-weighted)1929low0.064549222588539120.1056966930627822924%
Oceania (population-weighted)1926low0.065262742340564730.1068591400980949424%
Oceania (population-weighted)1927low0.064891159534454350.106231220066547424%
Oceania (population-weighted)1930low0.064975395798683170.1056558191776275624%
Oceania (population-weighted)1920low0.06890383362770080.1114861518144607524%
Oceania (population-weighted)1931low0.065805040299892430.1057767048478126523%
Oceania (population-weighted)1919low0.070738077163696290.1129960343241691623%
Oceania (population-weighted)1918low0.073134429752826690.116437159478664423%
Oceania (population-weighted)1932low0.067045554518699650.1059505641460418722%
Oceania (population-weighted)1917low0.076131068170070650.117802947759628321%
Oceania (population-weighted)1933low0.068707257509231570.1061099097132682821%
Oceania (population-weighted)1934low0.070426061749458310.1063258349895477320%
Oceania (population-weighted)1916low0.079210862517356870.1184890642762184120%
Oceania (population-weighted)1935low0.072203420102596280.1065131872892379819%
Oceania (population-weighted)1936low0.074040994048118590.1066486015915870718%
Oceania (population-weighted)1915low0.082455225288867950.1177716627717018118%
Oceania (population-weighted)1922best0.108197353780269620.1531503796577453617%
Oceania (population-weighted)1923best0.10773503780364990.1523787379264831517%
Oceania (population-weighted)1924best0.107277713716030120.1515218764543533317%
Oceania (population-weighted)1921best0.109129801392555240.1540668755769729617%
Oceania (population-weighted)1928best0.105497837066650390.148917287588119517%
Oceania (population-weighted)1925best0.106825299561023710.150702595710754417%
Oceania (population-weighted)1929best0.10548932850360870.14874075353145617%
Oceania (population-weighted)1926best0.106377869844436650.1499554812908172617%
Oceania (population-weighted)1927best0.105935350060462950.1492980867624282817%
Oceania (population-weighted)1937low0.075940199196338650.1067157983779907217%
Oceania (population-weighted)1930best0.105911277234554290.1486875116825103817%
Oceania (population-weighted)1920best0.110571928322315220.1549812406301498417%
Oceania (population-weighted)1931best0.10676816850900650.1488134860992431616%
Oceania (population-weighted)1918best0.11514522880315780.1603766977787017816%
Oceania (population-weighted)1919best0.112563677132129670.1566175073385238616%
Oceania (population-weighted)1932best0.108067445456981660.1490048468112945616%
Oceania (population-weighted)1914low0.085870385169982910.1177919879555702216%
Oceania (population-weighted)1938low0.077902607619762420.1067665889859199516%
Oceania (population-weighted)1917best0.118356175720691680.1618336886167526216%
Oceania (population-weighted)1933best0.10981967300176620.1491805315017700215%
Oceania (population-weighted)1922high0.13467821478843690.1821922361850738515%
Oceania (population-weighted)1923high0.134156376123428340.1813646256923675515%
Oceania (population-weighted)1924high0.133641615509986880.1804428398609161415%
Oceania (population-weighted)1921high0.13570077717304230.1831763833761215215%
Oceania (population-weighted)1928high0.131650984287261960.1776514053344726615%
Oceania (population-weighted)1925high0.133133754134178160.179556682705879215%
Oceania (population-weighted)1929high0.131627023220062260.1774640232324600215%
Oceania (population-weighted)1926high0.1326327770948410.1787512451410293615%
Oceania (population-weighted)1927high0.132138520479202270.1780524402856826815%
Oceania (population-weighted)1930high0.132067844271659850.1774046421051025415%
Oceania (population-weighted)1920high0.137265846133232120.184205546975135815%
Oceania (population-weighted)1934best0.111633226275444030.1494175046682357814%
Oceania (population-weighted)1918high0.142192646861076350.1900460720062255914%
Oceania (population-weighted)1916best0.121655672788620.1625164151191711414%
Oceania (population-weighted)1931high0.132977977395057680.177541315555572514%
Oceania (population-weighted)1919high0.13941566646099090.185968786478042614%
Oceania (population-weighted)1939low0.07983639836311340.1060993671417236314%
Oceania (population-weighted)1913low0.089462585747241970.1188702210783958414%
Oceania (population-weighted)1932high0.134365126490592960.1777526587247848514%
Oceania (population-weighted)1935best0.11350964754819870.1496253013610839814%
Oceania (population-weighted)1917high0.14563858509063720.1916195750236511214%
Oceania (population-weighted)1933high0.13624040782451630.177947059273719813%
Oceania (population-weighted)1912low0.093238048255443570.1211941838264465313%
Oceania (population-weighted)1936best0.11545066535472870.1497707664966583313%
Oceania (population-weighted)1915best0.12512980401515960.1617531627416610713%
Oceania (population-weighted)1940low0.081737153232097630.105449125170707713%
Oceania (population-weighted)1934high0.13818162679672240.178207904100418113%
Oceania (population-weighted)1916high0.149178534746170040.192320302128791813%
Oceania (population-weighted)1911low0.097022473812103270.1243533417582511912%
Oceania (population-weighted)1937best0.117457777261734010.1498410254716873212%
Oceania (population-weighted)1935high0.140190407633781430.178437992930412312%
Oceania (population-weighted)1910low0.099821478128433230.1268099397420883212%
Oceania (population-weighted)1903low0.109082996845245360.137941122055053712%
Oceania (population-weighted)1904low0.107998162508010860.1364538222551345812%
Oceania (population-weighted)1902low0.110177502036094670.139158204197883612%
Oceania (population-weighted)1900low0.112464949488639830.1420153528451919612%
Oceania (population-weighted)1905low0.106923110783100130.1349865645170211812%
Oceania (population-weighted)1901low0.111304499208927150.140480414032936112%
Oceania (population-weighted)1906low0.105857610702514650.1335359215736389212%
Oceania (population-weighted)1909low0.102079749107360840.1286130398511886612%
Oceania (population-weighted)1907low0.104801833629608150.1320342570543289211%
Oceania (population-weighted)1908low0.103755541145801540.130380511283874511%
Oceania (population-weighted)1914best0.12878513336181640.161782398819923411%
Oceania (population-weighted)1936high0.14226858317852020.1785976737737655611%
Oceania (population-weighted)1938best0.119532629847526550.1498964279890060411%
Oceania (population-weighted)1941low0.083600990474224090.1048152223229408311%
Oceania (population-weighted)1915high0.152904748916625980.1914904415607452411%
Oceania (population-weighted)1937high0.144417747855186460.1786752790212631211%
Oceania (population-weighted)1913best0.132628217339515690.1629193574190139810%
Oceania (population-weighted)1939best0.121575415134429930.1491996645927429210%
Oceania (population-weighted)1914high0.156824201345443730.191515937447547910.0%
Oceania (population-weighted)1942low0.085424564778804780.104197040200233469.9%
Oceania (population-weighted)1938high0.14663963019847870.178738191723823559.9%
Oceania (population-weighted)1912best0.136665537953376770.165416568517684949.5%
Oceania (population-weighted)1940best0.123581342399120330.148520633578300489.2%
Oceania (population-weighted)1911best0.141164451837539670.169195622205734259.0%
Oceania (population-weighted)1913high0.160943821072578430.19272287189960489.0%
Oceania (population-weighted)1939high0.14882306754589080.178014710545539868.9%
~ vdem_multi_with_regions.v2elvotbuy 🟡 median anomaly score 1.2%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2elvotbuy
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872best0.8744493722915649
Oceania (population-weighted)1872high1.381038784980774
Oceania (population-weighted)1872low0.2594131827354431
Oceania (population-weighted)1873best0.8793138265609741
Oceania (population-weighted)1873high1.3895978927612305
Oceania (population-weighted)1873low0.26001718640327454
Oceania (population-weighted)1874best0.8795179128646851
Oceania (population-weighted)1874high1.4796139001846313
Oceania (population-weighted)1874low0.31189727783203125
Oceania (population-weighted)1875best0.8854255676269531
Oceania (population-weighted)1875high1.5019190311431885
Oceania (population-weighted)1875low0.3270955979824066
Oceania (population-weighted)1876best0.8900322318077087
Oceania (population-weighted)1876high1.5107808113098145
Oceania (population-weighted)1876low0.3281535804271698
Oceania (population-weighted)1877best0.886513352394104
Oceania (population-weighted)1877high1.4616355895996094
Oceania (population-weighted)1877low0.2941942512989044
Oceania (population-weighted)1878best0.8909021615982056
Oceania (population-weighted)1878high1.470170259475708
Oceania (population-weighted)1878low0.2950889766216278
Oceania (population-weighted)1879best0.8971535563468933
Oceania (population-weighted)1879high1.4733073711395264
Oceania (population-weighted)1879low0.2849958837032318
Oceania (population-weighted)1880best0.9182030558586121
Oceania (population-weighted)1880high1.4472990036010742
Oceania (population-weighted)1880low0.2390642762184143
Oceania (population-weighted)1881best0.9233287572860718
Oceania (population-weighted)1881high1.4613077640533447
Oceania (population-weighted)1881low0.23390057682991028
~ Changed values: 1,272 / 106,164 (1.20%) (1,125 revised, 3 appeared, 144 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2elvotbuy -v2elvotbuy +anomaly score
Europe (population-weighted)1968low0.0889367014169693-0.1728600561618805100%
Europe (population-weighted)1967low0.10592246055603027-0.15370996296405792100%
Europe (population-weighted)1962low0.12782853841781616-0.12966233491897583100%
Europe (population-weighted)1964low0.12842170894145966-0.12620726227760315100%
Europe (population-weighted)1963low0.1357441246509552-0.1183762177824974100%
Europe (population-weighted)1965low0.15791670978069305-0.09480330348014832100%
Europe (population-weighted)1969low0.07084724307060242-0.1806793361902237100%
Europe (population-weighted)1966low0.17908239364624023-0.07060200721025467100%
World (population-weighted)1984best0.010735569521784782-0.03619448468089104100%
Europe (population-weighted)1917low0.01652531698346138-0.006104324944317341100%
Europe (population-weighted)1918low0.015451864339411259-0.0068577853962779045100%
World (population-weighted)1981best0.0501750558614730830.001283270306885242595%
World (population-weighted)1982best0.057712644338607790.00983007531613111571%
World (population-weighted)1988best-0.012944692745804787-0.05649318546056747463%
World (population-weighted)1980best0.064389720559120180.01496970001608133362%
World (population-weighted)1989best0.061273604631423950.0197387691587209751%
World (population-weighted)1983best0.072495758533477780.0259381458163261447%
World (population-weighted)1985best-0.029696857556700706-0.0765796303749084544%
World (population-weighted)1990best-0.024634072557091713-0.0630163252353668244%
World (population-weighted)1959low-0.03638652712106705-0.0852099880576133740%
World (population-weighted)1987best-0.03321424499154091-0.0775688812136650140%
World (population-weighted)1949high0.142483249306678770.0675550550222396936%
World (population-weighted)1960low-0.045074231922626495-0.0936623811721801835%
World (population-weighted)1986best-0.05879516899585724-0.1053595691919326828%
World (population-weighted)1979best0.122504636645317080.0739279687404632625%
World (population-weighted)1921best-0.03892059624195099-0.0639614090323448224%
Europe (population-weighted)1968best0.73229938745498660.4680981040000915522%
Europe (population-weighted)1962best0.76391023397445680.496439605951309221%
Europe (population-weighted)1967best0.75648707151412960.495390415191650421%
Europe (population-weighted)1969best0.72500294446945190.4790975451469421420%
Europe (population-weighted)1964best0.77748155593872070.513825237751007120%
Europe (population-weighted)1963best0.77963596582412720.515758037567138720%
Europe (population-weighted)1965best0.81257814168930050.558644592761993419%
Europe (population-weighted)1966best0.82572329044342040.573775410652160618%
World (population-weighted)1978best0.171574071049690250.123167499899864216%
World (population-weighted)1920best-0.06745292991399765-0.0908513516187667815%
World (population-weighted)1949best-0.23407767713069916-0.3094306886196136514%
South America (population-weighted)1841best0.238013505935668950.313552081584930414%
Asia (population-weighted)1921best-0.1530762016773224-0.198378577828407313%
South America (population-weighted)1840best0.25899130105972290.326250374317169211%
Europe (population-weighted)1949low0.68061923980712890.54298865795135511%
Europe (population-weighted)1968high1.35429060459136961.091329455375671411%
World (population-weighted)1978low-0.18127265572547913-0.2245986014604568511%
World (population-weighted)1960best0.29381525516510010.237260848283767711%
World (population-weighted)1959best0.29690012335777280.2398709654808044411%
Europe (population-weighted)1934low0.047034412622451780.05806139856576919610%
Europe (population-weighted)1962high1.3849320411682131.122516989707946810%
South America (population-weighted)1839best0.266440153121948240.3285784721374511710%
Europe (population-weighted)1967high1.38487088680267331.125852942466735810%
Europe (population-weighted)1964high1.38929963111877441.131363749504089410%
Europe (population-weighted)1963high1.39669787883758541.13923072814941410%
Europe (population-weighted)1969high1.36240112781524661.113157272338867210%
Europe (population-weighted)1950low0.73855859041213990.604263782501220710%
Asia (population-weighted)1920high0.298489362001419070.24505737423896799.8%
Asia (population-weighted)1920best-0.20598824322223663-0.250634491443634039.8%
Europe (population-weighted)1951low0.7475991845130920.61498457193374639.7%
Europe (population-weighted)1965high1.43908917903900151.1872898340225229.6%
Europe (population-weighted)1966high1.4390115737915041.18743515014648449.6%
Europe (population-weighted)1961low0.88980197906494140.73539292812347419.5%
World (population-weighted)1986high0.291732221841812130.241505995392799389.4%
South America (population-weighted)1838best0.27231124043464660.32879132032394419.4%
Europe (population-weighted)1990low0.76618129014968870.63766574859619149.2%
South America (population-weighted)1841low-0.4320652186870575-0.360838294029235849.0%
Europe (population-weighted)1970low0.87445670366287230.73036402463912969.0%
Europe (population-weighted)1953low0.85641747713088990.7203350663185128.6%
World (population-weighted)1985high0.32044109702110290.26971310377120978.6%
South America (population-weighted)1840low-0.4010656774044037-0.33854746818542488.5%
Europe (population-weighted)1957low0.85943704843521120.72574108839035038.4%
Asia (population-weighted)1921high0.348916321992874150.29486861824989328.4%
Europe (population-weighted)1986low0.927260696887970.78384119272232068.4%
Europe (population-weighted)1952low0.80553752183914180.68147826194763188.3%
Europe (population-weighted)1958low0.8844569921493530.74977838993072518.2%
South America (population-weighted)1837best0.285484552383422850.33655071258544928.2%
Europe (population-weighted)1954low0.86101227998733520.73074752092361458.2%
World (population-weighted)1979low-0.24647848308086395-0.29041060805320748.2%
Europe (population-weighted)1955low0.86027729511260990.73026156425476078.2%
Europe (population-weighted)1959low0.88672685623168950.75278693437576298.2%
Europe (population-weighted)1972low0.96410536766052250.81856375932693488.2%
Europe (population-weighted)1922low0.141017302870750430.119783803820610058.1%
Europe (population-weighted)1960low0.88858711719512940.75526183843612678.1%
Europe (population-weighted)1971low0.92265170812606810.7852947711944588.0%
World (population-weighted)1987high0.32015511393547060.272528856992721568.0%
Europe (population-weighted)1956low0.86908048391342160.74062550067901618.0%
Europe (population-weighted)1973low0.97540801763534550.83130061626434338.0%
World (population-weighted)1984high0.34761381149291990.296497970819473277.9%
Europe (population-weighted)1935low0.066957317292690280.078250005841255197.8%
South America (population-weighted)1839low-0.3949178159236908-0.33840015530586247.7%
World (population-weighted)1988high0.335911929607391360.288061648607254037.7%
Europe (population-weighted)1974low0.99337005615234380.85246658325195317.6%
Europe (population-weighted)1985low0.98126184940338130.84287649393081677.6%
Europe (population-weighted)1984low0.98537319898605350.84697699546813967.6%
Europe (population-weighted)1937low0.177738830447196960.206577882170677197.5%
Europe (population-weighted)1975low1.00286185741424560.86398756504058847.4%
Europe (population-weighted)1976low1.01414179801940920.87405109405517587.4%
Europe (population-weighted)1978low1.01155269145965580.87248176336288457.4%
South America (population-weighted)1836best0.291305899620056150.3362611234188087.2%
Europe (population-weighted)1987low0.94964349269866940.82310801744461067.1%
World (population-weighted)1981high0.39962336421012880.346930950880050667.1%
South America (population-weighted)1838low-0.3894699215888977-0.338289141654968267.0%
World (population-weighted)1980high0.409755080938339230.35628551244735727.0%
~ vdem_multi_with_regions.lib_vdem 🟡 median anomaly score 1.1%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatelib_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872best0.5862517356872559
Oceania (population-weighted)1872high0.6237120628356934
Oceania (population-weighted)1872low0.5637731552124023
Oceania (population-weighted)1873best0.5909032821655273
Oceania (population-weighted)1873high0.6286616921424866
Oceania (population-weighted)1873low0.5682329535484314
Oceania (population-weighted)1874best0.5955477952957153
Oceania (population-weighted)1874high0.6336038708686829
Oceania (population-weighted)1874low0.5726854205131531
Oceania (population-weighted)1875best0.6001847982406616
Oceania (population-weighted)1875high0.6385380625724792
Oceania (population-weighted)1875low0.5771300792694092
Oceania (population-weighted)1876best0.604812741279602
Oceania (population-weighted)1876high0.6434626579284668
Oceania (population-weighted)1876low0.5815654397010803
Oceania (population-weighted)1877best0.6094310283660889
Oceania (population-weighted)1877high0.6483769416809082
Oceania (population-weighted)1877low0.5859909057617188
Oceania (population-weighted)1878best0.6140384078025818
Oceania (population-weighted)1878high0.653279721736908
Oceania (population-weighted)1878low0.590405285358429
Oceania (population-weighted)1879best0.6188120245933533
Oceania (population-weighted)1879high0.658359169960022
Oceania (population-weighted)1879low0.5949834585189819
Oceania (population-weighted)1880best0.62373286485672
Oceania (population-weighted)1880high0.6635949611663818
Oceania (population-weighted)1880low0.5997071266174316
Oceania (population-weighted)1881best0.6287820339202881
Oceania (population-weighted)1881high0.668967068195343
Oceania (population-weighted)1881low0.6045582294464111
~ Changed values: 3,086 / 106,164 (2.91%) (3,032 revised, 33 appeared, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatelib_vdem -lib_vdem +anomaly score
Asia (population-weighted)1838low0.076823279261589050.066194042563438427.4%
Asia (population-weighted)1837low0.076727323234081270.066462337970733647.2%
Asia (population-weighted)1859low0.09490943700075150.082286372780799877.1%
Asia (population-weighted)1860low0.096962973475456240.084074392914772037.1%
Asia (population-weighted)1853low0.083038970828056340.072171367704868327.0%
Asia (population-weighted)1836low0.07663691043853760.066609412431716927.0%
Asia (population-weighted)1856low0.088302202522754670.076783098280429847.0%
Asia (population-weighted)1852low0.082668460905551910.07190594077110297.0%
Asia (population-weighted)1854low0.083633683621883390.072757698595523837.0%
Asia (population-weighted)1855low0.08417692780494690.073235832154750827.0%
Asia (population-weighted)1841low0.081753887236118320.071171194314956676.9%
Asia (population-weighted)1858low0.088317215442657470.076891094446182256.9%
Asia (population-weighted)1861low0.097383461892604830.084788359701633456.9%
Asia (population-weighted)1857low0.088429063558578490.077007196843624116.9%
Asia (population-weighted)1843low0.081993810832500460.071456298232078556.9%
Asia (population-weighted)1842low0.081871733069419860.071358636021614076.9%
Asia (population-weighted)1844low0.082115314900875090.071580357849597936.9%
Asia (population-weighted)1845low0.082236237823963170.071716234087944036.8%
Asia (population-weighted)1851low0.082268275320529940.071798212826251986.8%
Asia (population-weighted)1846low0.082356564700603490.071886621415615086.8%
Asia (population-weighted)1862low0.102582857012748720.089548535645008096.8%
Asia (population-weighted)1847low0.082476280629634860.072025284171104436.8%
Asia (population-weighted)1840low0.081640265882015230.071299210190773016.8%
Asia (population-weighted)1835low0.076540485024452210.066882751882076266.7%
Asia (population-weighted)1848low0.082626678049564360.07221718132495886.7%
Asia (population-weighted)1849low0.0827263891696930.072349458932876596.7%
Asia (population-weighted)1850low0.083162374794483180.072801493108272556.6%
Asia (population-weighted)1839low0.081227585673332210.071191877126693736.6%
Asia (population-weighted)1834low0.076455205678939820.067042574286460886.6%
Asia (population-weighted)1863low0.102895565330982210.090449310839176186.4%
Asia (population-weighted)1833low0.076352655887603760.067290194332599646.3%
Asia (population-weighted)1821low0.07685634493827820.06775265932083136.3%
Asia (population-weighted)1800low0.080378100275993350.070935741066932686.2%
Asia (population-weighted)1801low0.080357082188129430.070972122251987466.2%
Asia (population-weighted)1825low0.076367422938346860.0674486905336386.2%
Asia (population-weighted)1820low0.07705641537904740.06807575374841696.2%
Asia (population-weighted)1802low0.080241277813911440.070937581360340126.2%
Asia (population-weighted)1824low0.076453357934951780.067627601325511936.1%
Asia (population-weighted)1803low0.080210730433464050.071002438664436346.1%
Asia (population-weighted)1819low0.077242545783519740.068386688828468326.1%
Asia (population-weighted)1832low0.076249979436397550.06751891970634466.1%
Asia (population-weighted)1804low0.080079771578311920.070933185517787936.1%
Asia (population-weighted)1805low0.079987935721874240.07091728597879416.0%
Asia (population-weighted)1826low0.076270826160907750.067627131938934336.0%
Asia (population-weighted)1827low0.076183617115020750.067586302757263186.0%
Asia (population-weighted)1806low0.079895384609699250.070898301899433146.0%
Asia (population-weighted)1818low0.077400892972946170.068693332374095926.0%
Asia (population-weighted)1828low0.076095789670944210.067571952939033515.9%
Asia (population-weighted)1822low0.076623320579528810.068049564957618715.9%
Asia (population-weighted)1807low0.079802118241786960.07087924331426625.9%
Asia (population-weighted)1830low0.075981572270393370.067499339580535895.9%
Asia (population-weighted)1823low0.076538652181625370.067994318902492525.9%
Asia (population-weighted)1829low0.076045162975788120.067560538649559025.9%
Asia (population-weighted)1817low0.077941350638866420.069258734583854685.9%
Asia (population-weighted)1831low0.076184503734111790.067717693746089945.9%
Asia (population-weighted)1808low0.079672731459140780.07083202153444295.9%
Asia (population-weighted)1864low0.104413442313671110.092861436307430275.9%
Asia (population-weighted)1816low0.078176163136959080.069566860795021065.8%
Asia (population-weighted)1809low0.079578109085559840.070819497108459475.8%
Asia (population-weighted)1838best0.11058335006237030.09841264784336095.8%
Asia (population-weighted)1815low0.078390635550022130.069836631417274485.8%
Asia (population-weighted)1814low0.07863097637891770.070122785866260535.7%
Asia (population-weighted)1810low0.079388052225112920.070806391537189485.7%
Asia (population-weighted)1813low0.078874103724956510.070403434336185465.7%
Asia (population-weighted)1812low0.079099074006080630.070664815604686745.6%
Asia (population-weighted)1837best0.110480099916458130.098719596862792975.6%
Asia (population-weighted)1799low0.080491773784160610.071940861642360695.6%
Asia (population-weighted)1811low0.079316481947898860.070945970714092255.6%
Asia (population-weighted)1860best0.133754491806030270.119682632386684425.6%
Asia (population-weighted)1859best0.130830213427543640.117134720087051395.5%
Asia (population-weighted)1836best0.110393814742565160.098905190825462345.5%
Europe (population-weighted)1953low0.422088056802749630.378177374601364145.5%
Asia (population-weighted)1838high0.139699161052703860.12522134184837345.5%
Europe (population-weighted)1952low0.422826349735260.379041522741317755.5%
Asia (population-weighted)1841best0.116326734423637390.10429503023624425.5%
Asia (population-weighted)1862best0.14260257780551910.127950862050056465.4%
Asia (population-weighted)1843best0.116587117314338680.104609534144401555.4%
Europe (population-weighted)1955low0.42514067888259890.38147014379501345.4%
Asia (population-weighted)1842best0.11645458638668060.104502774775028235.4%
Asia (population-weighted)1844best0.116718888282775880.104744255542755135.4%
Asia (population-weighted)1861best0.13422669470310210.120477370917797095.4%
Europe (population-weighted)1950low0.42208567261695860.378852635622024545.4%
Asia (population-weighted)1845best0.116849899291992190.104889191687107095.4%
Europe (population-weighted)1951low0.422208428382873540.37904089689254765.4%
Europe (population-weighted)1954low0.426182895898818970.3827693760395055.4%
Asia (population-weighted)1853best0.11935982108116150.107216931879520425.4%
Asia (population-weighted)1846best0.116980127990245820.105079345405101785.4%
Asia (population-weighted)1856best0.123866520822048190.111272864043712625.4%
Asia (population-weighted)1858best0.126282364130020140.113446138799190525.4%
Asia (population-weighted)1847best0.117109559476375580.105224050581455235.3%
Asia (population-weighted)1840best0.116203553974628450.104448176920413975.3%
Asia (population-weighted)1852best0.118955448269844060.106925874948501595.3%
Asia (population-weighted)1854best0.120059631764888760.107927665114402775.3%
Asia (population-weighted)1855best0.120731100440025330.108533166348934175.3%
Asia (population-weighted)1848best0.117281995713710780.105438612401485445.3%
Asia (population-weighted)1860high0.166971042752265930.150169938802719125.3%
Asia (population-weighted)1849best0.11741346120834350.10562253743410115.3%
Asia (population-weighted)1835best0.110289856791496280.099218830466270455.3%
Asia (population-weighted)1859high0.164413258433341980.147925570607185365.3%
Asia (population-weighted)1857best0.123377636075019840.111011452972888955.3%
~ vdem_multi_with_regions.electfreefair_vdem 🟡 median anomaly score 1.1%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateelectfreefair_vdem
Africa (population-weighted)1900best0.02834296226501465
Africa (population-weighted)1900high0.03783586993813515
Africa (population-weighted)1900low0.017423929646611214
Africa (population-weighted)1901best0.029279466718435287
Africa (population-weighted)1901high0.0388997457921505
Africa (population-weighted)1901low0.018204428255558014
Oceania (population-weighted)1872best0.5831722617149353
Oceania (population-weighted)1872high0.6425549983978271
Oceania (population-weighted)1872low0.5441722273826599
Oceania (population-weighted)1873best0.5872170925140381
Oceania (population-weighted)1873high0.6477223038673401
Oceania (population-weighted)1873low0.5479002594947815
Oceania (population-weighted)1874best0.5918225646018982
Oceania (population-weighted)1874high0.652884840965271
Oceania (population-weighted)1874low0.5521891713142395
Oceania (population-weighted)1875best0.5987058877944946
Oceania (population-weighted)1875high0.6580420732498169
Oceania (population-weighted)1875low0.5593275427818298
Oceania (population-weighted)1876best0.6029438376426697
Oceania (population-weighted)1876high0.6627209186553955
Oceania (population-weighted)1876low0.5634859800338745
Oceania (population-weighted)1877best0.6069379448890686
Oceania (population-weighted)1877high0.6678453087806702
Oceania (population-weighted)1877low0.5677471160888672
Oceania (population-weighted)1878best0.610345184803009
Oceania (population-weighted)1878high0.6735338568687439
Oceania (population-weighted)1878low0.5702759027481079
Oceania (population-weighted)1879best0.6152012348175049
Oceania (population-weighted)1879high0.6793403625488281
Oceania (population-weighted)1879low0.5749478936195374
Oceania (population-weighted)1880best0.620660126209259
Oceania (population-weighted)1880high0.6864292621612549
Oceania (population-weighted)1880low0.5804879069328308
Oceania (population-weighted)1881best0.6304682493209839
Oceania (population-weighted)1881high0.6953642964363098
Oceania (population-weighted)1881low0.5904190540313721
~ Changed values: 2,745 / 106,164 (2.59%) — showing the 100 most anomalous rows
countryyearestimateelectfreefair_vdem -electfreefair_vdem +anomaly score
South America (population-weighted)1811high0.0143421133980154990.0119280861690640459.2%
South America (population-weighted)1811best0.0100007159635424610.008317422121763239.2%
South America (population-weighted)1811low0.00294594746083021160.0024500931613147269.2%
South America (population-weighted)1812best0.0131938178092241290.0111886933445930488.2%
South America (population-weighted)1812high0.018870227038860320.0160024333745241178.2%
South America (population-weighted)1812low0.0039121201261878010.00331757753156125558.2%
South America (population-weighted)1813best0.0130432564765214920.0112887956202030187.2%
South America (population-weighted)1813high0.018654890358448030.0161456037312746057.2%
South America (population-weighted)1813low0.00386747694574296470.00334725901484489447.2%
South America (population-weighted)1814high0.0035975144710391760.00317806494422256956.2%
South America (population-weighted)1814best0.002548239426687360.0022511293645948176.2%
South America (population-weighted)1814low0.00074948213296011090.00066209683427587156.2%
Europe (population-weighted)1915best0.36945182085037230.328912258148193365.8%
Europe (population-weighted)1915high0.44092744588851930.39269191026687625.8%
Europe (population-weighted)1915low0.30519175529479980.2718937098979955.8%
Europe (population-weighted)1913high0.458560854196548460.408629804849624635.8%
Europe (population-weighted)1913best0.386404931545257570.34451371431350715.7%
Europe (population-weighted)1916best0.36224147677421570.323129892349243165.7%
Europe (population-weighted)1913low0.32028028368949890.28577658534049995.7%
Europe (population-weighted)1916high0.43168273568153380.385230988264083865.7%
Europe (population-weighted)1916low0.299782574176788330.267552345991134645.7%
Europe (population-weighted)1914high0.452493190765380860.40523254871368415.5%
Europe (population-weighted)1914best0.379943460226058960.340323686599731455.5%
Europe (population-weighted)1914low0.31479975581169130.282296925783157355.4%
Europe (population-weighted)1968low0.43282034993171690.388570040464401255.4%
Europe (population-weighted)1969low0.43430709838867190.389934360980987555.4%
Europe (population-weighted)1967low0.43210026621818540.387984186410903935.4%
Europe (population-weighted)1912high0.45883935689926150.41212943196296695.4%
Europe (population-weighted)1912best0.38685584068298340.34760007262229925.3%
Europe (population-weighted)1912low0.32020831108093260.287735611200332645.3%
Europe (population-weighted)1911low0.31936034560203550.28735905885696415.3%
Europe (population-weighted)1963low0.43205404281616210.388835728168487555.3%
Europe (population-weighted)1911high0.45657229423522950.41096791625022895.3%
Europe (population-weighted)1966low0.435253739356994630.39178249239921575.3%
Europe (population-weighted)1965low0.43511623144149780.391922146081924445.2%
Europe (population-weighted)1911best0.383259922266006470.345213949680328375.2%
Europe (population-weighted)1964low0.43319043517112730.39032587409019475.2%
Europe (population-weighted)1910low0.319331169128417970.288005203008651735.2%
Europe (population-weighted)1917low0.30733409523963930.27722027897834785.2%
Europe (population-weighted)1910high0.457555532455444340.41286668181419375.1%
Europe (population-weighted)1917best0.372095912694931030.335847556591033945.1%
Europe (population-weighted)1962low0.43685284256935120.39432752132415775.1%
Europe (population-weighted)1910best0.38360184431076050.346325427293777475.1%
Europe (population-weighted)1917high0.4432319998741150.40026679635047915.1%
Europe (population-weighted)1970low0.45302164554595950.41081085801124574.9%
Europe (population-weighted)1909low0.31707453727722170.28766915202140814.9%
Europe (population-weighted)1909high0.457447946071624760.415455549955368044.8%
Europe (population-weighted)1909best0.382967919111251830.34796682000160224.8%
Europe (population-weighted)1908low0.31642490625381470.28757604956626894.8%
Europe (population-weighted)1908high0.455881416797637940.414671748876571664.7%
Europe (population-weighted)1908best0.381671577692031860.347303748130798344.7%
Asia (population-weighted)1938low0.207506105303764340.18894474208354954.7%
Europe (population-weighted)1954low0.443880915641784670.40418472886085514.7%
Europe (population-weighted)1955low0.44212657213211060.40284270048141484.6%
Europe (population-weighted)1907low0.317710667848587040.289488643407821664.6%
Europe (population-weighted)1907high0.457167923450469970.416854709386825564.6%
Europe (population-weighted)1956low0.44410392642021180.404956281185150154.6%
Europe (population-weighted)1907best0.382813364267349240.349108636379241944.6%
Asia (population-weighted)1939low0.207315549254417420.189198881387710574.6%
Asia (population-weighted)1937low0.208842784166336060.190616384148597724.6%
Europe (population-weighted)1906low0.32039225101470950.292702734470367434.5%
Asia (population-weighted)1938best0.26243686676025390.239811554551124574.5%
Europe (population-weighted)1906best0.387071311473846440.353717267513275154.5%
Europe (population-weighted)1906high0.461314231157302860.42160275578498844.5%
Europe (population-weighted)1971low0.46957102417945860.429353088140487674.5%
Asia (population-weighted)1938high0.321847707033157350.294368833303451544.5%
Europe (population-weighted)1957low0.45101663470268250.412803113460540774.4%
Europe (population-weighted)1961low0.45629417896270750.417676508426666264.4%
Europe (population-weighted)1905low0.31992328166961670.29286023974418644.4%
Asia (population-weighted)1937best0.263917386531829830.24162220954895024.4%
Europe (population-weighted)1972low0.473026692867279050.433192580938339234.4%
Asia (population-weighted)1936low0.2011578083038330.184223651885986334.4%
Europe (population-weighted)1905best0.38763743638992310.35506477952003484.4%
Europe (population-weighted)1953low0.4420242905616760.404899090528488164.4%
Europe (population-weighted)1905high0.460648655891418460.42196533083915714.4%
Asia (population-weighted)1939best0.26259642839431760.24055555462837224.4%
Asia (population-weighted)1937high0.32344010472297670.296325773000717164.4%
Europe (population-weighted)1973low0.474795788526535030.43509924411773684.4%
Europe (population-weighted)1904low0.31964373588562010.29302227497100834.3%
Europe (population-weighted)1952low0.43629580736160280.39996942877769474.3%
Asia (population-weighted)1939high0.32191827893257140.29514232277870184.3%
Europe (population-weighted)1958low0.45395621657371520.416281223297119144.3%
Europe (population-weighted)1904high0.45920455455780030.421205937862396244.3%
Europe (population-weighted)1904best0.38688266277313230.35490810871124274.3%
Europe (population-weighted)1974low0.4763450324535370.4370228648185734.3%
Europe (population-weighted)1951low0.43719342350959780.40117022395133974.3%
Asia (population-weighted)1940low0.20827130973339080.191147923469543464.3%
Europe (population-weighted)1950low0.43691435456275940.401060402393341064.3%
Europe (population-weighted)1959low0.45856392383575440.42102971673011784.3%
Europe (population-weighted)1960low0.45921394228935240.42163693904876714.3%
Asia (population-weighted)1936best0.25534051656723020.23456875979900364.2%
Asia (population-weighted)1936high0.31814816594123840.29228010773658754.2%
Europe (population-weighted)1967best0.50053399801254270.460779190063476564.1%
Asia (population-weighted)1940best0.26336070895195010.242468565702438354.1%
Asia (population-weighted)1935low0.201077461242675780.185190066695213324.1%
Asia (population-weighted)1940high0.32288828492164610.297516256570816044.1%
Europe (population-weighted)1969best0.50482261180877690.465169370174407964.1%
Europe (population-weighted)1968best0.50393605232238770.46446052193641664.1%
Asia (population-weighted)1941low0.20617286860942840.190048590302467354.1%
Asia (population-weighted)1918low0.037720575928688050.040901426225900654.0%
~ vdem_multi_with_regions.corr_publsec_vdem 🟡 median anomaly score 1.1%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecorr_publsec_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900high0.339969277381897
Africa (population-weighted)1900low0.24661847949028015
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901high0.34020915627479553
Africa (population-weighted)1901low0.24685484170913696
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872high0.02197178266942501
Oceania (population-weighted)1872low0.0038235648535192013
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873high0.022314559668302536
Oceania (population-weighted)1873low0.003912127111107111
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874high0.022664086893200874
Oceania (population-weighted)1874low0.004003067500889301
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875high0.023020518943667412
Oceania (population-weighted)1875low0.004096442833542824
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876high0.023383911699056625
Oceania (population-weighted)1876low0.004192282445728779
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877high0.023754384368658066
Oceania (population-weighted)1877low0.004290631972253323
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878high0.024132035672664642
Oceania (population-weighted)1878low0.0043915328569710255
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879high0.02446712739765644
Oceania (population-weighted)1879low0.004476652946323156
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880high0.02475806511938572
Oceania (population-weighted)1880low0.0045455642975866795
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881high0.02500350959599018
Oceania (population-weighted)1881low0.004597924184054136
~ Changed values: 2,443 / 106,164 (2.30%) (2,419 revised, 22 appeared, 2 disappeared) — showing the 100 most anomalous rows
countryyearestimatecorr_publsec_vdem -corr_publsec_vdem +anomaly score
Oceania (population-weighted)1928low0.052715986967086790.0983169078826904330%
Oceania (population-weighted)1929low0.052746731787920.0981368497014045730%
Oceania (population-weighted)1922low0.055268276482820510.1027476340532302930%
Oceania (population-weighted)1923low0.05483451858162880.1019383445382118230%
Oceania (population-weighted)1927low0.053132701665163040.0987373143434524530%
Oceania (population-weighted)1924low0.054404042661190030.1010484248399734530%
Oceania (population-weighted)1926low0.053553041070699690.099449753761291530%
Oceania (population-weighted)1925low0.053976822644472120.1002171188592910830%
Oceania (population-weighted)1921low0.0561961494386196140.1037072390317916930%
Oceania (population-weighted)1930low0.053226564079523090.0981058701872825630%
Oceania (population-weighted)1920low0.0576597340404987340.1046061962842941329%
Oceania (population-weighted)1931low0.054160367697477340.0982519462704658529%
Oceania (population-weighted)1919low0.059701155871152880.1062623783946037328%
Oceania (population-weighted)1932low0.055556021630764010.0984503924846649228%
Oceania (population-weighted)1918low0.06236267462372780.1100441664457321228%
Oceania (population-weighted)1933low0.057424686849117280.0986326634883880626%
Oceania (population-weighted)1928best0.070600613951683040.120498172938823726%
Oceania (population-weighted)1929best0.07060507684946060.1202999204397201526%
Oceania (population-weighted)1923best0.073148645460605620.1245032697916030926%
Oceania (population-weighted)1922best0.073678262531757350.125398159027099626%
Oceania (population-weighted)1927best0.071097128093242650.1209586709737777726%
Oceania (population-weighted)1924best0.072625845670700070.1235175579786300726%
Oceania (population-weighted)1926best0.071600161492824550.121742598712444326%
Oceania (population-weighted)1925best0.072109684348106380.122593700885772726%
Oceania (population-weighted)1917low0.065686054527759550.1116019859910011326%
Oceania (population-weighted)1921best0.074746333062648770.1264599114656448426%
Oceania (population-weighted)1930best0.071111634373664860.1202637925744056726%
Oceania (population-weighted)1931best0.072125062346458440.1204257234930992125%
Oceania (population-weighted)1920best0.076397828757762910.1274805068969726625%
Oceania (population-weighted)1934low0.059356395155191420.0988780930638313325%
Oceania (population-weighted)1919best0.078678257763385770.1293178200721740724%
Oceania (population-weighted)1928high0.084456734359264370.1384484618902206424%
Oceania (population-weighted)1932best0.073653526604175570.120648354291915924%
Oceania (population-weighted)1929high0.084447547793388370.1382338851690292424%
Oceania (population-weighted)1918best0.081633232533931730.13352747261524224%
Oceania (population-weighted)1923high0.08734082430601120.1428133696317672724%
Oceania (population-weighted)1922high0.087944671511650090.14378868043422724%
Oceania (population-weighted)1927high0.085016138851642610.1389469355344772324%
Oceania (population-weighted)1924high0.086746290326118470.1417378634214401224%
Oceania (population-weighted)1926high0.08558413386344910.1397986710071563724%
Oceania (population-weighted)1925high0.086160764098167420.140727922320365924%
Oceania (population-weighted)1916low0.06909955292940140.1123903989791870124%
Oceania (population-weighted)1921high0.089130841195583340.1449464708566665624%
Oceania (population-weighted)1930high0.084989398717880250.1381944417953491224%
Oceania (population-weighted)1935low0.061352752149105070.0990902408957481424%
Oceania (population-weighted)1931high0.086087115108966830.1383726596832275423%
Oceania (population-weighted)1920high0.09094770997762680.1460853815078735423%
Oceania (population-weighted)1933best0.075708866119384770.1208530217409133923%
Oceania (population-weighted)1917best0.085307814180850980.1352547705173492423%
Oceania (population-weighted)1919high0.093444213271141050.1480896621942520123%
Oceania (population-weighted)1932high0.087749265134334560.1386189162731170722%
Oceania (population-weighted)1918high0.096669398248195650.1526968330144882222%
Oceania (population-weighted)1936low0.063415609300136570.0992496460676193222%
Oceania (population-weighted)1934best0.077833808958530430.1211279258131980922%
Oceania (population-weighted)1933high0.089988462626934050.138845548033714321%
Oceania (population-weighted)1917high0.100671619176864620.1545876264572143621%
Oceania (population-weighted)1915low0.072694726288318630.1115522980690002421%
Oceania (population-weighted)1916best0.089081324636936190.136108368635177621%
Oceania (population-weighted)1935best0.080030120909214020.1213663816452026421%
Oceania (population-weighted)1937low0.065546527504920960.0993341282010078420%
Oceania (population-weighted)1934high0.092303432524204250.1391490995883941720%
Oceania (population-weighted)1916high0.104780808091163640.1555024087429046619%
Oceania (population-weighted)1936best0.082299828529357910.1215443313121795719%
Oceania (population-weighted)1935high0.094696097075939180.1394131183624267619%
Oceania (population-weighted)1938low0.067747257649898530.0993978679180145319%
Oceania (population-weighted)1914low0.076478466391563420.1115423887968063419%
Oceania (population-weighted)1915best0.093054488301277160.1351769268512725818%
Oceania (population-weighted)1937best0.084644638001918790.1216385960578918518%
Oceania (population-weighted)1936high0.097168631851673130.13960969448089618%
Oceania (population-weighted)1915high0.109106659889221190.154478296637535117%
Oceania (population-weighted)1939low0.069909103214740750.0986886024475097717%
Oceania (population-weighted)1913low0.08045764267444610.112743325531482717%
Oceania (population-weighted)1937high0.099722899496555330.1397143900394439717%
Oceania (population-weighted)1938best0.087066456675529480.1217107102274894717%
Oceania (population-weighted)1914best0.097234867513179780.1351641118526458716%
Oceania (population-weighted)1938high0.102360978722572330.139795437455177315%
Oceania (population-weighted)1940low0.072027221322059630.0979973822832107515%
Oceania (population-weighted)1912low0.08512104302644730.1157666221261024515%
Oceania (population-weighted)1914high0.113657362759113310.1544585227966308615%
Oceania (population-weighted)1939best0.089443527162075040.1209407299757003815%
Oceania (population-weighted)1913best0.101629957556724550.1364854276180267315%
Oceania (population-weighted)1911low0.091484509408473970.1213319003582000714%
Oceania (population-weighted)1939high0.104947321116924290.138973385095596314%
Oceania (population-weighted)1913high0.118441030383110050.1558913439512252814%
Oceania (population-weighted)1941low0.07409741729497910.0973235294222831714%
Oceania (population-weighted)1910low0.094551071524620060.1240906044840812714%
Oceania (population-weighted)1940best0.09177047014236450.1201903522014617913%
Oceania (population-weighted)1903low0.1044369563460350.136070147156715413%
Oceania (population-weighted)1912best0.108817413449287410.1417135596275329613%
Oceania (population-weighted)1904low0.103290677070617680.134496048092842113%
Oceania (population-weighted)1905low0.10215565562248230.132940605282783513%
Oceania (population-weighted)1906low0.101031698286533360.1314085870981216413%
Oceania (population-weighted)1902low0.10559444874525070.1373277455568313613%
Oceania (population-weighted)1909low0.097010627388954160.1260909438133239713%
Oceania (population-weighted)1900low0.108052067458629610.1403953135013580313%
Oceania (population-weighted)1901low0.106799088418483730.138731479644775413%
Oceania (population-weighted)1907low0.099918961524963380.1297809481620788613%
Oceania (population-weighted)1908low0.098817206919193270.1280307918787002613%
Oceania (population-weighted)1940high0.107476077973842620.138172239065170312%
Oceania (population-weighted)1912high0.127160355448722840.1624158024787902812%
~ vdem_multi_with_regions.participdem_vdem 🟡 median anomaly score 1.1%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateparticipdem_vdem
Africa (population-weighted)1900best0.01885349303483963
Africa (population-weighted)1900high0.024650011211633682
Africa (population-weighted)1900low0.011715403757989407
Africa (population-weighted)1901best0.019036265090107918
Africa (population-weighted)1901high0.024981221184134483
Africa (population-weighted)1901low0.011869325302541256
Oceania (population-weighted)1872best0.246550053358078
Oceania (population-weighted)1872high0.2686249017715454
Oceania (population-weighted)1872low0.2288549691438675
Oceania (population-weighted)1873best0.24822424352169037
Oceania (population-weighted)1873high0.27047470211982727
Oceania (population-weighted)1873low0.22980937361717224
Oceania (population-weighted)1874best0.2498837411403656
Oceania (population-weighted)1874high0.2723096013069153
Oceania (population-weighted)1874low0.23131704330444336
Oceania (population-weighted)1875best0.2515280246734619
Oceania (population-weighted)1875high0.2724146842956543
Oceania (population-weighted)1875low0.23166655004024506
Oceania (population-weighted)1876best0.2530384361743927
Oceania (population-weighted)1876high0.27445095777511597
Oceania (population-weighted)1876low0.23325906693935394
Oceania (population-weighted)1877best0.2552185654640198
Oceania (population-weighted)1877high0.276244193315506
Oceania (population-weighted)1877low0.2347220480442047
Oceania (population-weighted)1878best0.25833505392074585
Oceania (population-weighted)1878high0.2796739339828491
Oceania (population-weighted)1878low0.2378864735364914
Oceania (population-weighted)1879best0.26287582516670227
Oceania (population-weighted)1879high0.28427261114120483
Oceania (population-weighted)1879low0.2414790540933609
Oceania (population-weighted)1880best0.2654401361942291
Oceania (population-weighted)1880high0.2867524325847626
Oceania (population-weighted)1880low0.2434583157300949
Oceania (population-weighted)1881best0.2681211829185486
Oceania (population-weighted)1881high0.29368269443511963
Oceania (population-weighted)1881low0.2500249147415161
~ Changed values: 3,055 / 106,164 (2.88%) (3,052 revised, 3 appeared) — showing the 100 most anomalous rows
countryyearestimateparticipdem_vdem -participdem_vdem +anomaly score
Europe (population-weighted)1957low0.21946062147617340.192333817481994636.6%
Europe (population-weighted)1959low0.21937535703182220.192685455083847056.5%
Europe (population-weighted)1962low0.224675402045249940.197440594434738166.5%
Europe (population-weighted)1956low0.21854482591152190.19239321351051336.4%
Europe (population-weighted)1958low0.22131152451038360.19491091370582586.3%
Europe (population-weighted)1961low0.223983317613601680.19744874536991126.3%
Europe (population-weighted)1960low0.22270081937313080.196365892887115486.3%
Europe (population-weighted)1955low0.21951270103454590.193847313523292546.2%
Europe (population-weighted)1954low0.22066098451614380.194866955280303966.2%
Europe (population-weighted)1957best0.24401637911796570.216102614998817446.1%
Europe (population-weighted)1959best0.24421083927154540.216624021530151376.0%
Europe (population-weighted)1954best0.24399745464324950.21657112240791326.0%
Europe (population-weighted)1956best0.243265196681022640.21604360640048985.9%
Europe (population-weighted)1955best0.243745446205139160.216567575931549075.9%
Europe (population-weighted)1951low0.22114463150501250.196577638387680055.9%
Europe (population-weighted)1958best0.245846033096313480.218546360731124885.9%
Europe (population-weighted)1962best0.250342637300491330.222546815872192385.9%
Europe (population-weighted)1957high0.268347293138504030.238577097654342655.9%
Europe (population-weighted)1953low0.22068595886230470.196445137262344365.8%
Europe (population-weighted)1949low0.2143656164407730.190820083022117615.8%
Europe (population-weighted)1960best0.247629210352897640.22043789923191075.8%
Europe (population-weighted)1959high0.26902288198471070.23953148722648625.8%
Europe (population-weighted)1969low0.245890974998474120.218966484069824225.8%
Europe (population-weighted)1962high0.274006336927413940.244027644395828255.8%
Europe (population-weighted)1970low0.249675542116165160.222383350133895875.8%
Europe (population-weighted)1961best0.25038683414459230.22308763861656195.8%
Europe (population-weighted)1950low0.221296966075897220.197233587503433235.7%
Europe (population-weighted)1952low0.219833567738533020.195977702736854555.7%
Europe (population-weighted)1958high0.27052935957908630.241313070058822635.7%
Europe (population-weighted)1956high0.26706582307815550.238336026668548585.7%
Europe (population-weighted)1971low0.25303402543067930.225848138332366945.7%
Europe (population-weighted)1972low0.253527849912643430.226292625069618235.7%
Europe (population-weighted)1960high0.272023379802703860.242863908410072335.7%
Europe (population-weighted)1968low0.241237416863441470.215378925204277045.7%
Europe (population-weighted)1964low0.2391986995935440.21357896924018865.7%
Europe (population-weighted)1963low0.239039152860641480.213458910584449775.7%
Europe (population-weighted)1961high0.273575425148010250.24434481561183935.6%
Europe (population-weighted)1973low0.25420543551445010.227072775363922125.6%
Europe (population-weighted)1967low0.240726113319396970.215178772807121285.6%
Europe (population-weighted)1953best0.24410235881805420.21824625134468085.6%
Europe (population-weighted)1951best0.24488057196140290.219004422426223755.6%
Europe (population-weighted)1965low0.24067831039428710.215254113078117375.6%
Europe (population-weighted)1955high0.26830446720123290.239975064992904665.6%
Europe (population-weighted)1954high0.26968362927436830.241272047162055975.6%
Europe (population-weighted)1966low0.24127176403999330.215913966298103335.5%
Europe (population-weighted)1949best0.240176886320114140.215043947100639345.5%
Europe (population-weighted)1950best0.24500410258769990.219597339630126955.5%
Europe (population-weighted)1970best0.27438688278198240.245963260531425485.5%
Europe (population-weighted)1952best0.242657765746116640.217735081911087045.4%
Europe (population-weighted)1969best0.26987850666046140.24225461483001715.4%
Europe (population-weighted)1974low0.25855004787445070.232142791152000435.4%
Europe (population-weighted)1971best0.276302635669708250.24809797108173375.4%
Asia (population-weighted)1855low0.0073064602911472320.00656771706417202955.3%
Asia (population-weighted)1853low0.0072553013451397420.0065221129916608335.3%
Europe (population-weighted)1972best0.278086990118026730.249998822808265695.3%
Asia (population-weighted)1854low0.0072775944136083130.0065430263057351115.3%
Europe (population-weighted)1968best0.26658818125724790.239700600504875185.3%
Asia (population-weighted)1852low0.0072328615933656690.0065061687491834165.3%
Asia (population-weighted)1856low0.0073217172175645830.0065862815827131275.3%
Europe (population-weighted)1949high0.2636510431766510.237254992127418525.3%
Europe (population-weighted)1951high0.269692420959472660.242735683917999275.3%
Europe (population-weighted)1973best0.27858936786651610.250783205032348635.3%
Asia (population-weighted)1857low0.0073435357771813870.0066119143739342695.2%
Europe (population-weighted)1967best0.26547989249229430.239038571715354925.2%
Europe (population-weighted)1952high0.26926556229591370.242501020431518555.2%
Europe (population-weighted)1953high0.269823491573333740.243032857775688175.2%
Europe (population-weighted)1965best0.26599168777465820.239587604999542245.2%
Europe (population-weighted)1963best0.265166580677032470.238977745175361635.2%
Europe (population-weighted)1964best0.26526996493339540.23909044265747075.2%
Europe (population-weighted)1970high0.299689322710037230.27019757032394415.2%
Europe (population-weighted)1950high0.26974368095397950.243255972862243655.2%
Asia (population-weighted)1851low0.0072134793736040590.0065057277679443365.2%
Europe (population-weighted)1966best0.2666611373424530.24053280055522925.2%
Asia (population-weighted)1838low0.0073281126096844670.0066108205355703835.1%
Europe (population-weighted)1969high0.29641526937484740.267586022615432745.1%
Asia (population-weighted)1859low0.007038183044642210.00635425653308635.1%
Europe (population-weighted)1971high0.30370557308197020.274286329746246345.1%
Asia (population-weighted)1858low0.00702007114887237550.0063432608731091025.1%
Europe (population-weighted)1968high0.292908370494842530.264692604541778565.1%
Europe (population-weighted)1972high0.305149734020233150.275763303041458135.1%
Europe (population-weighted)1973high0.304964900016784670.275683373212814335.0%
Europe (population-weighted)1967high0.29261973500251770.264555096626281745.0%
Europe (population-weighted)1974best0.283062517642974850.256000667810440065.0%
Europe (population-weighted)1975low0.265994518995285030.240708559751510625.0%
Europe (population-weighted)1963high0.29193475842475890.2641829848289495.0%
Asia (population-weighted)1837low0.0073224282823503020.006627079565078025.0%
Europe (population-weighted)1964high0.2923434078693390.26460218429565435.0%
Europe (population-weighted)1965high0.29358974099159240.26589262485504155.0%
Europe (population-weighted)1966high0.294241428375244140.26649761199951174.9%
Asia (population-weighted)1836low0.00731208547949790950.00662609515711665154.9%
Asia (population-weighted)1860low0.0073032723739743230.0066219707950949674.9%
Europe (population-weighted)1919low0.176563173532485960.1602206677198414.9%
Asia (population-weighted)1841low0.0076187280938029290.0069156638346612454.8%
Europe (population-weighted)1974high0.30946835875511170.280912518501281744.8%
Asia (population-weighted)1842low0.0076256617903709410.0069276737049221994.8%
Asia (population-weighted)1843low0.00763283018022775650.0069345929659903054.8%
Asia (population-weighted)1844low0.0076399515382945540.0069431872107088574.8%
Asia (population-weighted)1845low0.0076470249332487580.0069520757533609874.8%
Asia (population-weighted)1835low0.0073063699528574940.0066426233388483524.8%
Europe (population-weighted)1976low0.27086627483367920.246270909905433654.8%
~ vdem_multi_with_regions.v2mecenefm 🟡 median anomaly score 1.1%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2mecenefm
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2mecenefm -v2mecenefm +anomaly score
Europe (population-weighted)1980best0.09116777032613754-0.17818236351013184100%
Europe (population-weighted)1981best0.09221632033586502-0.1761888861656189100%
Europe (population-weighted)1967high0.0603921078145504-0.20293837785720825100%
Europe (population-weighted)1982best0.14040757715702057-0.12118390202522278100%
Europe (population-weighted)1983best0.1399502158164978-0.12100888788700104100%
Europe (population-weighted)1984best0.13591861724853516-0.1248384416103363100%
Europe (population-weighted)1985best0.13503563404083252-0.12516525387763977100%
Europe (population-weighted)1986best0.13094070553779602-0.12909963726997375100%
Europe (population-weighted)1965high0.07580029219388962-0.183619886636734100%
Europe (population-weighted)1966high0.0845620408654213-0.17460322380065918100%
Europe (population-weighted)1964high0.0760355070233345-0.1825314611196518100%
Europe (population-weighted)1968high0.10420182347297668-0.1542406529188156100%
Europe (population-weighted)1963high0.07626314461231232-0.1815982460975647100%
Europe (population-weighted)1969high0.19287870824337006-0.054784391075372696100%
Europe (population-weighted)1973high0.23322753608226776-0.008898021653294563100%
Europe (population-weighted)1972high0.23396345973014832-0.007075886242091656100%
Europe (population-weighted)1971high0.23435942828655243-0.005691864062100649100%
Europe (population-weighted)1961high0.010117864236235619-0.2278984636068344100%
Europe (population-weighted)1960high0.012716364115476608-0.22450566291809082100%
Europe (population-weighted)1959high0.014919362030923367-0.22152850031852722100%
Europe (population-weighted)1958high0.06534184515476227-0.16377094388008118100%
Europe (population-weighted)1955high0.06170579418540001-0.16655756533145905100%
Europe (population-weighted)1956high0.07141650468111038-0.1560325026512146100%
Europe (population-weighted)1954high0.06599873304367065-0.1611294448375702100%
Europe (population-weighted)1957high0.09208040684461594-0.13298174738883972100%
Europe (population-weighted)1962high0.0019076066091656685-0.2219056487083435100%
Europe (population-weighted)1970high0.2163763791322708-0.005573964212089777100%
Europe (population-weighted)1953high0.11075674742460251-0.10949388146400452100%
Europe (population-weighted)1952high0.11407347768545151-0.10501834005117416100%
Europe (population-weighted)1951high0.11772161722183228-0.09999428689479828100%
Europe (population-weighted)1950high0.12057515233755112-0.09591130912303925100%
Europe (population-weighted)1949high0.11585722863674164-0.09400026500225067100%
Europe (population-weighted)1989low0.09152787923812866-0.08038321882486343100%
Europe (population-weighted)1913low0.014283188618719578-0.052903130650520325100%
Europe (population-weighted)1912low0.023765040561556816-0.03864767774939537100%
Europe (population-weighted)1911low0.03600144758820534-0.024287784472107887100%
Europe (population-weighted)1910low0.032800521701574326-0.025800978764891624100%
Europe (population-weighted)1909low0.031444646418094635-0.027014803141355515100%
Europe (population-weighted)1908low0.03132384642958641-0.026287423446774483100%
Europe (population-weighted)1907low0.028913043439388275-0.02859921008348465100%
Europe (population-weighted)1906low0.03361724689602852-0.021653536707162857100%
Europe (population-weighted)1905low0.03164594620466232-0.021868716925382614100%
Europe (population-weighted)1904low0.03256259858608246-0.02068966254591942100%
Europe (population-weighted)1902low0.03414412587881088-0.01781158708035946100%
Europe (population-weighted)1903low0.03425353020429611-0.017683135345578194100%
Europe (population-weighted)1901low0.03584437817335129-0.01465619821101427100%
Europe (population-weighted)1900low0.03753619268536568-0.011339477263391018100%
Europe (population-weighted)1914best0.006981533952057362-0.04103388637304306100%
North America (population-weighted)1906low0.01904718205332756-0.027637287974357605100%
North America (population-weighted)1904low0.008247035555541515-0.03775981441140175100%
North America (population-weighted)1903low0.002800237387418747-0.04316503554582596100%
World (population-weighted)1963high0.02172325924038887-0.024058710783720016100%
North America (population-weighted)1905low0.013662661425769329-0.03188028931617737100%
North America (population-weighted)1907low0.024400699883699417-0.020946480333805084100%
North America (population-weighted)1909low0.03535887226462364-0.009545381180942059100%
North America (population-weighted)1908low0.029723310843110085-0.014984805136919022100%
World (population-weighted)1960high0.014127721078693867-0.028253603726625443100%
World (population-weighted)1961high0.014207607135176659-0.028001857921481133100%
World (population-weighted)1985best0.005057047121226788-0.028273802250623703100%
Europe (population-weighted)1947high0.01098688319325447-0.01278349757194519100%
World (population-weighted)1909high0.0011672796681523323-0.004716733004897833100%
Asia (population-weighted)1989best-0.0048456159420311450.0008973652729764581100%
World (population-weighted)1910high0.002426804741844535-0.0026691474486142397100%
South America (population-weighted)1936high-0.0039854790084064010.00047450681449845433100%
North America (population-weighted)1910low-0.00028163683600723743-0.0451013930141925899%
Asia (population-weighted)1945high-0.00011988994083367288-0.017936341464519599%
North America (population-weighted)1902low-0.0022476627491414547-0.0475891381502151591%
World (population-weighted)1966high-0.0030409260652959347-0.0480819754302501788%
North America (population-weighted)1901low-0.007014675997197628-0.0528605170547962277%
World (population-weighted)1962high-0.006281719543039799-0.04588142037391662676%
Europe (population-weighted)1974high0.273209244012832640.03749514371156692576%
Europe (population-weighted)1915best-0.0083965715020895-0.0565679855644702974%
North America (population-weighted)1900low-0.011048182845115662-0.05670874193310737667%
Europe (population-weighted)1932best-0.03627937287092209-0.1634716391563415564%
Europe (population-weighted)1919best0.212107285857200620.0505419820547103962%
World (population-weighted)1967high-0.014349503442645073-0.05925347656011581461%
Europe (population-weighted)1924best0.134834617376327510.035090617835521759%
Europe (population-weighted)1931best-0.04966074600815773-0.1803299039602279757%
Europe (population-weighted)1987low-0.07390831410884857-0.2667702436447143657%
World (population-weighted)1958high-0.016782628372311592-0.0604656413197517457%
Europe (population-weighted)1988low-0.07623456418514252-0.269048601388931356%
Europe (population-weighted)1979best-0.07986975461244583-0.272154510021209755%
Europe (population-weighted)1975high0.32304763793945310.094933636486530355%
Europe (population-weighted)1916best-0.020494794473052025-0.0672542825341224753%
World (population-weighted)1986best0.046062279492616650.01414393447339534853%
Europe (population-weighted)1978best-0.10599000006914139-0.302224487066268948%
World (population-weighted)1959high-0.023811466991901398-0.067414775490760848%
Europe (population-weighted)1976high0.34831920266151430.1244537681341171347%
Europe (population-weighted)1920low-0.08281280100345612-0.2178658396005630545%
World (population-weighted)1964high-0.03043214976787567-0.0770674645900726343%
World (population-weighted)1968high-0.031913500279188156-0.0765554904937744141%
North America (population-weighted)1939low-0.002638680161908269-0.00632847333326935841%
World (population-weighted)1954high-0.032730404287576675-0.0782241821289062541%
Europe (population-weighted)1921low-0.0881386399269104-0.2095401138067245541%
World (population-weighted)1951high-0.034173667430877686-0.0805438384413719240%
World (population-weighted)1953high-0.0338548980653286-0.07968527823686640%
World (population-weighted)1955high-0.04042638838291168-0.0858119055628776636%
World (population-weighted)1952high-0.041603490710258484-0.0879541411995887836%
Europe (population-weighted)1977high0.409711003303527830.1947178244590759336%
World (population-weighted)1950high-0.04449431598186493-0.0913777798414230335%
~ vdem_multi_with_regions.particip_vdem 🟡 median anomaly score 1.0%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateparticip_vdem
Africa (population-weighted)1900best0.06487906724214554
Africa (population-weighted)1900high0.08623559027910233
Africa (population-weighted)1900low0.036494817584753036
Africa (population-weighted)1901best0.06573263555765152
Africa (population-weighted)1901high0.08743296563625336
Africa (population-weighted)1901low0.037289880216121674
Oceania (population-weighted)1872best0.39449942111968994
Oceania (population-weighted)1872high0.4260145127773285
Oceania (population-weighted)1872low0.37383976578712463
Oceania (population-weighted)1873best0.3972473740577698
Oceania (population-weighted)1873high0.4290584325790405
Oceania (population-weighted)1873low0.37629738450050354
Oceania (population-weighted)1874best0.3999747335910797
Oceania (population-weighted)1874high0.4320833086967468
Oceania (population-weighted)1874low0.37872937321662903
Oceania (population-weighted)1875best0.4026806950569153
Oceania (population-weighted)1875high0.4350883364677429
Oceania (population-weighted)1875low0.38113483786582947
Oceania (population-weighted)1876best0.4053640365600586
Oceania (population-weighted)1876high0.43807223439216614
Oceania (population-weighted)1876low0.3835125267505646
Oceania (population-weighted)1877best0.4080239236354828
Oceania (population-weighted)1877high0.441034197807312
Oceania (population-weighted)1877low0.38586151599884033
Oceania (population-weighted)1878best0.4140933156013489
Oceania (population-weighted)1878high0.4495692253112793
Oceania (population-weighted)1878low0.3914875090122223
Oceania (population-weighted)1879best0.41417229175567627
Oceania (population-weighted)1879high0.4497503340244293
Oceania (population-weighted)1879low0.3923252522945404
Oceania (population-weighted)1880best0.4172564148902893
Oceania (population-weighted)1880high0.45317137241363525
Oceania (population-weighted)1880low0.3951762318611145
Oceania (population-weighted)1881best0.4205363392829895
Oceania (population-weighted)1881high0.4567672610282898
Oceania (population-weighted)1881low0.39824968576431274
~ Changed values: 3,093 / 106,164 (2.91%) (3,060 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateparticip_vdem -particip_vdem +anomaly score
Asia (population-weighted)1838low0.0212876237928867340.0190019719302654275.7%
Asia (population-weighted)1837low0.0212661381810903550.0190591886639595035.5%
Asia (population-weighted)1841low0.0222080890089273450.0199481658637523655.4%
Asia (population-weighted)1836low0.0212446004152297970.01908946782350545.3%
Asia (population-weighted)1843low0.0222610067576169970.020013157278299335.3%
Asia (population-weighted)1842low0.0222341008484363560.019990200176835065.3%
Asia (population-weighted)1855low0.02283102646470070.0205285884439945225.3%
Asia (population-weighted)1844low0.0222877934575080870.0200422313064336785.3%
Asia (population-weighted)1853low0.0226859096437692640.0204024855047464375.3%
Asia (population-weighted)1854low0.022758698090910910.0204707738012075425.3%
Europe (population-weighted)1957low0.27744302153587340.249557539820671085.3%
Asia (population-weighted)1845low0.022314455360174180.0200731977820396425.3%
Asia (population-weighted)1859low0.0231099054217338560.020795309916138655.3%
Asia (population-weighted)1852low0.022612679749727250.0203502997756004335.3%
Asia (population-weighted)1856low0.0229028798639774320.0206119194626808175.3%
Asia (population-weighted)1846low0.0223409887403249740.020112149417400365.3%
Asia (population-weighted)1847low0.0223673935979604720.020142275840044025.2%
Asia (population-weighted)1840low0.0221829749643802640.01997702382504945.2%
Asia (population-weighted)1858low0.023045083507895470.020755849778652195.2%
Asia (population-weighted)1857low0.022974237799644470.0206952225416898735.2%
Europe (population-weighted)1956low0.278820842504501340.25121277570724495.2%
Asia (population-weighted)1848low0.0223936643451452260.0201772470027208335.2%
Europe (population-weighted)1959low0.277506351470947270.250104755163192755.2%
Asia (population-weighted)1849low0.0224298983812332150.0202269461005926135.2%
Asia (population-weighted)1850low0.022476006299257280.0202761515974998475.1%
Europe (population-weighted)1954low0.284314721822738650.256507903337478645.1%
Asia (population-weighted)1835low0.021223014220595360.0191478598862886435.1%
Europe (population-weighted)1960low0.27904984354972840.25177165865898135.1%
Asia (population-weighted)1851low0.022549364715814590.020348392426967625.1%
Europe (population-weighted)1913low0.286137491464614870.2585144042968755.1%
Europe (population-weighted)1958low0.27995258569717410.25296607613563545.1%
Asia (population-weighted)1839low0.0222080890089273450.0200675167143344885.1%
Asia (population-weighted)1860low0.0241138841956853870.0218082070350646975.0%
Europe (population-weighted)1962low0.28245210647583010.255461275577545175.0%
Asia (population-weighted)1834low0.0212013795971870420.0191795416176319125.0%
Europe (population-weighted)1955low0.28286769986152650.255992025136947635.0%
Europe (population-weighted)1961low0.28277730941772460.25592264533042915.0%
Europe (population-weighted)1951low0.286791712045669560.259640544652938845.0%
Europe (population-weighted)1949low0.287334054708480830.260236293077468874.9%
Europe (population-weighted)1953low0.28377962112426760.25723430514335634.9%
Europe (population-weighted)1930low0.2847193181514740.258161664009094244.9%
South America (population-weighted)1811low0.081751428544521330.090138100087642674.9%
Europe (population-weighted)1952low0.284049302339553830.257658094167709354.9%
Europe (population-weighted)1918low0.28485903143882750.25851562619209294.8%
Europe (population-weighted)1917low0.27450516819953920.249373346567153934.8%
Europe (population-weighted)1912low0.28530588746070860.259259015321731574.8%
Asia (population-weighted)1861low0.0246627740561962130.02241286076605324.8%
Europe (population-weighted)1950low0.28607329726219180.260240674018859864.7%
Europe (population-weighted)1931low0.301867604255676270.27468079328536994.7%
Europe (population-weighted)1911low0.28517246246337890.259635001420974734.7%
Europe (population-weighted)1932low0.29915916919708250.27246913313865664.7%
Europe (population-weighted)1916low0.275738507509231570.25115427374839784.7%
Europe (population-weighted)1915low0.274328738451004030.250023096799850464.6%
Asia (population-weighted)1862low0.0248157866299152370.0226285085082054144.6%
Europe (population-weighted)1910low0.285283535718917850.26021859049797064.6%
Europe (population-weighted)1919low0.307753860950469970.28074762225151064.6%
Asia (population-weighted)1800low0.0193601381033658980.0176875889301300054.5%
Asia (population-weighted)1801low0.019384738057851790.0177210420370101934.5%
Europe (population-weighted)1914low0.275440841913223270.25183904170989994.5%
Europe (population-weighted)1929low0.298429578542709350.273038744926452644.4%
Asia (population-weighted)1802low0.0193653497844934460.017718676477670674.4%
Europe (population-weighted)1913best0.334835648536682130.30654686689376834.4%
Asia (population-weighted)1803low0.019345916807651520.017716253176331524.4%
Asia (population-weighted)1863low0.0248687546700239180.022786650806665424.4%
Asia (population-weighted)1804low0.0193264354020357130.0177137982100248344.4%
Europe (population-weighted)1928low0.294664293527603150.270125031471252444.3%
Europe (population-weighted)1957best0.311638802289962770.2857190966606144.3%
Asia (population-weighted)1833low0.0187597014009952550.0172003693878650674.3%
Europe (population-weighted)1926low0.296590089797973630.271949231624603274.3%
Europe (population-weighted)1927low0.30135387182235720.27637705206871034.3%
Asia (population-weighted)1821low0.018808927386999130.0172502696514129644.3%
Europe (population-weighted)1930best0.326045036315917970.299039393663406374.3%
Asia (population-weighted)1805low0.0193069018423557280.0177113022655248644.3%
Asia (population-weighted)1877low0.045892592519521710.04211013391613964.3%
Europe (population-weighted)1909low0.2847619056701660.261326223611831674.3%
Europe (population-weighted)1956best0.312763661146163940.287087887525558474.3%
Europe (population-weighted)1959best0.31215029954910280.28656417131423954.3%
Europe (population-weighted)1960best0.31268095970153810.287078529596328744.3%
Asia (population-weighted)1806low0.0192873161286115650.0177081972360610964.3%
Asia (population-weighted)1820low0.0188438706099987030.0173054710030555734.3%
Europe (population-weighted)1954best0.31720289587974550.291472792625427254.2%
Asia (population-weighted)1807low0.0192676763981580730.0177050698548555374.2%
Asia (population-weighted)1825low0.0187077540904283520.0171908047050237664.2%
Europe (population-weighted)1917best0.322953313589096070.29688346385955814.2%
Asia (population-weighted)1819low0.018877277150750160.01735929585993294.2%
Europe (population-weighted)1958best0.314045429229736330.28880041837692264.2%
Europe (population-weighted)1918best0.33358889818191530.306784421205520634.2%
Europe (population-weighted)1931best0.343977302312850950.316339999437332154.2%
Asia (population-weighted)1808low0.0192479789257049560.0177039559930562974.2%
Asia (population-weighted)1824low0.0187211595475673680.017220145091414454.2%
Europe (population-weighted)1962best0.316160321235656740.290854632854461674.2%
Asia (population-weighted)1832low0.0187421701848506930.0172421969473361974.2%
Europe (population-weighted)1915best0.326910763978958130.30075091123580934.2%
Europe (population-weighted)1908low0.283888638019561770.26117601990699774.2%
Asia (population-weighted)1799low0.0192102398723363880.017677018418908124.2%
Europe (population-weighted)1932best0.34163901209831240.31440687179565434.2%
Asia (population-weighted)1878low0.045864969491958620.0422126017510890964.1%
Europe (population-weighted)1912best0.33513560891151430.308478772640228274.1%
Europe (population-weighted)1961best0.31647047400474550.29129919409751894.1%
Europe (population-weighted)1907low0.28358292579650880.26107224822044374.1%
~ vdem_multi_with_regions.corruption_vdem 🟡 median anomaly score 1.0%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecorruption_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900high0.34570345282554626
Africa (population-weighted)1900low0.27762502431869507
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901high0.34595009684562683
Africa (population-weighted)1901low0.2778360843658447
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872high0.05793420225381851
Oceania (population-weighted)1872low0.012709752656519413
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873high0.058236878365278244
Oceania (population-weighted)1873low0.012810876592993736
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874high0.05853233113884926
Oceania (population-weighted)1874low0.012911860831081867
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875high0.05882033705711365
Oceania (population-weighted)1875low0.013012693263590336
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876high0.059100646525621414
Oceania (population-weighted)1876low0.013113342225551605
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877high0.05937305837869644
Oceania (population-weighted)1877low0.013213791884481907
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878high0.05963732674717903
Oceania (population-weighted)1878low0.01331401988863945
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879high0.05996349826455116
Oceania (population-weighted)1879low0.013417771086096764
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880high0.060350507497787476
Oceania (population-weighted)1880low0.013524629175662994
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881high0.06079708784818649
Oceania (population-weighted)1881low0.01363418810069561
~ Changed values: 2,439 / 106,164 (2.30%) (2,415 revised, 22 appeared, 2 disappeared) — showing the 100 most anomalous rows
countryyearestimatecorruption_vdem -corruption_vdem +anomaly score
Oceania (population-weighted)1922low0.059352919459342960.0933666452765464822%
Oceania (population-weighted)1923low0.059020876884460450.0927924141287803622%
Oceania (population-weighted)1928low0.0574080795049667360.0902178734540939322%
Oceania (population-weighted)1924low0.0586920008063316350.0921578556299209622%
Oceania (population-weighted)1929low0.057411234825849530.0900852754712104822%
Oceania (population-weighted)1925low0.058366231620311740.0915568694472312922%
Oceania (population-weighted)1927low0.05772424489259720.0905092880129814122%
Oceania (population-weighted)1926low0.058043658733367920.0910057649016380322%
Oceania (population-weighted)1921low0.060035225003957750.0940475389361381522%
Oceania (population-weighted)1930low0.057734783738851550.0900497287511825622%
Oceania (population-weighted)1920low0.061097428202629090.0946818962693214422%
Oceania (population-weighted)1931low0.058382105082273480.090143345296382921%
Oceania (population-weighted)1919low0.06256952881813050.0958874076604843121%
Oceania (population-weighted)1918low0.064481660723686220.0986327379941940321%
Oceania (population-weighted)1932low0.059358742088079450.0902803987264633221%
Oceania (population-weighted)1917low0.066863574087619780.099710375070571920%
Oceania (population-weighted)1933low0.0606725774705410.090405911207199120%
Oceania (population-weighted)1928best0.077846422791481020.1144860014319419919%
Oceania (population-weighted)1929best0.077805265784263610.1143358796834945719%
Oceania (population-weighted)1923best0.079990103840827940.1174189522862434419%
Oceania (population-weighted)1922best0.080442808568477630.1180730387568473819%
Oceania (population-weighted)1927best0.078259944915771480.114814378321170819%
Oceania (population-weighted)1924best0.079545743763446810.1166948005557060219%
Oceania (population-weighted)1925best0.079109393060207370.1160066202282905619%
Oceania (population-weighted)1926best0.078680895268917080.1153768673539161719%
Oceania (population-weighted)1930best0.078136682510375980.1142942383885383619%
Oceania (population-weighted)1921best0.081282176077365880.1188491955399513219%
Oceania (population-weighted)1934low0.0620316639542579650.0905763655900955219%
Oceania (population-weighted)1931best0.078843571245670320.1144015789031982418%
Oceania (population-weighted)1920best0.082540407776832580.1195949614048004218%
Oceania (population-weighted)1916low0.069311842322349550.1002512648701667818%
Oceania (population-weighted)1919best0.08425007760524750.1209722235798835818%
Oceania (population-weighted)1918best0.086443848907947540.1241213679313659718%
Oceania (population-weighted)1932best0.079931423068046570.1145605966448783918%
Oceania (population-weighted)1935low0.063437156379222870.090724401175975818%
Oceania (population-weighted)1928high0.093553267419338230.1325115710496902517%
Oceania (population-weighted)1929high0.093488939106464390.1323511451482772817%
Oceania (population-weighted)1923high0.0959971547126770.1356665492057800317%
Oceania (population-weighted)1927high0.094022043049335480.1328618228435516417%
Oceania (population-weighted)1922high0.096517756581306460.1363701373338699317%
Oceania (population-weighted)1924high0.095487698912620540.1348865181207656917%
Oceania (population-weighted)1926high0.094500511884689330.1334644705057144217%
Oceania (population-weighted)1925high0.094988919794559480.134143427014350917%
Oceania (population-weighted)1930high0.093828819692134860.1323058903217315717%
Oceania (population-weighted)1933best0.081408441066741940.1147064119577407817%
Oceania (population-weighted)1921high0.097448773682117460.1372055411338806217%
Oceania (population-weighted)1917best0.089153908193111420.1253539472818374617%
Oceania (population-weighted)1931high0.094575598835945130.1324224472045898417%
Oceania (population-weighted)1936low0.064890377223491670.0908301323652267517%
Oceania (population-weighted)1920high0.098824128508567810.1380292177200317417%
Oceania (population-weighted)1918high0.103044949471950530.1429180800914764416%
Oceania (population-weighted)1915low0.07189068198204040.0996895655989646916%
Oceania (population-weighted)1919high0.100678071379661560.1395131349563598616%
Oceania (population-weighted)1934best0.082936711609363560.1149037480354309116%
Oceania (population-weighted)1932high0.095734819769859310.1325963288545608516%
Oceania (population-weighted)1916best0.09193856269121170.1259548813104629516%
Oceania (population-weighted)1937low0.06639245897531510.0908814445137977616%
Oceania (population-weighted)1933high0.097314961254596710.1327559649944305415%
Oceania (population-weighted)1935best0.084517531096935270.1150758191943168615%
Oceania (population-weighted)1917high0.105958566069602970.144249811768531815%
Oceania (population-weighted)1934high0.098950147628784180.1329713165760040315%
Oceania (population-weighted)1938low0.067944638431072240.0909202098846435514%
Oceania (population-weighted)1936best0.086152389645576480.1151979714632034314%
Oceania (population-weighted)1914low0.074605032801628110.099712789058685314%
Oceania (population-weighted)1916high0.108951687812805180.1448830813169479414%
Oceania (population-weighted)1935high0.100641772150993350.1331596970558166514%
Oceania (population-weighted)1915best0.094870068132877350.1253098249435424814%
Oceania (population-weighted)1937best0.087842546403408050.1152574568986892713%
Oceania (population-weighted)1936high0.102391399443149570.13329301774501813%
Oceania (population-weighted)1939low0.069475479423999790.090385079383850113%
Oceania (population-weighted)1913low0.077459827065467830.1005701571702957213%
Oceania (population-weighted)1938best0.089589394629001620.1153032630681991613%
Oceania (population-weighted)1915high0.1121017113327980.144182935357093813%
Oceania (population-weighted)1937high0.104200392961502080.1333583295345306412%
Oceania (population-weighted)1914best0.097953960299491880.1253336220979690612%
Oceania (population-weighted)1912low0.081102527678012850.1030126139521598812%
Oceania (population-weighted)1940low0.07098147273063660.0898635610938072212%
Oceania (population-weighted)1938high0.106070220470428470.1334093958139419611%
Oceania (population-weighted)1939best0.091310560703277590.1147094815969467211%
Oceania (population-weighted)1900low0.092671737074851990.115920305252075211%
Oceania (population-weighted)1911low0.085321396589279170.1066537052392959611%
Oceania (population-weighted)1914high0.115414537489414220.1442047208547592211%
Oceania (population-weighted)1913best0.101195715367794040.126304268836975111%
Oceania (population-weighted)1910low0.087533473968505860.1086068227887153611%
Oceania (population-weighted)1904low0.093959130346775050.1162054538726806611%
Oceania (population-weighted)1903low0.095231480896472930.1177404969930648811%
Oceania (population-weighted)1905low0.093116611242294310.1150540262460708611%
Oceania (population-weighted)1902low0.09608896821737290.1186887845396995511%
Oceania (population-weighted)1901low0.09697443246841430.1197262108325958310%
Oceania (population-weighted)1906low0.092281743884086610.1139167547225952110%
Oceania (population-weighted)1941low0.072459526360034940.0893551483750343310%
Oceania (population-weighted)1907low0.091454662382602690.1127317696809768710%
Oceania (population-weighted)1909low0.089315727353096010.1100371479988098110%
Oceania (population-weighted)1939high0.10791065543890.1327840983867645310%
Oceania (population-weighted)1908low0.090635173022747040.111435420811176310%
Oceania (population-weighted)1940best0.09300206601619720.1141308099031448410%
Oceania (population-weighted)1912best0.10572525858879090.129451960325241110%
Oceania (population-weighted)1913high0.118895970284938810.145243108272552510.0%
Oceania (population-weighted)1900best0.118653267621994020.14400103688240059.7%
Oceania (population-weighted)1911best0.110775560140609740.133837088942527779.4%
~ vdem_multi_with_regions.wom_pol_par_vdem 🟡 median anomaly score 1.0%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatewom_pol_par_vdem
Africa (population-weighted)1900best0.10303185880184174
Africa (population-weighted)1900high0.135927215218544
Africa (population-weighted)1900low0.05772124603390694
Africa (population-weighted)1901best0.10301370173692703
Africa (population-weighted)1901high0.13591358065605164
Africa (population-weighted)1901low0.057704586535692215
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,994 / 106,164 (1.88%) (1,961 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatewom_pol_par_vdem -wom_pol_par_vdem +anomaly score
Africa (population-weighted)1902low0.060037843883037570.0532183088362216956.0%
Africa (population-weighted)1903low0.060487631708383560.0538298971951007845.8%
Africa (population-weighted)1904low0.060586564242839810.0540792644023895265.7%
Africa (population-weighted)1905low0.060560006648302080.054215405136346825.5%
Africa (population-weighted)1906low0.0605319701135158540.0543474815785884865.4%
Africa (population-weighted)1907low0.0605024658143520360.054485648870468145.2%
Africa (population-weighted)1908low0.060471519827842710.0546026937663555155.1%
Africa (population-weighted)1909low0.060453925281763080.054726079106330875.0%
Africa (population-weighted)1910low0.06051102653145790.054933559149503714.8%
World (population-weighted)1800low0.14948625862598420.136042386293411254.7%
Africa (population-weighted)1911low0.060839302837848660.055383462458848954.7%
World (population-weighted)1801low0.149473816156387330.136129781603813174.7%
Africa (population-weighted)1912low0.060804124921560290.0554817169904708864.6%
Africa (population-weighted)1913low0.0607694499194622040.055551975965499884.5%
World (population-weighted)1822low0.14748954772949220.135073080658912664.4%
World (population-weighted)1823low0.147052913904190060.13468010723590854.4%
World (population-weighted)1821low0.1482480913400650.135828837752342224.4%
World (population-weighted)1820low0.14789521694183350.135521486401557924.4%
World (population-weighted)1824low0.146768614649772640.134518414735794074.4%
World (population-weighted)1802low0.15033562481403350.13778880238533024.4%
World (population-weighted)1825low0.146602690219879150.134464964270591744.3%
World (population-weighted)1799low0.148526921868324280.136234745383262634.3%
World (population-weighted)1803low0.15069192647933960.138224229216575624.3%
World (population-weighted)1838low0.144784942269325260.13282003998756414.3%
World (population-weighted)1837low0.145002707839012150.133031368255615234.3%
World (population-weighted)1826low0.146684035658836360.134593337774276734.3%
World (population-weighted)1827low0.146237134933471680.134197786450386054.3%
World (population-weighted)1836low0.14521864056587220.133292242884635934.3%
World (population-weighted)1804low0.150782421231269840.138406500220298774.3%
World (population-weighted)1819low0.148186370730400090.136062040925025944.3%
World (population-weighted)1828low0.146057322621345520.13412377238273624.3%
World (population-weighted)1835low0.145431399345397950.133549660444259644.3%
World (population-weighted)1834low0.1456410288810730.133797228336334234.2%
World (population-weighted)1805low0.15068341791629790.138435199856758124.2%
World (population-weighted)1829low0.14587259292602540.134016171097755434.2%
World (population-weighted)1806low0.150582969188690190.138416647911071784.2%
World (population-weighted)1832low0.145451575517654420.13373334705829624.2%
World (population-weighted)1833low0.145853057503700260.134147182106971744.2%
World (population-weighted)1830low0.14650255441665650.134756490588188174.2%
World (population-weighted)1818low0.148444473743438720.136543214321136474.2%
World (population-weighted)1816low0.148276388645172120.13638986647129064.2%
World (population-weighted)1800best0.191113069653511050.175794631242752084.2%
World (population-weighted)1807low0.150481075048446660.138426139950752264.2%
World (population-weighted)1831low0.145594477653503420.13398255407810214.2%
World (population-weighted)1801best0.191160097718238830.175952523946762084.1%
World (population-weighted)1808low0.150377735495567320.138435587286949164.1%
World (population-weighted)1815low0.14852347970008850.136793881654739384.1%
World (population-weighted)1817low0.148692190647125240.136970803141593934.1%
World (population-weighted)1809low0.1502729356288910.138452231884002694.1%
World (population-weighted)1814low0.148478344082832340.136890798807144174.1%
World (population-weighted)1810low0.150095582008361820.138438567519187934.0%
World (population-weighted)1813low0.149014309048652650.137475699186325074.0%
World (population-weighted)1812low0.14907646179199220.137585014104843144.0%
World (population-weighted)1811low0.149880096316337590.138432040810585024.0%
World (population-weighted)1841low0.148516833782196040.137386411428451543.9%
World (population-weighted)1799best0.189109548926353450.175004303455352783.9%
World (population-weighted)1798low0.14830404520034790.137243852019313.9%
Africa (population-weighted)1902best0.106824398040771480.098857708275318153.9%
World (population-weighted)1840low0.14873467385768890.137686908245086673.9%
World (population-weighted)1839low0.149061754345893860.138049528002738953.8%
World (population-weighted)1802best0.192303732037544250.17813135683536533.8%
World (population-weighted)1803best0.192739412188529970.178651437163352973.8%
World (population-weighted)1842low0.148301020264625550.137475594878196723.8%
World (population-weighted)1800high0.226275876164436340.209788605570793153.8%
Asia (population-weighted)1838low0.199152439832687380.184686437249183653.8%
World (population-weighted)1804best0.192929059267044070.17894077301025393.8%
World (population-weighted)1801high0.22637529671192170.21000309288501743.8%
Africa (population-weighted)1903best0.10759869962930680.099834315478801733.7%
World (population-weighted)1843low0.147451356053352360.13683547079563143.7%
World (population-weighted)1805best0.192825153470039370.178965136408805853.7%
World (population-weighted)1820best0.189962387084960940.176310315728187563.7%
World (population-weighted)1822best0.189219310879707340.175631031394004823.7%
World (population-weighted)1823best0.188638001680374150.175111979246139533.7%
World (population-weighted)1806best0.1927199661731720.17893934249877933.7%
Asia (population-weighted)1837low0.199079200625419620.184895649552345283.7%
World (population-weighted)1824best0.188056305050849910.174671053886413573.7%
World (population-weighted)1821best0.190759882330894470.177234515547752383.7%
World (population-weighted)1807best0.192613497376441960.178962424397468573.7%
World (population-weighted)1825best0.18789212405681610.174644306302070623.7%
World (population-weighted)1819best0.19056531786918640.177174195647239693.6%
Asia (population-weighted)1836low0.199005454778671260.185024142265319823.6%
World (population-weighted)1808best0.192505732178688050.178989574313163763.6%
World (population-weighted)1844low0.147234573960304260.136904433369636543.6%
World (population-weighted)1826best0.18801102042198180.17484709620475773.6%
World (population-weighted)1827best0.187394484877586360.174291193485263.6%
World (population-weighted)1816best0.19063940644264220.177347436547279363.6%
Africa (population-weighted)1904best0.108389146625995640.10084872692823413.6%
World (population-weighted)1809best0.192396685481071470.179017856717109683.6%
Asia (population-weighted)1800low0.200333952903747560.18645492196083073.6%
World (population-weighted)1828best0.187181204557418820.174213573336601263.6%
World (population-weighted)1818best0.19091314077377320.177726760506629943.6%
Asia (population-weighted)1801low0.200378119945526120.186565428972244263.6%
World (population-weighted)1815best0.190968185663223270.17780533432960513.6%
World (population-weighted)1829best0.18696233630180360.17409235239028933.6%
World (population-weighted)1837best0.186650425195693970.173802599310874943.6%
Asia (population-weighted)1835low0.198931202292442320.185238257050514223.6%
World (population-weighted)1838best0.186405912041664120.173595324158668523.6%
World (population-weighted)1810best0.192197874188423160.179002702236175543.6%
World (population-weighted)1836best0.186905816197395320.17408585548400883.6%
World (population-weighted)1835best0.18715725839138030.174365445971488953.5%
~ vdem_multi_with_regions.freeassoc_vdem 🟡 median anomaly score 1.0%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatefreeassoc_vdem
Africa (population-weighted)1900best0.0738116130232811
Africa (population-weighted)1900high0.10005246102809906
Africa (population-weighted)1900low0.037096474319696426
Africa (population-weighted)1901best0.07448723912239075
Africa (population-weighted)1901high0.10072480142116547
Africa (population-weighted)1901low0.037393949925899506
Oceania (population-weighted)1872best0.5996304154396057
Oceania (population-weighted)1872high0.6437167525291443
Oceania (population-weighted)1872low0.5730749368667603
Oceania (population-weighted)1873best0.604388415813446
Oceania (population-weighted)1873high0.6494141817092896
Oceania (population-weighted)1873low0.5781973600387573
Oceania (population-weighted)1874best0.6091392636299133
Oceania (population-weighted)1874high0.6539661884307861
Oceania (population-weighted)1874low0.5827450752258301
Oceania (population-weighted)1875best0.6127395033836365
Oceania (population-weighted)1875high0.6585086584091187
Oceania (population-weighted)1875low0.5855712294578552
Oceania (population-weighted)1876best0.6174716949462891
Oceania (population-weighted)1876high0.6636127233505249
Oceania (population-weighted)1876low0.5901004076004028
Oceania (population-weighted)1877best0.6227672696113586
Oceania (population-weighted)1877high0.6692801117897034
Oceania (population-weighted)1877low0.5946207046508789
Oceania (population-weighted)1878best0.6280531883239746
Oceania (population-weighted)1878high0.6743642687797546
Oceania (population-weighted)1878low0.6008515357971191
Oceania (population-weighted)1879best0.6329360604286194
Oceania (population-weighted)1879high0.6796249747276306
Oceania (population-weighted)1879low0.6055252552032471
Oceania (population-weighted)1880best0.6379693150520325
Oceania (population-weighted)1880high0.6850411295890808
Oceania (population-weighted)1880low0.6097642183303833
Oceania (population-weighted)1881best0.6419703364372253
Oceania (population-weighted)1881high0.6876834630966187
Oceania (population-weighted)1881low0.6100479960441589
~ Changed values: 3,066 / 106,164 (2.89%) (3,063 revised, 3 appeared) — showing the 100 most anomalous rows
countryyearestimatefreeassoc_vdem -freeassoc_vdem +anomaly score
Europe (population-weighted)1806low0.089889250695705410.102536298334598546.6%
Europe (population-weighted)1805low0.089707411825656890.102015398442745216.4%
Europe (population-weighted)1804low0.090419434010982510.102311924099922186.2%
Europe (population-weighted)1800low0.086869709193706510.098246410489082346.1%
Europe (population-weighted)1803low0.089577235281467440.101143695414066316.1%
Europe (population-weighted)1801low0.08882408589124680.100191324949264536.0%
Europe (population-weighted)1802low0.089199870824813840.100502192974090586.0%
Asia (population-weighted)1859low0.081318117678165440.072702355682849885.6%
Asia (population-weighted)1855low0.079391337931156160.070991173386573795.6%
Asia (population-weighted)1853low0.078929744660854340.070592187345027925.6%
Asia (population-weighted)1854low0.079161278903484340.070807933807373055.6%
Asia (population-weighted)1860low0.081508524715900420.072917684912681585.6%
Asia (population-weighted)1858low0.08110747486352920.072574101388454445.6%
Asia (population-weighted)1852low0.078696787357330320.070426769554615025.5%
Asia (population-weighted)1856low0.07961987704038620.07125467061996465.5%
Europe (population-weighted)1808low0.10908509045839310.121811561286449435.5%
Asia (population-weighted)1857low0.07984682172536850.071520224213600165.5%
Europe (population-weighted)1807low0.108504250645637510.121135935187339785.5%
Asia (population-weighted)1861low0.081677936017513280.073252066969871525.4%
Asia (population-weighted)1851low0.07849580049514770.070418290793895725.4%
Europe (population-weighted)1809low0.115111947059631350.12821426987648015.4%
Asia (population-weighted)1862low0.081826321780681610.07359288632869725.3%
Asia (population-weighted)1838low0.083451464772224430.075356192886829385.1%
Europe (population-weighted)1806best0.132962986826896670.146880567073822025.0%
Europe (population-weighted)1805best0.13253611326217650.146016851067543034.8%
Europe (population-weighted)1810low0.12045723199844360.132697388529777534.8%
Europe (population-weighted)1797low0.119024507701396940.130968898534774784.8%
Asia (population-weighted)1863low0.084715545177459720.076990462839603424.8%
Europe (population-weighted)1798low0.125731348991394040.138306304812431344.8%
Asia (population-weighted)1841low0.086628079414367680.078767843544483184.8%
Asia (population-weighted)1850low0.084778763353824620.077097617089748384.7%
Asia (population-weighted)1842low0.086691536009311680.078885935246944434.7%
Europe (population-weighted)1799low0.13877797126770020.15249171853065494.7%
Asia (population-weighted)1843low0.0867571309208870.078959040343761444.7%
Asia (population-weighted)1844low0.086822204291820530.079046986997127534.7%
Asia (population-weighted)1845low0.086886748671531680.07913522422313694.7%
Europe (population-weighted)1804best0.133313789963722230.146353527903556824.7%
Asia (population-weighted)1840low0.08656674623489380.07885935157537464.7%
Europe (population-weighted)1800best0.12922665476799010.141803681850433354.6%
Asia (population-weighted)1846low0.086950764060020450.079253070056438454.6%
Asia (population-weighted)1847low0.087014228105545040.07933699339628224.6%
Europe (population-weighted)1972low0.365796416997909550.333652228116989144.6%
Europe (population-weighted)1796low0.119354367256164550.130850255489349374.6%
Asia (population-weighted)1848low0.087077148258686070.079441785812377934.6%
Europe (population-weighted)1803best0.131830036640167240.144499406218528754.6%
Europe (population-weighted)1971low0.365620315074920650.333602994680404664.6%
Europe (population-weighted)1795low0.114945054054260250.12596297264099124.6%
Europe (population-weighted)1801best0.13125248253345490.143800720572471624.6%
Europe (population-weighted)1970low0.36530393362045290.33343577384948734.6%
Asia (population-weighted)1839low0.086648449301719670.079117998480796814.5%
Asia (population-weighted)1849low0.087163947522640230.079601436853408814.5%
Europe (population-weighted)1973low0.36578616499900820.334095865488052374.5%
Europe (population-weighted)1969high0.4399607777595520.40186053514480594.5%
Europe (population-weighted)1802best0.13157655298709870.144010573625564584.5%
Europe (population-weighted)1806high0.165547266602516170.181182906031608584.5%
Europe (population-weighted)1973high0.443590819835662840.405326098203659064.5%
Asia (population-weighted)1864low0.084826305508613590.077510677278041844.5%
Europe (population-weighted)1972high0.443412244319915770.40520688891410834.5%
Europe (population-weighted)1968high0.440990507602691650.40302819013595584.5%
Europe (population-weighted)1971high0.443297982215881350.405211329460144044.5%
Europe (population-weighted)1970high0.44259762763977050.40462529659271244.5%
Europe (population-weighted)1967high0.4406215548515320.402834117412567144.5%
Europe (population-weighted)1972best0.403807938098907470.36922883987426764.5%
Europe (population-weighted)1969low0.362583070993423460.33159741759300234.5%
Europe (population-weighted)1973best0.403610616922378540.36914235353469854.5%
Europe (population-weighted)1971best0.404096931219100950.36959305405616764.5%
Europe (population-weighted)1967low0.36226764321327210.331369668245315554.5%
Europe (population-weighted)1968low0.362949818372726440.33199515938758854.5%
Europe (population-weighted)1970best0.40362501144409180.369252860546112064.4%
Europe (population-weighted)1811low0.12028504908084870.131388157606124884.4%
Europe (population-weighted)1966low0.363370209932327270.33279195427894594.4%
Europe (population-weighted)1805high0.165210172533988950.180384263396263124.4%
Europe (population-weighted)1969best0.40157958865165710.3679765760898594.4%
Europe (population-weighted)1968best0.40194946527481080.368485361337661744.3%
Europe (population-weighted)1966high0.4446082115173340.407603830099105834.3%
Europe (population-weighted)1967best0.401275277137756350.367932111024856574.3%
Europe (population-weighted)1974low0.371826499700546260.341068714857101444.3%
Europe (population-weighted)1965low0.365763664245605470.335577189922332764.3%
Asia (population-weighted)1837low0.072739280760288240.066745519638061524.3%
Europe (population-weighted)1964low0.36580282449722290.3356812894344334.3%
Europe (population-weighted)1963low0.3663189411163330.336286664009094244.3%
Europe (population-weighted)1962low0.36662289500236510.336740791797637944.2%
Europe (population-weighted)1965high0.447144359350204470.410773277282714844.2%
Europe (population-weighted)1804high0.166066139936447140.18075390160083774.2%
Asia (population-weighted)1836low0.072705760598182680.066806152462959294.2%
Europe (population-weighted)1974high0.453608304262161250.4168372154235844.2%
Europe (population-weighted)1966best0.404173672199249270.37142464518547064.2%
Europe (population-weighted)1964high0.447091817855834960.41088935732841494.2%
Europe (population-weighted)1963high0.447676509618759160.41145378351211554.2%
Europe (population-weighted)1974best0.411435186862945560.37815102934837344.2%
Europe (population-weighted)1800high0.160953015089035030.175110310316085824.2%
Europe (population-weighted)1807best0.15832595527172090.172249883413314824.2%
Asia (population-weighted)1855best0.153881356120109560.141486600041389474.2%
Europe (population-weighted)1962high0.44801676273345950.411955207586288454.2%
Europe (population-weighted)1808best0.159357279539108280.173277154564857484.2%
Asia (population-weighted)1853best0.15326726436614990.140960276126861574.2%
Asia (population-weighted)1854best0.153575509786605830.141245216131210334.2%
Europe (population-weighted)1965best0.40523740649223330.37270411849021914.2%
Asia (population-weighted)1856best0.15418472886085510.141836851835250854.2%
Europe (population-weighted)1803high0.164091259241104130.17835588753223424.2%
~ vdem_multi_with_regions.wom_civ_soc_vdem 🟢 median anomaly score 0.96%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatewom_civ_soc_vdem
Africa (population-weighted)1900best0.04652763530611992
Africa (population-weighted)1900high0.06986839324235916
Africa (population-weighted)1900low0.010601907037198544
Africa (population-weighted)1901best0.04748948663473129
Africa (population-weighted)1901high0.07123833149671555
Africa (population-weighted)1901low0.010576719418168068
Oceania (population-weighted)1872best0.30247199535369873
Oceania (population-weighted)1872high0.40371084213256836
Oceania (population-weighted)1872low0.17312610149383545
Oceania (population-weighted)1873best0.30385467410087585
Oceania (population-weighted)1873high0.40569230914115906
Oceania (population-weighted)1873low0.1736217737197876
Oceania (population-weighted)1874best0.30519139766693115
Oceania (population-weighted)1874high0.40761807560920715
Oceania (population-weighted)1874low0.1740788221359253
Oceania (population-weighted)1875best0.3064808249473572
Oceania (population-weighted)1875high0.4094865322113037
Oceania (population-weighted)1875low0.17449618875980377
Oceania (population-weighted)1876best0.30772149562835693
Oceania (population-weighted)1876high0.4112958312034607
Oceania (population-weighted)1876low0.17487284541130066
Oceania (population-weighted)1877best0.3089122176170349
Oceania (population-weighted)1877high0.41304442286491394
Oceania (population-weighted)1877low0.17520780861377716
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879best0.33109068870544434
Oceania (population-weighted)1879high0.441906601190567
Oceania (population-weighted)1879low0.18762396275997162
Oceania (population-weighted)1880best0.3334170877933502
Oceania (population-weighted)1880high0.4450748562812805
Oceania (population-weighted)1880low0.18877635896205902
Oceania (population-weighted)1881best0.33597296476364136
Oceania (population-weighted)1881high0.44851624965667725
Oceania (population-weighted)1881low0.19014587998390198
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatewom_civ_soc_vdem -wom_civ_soc_vdem +anomaly score
North America (population-weighted)1819low0.000460801733424887060.000261822628090158128%
North America (population-weighted)1820low0.00045802062959410250.000260298111243173528%
North America (population-weighted)1818low0.000463200063677504660.0002633715630508959328%
North America (population-weighted)1817low0.000465219694888219240.000264772825175896327%
North America (population-weighted)1816low0.000467203935841098430.000266157148871570827%
North America (population-weighted)1815low0.000469151826109737160.0002673977578524527%
North America (population-weighted)1814low0.000471063831355422740.000270550022833049327%
North America (population-weighted)1813low0.000472938350867480040.000273707875749096327%
North America (population-weighted)1812low0.00047477657790295780.000276974955340847426%
North America (population-weighted)1811low0.000476185989100486040.000280271808151155726%
North America (population-weighted)1810low0.00047714859829284250.0002836739295162260525%
North America (population-weighted)1809low0.00047816999722272160.000286049908027052925%
North America (population-weighted)1808low0.00047777168219909070.0002884616551455110325%
North America (population-weighted)1807low0.000477306515676900740.0002909273607656359724%
North America (population-weighted)1806low0.000152429856825619949.406522440258414e-0524%
North America (population-weighted)1805low0.000152495675138197849.480080188950524e-0523%
North America (population-weighted)1804low0.00015255250036716469.551807306706905e-0523%
North America (population-weighted)1803low0.000152601147419773049.62195626925677e-0523%
North America (population-weighted)1802low0.00015264262037817399.691593004390597e-0522%
North America (population-weighted)1801low0.00015267776325345049.760561806615442e-0522%
North America (population-weighted)1800low0.00015270691073965289.827975009102374e-0522%
North America (population-weighted)1799low0.000147762271808460359.913751273415983e-0520%
North America (population-weighted)1798low0.000341585429850965740.0002407231659162789617%
Asia (population-weighted)1849low0.0066498308442533020.00918741617351770416%
Asia (population-weighted)1848low0.0066432836465537550.00916791334748268116%
Asia (population-weighted)1847low0.0066521009430289270.00915513187646865816%
Asia (population-weighted)1846low0.006660945713520050.0091456444934010516%
Asia (population-weighted)1845low0.0066698174923658370.00913202762603759816%
Asia (population-weighted)1844low0.0066787172108888630.00912233907729387315%
Asia (population-weighted)1850low0.0066720382310450080.00911015179008245515%
Asia (population-weighted)1843low0.0066876448690891270.0091133350506424915%
North America (population-weighted)1797low0.00032978155650198460.0002421875979052856615%
Asia (population-weighted)1842low0.0066966013982892040.00910749565809965115%
Asia (population-weighted)1841low0.0067057237029075620.00909397285431623515%
Asia (population-weighted)1840low0.00671501643955707550.00907635875046253215%
Asia (population-weighted)1851low0.0067114280536770820.00901698041707277315%
Asia (population-weighted)1839low0.0067244805395603180.0090327896177768715%
Asia (population-weighted)1852low0.00676737213507294650.00903679151087999314%
Asia (population-weighted)1838low0.0067341495305299760.00898899137973785414%
Asia (population-weighted)1837low0.0067440257407724860.00895252823829650914%
Asia (population-weighted)1853low0.0068404492922127250.00907430145889520614%
Asia (population-weighted)1836low0.0067539685405790810.00890577863901853614%
Asia (population-weighted)1854low0.0069156424142420290.00911760423332452814%
Asia (population-weighted)1835low0.006763979792594910.00887007731944322613%
Asia (population-weighted)1802low0.0060833641327917580.00796305574476718913%
North America (population-weighted)1796low0.000318168982630595560.0002436445502098649713%
Asia (population-weighted)1803low0.0061277071945369240.00798684917390346513%
Asia (population-weighted)1834low0.00677405716851353650.00882487371563911413%
Asia (population-weighted)1855low0.0071813124231994150.00935357157140970213%
Asia (population-weighted)1804low0.0061733988113701340.00801088940352201513%
Asia (population-weighted)1833low0.0067842034623026850.00878780707716941813%
Asia (population-weighted)1856low0.0072630639187991620.00940366089344024713%
Asia (population-weighted)1805low0.0062204529531300070.00803502462804317513%
Asia (population-weighted)1832low0.006794417742639780.00874932296574115813%
Asia (population-weighted)1857low0.007347112055867910.0094559798017144213%
Asia (population-weighted)1806low0.00626888452097773550.00805893633514642712%
Asia (population-weighted)1831low0.0068058781325817110.00870889984071254712%
Asia (population-weighted)1807low0.00631870701909065250.0080829309299588212%
Asia (population-weighted)1858low0.0074335136450827120.00950283184647560112%
Asia (population-weighted)1830low0.0068186097778379920.00868203025311231612%
Asia (population-weighted)1808low0.0063699372112751010.00810816045850515412%
Asia (population-weighted)1829low0.0069379340857267380.00882432982325553912%
Asia (population-weighted)1859low0.0075212260708212850.00953903049230575612%
Asia (population-weighted)1809low0.0064225904643535610.00813359394669532812%
Asia (population-weighted)1828low0.0069540445692837240.00879966095089912412%
Asia (population-weighted)1810low0.00647571636363863950.0081593114882707612%
Asia (population-weighted)1827low0.0069715636782348160.00877538695931434611%
Asia (population-weighted)1860low0.00761020975187420850.00957778282463550611%
Asia (population-weighted)1811low0.0065282634459435940.0081865563988685611%
Asia (population-weighted)1826low0.0069892080500721930.00875314418226480511%
North America (population-weighted)1795low0.00030674310983158650.000245094066485762611%
Asia (population-weighted)1812low0.00658093765377998350.00823425874114036611%
Asia (population-weighted)1861low0.0077003384940326210.0096308263018727311%
Asia (population-weighted)1862low0.00779158016666770.00969363842159509711%
Asia (population-weighted)1825low0.00708833476528525350.00880075898021459611%
Asia (population-weighted)1813low0.0067806509323418140.00841859448701143311%
Asia (population-weighted)1863low0.007883937098085880.00977079290896654111%
Asia (population-weighted)1814low0.0068334266543388370.00846747215837240211%
Asia (population-weighted)1866low0.0081758312880992890.01012602169066667611%
Asia (population-weighted)1824low0.0071059353649616240.00878884177654981611%
Asia (population-weighted)1815low0.0068871462717652320.00851780269294977211%
Asia (population-weighted)1865low0.008075955323874950.00998804811388254211%
Asia (population-weighted)1864low0.0079786842688918110.0098638972267508511%
Asia (population-weighted)1816low0.00694181304425001140.0085684638470411310%
Asia (population-weighted)1823low0.007123663090169430.00879142805933952310%
Asia (population-weighted)1867low0.0082838386297225950.01022242102771997510%
Asia (population-weighted)1817low0.00699743255972862240.00861751567572355310%
Asia (population-weighted)1820low0.0071243038401007650.00876341946423053710%
Asia (population-weighted)1818low0.0070540080778300760.00866727996617555610%
Asia (population-weighted)1819low0.0070963269099593160.00871416181325912510%
Asia (population-weighted)1822low0.007141517940908670.00876962952315807310%
Asia (population-weighted)1821low0.0071401027962565420.0087177455425262459.9%
Asia (population-weighted)1875low0.0096281291916966440.0117509849369525919.9%
Asia (population-weighted)1876low0.0097795790061354640.0119325676932930959.9%
Asia (population-weighted)1874low0.0096193989738821980.0117222983390092859.9%
Asia (population-weighted)1868low0.0085074203088879590.010355473496019849.8%
Asia (population-weighted)1873low0.0096106193959712980.0116900792345404629.8%
Asia (population-weighted)1869low0.0085953883826732640.0103830937296152119.4%
North America (population-weighted)1794low0.0002954994561150670.00024653619038872429.0%
Asia (population-weighted)1870low0.0093459533527493480.0111491940915584568.8%
~ vdem_multi_with_regions.equal_access_vdem 🟢 median anomaly score 0.96%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateequal_access_vdem
Africa (population-weighted)1900best0.05051833763718605
Africa (population-weighted)1900high0.07909369468688965
Africa (population-weighted)1900low0.006800411269068718
Africa (population-weighted)1901best0.05069670453667641
Africa (population-weighted)1901high0.07934274524450302
Africa (population-weighted)1901low0.00684535363689065
Oceania (population-weighted)1872best0.3404327630996704
Oceania (population-weighted)1872high0.4739425778388977
Oceania (population-weighted)1872low0.21144327521324158
Oceania (population-weighted)1873best0.3424759805202484
Oceania (population-weighted)1873high0.47699639201164246
Oceania (population-weighted)1873low0.21235686540603638
Oceania (population-weighted)1874best0.3444877862930298
Oceania (population-weighted)1874high0.4800151288509369
Oceania (population-weighted)1874low0.21323610842227936
Oceania (population-weighted)1875best0.34646710753440857
Oceania (population-weighted)1875high0.4829976260662079
Oceania (population-weighted)1875low0.2140800505876541
Oceania (population-weighted)1876best0.3484126925468445
Oceania (population-weighted)1876high0.48594221472740173
Oceania (population-weighted)1876low0.2148876190185547
Oceania (population-weighted)1877best0.35032355785369873
Oceania (population-weighted)1877high0.4888477027416229
Oceania (population-weighted)1877low0.21565788984298706
Oceania (population-weighted)1878best0.3521985113620758
Oceania (population-weighted)1878high0.4917125701904297
Oceania (population-weighted)1878low0.21638986468315125
Oceania (population-weighted)1879best0.35436052083969116
Oceania (population-weighted)1879high0.49491655826568604
Oceania (population-weighted)1879low0.2174030989408493
Oceania (population-weighted)1880best0.3568020164966583
Oceania (population-weighted)1880high0.49844783544540405
Oceania (population-weighted)1880low0.21869473159313202
Oceania (population-weighted)1881best0.3595145344734192
Oceania (population-weighted)1881high0.5022940039634705
Oceania (population-weighted)1881low0.2202608585357666
~ Changed values: 3,089 / 106,164 (2.91%) (3,056 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateequal_access_vdem -equal_access_vdem +anomaly score
North America (population-weighted)1799low0.018475895747542380.01377652492374181715%
North America (population-weighted)1798low0.017892939969897270.01375129539519548413%
South America (population-weighted)1845low0.0275493487715721130.02170231379568576812%
North America (population-weighted)1797low0.0173195097595453260.01372619532048702212%
South America (population-weighted)1844low0.02694132737815380.02167700789868831611%
North America (population-weighted)1796low0.0167553704231977460.01370122376829385810%
South America (population-weighted)1843low0.0264455359429121020.0217444226145744329.8%
Asia (population-weighted)1841low0.013540940359234810.011269537732005129.2%
Asia (population-weighted)1843low0.0135938934981822970.011332399211823949.1%
Asia (population-weighted)1842low0.0135669549927115440.011310624890029439.1%
Asia (population-weighted)1844low0.0136207286268472670.0113600445911288269.0%
Asia (population-weighted)1845low0.0136474575847387310.0113907558843493469.0%
Asia (population-weighted)1852low0.013945078477263450.011645133607089529.0%
South America (population-weighted)1847low0.010514649562537670.0087863719090819369.0%
Asia (population-weighted)1846low0.013674078509211540.0114278700202703488.9%
Asia (population-weighted)1840low0.0135158505290746690.0112961996346712118.9%
Asia (population-weighted)1847low0.013700588606297970.0114597976207733158.9%
Asia (population-weighted)1848low0.0137269860133528710.0114955380558967598.8%
Asia (population-weighted)1849low0.0137641550973057750.011540477164089688.8%
Asia (population-weighted)1850low0.013812025077641010.0115844300016760838.8%
Asia (population-weighted)1853low0.014071002602577210.0118037862703204158.8%
Asia (population-weighted)1851low0.013878169469535350.0116425007581710828.8%
Asia (population-weighted)1855low0.014225878752768040.0119368452578783048.7%
Asia (population-weighted)1854low0.0141486134380102160.0118757402524352078.7%
South America (population-weighted)1842low0.0258588604629039760.0217206813395023358.7%
Asia (population-weighted)1839low0.0134881651028990750.0113380579277873048.7%
Asia (population-weighted)1838low0.013939194381237030.0117189390584826478.7%
Asia (population-weighted)1862low0.112240001559257510.094579748809337628.5%
North America (population-weighted)1795low0.016200302168726920.0136763798072934158.4%
Asia (population-weighted)1859low0.0152256814762949940.012863423675298698.4%
Asia (population-weighted)1856low0.0149922315031290050.0126729179173707968.4%
Asia (population-weighted)1860low0.0152934780344367030.0129349781200289738.4%
Asia (population-weighted)1858low0.0151519328355789180.0128209013491868978.3%
Asia (population-weighted)1837low0.013916631229221820.0117770498618483548.3%
Asia (population-weighted)1857low0.0150722879916429520.0127594303339719778.3%
South America (population-weighted)1846low0.01033698022365570.008760592900216588.3%
Asia (population-weighted)1836low0.0138940261676907540.01180328056216248.1%
Asia (population-weighted)1863low0.11258345842361450.09565638005733498.1%
Asia (population-weighted)1861low0.015355112031102180.0130508467555046088.1%
Asia (population-weighted)1821low0.0134682068601250650.0114905871450901037.9%
Asia (population-weighted)1835low0.0138713810592889790.0118624139577150347.8%
Asia (population-weighted)1820low0.0135128106921911240.0115603702142834667.8%
Asia (population-weighted)1800low0.0140401031821966170.0120327137410640727.7%
Asia (population-weighted)1801low0.014024921692907810.01202919427305467.7%
Asia (population-weighted)1819low0.0135538438335061070.011625282466411597.7%
South America (population-weighted)1841low0.0252945739775896070.0217146482318639767.6%
Asia (population-weighted)1834low0.013848694972693920.0118901999667286877.6%
Asia (population-weighted)1864low0.112923361361026760.0970434769988067.6%
North America (population-weighted)1794low0.023447213694453240.020166140049695977.5%
Asia (population-weighted)1802low0.0140384938567876820.01207884494215257.5%
Asia (population-weighted)1803low0.014021933078765870.0120748952031135567.5%
Asia (population-weighted)1818low0.0134897716343402860.0116232549771666537.4%
Asia (population-weighted)1804low0.0140051553025841710.0120709054172039037.4%
Asia (population-weighted)1805low0.0139881651848554610.0120668988674879077.4%
Asia (population-weighted)1817low0.0135392127558588980.0116868698969483387.3%
Asia (population-weighted)1806low0.0139709673821926120.0120622254908084877.3%
Asia (population-weighted)1833low0.0138259697705507280.0119428755715489397.3%
Asia (population-weighted)1807low0.0139535656198859210.0120575558394193657.3%
Asia (population-weighted)1816low0.013589224778115750.0117512522265315067.3%
Asia (population-weighted)1808low0.0139359636232256890.0120545532554388057.2%
Asia (population-weighted)1825low0.0140134450048208240.0121280942112207417.2%
Asia (population-weighted)1809low0.0139181651175022130.0120514836162328727.2%
Asia (population-weighted)1815low0.013639805838465690.0118131330236792567.2%
South America (population-weighted)1811low0.005709433462470770.0049485056661069397.1%
Asia (population-weighted)1814low0.0136909540742635730.0118729183450341227.1%
Asia (population-weighted)1824low0.0140353441238403320.0121746873483061797.1%
Asia (population-weighted)1810low0.0138786397874355320.0120483040809631357.1%
Asia (population-weighted)1813low0.0137426676228642460.0119316019117832187.1%
Asia (population-weighted)1832low0.0138032063841819760.0119910752400755887.0%
Asia (population-weighted)1812low0.0137937115505337720.0119891380891203887.0%
Asia (population-weighted)1826low0.0139914182946085930.0121737020090222366.9%
Asia (population-weighted)1811low0.0138394758105278020.0120478849858045586.9%
Asia (population-weighted)1827low0.013969263993203640.0121617261320352556.9%
Asia (population-weighted)1799low0.0140966540202498440.0122797368094325076.9%
Asia (population-weighted)1828low0.0139469839632511140.0121563598513603216.9%
Asia (population-weighted)1829low0.0139338159933686260.0121517442166805276.8%
Asia (population-weighted)1830low0.0139296706765890120.0121483439579606066.8%
Asia (population-weighted)1822low0.014078753069043160.012283978983759886.8%
Asia (population-weighted)1831low0.01378940325230360.0120318885892629626.8%
Asia (population-weighted)1823low0.0140571137890219690.0122683271765708926.8%
Asia (population-weighted)1865low0.113260723650455470.098948359489440926.7%
World (population-weighted)1819low0.0130223082378506660.0113857230171561246.7%
World (population-weighted)1818low0.0129849798977375030.0113850766792893416.6%
World (population-weighted)1816low0.0130437891930341720.0114437127485871326.5%
World (population-weighted)1817low0.0130270309746265410.0114334067329764376.5%
World (population-weighted)1815low0.013084980659186840.0114922802895307546.5%
World (population-weighted)1820low0.0145070441067218780.0127960899844765666.3%
Asia (population-weighted)1877low0.114177457988262180.100784517824649816.2%
World (population-weighted)1862low0.086845472455024720.07682123035192496.1%
Asia (population-weighted)1862best0.217679068446159360.192565783858299266.1%
Asia (population-weighted)1798low0.014153822325170040.0125295836478471766.1%
North America (population-weighted)1800low0.0057156416587531570.0050603966228663926.1%
Asia (population-weighted)1878low0.114038981497287750.100987307727336886.1%
Asia (population-weighted)1876low0.114700689911842350.101587735116481786.1%
North America (population-weighted)1801low0.0057305051013827320.0050776009447872646.0%
South America (population-weighted)1812low0.0056210854090750220.0049817082472145566.0%
Asia (population-weighted)1866low0.113595716655254360.100785382091999056.0%
Asia (population-weighted)1879low0.113973289728164670.101174920797348025.9%
Asia (population-weighted)1881low0.114044263958930970.101262956857681275.9%
Asia (population-weighted)1875low0.114843294024467470.101998582482337955.9%
~ vdem_multi_with_regions.electdem_vdem 🟢 median anomaly score 0.90%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateelectdem_vdem
Africa (population-weighted)1900best0.030330365523695946
Africa (population-weighted)1900high0.036311693489551544
Africa (population-weighted)1900low0.022910773754119873
Africa (population-weighted)1901best0.03080759197473526
Africa (population-weighted)1901high0.0369868129491806
Africa (population-weighted)1901low0.023427443578839302
Oceania (population-weighted)1872best0.3815223276615143
Oceania (population-weighted)1872high0.40951666235923767
Oceania (population-weighted)1872low0.36015403270721436
Oceania (population-weighted)1873best0.3843511641025543
Oceania (population-weighted)1873high0.4125649631023407
Oceania (population-weighted)1873low0.3634047210216522
Oceania (population-weighted)1874best0.38716718554496765
Oceania (population-weighted)1874high0.415600061416626
Oceania (population-weighted)1874low0.36607566475868225
Oceania (population-weighted)1875best0.3905412554740906
Oceania (population-weighted)1875high0.4169069826602936
Oceania (population-weighted)1875low0.3693057894706726
Oceania (population-weighted)1876best0.3934481739997864
Oceania (population-weighted)1876high0.41920340061187744
Oceania (population-weighted)1876low0.37159833312034607
Oceania (population-weighted)1877best0.39622655510902405
Oceania (population-weighted)1877high0.42216432094573975
Oceania (population-weighted)1877low0.37478968501091003
Oceania (population-weighted)1878best0.39898890256881714
Oceania (population-weighted)1878high0.42740246653556824
Oceania (population-weighted)1878low0.3779667913913727
Oceania (population-weighted)1879best0.4091222882270813
Oceania (population-weighted)1879high0.43891364336013794
Oceania (population-weighted)1879low0.3870193064212799
Oceania (population-weighted)1880best0.41267403960227966
Oceania (population-weighted)1880high0.44181638956069946
Oceania (population-weighted)1880low0.3898041546344757
Oceania (population-weighted)1881best0.41730594635009766
Oceania (population-weighted)1881high0.44422587752342224
Oceania (population-weighted)1881low0.3923645615577698
~ Changed values: 3,052 / 106,164 (2.87%) (3,049 revised, 3 appeared) — showing the 100 most anomalous rows
countryyearestimateelectdem_vdem -electdem_vdem +anomaly score
Europe (population-weighted)1968low0.382282882928848270.34575814008712775.0%
Europe (population-weighted)1963low0.38251823186874390.346248418092727665.0%
Europe (population-weighted)1969low0.383745610713958740.34736263751983645.0%
Europe (population-weighted)1964low0.383097231388092040.34686738252639775.0%
Europe (population-weighted)1970low0.39072257280349730.353846311569213875.0%
Europe (population-weighted)1966low0.383875459432601930.34790503978729254.9%
Europe (population-weighted)1965low0.38401266932487490.34809368848800664.9%
Europe (population-weighted)1957low0.3776274323463440.34232223033905034.9%
Europe (population-weighted)1962low0.37951034307479860.34406363964080814.9%
Europe (population-weighted)1967low0.38544601202011110.349519878625869754.9%
Europe (population-weighted)1971low0.39545425772666930.35870558023452764.9%
Europe (population-weighted)1968best0.40839838981628420.37049835920333864.9%
Europe (population-weighted)1955low0.37374082207679750.33921939134597784.8%
Europe (population-weighted)1972low0.397410660982131960.36086165904998784.8%
Europe (population-weighted)1959low0.378440618515014650.34365433454513554.8%
Europe (population-weighted)1969best0.410424023866653440.37273496389389044.8%
Europe (population-weighted)1967best0.40993514657020570.37242105603218084.8%
Europe (population-weighted)1958low0.37888059020042420.344216614961624154.8%
Europe (population-weighted)1954low0.37539258599281310.34107118844985964.8%
Europe (population-weighted)1973low0.39808872342109680.361694455146789554.8%
Europe (population-weighted)1970best0.418066263198852540.379861831665039064.8%
Europe (population-weighted)1961low0.38231435418128970.34739828109741214.8%
Europe (population-weighted)1963best0.40947538614273070.372175574302673344.8%
Europe (population-weighted)1964best0.409985810518264770.37268090248107914.8%
Europe (population-weighted)1965best0.411428898572921750.374087691307067874.8%
Europe (population-weighted)1962best0.407746911048889160.370795458555221564.7%
Europe (population-weighted)1968high0.438054084777832030.398364990949630744.7%
Europe (population-weighted)1966best0.411075294017791750.3738553225994114.7%
Europe (population-weighted)1960low0.38153240084648130.34699410200119024.7%
Europe (population-weighted)1807low0.046362191438674930.050967186689376834.7%
Europe (population-weighted)1969high0.43879750370979310.39924165606498724.7%
Europe (population-weighted)1956low0.375192165374755860.341454088687896734.7%
Europe (population-weighted)1974low0.40047776699066160.364539891481399544.7%
Europe (population-weighted)1971best0.42250078916549680.38472056388854984.7%
Europe (population-weighted)1806low0.046123147010803220.0506461597979068764.7%
Europe (population-weighted)1970high0.446942210197448730.407136291265487674.7%
Europe (population-weighted)1955best0.402937501668930050.36710345745086674.7%
Europe (population-weighted)1963high0.43973356485366820.40063455700874334.7%
Europe (population-weighted)1967high0.44076931476593020.401664197444915774.6%
Europe (population-weighted)1972best0.424423873424530030.38683348894119264.6%
Europe (population-weighted)1964high0.440434217453002930.40144300460815434.6%
Europe (population-weighted)1954best0.403735846281051640.368023008108139044.6%
Europe (population-weighted)1962high0.43711996078491210.39849534630775454.6%
Europe (population-weighted)1966high0.44078108668327330.40185889601707464.6%
Europe (population-weighted)1959best0.406645864248275760.370741188526153564.6%
Europe (population-weighted)1957best0.406511247158050540.370671957731246954.6%
Europe (population-weighted)1965high0.440798699855804440.402030259370803834.6%
Europe (population-weighted)1973best0.42568674683570860.38832354545593264.6%
Europe (population-weighted)1958best0.407559961080551150.371880024671554574.6%
Europe (population-weighted)1961best0.410839170217514040.374907553195953374.6%
Europe (population-weighted)1956best0.404329210519790650.36905756592750554.6%
Europe (population-weighted)1953low0.37588143348693850.343199849128723144.5%
Europe (population-weighted)1974best0.427301645278930660.39029613137245184.5%
Europe (population-weighted)1960best0.410318881273269650.37480500340461734.5%
Europe (population-weighted)1971high0.45342311263084410.414201110601425174.5%
Europe (population-weighted)1957high0.438430637121200560.400678187608718874.5%
Europe (population-weighted)1973high0.455921322107315060.41666370630264284.5%
Europe (population-weighted)1955high0.434116274118423460.39680114388465884.5%
Europe (population-weighted)1972high0.45559281110763550.416451275348663334.5%
Europe (population-weighted)1959high0.437617361545562740.40003478527069094.5%
Europe (population-weighted)1805low0.045921478420495990.050233282148838044.5%
Europe (population-weighted)1961high0.44098800420761110.40318515896797184.5%
Europe (population-weighted)1958high0.438639700412750240.40127000212669374.4%
Europe (population-weighted)1974high0.4575383663177490.41861861944198614.4%
Europe (population-weighted)1954high0.436261743307113650.399228692054748544.4%
Europe (population-weighted)1960high0.44060966372489930.403250247240066534.4%
Europe (population-weighted)1952low0.37287127971649170.34128943085670474.4%
Europe (population-weighted)1953best0.40364390611648560.36959818005561834.4%
Europe (population-weighted)1951low0.373944818973541260.34242638945579534.4%
Europe (population-weighted)1808low0.0478028431534767150.0521788969635963444.4%
Europe (population-weighted)1950low0.37421253323554990.34284687042236334.4%
Europe (population-weighted)1951best0.403923273086547850.370078116655349734.4%
Europe (population-weighted)1975low0.410809844732284550.37639293074607854.4%
Europe (population-weighted)1950best0.404109090566635130.370373338460922244.4%
Europe (population-weighted)1956high0.43571981787681580.399404466152191164.3%
Europe (population-weighted)1949low0.36510890722274780.33468455076217654.3%
Europe (population-weighted)1804low0.046206545084714890.0503747276961803444.3%
Europe (population-weighted)1800low0.046337835490703580.050504919141530994.3%
Europe (population-weighted)1952best0.40185230970382690.368942588567733764.3%
Europe (population-weighted)1801low0.0463519953191280360.050472881644964224.3%
Europe (population-weighted)1953high0.43630713224411010.4007606804370884.2%
Europe (population-weighted)1803low0.046213030815124510.050301283597946174.2%
Europe (population-weighted)1952high0.433672815561294560.398563802242279054.2%
Europe (population-weighted)1975best0.43800616264343260.40257501602172854.2%
Europe (population-weighted)1949best0.396016567945480350.36398416757583624.2%
Europe (population-weighted)1802low0.046489745378494260.050559122115373614.2%
Europe (population-weighted)1976low0.41560679674148560.382270842790603644.2%
Europe (population-weighted)1975high0.46861165761947630.431323021650314334.1%
Europe (population-weighted)1807best0.057281807065010070.0621990486979484564.1%
Europe (population-weighted)1951high0.43348965048789980.399221181869506844.1%
Europe (population-weighted)1949high0.42711895704269410.39341813325881964.1%
Europe (population-weighted)1950high0.43388947844505310.399770230054855354.1%
Europe (population-weighted)1806best0.0570739619433879850.061932183802127844.1%
Europe (population-weighted)1976best0.443428546190261840.408675789833068854.1%
Europe (population-weighted)1976high0.4735805392265320.437537640333175664.0%
Europe (population-weighted)1809low0.0531154945492744450.0574659891426563263.9%
Europe (population-weighted)1805best0.056814547628164290.061436556279659273.9%
Europe (population-weighted)1977low0.43035918474197390.398795604705810553.8%
Europe (population-weighted)1808best0.059154830873012540.063826754689216613.8%
Europe (population-weighted)1807high0.06647163629531860.071701198816299443.8%
~ vdem_multi_with_regions.equal_res_vdem 🟢 median anomaly score 0.90%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateequal_res_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimateequal_res_vdem -equal_res_vdem +anomaly score
Africa (population-weighted)1911low0.0131446635350584980.0118272472172975545.3%
Africa (population-weighted)1912low0.0133764548227190970.0120911728590726855.0%
Africa (population-weighted)1913low0.0132535882294178010.0120002320036292085.0%
Europe (population-weighted)1913low0.192869812250137330.175364285707473754.8%
Europe (population-weighted)1912low0.191980630159378050.17486381530761724.7%
Europe (population-weighted)1915low0.190916627645492550.174018815159797674.6%
Europe (population-weighted)1916low0.191102579236030580.174208223819732674.6%
Europe (population-weighted)1911low0.188015490770339970.171992585062980654.5%
Europe (population-weighted)1910low0.184921324253082280.16936652362346654.4%
Europe (population-weighted)1914low0.190888941287994380.175054013729095464.3%
Europe (population-weighted)1917low0.196348279714584350.180900529026985174.1%
Europe (population-weighted)1909low0.1850532889366150.170764848589897164.0%
Europe (population-weighted)1908low0.185137167572975160.170980632305145264.0%
Europe (population-weighted)1907low0.183511003851890560.169687971472740173.9%
Europe (population-weighted)1906low0.183913543820381160.170482754707336433.8%
Europe (population-weighted)1915best0.28216484189033510.26165699958801273.8%
Europe (population-weighted)1916best0.28281173110008240.26230034232139593.8%
Europe (population-weighted)1905low0.18432885408401490.171064987778663643.7%
Europe (population-weighted)1913best0.28204655647277830.2618611156940463.7%
Oceania (population-weighted)1929low0.54692137241363530.50790148973464973.7%
Europe (population-weighted)1904low0.184278339147567750.171173259615898133.7%
Oceania (population-weighted)1928low0.54656779766082760.50773125886917113.7%
Oceania (population-weighted)1927low0.54569667577743530.50726228952407843.7%
Oceania (population-weighted)1926low0.54479247331619260.50647145509719853.6%
Africa (population-weighted)1911best0.06006707251071930.0558479055762290953.6%
Oceania (population-weighted)1925low0.54385364055633540.5056744217872623.6%
Oceania (population-weighted)1924low0.53968811035156250.50190168619155883.6%
Oceania (population-weighted)1923low0.53867936134338380.50096362829208373.6%
Oceania (population-weighted)1930low0.55590122938156130.5170680880546573.6%
Oceania (population-weighted)1922low0.53763025999069210.50009852647781373.6%
Europe (population-weighted)1903low0.184332758188247680.17146493494510653.6%
Europe (population-weighted)1912best0.28110688924789430.26152566075325013.6%
Oceania (population-weighted)1921low0.5361667871475220.499072283506393433.6%
Oceania (population-weighted)1931low0.5552378892898560.51687783002853393.6%
Europe (population-weighted)1914best0.282585829496383670.263164848089218143.6%
Oceania (population-weighted)1918low0.52899152040481570.49265983700752263.6%
Oceania (population-weighted)1920low0.53425890207290650.49806788563728333.5%
Europe (population-weighted)1911best0.277190595865249630.25844711065292363.5%
Oceania (population-weighted)1932low0.55406326055526730.51664286851882933.5%
Europe (population-weighted)1913high0.362728625535964970.33840766549110413.5%
Oceania (population-weighted)1919low0.53187698125839230.496435880661010743.4%
Europe (population-weighted)1915high0.359442710876464840.3355387747287753.4%
Oceania (population-weighted)1929best0.64766901731491090.60463476181030273.4%
Europe (population-weighted)1910best0.27162757515907290.25360232591629033.4%
Europe (population-weighted)1916high0.36082768440246580.336884200572967533.4%
Oceania (population-weighted)1928best0.64730364084243770.60444593429565433.4%
Oceania (population-weighted)1917low0.52557414770126340.49085831642150883.4%
Asia (population-weighted)1928low0.058328811079263690.0624498613178733.4%
Africa (population-weighted)1912best0.062107175588607790.0580088868737220763.4%
Oceania (population-weighted)1927best0.64638656377792360.60395598411560063.4%
Europe (population-weighted)1901low0.17528496682643890.163787186145782473.4%
Oceania (population-weighted)1926best0.64543539285659790.60312831401824953.4%
Oceania (population-weighted)1925best0.64444869756698610.60227423906326293.4%
Europe (population-weighted)1912high0.361764013767242430.338098824024200443.4%
Asia (population-weighted)1929low0.05853852629661560.062634490430355073.4%
Europe (population-weighted)1917best0.288927763700485230.2700626552104953.4%
Oceania (population-weighted)1923best0.63649326562881470.59497833251953123.4%
Oceania (population-weighted)1924best0.63754779100418090.59597510099411013.4%
Asia (population-weighted)1926low0.051848948001861570.055462747812271123.4%
Oceania (population-weighted)1933low0.55237191915512080.51642507314682013.4%
Oceania (population-weighted)1922best0.63539755344390870.59406012296676643.4%
Oceania (population-weighted)1929high0.7708981633186340.72102361917495733.3%
Africa (population-weighted)1911high0.086954452097415920.081335023045539863.3%
Oceania (population-weighted)1921best0.63385605812072750.5929716825485233.3%
Oceania (population-weighted)1928high0.77047961950302120.72080451250076293.3%
Asia (population-weighted)1930low0.0580084286630153660.061998952180147173.3%
Africa (population-weighted)1913best0.062144257128238680.058163765817880633.3%
Oceania (population-weighted)1918best0.62622976303100590.58615738153457643.3%
Oceania (population-weighted)1927high0.76942741870880130.72023463249206543.3%
Oceania (population-weighted)1926high0.76833653450012210.71927678585052493.3%
Oceania (population-weighted)1925high0.76720505952835080.71829652786254883.3%
Oceania (population-weighted)1923high0.76347035169601440.71486639976501463.3%
Oceania (population-weighted)1924high0.76468753814697270.71601659059524543.3%
Europe (population-weighted)1902low0.18078273534774780.169302463531494143.3%
Oceania (population-weighted)1922high0.76220577955245970.71381020545959473.3%
Europe (population-weighted)1911high0.357069611549377440.334465473890304573.3%
Oceania (population-weighted)1930best0.6547899246215820.61338734626770023.3%
Oceania (population-weighted)1920best0.63183593750.59195017814636233.3%
Oceania (population-weighted)1921high0.76042544841766360.71255809068679813.2%
Europe (population-weighted)1914high0.36020159721374510.337555766105651863.2%
Asia (population-weighted)1927low0.056493993848562240.060274340212345123.2%
Europe (population-weighted)1900low0.17644271254539490.165377467870712283.2%
Oceania (population-weighted)1934low0.55061781406402590.51613932847976683.2%
Oceania (population-weighted)1918high0.75160872936248780.70460963249206543.2%
Oceania (population-weighted)1931best0.65409505367279050.61320060491561893.2%
Asia (population-weighted)1925low0.051315676420927050.0547298751771450043.2%
Europe (population-weighted)1910high0.3507854938507080.328976005315780643.2%
Oceania (population-weighted)1919best0.62930470705032350.59019273519515993.2%
Asia (population-weighted)1931low0.058327224105596540.062182761728763583.2%
Asia (population-weighted)1923low0.0485102683305740360.0517039373517036443.2%
Oceania (population-weighted)1920high0.75809121131896970.7113788127899173.2%
Oceania (population-weighted)1917best0.62257987260818480.58428353071212773.2%
Oceania (population-weighted)1916low0.5191239118576050.48724117875099183.2%
Asia (population-weighted)1918low0.038487490266561510.041001506149768833.2%
Oceania (population-weighted)1932best0.65286779403686520.61296457052230833.2%
Oceania (population-weighted)1930high0.7736967802047730.7264104485511783.2%
Asia (population-weighted)1924low0.0505341440439224240.053817145526409153.1%
Oceania (population-weighted)1919high0.75516492128372190.70932400226593023.1%
Africa (population-weighted)1912high0.090141572058200840.084691315889358523.1%
Oceania (population-weighted)1931high0.77291268110275270.72620874643325813.1%
~ vdem_multi_with_regions.legis_constr_vdem 🟢 median anomaly score 0.86%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatelegis_constr_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872best0.5544478297233582
Oceania (population-weighted)1872high0.6491712331771851
Oceania (population-weighted)1872low0.5014634728431702
Oceania (population-weighted)1873best0.558684766292572
Oceania (population-weighted)1873high0.6541748046875
Oceania (population-weighted)1873low0.5052530765533447
Oceania (population-weighted)1874best0.562908411026001
Oceania (population-weighted)1874high0.659164547920227
Oceania (population-weighted)1874low0.5090287923812866
Oceania (population-weighted)1875best0.5671179890632629
Oceania (population-weighted)1875high0.6641395688056946
Oceania (population-weighted)1875low0.5127899646759033
Oceania (population-weighted)1876best0.5713120102882385
Oceania (population-weighted)1876high0.6690982580184937
Oceania (population-weighted)1876low0.5165352821350098
Oceania (population-weighted)1877best0.5754896402359009
Oceania (population-weighted)1877high0.6740396618843079
Oceania (population-weighted)1877low0.5202638506889343
Oceania (population-weighted)1878best0.5796496868133545
Oceania (population-weighted)1878high0.6789624691009521
Oceania (population-weighted)1878low0.5239746570587158
Oceania (population-weighted)1879best0.5840139389038086
Oceania (population-weighted)1879high0.6841119527816772
Oceania (population-weighted)1879low0.52788245677948
Oceania (population-weighted)1880best0.5885652303695679
Oceania (population-weighted)1880high0.6894677877426147
Oceania (population-weighted)1880low0.5319719314575195
Oceania (population-weighted)1881best0.593286395072937
Oceania (population-weighted)1881high0.6950097680091858
Oceania (population-weighted)1881low0.5362277626991272
~ Changed values: 2,632 / 106,164 (2.48%) (2,527 revised, 3 appeared, 102 disappeared) — showing the 100 most anomalous rows
countryyearestimatelegis_constr_vdem -legis_constr_vdem +anomaly score
Europe (population-weighted)1963low0.366729110479354860.31596517562866217.4%
Europe (population-weighted)1962low0.36657103896141050.31593391299247747.4%
Europe (population-weighted)1961low0.36671283841133120.316221803426742557.4%
Europe (population-weighted)1960low0.3670577406883240.316729009151458747.4%
Europe (population-weighted)1959low0.367542237043380740.31740242242813117.3%
Europe (population-weighted)1965low0.374540179967880250.3244842588901527.2%
Europe (population-weighted)1964low0.37478223443031310.32494723796844487.1%
Europe (population-weighted)1958low0.37226605415344240.32288137078285227.1%
Europe (population-weighted)1957low0.372849851846694950.323638558387756357.1%
Europe (population-weighted)1949low0.376132696866989140.326553434133529667.1%
Europe (population-weighted)1967low0.373584002256393430.32443791627883917.0%
Europe (population-weighted)1968low0.374667555093765260.32545062899589547.0%
Europe (population-weighted)1956low0.37377178668975830.32480975985527047.0%
Europe (population-weighted)1966low0.37412345409393310.325254350900657.0%
Europe (population-weighted)1955low0.37463596463203430.32593092322349557.0%
Europe (population-weighted)1954low0.374539732933044430.325957208871841436.9%
Europe (population-weighted)1953low0.375001102685928340.32662650942802436.9%
Europe (population-weighted)1969low0.38012313842773440.33140122890472416.8%
Europe (population-weighted)1952low0.37559461593627930.32746866345405586.8%
Europe (population-weighted)1970low0.38444158434867860.335413277149200446.8%
Europe (population-weighted)1973low0.38758316636085510.33831757307052616.8%
Europe (population-weighted)1951low0.37633457779884340.328515559434890756.8%
Europe (population-weighted)1972low0.387389570474624630.338312923908233646.8%
Europe (population-weighted)1971low0.3871633708477020.3382606804370886.7%
Europe (population-weighted)1950low0.376866757869720460.329318016767501836.7%
Europe (population-weighted)1974low0.397691845893859860.349988102912902836.4%
Europe (population-weighted)1975low0.406120091676712040.359731197357177736.1%
Europe (population-weighted)1976low0.40640771389007570.36024278402328496.0%
Europe (population-weighted)1963best0.421557813882827760.37524682283401495.8%
Europe (population-weighted)1962best0.42133340239524840.37514075636863715.8%
Europe (population-weighted)1961best0.421397209167480470.375342786312103275.8%
Europe (population-weighted)1960best0.421830087900161740.375953942537307745.8%
Europe (population-weighted)1959best0.421752572059631350.37599188089370735.7%
Europe (population-weighted)1965best0.428396940231323240.382666766643524175.6%
Europe (population-weighted)1964best0.428292244672775270.38273277878761295.6%
Europe (population-weighted)1958best0.425488978624343870.380352556705474855.6%
Europe (population-weighted)1967best0.427775442600250240.38249227404594425.6%
Europe (population-weighted)1968best0.42890468239784240.38356259465217595.6%
Europe (population-weighted)1957best0.42615181207656860.38120600581169135.6%
Europe (population-weighted)1966best0.428181588649749760.383152723312377935.5%
Europe (population-weighted)1956best0.4270823597908020.382391184568405155.5%
Europe (population-weighted)1973best0.43790090084075930.39223301410675055.5%
Europe (population-weighted)1969best0.432800680398941040.38775229454040535.5%
Europe (population-weighted)1970best0.435683637857437130.390354841947555545.5%
Europe (population-weighted)1972best0.437663406133651730.39217150211334235.5%
Europe (population-weighted)1955best0.427962183952331540.383533418178558355.5%
Europe (population-weighted)1971best0.437802433967590330.392527103424072275.5%
Europe (population-weighted)1954best0.42827904224395750.38403445482254035.4%
Europe (population-weighted)1953best0.42882037162780760.38479858636856085.4%
Europe (population-weighted)1952best0.429449319839477540.38568332791328435.4%
Europe (population-weighted)1949best0.42942827939987180.386087447404861455.3%
Europe (population-weighted)1951best0.43038693070411680.38695514202117925.3%
Europe (population-weighted)1950best0.430932074785232540.387772738933563235.3%
Europe (population-weighted)1977low0.43205231428146360.389405578374862675.2%
Europe (population-weighted)1974best0.449044436216354370.40505671501159675.2%
Europe (population-weighted)1978low0.434705823659896850.39254400134086615.1%
Europe (population-weighted)1979low0.43782603740692140.396195739507675175.0%
Europe (population-weighted)1980low0.440876215696334840.39976888895034794.9%
Europe (population-weighted)1983low0.442210316658020.401587277650833134.8%
Europe (population-weighted)1984low0.441807746887207030.4012383520603184.8%
Europe (population-weighted)1982low0.442946046590805050.4023152291774754.8%
Europe (population-weighted)1985low0.441737651824951170.401257097721099854.8%
Europe (population-weighted)1930low0.35626241564750670.32365053892135624.8%
Europe (population-weighted)1975best0.46182247996330260.41970390081405644.8%
Europe (population-weighted)1987low0.442109227180480960.40187367796897894.8%
Europe (population-weighted)1918low0.34184259176254270.310756236314773564.8%
Europe (population-weighted)1976best0.46176218986511230.41980057954788214.8%
Europe (population-weighted)1931low0.356121659278869630.323813617229461674.8%
Europe (population-weighted)1988low0.4426715373992920.40259513258934024.7%
Europe (population-weighted)1981low0.44607326388359070.405745655298233034.7%
Europe (population-weighted)1986low0.44567891955375670.40578913688659674.7%
Europe (population-weighted)1963high0.478970378637313840.437608361244201664.5%
Europe (population-weighted)1962high0.478677570819854740.43743631243705754.5%
Europe (population-weighted)1967high0.482048809528350830.440540760755538944.5%
Europe (population-weighted)1973high0.488168954849243160.446148753166198734.5%
Europe (population-weighted)1961high0.478621572256088260.43751642107963564.5%
Europe (population-weighted)1965high0.481637299060821530.44027706980705264.5%
Europe (population-weighted)1968high0.48358765244483950.44207200407981874.5%
Europe (population-weighted)1972high0.488144785165786740.446330338716506964.5%
Europe (population-weighted)1966high0.48216849565505980.440880984067916874.5%
Europe (population-weighted)1960high0.479096353054046630.438191115856170654.5%
Europe (population-weighted)1964high0.481885254383087160.44074913859367374.5%
Europe (population-weighted)1959high0.478775650262832640.43796819448471074.5%
Europe (population-weighted)1969high0.486001968383789060.44457986950874334.5%
Europe (population-weighted)1970high0.487192392349243160.44568091630935674.4%
Europe (population-weighted)1971high0.488524496555328370.44696119427680974.4%
Europe (population-weighted)1929low0.365216284990310670.33451718091964724.4%
Europe (population-weighted)1958high0.482268720865249630.44207009673118594.3%
Europe (population-weighted)1957high0.48293262720108030.44294476509094244.3%
Europe (population-weighted)1956high0.48394292593002320.44423863291740424.3%
Europe (population-weighted)1930best0.42172077298164370.38729926943778994.3%
Europe (population-weighted)1955high0.484907031059265140.44549390673637394.2%
Europe (population-weighted)1928low0.36627238988876340.336556673049926764.2%
Europe (population-weighted)1954high0.48533430695533750.44613870978355414.2%
Europe (population-weighted)1974high0.50083577632904050.46067595481872564.2%
Europe (population-weighted)1915low0.343450307846069340.31594431400299074.2%
Europe (population-weighted)1953high0.4860956668853760.44717183709144594.2%
Europe (population-weighted)1919low0.419712722301483150.386165887117385864.2%
Europe (population-weighted)1977best0.485742360353469850.447061806917190554.1%
Europe (population-weighted)1913low0.3702319562435150.340760409832000734.1%
~ vdem_multi_with_regions.egaldem_vdem 🟢 median anomaly score 0.86%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateegaldem_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimateegaldem_vdem -egaldem_vdem +anomaly score
Europe (population-weighted)1916low0.117357119917869570.107510223984718324.4%
Europe (population-weighted)1915low0.116363860666751860.106656551361083984.4%
Europe (population-weighted)1954low0.355147212743759160.326163053512573244.3%
Europe (population-weighted)1955low0.35648316144943240.327544271945953374.2%
Europe (population-weighted)1914low0.11839511990547180.108940064907073974.2%
Europe (population-weighted)1913low0.122353382408618930.112602390348911294.2%
Europe (population-weighted)1956low0.359324038028717040.33078265190124514.1%
Europe (population-weighted)1915best0.140159636735916140.12919664382934574.1%
Europe (population-weighted)1970low0.39027288556098940.35981410741806034.1%
Europe (population-weighted)1957low0.362955898046493530.334644526243209844.1%
Europe (population-weighted)1971low0.39403623342514040.36330473423004154.1%
Europe (population-weighted)1916best0.141255870461463930.130292952060699464.0%
Europe (population-weighted)1954best0.39204457402229310.36164730787277224.0%
Europe (population-weighted)1955best0.392489641904830930.362149596214294434.0%
Europe (population-weighted)1958low0.36281499266624450.33488193154335024.0%
Europe (population-weighted)1968low0.37908521294593810.34990143775939944.0%
Europe (population-weighted)1953low0.35153853893280030.324504911899566654.0%
Europe (population-weighted)1969low0.383787721395492550.354392468929290774.0%
Europe (population-weighted)1972low0.39662536978721620.36626273393630984.0%
Europe (population-weighted)1959low0.36463126540184020.336887568235397344.0%
Europe (population-weighted)1913best0.146674439311027530.13553582131862643.9%
Europe (population-weighted)1967low0.38100367784500120.3521781563758853.9%
Europe (population-weighted)1911low0.120465375483036040.111376509070396423.9%
Europe (population-weighted)1970best0.425618410110473630.39356195926666263.9%
Europe (population-weighted)1966low0.381426006555557250.352782100439071663.9%
Europe (population-weighted)1957best0.399241000413894650.36927458643913273.9%
Europe (population-weighted)1953best0.38928198814392090.36006599664688113.9%
Europe (population-weighted)1961low0.37004306912422180.342277526855468753.9%
Europe (population-weighted)1956best0.394928812980651860.36533662676811223.9%
Europe (population-weighted)1916high0.162702336907386780.150515034794807433.9%
Europe (population-weighted)1971best0.428353309631347660.396325081586837773.9%
Europe (population-weighted)1915high0.161695361137390140.149624571204185493.9%
Europe (population-weighted)1969best0.41851609945297240.38737589120864873.9%
Europe (population-weighted)1958best0.399748176336288450.370036691427230833.9%
Europe (population-weighted)1959best0.40016543865203860.370445251464843753.9%
Europe (population-weighted)1962low0.372635453939437870.34500411152839663.9%
Europe (population-weighted)1963low0.374779969453811650.347000241279602053.8%
Europe (population-weighted)1912low0.120766885578632350.111832462251186373.8%
Europe (population-weighted)1914best0.141676440834999080.13120067119598393.8%
Europe (population-weighted)1910low0.120110034942626950.111249372363090523.8%
Europe (population-weighted)1972best0.431008338928222660.39930361509323123.8%
Europe (population-weighted)1964low0.37601819634437560.34837320446968083.8%
Europe (population-weighted)1951low0.35112294554710390.325335472822189333.8%
Europe (population-weighted)1960low0.36991006135940550.3427836596965793.8%
Europe (population-weighted)1973low0.39854645729064940.36938276886943.8%
Europe (population-weighted)1954high0.430880486965179440.399378597736358643.8%
Europe (population-weighted)1963best0.41058006882667540.380597144365310673.8%
Europe (population-weighted)1968best0.413630813360214230.38351780176162723.8%
Europe (population-weighted)1955high0.432346284389495850.40089318156242373.8%
Europe (population-weighted)1965low0.37848258018493650.35098534822463993.8%
Europe (population-weighted)1913high0.169293045997619630.156995177268981933.8%
Europe (population-weighted)1962best0.4076165258884430.37801972031593323.8%
Europe (population-weighted)1952low0.34895306825637820.32362562417984013.8%
Europe (population-weighted)1956high0.43434512615203860.40284582972526553.8%
Europe (population-weighted)1964best0.411780595779418950.38192048668861393.8%
Europe (population-weighted)1949low0.341449201107025150.316740334033966063.8%
Europe (population-weighted)1950low0.35300430655479430.3275088071823123.7%
Europe (population-weighted)1973best0.43306013941764830.40182960033416753.7%
Europe (population-weighted)1967best0.41472101211547850.384862482547763.7%
Europe (population-weighted)1966best0.414453059434890750.38465952873229983.7%
Europe (population-weighted)1970high0.46281093358993530.429553657770156863.7%
Europe (population-weighted)1914high0.164282858371734620.15248300135135653.7%
Europe (population-weighted)1968high0.452282696962356570.419830679893493653.7%
Europe (population-weighted)1974low0.40071305632591250.371975004673004153.7%
Europe (population-weighted)1961best0.407554179430007930.37834259867668153.7%
Oceania (population-weighted)1929low0.44362556934356690.41183978319168093.7%
Europe (population-weighted)1971high0.46652784943580630.433108508586883543.7%
Europe (population-weighted)1957high0.438172936439514160.40681412816047673.7%
Europe (population-weighted)1951best0.38819885253906250.36042058467864993.7%
Oceania (population-weighted)1928low0.44801810383796690.41604790091514593.7%
Europe (population-weighted)1958high0.438765913248062130.40746083855628973.7%
Europe (population-weighted)1912best0.14492699503898620.134587228298187263.7%
Europe (population-weighted)1965best0.41460254788398740.38503372669219973.7%
Oceania (population-weighted)1930low0.4537309706211090.42137733101844793.7%
Europe (population-weighted)1969high0.45657497644424440.424046188592910773.7%
Europe (population-weighted)1960best0.40635052323341370.377432286739349373.7%
Europe (population-weighted)1959high0.440028935670852660.408791840076446533.7%
Europe (population-weighted)1950best0.389260113239288330.36170360445976263.7%
Europe (population-weighted)1972high0.468875616788864140.43570214509963993.7%
Europe (population-weighted)1974best0.435422539710998540.40465271472930913.7%
Europe (population-weighted)1917low0.122294709086418150.113652996718883513.7%
Oceania (population-weighted)1927low0.44820833206176760.416547596454620363.7%
Europe (population-weighted)1967high0.45426166057586670.42219325900077823.7%
Oceania (population-weighted)1929best0.50723087787628170.471465438604354863.7%
Oceania (population-weighted)1931low0.45317584276199340.4212447404861453.7%
Oceania (population-weighted)1926low0.44748094677925110.41597181558609013.6%
Europe (population-weighted)1949best0.37940230965614320.3527027964591983.6%
Oceania (population-weighted)1925low0.44598412513732910.41463196277618413.6%
Oceania (population-weighted)1928best0.5071387290954590.47152104973793033.6%
Oceania (population-weighted)1924low0.443521082401275630.412379562854766853.6%
Oceania (population-weighted)1923low0.44270834326744080.411631435155868533.6%
Europe (population-weighted)1961high0.445058315992355350.41382706165313723.6%
Oceania (population-weighted)1929high0.56033128499984740.52104276418685913.6%
Oceania (population-weighted)1930best0.51184469461441040.476051300764083863.6%
Oceania (population-weighted)1922low0.442764639854431150.41182282567024233.6%
Oceania (population-weighted)1918low0.395617932081222530.367989301681518553.6%
Oceania (population-weighted)1928high0.56651484966278080.52697128057479863.6%
Europe (population-weighted)1966high0.455703616142272950.423970371484756473.6%
Oceania (population-weighted)1927best0.50619608163833620.470996767282485963.6%
Oceania (population-weighted)1930high0.57020038366317750.53055828809738163.6%
~ vdem_multi_with_regions.v2xcl_prpty 🟢 median anomaly score 0.86%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2xcl_prpty
Africa (population-weighted)1900best0.08813668042421341
Africa (population-weighted)1900high0.112996406853199
Africa (population-weighted)1900low0.05770023539662361
Africa (population-weighted)1901best0.08837968856096268
Africa (population-weighted)1901high0.11331845819950104
Africa (population-weighted)1901low0.05786627158522606
Oceania (population-weighted)1872best0.42196333408355713
Oceania (population-weighted)1872high0.49079808592796326
Oceania (population-weighted)1872low0.3654979169368744
Oceania (population-weighted)1873best0.4249524176120758
Oceania (population-weighted)1873high0.4945254325866699
Oceania (population-weighted)1873low0.36781489849090576
Oceania (population-weighted)1874best0.4279215335845947
Oceania (population-weighted)1874high0.4982399642467499
Oceania (population-weighted)1874low0.37010321021080017
Oceania (population-weighted)1875best0.4308699071407318
Oceania (population-weighted)1875high0.5019410848617554
Oceania (population-weighted)1875low0.372361958026886
Oceania (population-weighted)1876best0.433796226978302
Oceania (population-weighted)1876high0.5056273937225342
Oceania (population-weighted)1876low0.37458980083465576
Oceania (population-weighted)1877best0.43669965863227844
Oceania (population-weighted)1877high0.5092981457710266
Oceania (population-weighted)1877low0.3767858147621155
Oceania (population-weighted)1878best0.4395791292190552
Oceania (population-weighted)1878high0.5129523873329163
Oceania (population-weighted)1878low0.37894880771636963
Oceania (population-weighted)1879best0.4426822364330292
Oceania (population-weighted)1879high0.5167940855026245
Oceania (population-weighted)1879low0.38138434290885925
Oceania (population-weighted)1880best0.44599711894989014
Oceania (population-weighted)1880high0.5208081603050232
Oceania (population-weighted)1880low0.3840835392475128
Oceania (population-weighted)1881best0.4495115876197815
Oceania (population-weighted)1881high0.5249795913696289
Oceania (population-weighted)1881low0.38703691959381104
~ Changed values: 3,094 / 106,164 (2.91%) (3,061 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatev2xcl_prpty -v2xcl_prpty +anomaly score
Asia (population-weighted)1860low0.098399713635444640.087453044950962075.9%
Asia (population-weighted)1859low0.098321542143821720.087386950850486765.9%
Asia (population-weighted)1861low0.100051209330558780.089391417801380165.6%
Asia (population-weighted)1862low0.10034348070621490.089999631047248845.4%
Europe (population-weighted)1949low0.42305743694305420.38152959942817695.2%
Asia (population-weighted)1863low0.100606322288513180.090780384838581095.1%
Asia (population-weighted)1860best0.149933531880378720.135496720671653755.1%
Asia (population-weighted)1859best0.14991977810859680.13551208376884465.0%
Europe (population-weighted)1953low0.421267718076705930.381465017795562745.0%
Europe (population-weighted)1951low0.42181777954101560.382036089897155764.9%
Europe (population-weighted)1950low0.42225092649459840.382505774497985844.9%
Europe (population-weighted)1952low0.422092109918594360.38236421346664434.9%
Europe (population-weighted)1955low0.421496510505676270.38183933496475224.9%
Europe (population-weighted)1956low0.42136812210083010.38174653053283694.9%
Europe (population-weighted)1949best0.471681237220764160.42737132310867314.9%
Europe (population-weighted)1954low0.422110050916671750.38248145580291754.9%
Europe (population-weighted)1959low0.42112931609153750.381684243679046634.9%
Europe (population-weighted)1958low0.4219879209995270.38259473443031314.9%
Asia (population-weighted)1860high0.19608969986438750.17781089246273044.9%
Asia (population-weighted)1859high0.19609214365482330.177853837609291084.9%
Europe (population-weighted)1957low0.423011809587478640.383679956197738654.9%
Asia (population-weighted)1861best0.151627033948898320.13755631446838384.9%
Europe (population-weighted)1960low0.422711640596389770.38353142142295844.9%
South America (population-weighted)1811low0.240900814533233640.265283823013305664.8%
Europe (population-weighted)1961low0.425102978944778440.38629874587059024.8%
Europe (population-weighted)1962low0.42622956633567810.38761538267135624.7%
Europe (population-weighted)1949high0.52489727735519410.47745263576507574.7%
Europe (population-weighted)1953best0.469461262226104740.427067220211029054.7%
Europe (population-weighted)1951best0.47015407681465150.427741974592208864.7%
Asia (population-weighted)1864low0.100867398083209990.091780483722686774.7%
Europe (population-weighted)1950best0.470726698637008670.428340733051300054.7%
Asia (population-weighted)1861high0.197945624589920040.18012392520904544.7%
Europe (population-weighted)1952best0.470367580652236940.42802965641021734.7%
Asia (population-weighted)1862best0.152020692825317380.13837252557277684.7%
Europe (population-weighted)1964low0.42834177613258360.390038728713989264.7%
Europe (population-weighted)1963low0.42845666408538820.39016160368919374.7%
Europe (population-weighted)1971low0.44507926702499390.40533465147018434.7%
Europe (population-weighted)1970low0.44478988647460940.40508016943931584.7%
Europe (population-weighted)1954best0.471948683261871340.429990321397781374.7%
Europe (population-weighted)1955best0.471691191196441650.42978316545486454.6%
Europe (population-weighted)1972low0.446235686540603640.40659826993942264.6%
Europe (population-weighted)1956best0.4720512032508850.43027484416961674.6%
Europe (population-weighted)1959best0.471452087163925170.42988565564155584.6%
Europe (population-weighted)1958best0.47212216258049010.430554479360580444.6%
Europe (population-weighted)1957best0.47323918342590330.43171712756156924.6%
Europe (population-weighted)1960best0.47227716445922850.43089774250984194.6%
Europe (population-weighted)1973low0.449086189270019530.40977144241333014.6%
Europe (population-weighted)1965low0.432181298732757570.39437907934188844.6%
Europe (population-weighted)1951high0.52169209718704220.47610890865325934.6%
Europe (population-weighted)1953high0.52102690935134890.47551763057708744.6%
Europe (population-weighted)1950high0.52241784334182740.476856142282485964.6%
Europe (population-weighted)1952high0.52202641963958740.476559698581695564.6%
Asia (population-weighted)1862high0.19844682514667510.181163117289543154.6%
Europe (population-weighted)1961best0.47304978966712950.431851655244827274.6%
Europe (population-weighted)1970best0.48809638619422910.445763885974884034.5%
Europe (population-weighted)1971best0.488438785076141360.446095675230026254.5%
Europe (population-weighted)1962best0.47407707571983340.43308097124099734.5%
Europe (population-weighted)1972best0.48939290642738340.44714862108230594.5%
Europe (population-weighted)1964best0.47560599446296690.434889167547225954.5%
Europe (population-weighted)1963best0.47575232386589050.435024559497833254.5%
Europe (population-weighted)1954high0.52456951141357420.4796714484691624.5%
Europe (population-weighted)1955high0.52425652742385860.479427397251129154.5%
Europe (population-weighted)1973best0.49219289422035220.450282186269760134.4%
Asia (population-weighted)1863best0.15237332880496980.139424979686737064.4%
Europe (population-weighted)1956high0.5250896811485290.48048371076583864.4%
Europe (population-weighted)1959high0.52359694242477420.479154914617538454.4%
Europe (population-weighted)1958high0.52446126937866210.480019330978393554.4%
Europe (population-weighted)1960high0.52393740415573120.479639828205108644.4%
Europe (population-weighted)1957high0.52568495273590090.481276601552963264.4%
Europe (population-weighted)1967low0.43865358829498290.40165150165557864.4%
Europe (population-weighted)1966low0.43864992260932920.40168353915214544.4%
Europe (population-weighted)1970high0.53406864404678340.489066570997238164.4%
Europe (population-weighted)1971high0.53444570302963260.48945233225822454.4%
Europe (population-weighted)1965best0.478825569152832030.438547402620315554.4%
Europe (population-weighted)1961high0.52484333515167240.480768948793411254.4%
Europe (population-weighted)1972high0.53505945205688480.490135520696644.4%
Europe (population-weighted)1969low0.44019308686256410.40328782796859744.4%
Europe (population-weighted)1974low0.455910503864288330.417713105678558354.4%
Europe (population-weighted)1968low0.440221220254898070.40338253974914554.4%
Europe (population-weighted)1962high0.52596318721771240.482125759124755864.3%
Europe (population-weighted)1973high0.53798156976699830.493422836065292364.3%
Europe (population-weighted)1963high0.52741181850433350.48383268713951114.3%
Europe (population-weighted)1964high0.52723461389541630.483681887388229374.3%
Europe (population-weighted)1966best0.48254901170730590.4427577853202824.3%
Europe (population-weighted)1967best0.482644617557525630.4428502619266514.3%
Asia (population-weighted)1863high0.19889494776725770.182505100965499884.3%
Europe (population-weighted)1965high0.52790910005569460.4844700098037724.3%
Europe (population-weighted)1969best0.483702778816223140.4439774155616764.3%
Europe (population-weighted)1975low0.45859006047248840.42094495892524724.3%
Europe (population-weighted)1974best0.49824109673500060.45736569166183474.3%
Europe (population-weighted)1968best0.483748316764831540.444074243307113654.3%
Asia (population-weighted)1877low0.192451938986778260.17675152420997624.3%
Europe (population-weighted)1966high0.53031224012374880.48719927668571474.2%
Europe (population-weighted)1967high0.53036928176879880.487264573574066164.2%
Europe (population-weighted)1969high0.5310246944427490.487964034080505374.2%
Europe (population-weighted)1968high0.5310769677162170.48805481195449834.2%
South America (population-weighted)1812low0.243647783994674680.26505151391029364.2%
Europe (population-weighted)1975best0.50023782253265380.459845542907714844.2%
Europe (population-weighted)1980low0.497540503740310670.45752286911010744.2%
Europe (population-weighted)1974high0.54382038116455080.50028949975967414.2%
~ vdem_multi_with_regions.wom_civ_libs_vdem 🟢 median anomaly score 0.85%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatewom_civ_libs_vdem
Africa (population-weighted)1900best0.07000210136175156
Africa (population-weighted)1900high0.10025984793901443
Africa (population-weighted)1900low0.02549939602613449
Africa (population-weighted)1901best0.07034424692392349
Africa (population-weighted)1901high0.10072837024927139
Africa (population-weighted)1901low0.02565883658826351
Oceania (population-weighted)1872best0.4380253255367279
Oceania (population-weighted)1872high0.544005811214447
Oceania (population-weighted)1872low0.3514299988746643
Oceania (population-weighted)1873best0.4415492117404938
Oceania (population-weighted)1873high0.5484891533851624
Oceania (population-weighted)1873low0.35425516963005066
Oceania (population-weighted)1874best0.4450698494911194
Oceania (population-weighted)1874high0.5529730319976807
Oceania (population-weighted)1874low0.3570777177810669
Oceania (population-weighted)1875best0.44858694076538086
Oceania (population-weighted)1875high0.5574569702148438
Oceania (population-weighted)1875low0.35989728569984436
Oceania (population-weighted)1876best0.45209938287734985
Oceania (population-weighted)1876high0.5619397759437561
Oceania (population-weighted)1876low0.3627130389213562
Oceania (population-weighted)1877best0.45560669898986816
Oceania (population-weighted)1877high0.5664209723472595
Oceania (population-weighted)1877low0.36552461981773376
Oceania (population-weighted)1878best0.45910805463790894
Oceania (population-weighted)1878high0.5708996057510376
Oceania (population-weighted)1878low0.36833131313323975
Oceania (population-weighted)1879best0.4627196490764618
Oceania (population-weighted)1879high0.5754840970039368
Oceania (population-weighted)1879low0.3712270259857178
Oceania (population-weighted)1880best0.46642690896987915
Oceania (population-weighted)1880high0.5801559686660767
Oceania (population-weighted)1880low0.37420010566711426
Oceania (population-weighted)1881best0.4702156186103821
Oceania (population-weighted)1881high0.5848970413208008
Oceania (population-weighted)1881low0.3772391378879547
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatewom_civ_libs_vdem -wom_civ_libs_vdem +anomaly score
Asia (population-weighted)1838low0.00122101604938507080.001553257927298545812%
Asia (population-weighted)1829low0.00109818507917225360.001394095597788691512%
Asia (population-weighted)1837low0.00122290838044136760.001550998189486563212%
Asia (population-weighted)1828low0.001100496039725840.001392631791532039612%
Asia (population-weighted)1836low0.00122480269055813550.001547318301163613812%
Asia (population-weighted)1827low0.00110288313589990140.001391203026287257712%
Asia (population-weighted)1835low0.00122669897973537450.001545178238302469311%
Asia (population-weighted)1826low0.00110528129152953620.00139000406488776211%
Asia (population-weighted)1830low0.00117897382006049160.001480147824622690711%
Asia (population-weighted)1834low0.00122859724797308440.001541295670904219211%
Asia (population-weighted)1825low0.00110769073944538830.001386977266520261811%
Asia (population-weighted)1833low0.00123049749527126550.001538914861157536511%
Asia (population-weighted)1824low0.0011101112468168140.00138690241146832711%
Asia (population-weighted)1823low0.00111254316288977860.001388318836688995411%
Asia (population-weighted)1832low0.00123239995446056130.001536282710731029511%
Asia (population-weighted)1822low0.00111498637124896050.001387317781336605511%
Asia (population-weighted)1831low0.00123445747885853050.001533283386379480411%
Asia (population-weighted)1818low0.00111361301969736810.001383014023303985611%
Asia (population-weighted)1817low0.00111125933472067120.0013796746497973811%
Asia (population-weighted)1816low0.00110905594192445280.00137642829213291411%
Asia (population-weighted)1815low0.0011070048203691840.001373350736685097211%
Asia (population-weighted)1820low0.0011241228785365820.00139439129270613211%
Asia (population-weighted)1814low0.00110510806553065780.001370048965327441711%
Asia (population-weighted)1813low0.0011033677728846670.001366692711599171211%
Asia (population-weighted)1819low0.001123514841310680.001391213736496865711%
Asia (population-weighted)1812low0.00110178638715296980.001363363000564277211%
Asia (population-weighted)1809low0.00109747098758816720.001356608001515269311%
Asia (population-weighted)1811low0.0011002942919731140.00136007042601704611%
Asia (population-weighted)1808low0.00109623558819293980.001355014508590102211%
Asia (population-weighted)1810low0.00109889532905071970.001358210342004895211%
Asia (population-weighted)1807low0.00109521276317536830.001353431958705186811%
Asia (population-weighted)1821low0.00112415931653231380.00138869043439626711%
Asia (population-weighted)1806low0.00109440425876528020.00135177234187722211%
Asia (population-weighted)1805low0.00109381147194653750.001350126112811267410%
Asia (population-weighted)1804low0.0010934364981949330.001348500838503241510%
Asia (population-weighted)1803low0.00109328085090965030.001346889650449156810%
Asia (population-weighted)1802low0.00109334674198180440.001345286960713565310%
Asia (population-weighted)1842low0.0018930968362838030.00225861999206244958.8%
Asia (population-weighted)1841low0.00189412897452712060.00225882697850465778.8%
Asia (population-weighted)1843low0.00189212244004011150.00225625885650515568.8%
Asia (population-weighted)1846low0.00188912660814821720.0022522776853293188.8%
Asia (population-weighted)1844low0.001891135936602950.0022544234525412328.8%
Asia (population-weighted)1847low0.00188810331746935840.0022507885005325088.8%
Asia (population-weighted)1845low0.00189013744238764050.0022528043482452638.8%
Asia (population-weighted)1839low0.00187698961235582830.00223516463302075868.7%
Asia (population-weighted)1848low0.00191209977492690090.00227665132842957978.7%
Asia (population-weighted)1840low0.00189521955326199530.00225599994882941258.7%
Asia (population-weighted)1849low0.00191350409295409920.0022772396914660938.7%
Asia (population-weighted)1850low0.00191719550639390950.0022662638220936068.3%
Asia (population-weighted)1851low0.00209640408866107460.00239049294032156476.6%
Asia (population-weighted)1852low0.00210562627762556080.0023909944575279956.3%
Asia (population-weighted)1853low0.0021174328867346050.00239771488122642046.2%
Asia (population-weighted)1854low0.0021294211037456990.002406416693702346.1%
Asia (population-weighted)1855low0.0021415955852717160.0024138463195413356.0%
Europe (population-weighted)1949low0.38633102178573610.3434506654739385.9%
Europe (population-weighted)1954low0.39346528053283690.35187569260597235.6%
Europe (population-weighted)1950low0.38804844021797180.347163975238800055.6%
Europe (population-weighted)1951low0.389341413974761960.348588883876800545.5%
Europe (population-weighted)1955low0.39613702893257140.35492408275604255.5%
Europe (population-weighted)1953low0.390876054763793950.350246012210845955.5%
Europe (population-weighted)1952low0.39135131239891050.350821971893310555.5%
Europe (population-weighted)1956low0.39781671762466430.356836080551147465.4%
North America (population-weighted)1822low0.042613849043846130.0383080765604972845.3%
North America (population-weighted)1821low0.042433217167854310.038179881870746615.3%
Europe (population-weighted)1970low0.433715909719467160.39028149843215945.3%
Europe (population-weighted)1959low0.403791517019271850.36368137598037725.2%
Europe (population-weighted)1958low0.404796868562698360.36481463909149175.2%
Asia (population-weighted)1801low0.00090219546109437940.00100083311554044495.2%
Europe (population-weighted)1957low0.405399024486541750.36547663807868965.2%
Europe (population-weighted)1972low0.438843429088592530.39588001370429995.1%
Europe (population-weighted)1949best0.457828253507614140.413042962551116945.1%
Europe (population-weighted)1971low0.438614249229431150.39571323990821845.1%
Europe (population-weighted)1973low0.440132826566696170.39723786711692815.1%
Europe (population-weighted)1962low0.40747803449630740.367845475673675545.1%
Europe (population-weighted)1960low0.40768826007843020.368104636669158945.1%
North America (population-weighted)1823low0.0422167927026748660.038123164325952535.1%
Europe (population-weighted)1961low0.40877476334571840.36933436989784245.1%
North America (population-weighted)1824low0.042111199349164960.0381060540676116945.0%
Asia (population-weighted)1800low0.00090678792912513020.00100141332950443035.0%
Europe (population-weighted)1951best0.457948148250579830.415032684803009034.9%
Europe (population-weighted)1950best0.458075463771820070.41518464684486394.9%
Europe (population-weighted)1953best0.459906756877899170.41726326942443854.9%
Europe (population-weighted)1952best0.46003338694572450.41739636659622194.9%
Europe (population-weighted)1963low0.41616404056549070.37767276167869574.8%
Europe (population-weighted)1974low0.449176192283630370.407699465751647954.8%
Europe (population-weighted)1964low0.417229920625686650.37883654236793524.8%
Europe (population-weighted)1949high0.54090720415115360.491808056831359864.8%
Europe (population-weighted)1965low0.42034789919853210.382305204868316654.7%
Asia (population-weighted)1859low0.0084687648341059680.0077026877552270894.7%
Europe (population-weighted)1967low0.42126494646072390.38317367434501654.7%
Asia (population-weighted)1860low0.0085090193897485730.0077398284338414674.7%
Europe (population-weighted)1969low0.42358186841011050.385592371225357064.7%
Europe (population-weighted)1968low0.42324149608612060.385318726301193244.7%
Europe (population-weighted)1966low0.42409357428550720.386468648910522464.6%
Europe (population-weighted)1954best0.47459602355957030.432591646909713754.6%
Asia (population-weighted)1858low0.008426108397543430.0076805953867733484.6%
Europe (population-weighted)1955best0.47668555378913880.435014843940734864.6%
Europe (population-weighted)1950high0.5405456423759460.49352076649665834.5%
Asia (population-weighted)1861low0.0085467649623751640.0078035341575741774.5%
Europe (population-weighted)1975low0.45949789881706240.419584900140762334.5%
~ vdem_multi_with_regions.phys_integr_libs_vdem 🟢 median anomaly score 0.85%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatephys_integr_libs_vdem
Africa (population-weighted)1900best0.17122912406921387
Africa (population-weighted)1900high0.21135729551315308
Africa (population-weighted)1900low0.12401465326547623
Africa (population-weighted)1901best0.17526483535766602
Africa (population-weighted)1901high0.21542122960090637
Africa (population-weighted)1901low0.1281614452600479
Oceania (population-weighted)1872best0.6383137106895447
Oceania (population-weighted)1872high0.6561354994773865
Oceania (population-weighted)1872low0.6242403388023376
Oceania (population-weighted)1873best0.6434828639030457
Oceania (population-weighted)1873high0.6614173650741577
Oceania (population-weighted)1873low0.6293395161628723
Oceania (population-weighted)1874best0.648648738861084
Oceania (population-weighted)1874high0.6666945219039917
Oceania (population-weighted)1874low0.6344372630119324
Oceania (population-weighted)1875best0.6538107991218567
Oceania (population-weighted)1875high0.6719664931297302
Oceania (population-weighted)1875low0.639533281326294
Oceania (population-weighted)1876best0.6589676141738892
Oceania (population-weighted)1876high0.6772316694259644
Oceania (population-weighted)1876low0.6446259617805481
Oceania (population-weighted)1877best0.6641184687614441
Oceania (population-weighted)1877high0.682489275932312
Oceania (population-weighted)1877low0.6497147679328918
Oceania (population-weighted)1878best0.669262170791626
Oceania (population-weighted)1878high0.6877381801605225
Oceania (population-weighted)1878low0.6547985672950745
Oceania (population-weighted)1879best0.6745566129684448
Oceania (population-weighted)1879high0.6931511759757996
Oceania (population-weighted)1879low0.6600171327590942
Oceania (population-weighted)1880best0.6799805164337158
Oceania (population-weighted)1880high0.6987065076828003
Oceania (population-weighted)1880low0.6653492450714111
Oceania (population-weighted)1881best0.6855129599571228
Oceania (population-weighted)1881high0.7043828964233398
Oceania (population-weighted)1881low0.6707744002342224
~ Changed values: 3,088 / 106,164 (2.91%) (3,055 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatephys_integr_libs_vdem -phys_integr_libs_vdem +anomaly score
Asia (population-weighted)1860low0.148470386862754820.131139725446701056.2%
Asia (population-weighted)1861low0.149988129734992980.133118703961372386.0%
Europe (population-weighted)1949low0.430321276187896730.38195919990539556.0%
Asia (population-weighted)1862low0.150659427046775820.13433834910392765.7%
Europe (population-weighted)1953low0.43426024913787840.387276649475097665.7%
Europe (population-weighted)1952low0.434041470289230350.3870970308780675.7%
Asia (population-weighted)1800low0.069910079240798950.062376130372285845.7%
Asia (population-weighted)1801low0.070242822170257570.062688052654266365.7%
Europe (population-weighted)1950low0.43591916561126710.389441013336181645.6%
Europe (population-weighted)1951low0.437700450420379640.391380041837692265.6%
Europe (population-weighted)1949best0.468040436506271360.41909861564636235.5%
Asia (population-weighted)1799low0.068475857377052310.0614841431379318245.4%
Asia (population-weighted)1863low0.151988714933395390.136609122157096865.3%
Europe (population-weighted)1952best0.47157776355743410.42463701963424685.2%
Europe (population-weighted)1953best0.471798956394195560.42485427856445315.2%
Europe (population-weighted)1950best0.472722500562667850.426071494817733765.2%
Asia (population-weighted)1859low0.111846715211868290.100810624659061435.2%
Europe (population-weighted)1949high0.50362366437911990.45419088006019595.2%
Europe (population-weighted)1951best0.474393934011459350.42792180180549625.2%
Asia (population-weighted)1860best0.195455685257911680.176698520779609685.0%
Europe (population-weighted)1953high0.50723749399185180.46002340316772464.9%
Europe (population-weighted)1952high0.50725477933883670.46005654335021974.9%
Asia (population-weighted)1861best0.197224900126457210.178985163569450384.8%
Europe (population-weighted)1950high0.5085366964340210.461603224277496344.8%
Asia (population-weighted)1864low0.152456328272819520.138401165604591374.8%
Europe (population-weighted)1951high0.50972938537597660.462929219007492074.8%
Asia (population-weighted)1798low0.068718388676643370.062468223273754124.8%
Asia (population-weighted)1860high0.234974056482315060.214034974575042724.7%
Asia (population-weighted)1862best0.19802542030811310.180415675044059754.7%
Asia (population-weighted)1838low0.07225883007049560.065928258001804354.6%
Asia (population-weighted)1859best0.175941288471221920.160652607679367074.5%
Asia (population-weighted)1861high0.237043723464012150.216693848371505744.5%
Asia (population-weighted)1800best0.12890434265136720.11792209744453434.4%
Asia (population-weighted)1801best0.129367262125015260.118361271917819984.4%
Asia (population-weighted)1800high0.180010065436363220.164781302213668824.4%
Asia (population-weighted)1801high0.18058775365352630.165338590741157534.4%
Asia (population-weighted)1837low0.072143688797950740.066135667264461524.3%
Asia (population-weighted)1859high0.221213579177856450.202853783965110784.3%
Asia (population-weighted)1863best0.199526250362396240.183011338114738464.3%
Asia (population-weighted)1862high0.23799157142639160.21836805343627934.3%
Asia (population-weighted)1799best0.125687330961227420.115377716720104224.3%
Asia (population-weighted)1799high0.175429150462150570.161120414733886724.3%
Europe (population-weighted)1955low0.48907443881034850.44965642690658574.2%
Europe (population-weighted)1954low0.48988994956016540.450666785240173344.2%
Asia (population-weighted)1836low0.072437040507793430.066639773547649384.2%
Asia (population-weighted)1797low0.068726025521755220.063256546854972844.1%
Asia (population-weighted)1847low0.079641111195087430.07331437617540364.1%
World (population-weighted)1801low0.113953158259391780.104939967393875124.1%
Asia (population-weighted)1849low0.080605931580066680.074234634637832644.1%
World (population-weighted)1800high0.230590492486953740.212365955114364624.1%
World (population-weighted)1801high0.231218948960304260.21296206116676334.1%
World (population-weighted)1800low0.113540917634963990.104577809572219854.1%
Asia (population-weighted)1846low0.079490579664707180.073218479752540594.1%
Asia (population-weighted)1848low0.080380320549011230.074061535298824314.1%
Asia (population-weighted)1865low0.153082638978958130.141099587082862854.1%
Asia (population-weighted)1845low0.080091096460819240.073845215141773224.1%
Asia (population-weighted)1844low0.07994008064270020.07371931523084644.0%
Asia (population-weighted)1843low0.079789482057094570.073611006140708924.0%
Asia (population-weighted)1855low0.085711725056171420.07908145338296894.0%
Asia (population-weighted)1841low0.079495064914226530.073349542915821084.0%
Asia (population-weighted)1863high0.239461645483970640.2211036980152134.0%
Asia (population-weighted)1856low0.086267344653606410.079656638205051424.0%
Asia (population-weighted)1842low0.079639308154582980.073537550866603854.0%
Europe (population-weighted)1956low0.49895688891410830.46083310246467594.0%
Asia (population-weighted)1854low0.085158489644527440.078662313520908364.0%
World (population-weighted)1801best0.17503063380718230.161721244454383854.0%
World (population-weighted)1800best0.174510776996612550.161241009831428534.0%
Asia (population-weighted)1853low0.084607616066932680.078178502619266513.9%
Asia (population-weighted)1835low0.072319172322750090.06685214489698413.9%
Asia (population-weighted)1802low0.072809301316738130.067312158644199373.9%
Asia (population-weighted)1838high0.179973885416984560.166410714387893683.9%
Asia (population-weighted)1864best0.199744418263435360.184715837240219123.9%
Asia (population-weighted)1803low0.072803728282451630.067328959703445433.9%
Asia (population-weighted)1840low0.079356737434864040.073390044271945953.9%
Asia (population-weighted)1821low0.072886370122432710.067416176199913023.9%
Asia (population-weighted)1804low0.072798639535903930.067346073687076573.9%
Asia (population-weighted)1834low0.071770019829273220.066406384110450743.9%
Asia (population-weighted)1805low0.072794079780578610.067363269627094273.9%
Asia (population-weighted)1852low0.084059104323387150.077797710895538333.9%
Asia (population-weighted)1855high0.201048910617828370.18608526885509493.9%
Asia (population-weighted)1806low0.072790086269378660.0673789307475093.9%
Asia (population-weighted)1807low0.072786718606948850.067394703626632693.8%
Asia (population-weighted)1858low0.084279738366603850.078041650354862213.8%
Asia (population-weighted)1856high0.20211310684680940.187193006277084353.8%
Asia (population-weighted)1808low0.072783999145030980.067417733371257783.8%
Asia (population-weighted)1854high0.199987411499023440.1852896660566333.8%
Asia (population-weighted)1820low0.073061652481555940.067698121070861823.8%
Asia (population-weighted)1809low0.07278198748826980.067440897226333623.8%
Asia (population-weighted)1853high0.198928639292716980.184364497661590583.8%
Asia (population-weighted)1839low0.078494489192962650.072755254805088043.8%
Asia (population-weighted)1798best0.126058384776115420.116842448711395263.8%
World (population-weighted)1799high0.2357526719570160.21859520673751833.8%
Asia (population-weighted)1798high0.175946980714797970.16315615177154543.8%
Asia (population-weighted)1838best0.13006134331226350.120637021958827973.8%
Asia (population-weighted)1852high0.197872623801231380.183643177151683.7%
Asia (population-weighted)1810low0.072680182754993440.067464239895343783.7%
Asia (population-weighted)1837high0.179757907986640930.166902124881744383.7%
Asia (population-weighted)1825low0.071790926158428190.066664971411228183.7%
World (population-weighted)1860low0.21936348080635070.203778073191642763.7%
Oceania (population-weighted)1882low0.67627215385437010.62837946414947513.7%
~ vdem_multi_with_regions.locelect_vdem 🟢 median anomaly score 0.84%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatelocelect_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872best0.6639748215675354
Oceania (population-weighted)1872high0.6682654619216919
Oceania (population-weighted)1872low0.6592547297477722
Oceania (population-weighted)1873best0.6692059636116028
Oceania (population-weighted)1873high0.6735824346542358
Oceania (population-weighted)1873low0.6644257307052612
Oceania (population-weighted)1874best0.6744276881217957
Oceania (population-weighted)1874high0.6788920760154724
Oceania (population-weighted)1874low0.6695863604545593
Oceania (population-weighted)1875best0.6796392798423767
Oceania (population-weighted)1875high0.6841937303543091
Oceania (population-weighted)1875low0.674735963344574
Oceania (population-weighted)1876best0.6848390102386475
Oceania (population-weighted)1876high0.6894857287406921
Oceania (population-weighted)1876low0.6798728704452515
Oceania (population-weighted)1877best0.6900261044502258
Oceania (population-weighted)1877high0.6947672963142395
Oceania (population-weighted)1877low0.6849961876869202
Oceania (population-weighted)1878best0.6951992511749268
Oceania (population-weighted)1878high0.7000371813774109
Oceania (population-weighted)1878low0.6901045441627502
Oceania (population-weighted)1879best0.7005714178085327
Oceania (population-weighted)1879high0.7054923176765442
Oceania (population-weighted)1879low0.6954172253608704
Oceania (population-weighted)1880best0.7061212062835693
Oceania (population-weighted)1880high0.7111108303070068
Oceania (population-weighted)1880low0.7009130120277405
Oceania (population-weighted)1881best0.7118274569511414
Oceania (population-weighted)1881high0.7168712615966797
Oceania (population-weighted)1881low0.7065710425376892
~ Changed values: 2,162 / 106,164 (2.04%) (2,138 revised, 24 disappeared) — showing the 100 most anomalous rows
countryyearestimatelocelect_vdem -locelect_vdem +anomaly score
Europe (population-weighted)1962low0.39231386780738830.34385287761688236.6%
Europe (population-weighted)1961low0.39262899756431580.344351500272750856.6%
Europe (population-weighted)1960low0.393206477165222170.34513786435127266.5%
Europe (population-weighted)1959low0.393594533205032350.345716595649719246.5%
Europe (population-weighted)1958low0.39439338445663450.34674552083015446.4%
Europe (population-weighted)1957low0.395406723022460940.34800648689270026.4%
Europe (population-weighted)1956low0.398069471120834350.35117518901824956.3%
Europe (population-weighted)1913low0.479307085275650.42603680491447455.9%
Europe (population-weighted)1915low0.47480729222297670.42368423938751225.7%
Europe (population-weighted)1916low0.471274316310882570.421703398227691655.6%
Europe (population-weighted)1914low0.475428879261016850.425919622182846075.5%
Europe (population-weighted)1912low0.48017805814743040.43053156137466435.5%
Europe (population-weighted)1917low0.47131341695785520.422873198986053475.4%
Europe (population-weighted)1962best0.43032687902450560.38610720634460455.4%
Europe (population-weighted)1961best0.43069195747375490.38667848706245425.4%
Europe (population-weighted)1911low0.48019623756408690.431330978870391855.4%
Europe (population-weighted)1960best0.431335568428039550.387557387351989755.3%
Europe (population-weighted)1959best0.43196401000022890.388426899909973145.3%
Europe (population-weighted)1918low0.484455019235610960.43578380346298225.3%
Europe (population-weighted)1913best0.536621093750.48286315798759465.3%
Europe (population-weighted)1958best0.432841569185256960.38956514000892645.3%
Europe (population-weighted)1910low0.480548083782196040.432624101638793955.2%
Europe (population-weighted)1957best0.433946758508682250.39095243811607365.2%
Europe (population-weighted)1917best0.52071434259414670.46933251619338995.2%
Europe (population-weighted)1915best0.5339724421501160.48192760348320015.1%
Europe (population-weighted)1956best0.436261266469955440.39374434947967535.1%
Europe (population-weighted)1916best0.53049826622009280.48003330826759345.0%
Europe (population-weighted)1914best0.53453963994979860.484029531478881845.0%
Europe (population-weighted)1917high0.57369524240493770.51985859870910644.9%
Europe (population-weighted)1909low0.4801601171493530.435109108686447144.9%
Europe (population-weighted)1955low0.438875079154968260.397836953401565554.9%
Europe (population-weighted)1913high0.59430617094039920.53881031274795534.9%
Europe (population-weighted)1912best0.53732103109359740.48730370402336124.9%
Europe (population-weighted)1954low0.440000116825103760.399296522140502934.8%
Europe (population-weighted)1908low0.480366855859756470.435941338539123544.8%
Europe (population-weighted)1919low0.494810909032821660.44908800721168524.8%
Europe (population-weighted)1918best0.54057580232620240.49100485444068914.8%
Europe (population-weighted)1953low0.44094240665435790.40055605769157414.8%
Europe (population-weighted)1911best0.53716909885406490.48797795176506044.8%
Europe (population-weighted)1907low0.47674831748008730.43321228027343754.8%
Europe (population-weighted)1952low0.441835492849350.40177994966506964.7%
Europe (population-weighted)1915high0.59083604812622070.53745573759078984.7%
Europe (population-weighted)1910best0.53747636079788210.489264041185379034.7%
Europe (population-weighted)1951low0.442849904298782350.40317544341087344.7%
Europe (population-weighted)1906low0.476875066757202150.434386610984802254.7%
Europe (population-weighted)1950low0.44361898303031920.404286563396453864.6%
Europe (population-weighted)1916high0.58826678991317750.53622227907180794.6%
Europe (population-weighted)1914high0.59135067462921140.53953665494918824.6%
Europe (population-weighted)1905low0.477007269859313960.435315221548080444.6%
Europe (population-weighted)1949low0.4598922133445740.420115500688552864.5%
Europe (population-weighted)1912high0.59476751089096070.5434347391128544.5%
Europe (population-weighted)1918high0.60189366340637210.55010902881622314.5%
Europe (population-weighted)1904low0.477141708135604860.43610686063766484.5%
South America (population-weighted)1849low0.325945079326629640.35638576745986944.5%
Europe (population-weighted)1911high0.59445333480834960.54402661323547364.4%
South America (population-weighted)1850low0.3263981044292450.356641620397567754.4%
Europe (population-weighted)1903low0.47727942466735840.437106072902679444.4%
Europe (population-weighted)1919best0.55002802610397340.50377482175827034.4%
Europe (population-weighted)1909best0.53714138269424440.49205935001373294.4%
South America (population-weighted)1848low0.32624858617782590.35609871149063114.4%
Europe (population-weighted)1910high0.59473413228988650.54537755250930794.3%
Europe (population-weighted)1908best0.53731381893157960.492886900901794434.3%
Europe (population-weighted)1955best0.46456527709960940.42617583274841314.3%
Europe (population-weighted)1930low0.45253917574882510.41527476906776434.3%
South America (population-weighted)1849best0.38446140289306640.418949067592620854.3%
South America (population-weighted)1851low0.327493011951446530.35685729980468754.3%
Europe (population-weighted)1902low0.4774204492568970.43826436996459964.3%
South America (population-weighted)1850best0.38493350148200990.419272840023040774.3%
Europe (population-weighted)1954best0.46569949388504030.427657932043075564.3%
Europe (population-weighted)1907best0.53381264209747310.490303963422775274.2%
Europe (population-weighted)1962high0.479249089956283570.44051852822303774.2%
Europe (population-weighted)1953best0.46664887666702270.428937733173370364.2%
South America (population-weighted)1849high0.43693548440933230.475332975387573244.2%
South America (population-weighted)1850high0.43743002414703370.47571524977684024.2%
South America (population-weighted)1848best0.384927242994308470.418584078550338754.2%
Europe (population-weighted)1961high0.47968661785125730.441191554069519044.2%
Europe (population-weighted)1952best0.467554152011871340.4301869273185734.2%
Europe (population-weighted)1926low0.468225508928298950.43092077970504764.1%
Europe (population-weighted)1929low0.489354044198989870.450417518615722664.1%
Europe (population-weighted)1960high0.480428874492645260.44220402836799624.1%
Europe (population-weighted)1903best0.52530336380004880.48351421952247624.1%
Europe (population-weighted)1906best0.53391081094741820.49147614836692814.1%
South America (population-weighted)1851best0.38623005151748660.419553071260452274.1%
Europe (population-weighted)1919high0.61210536956787110.56363248825073244.1%
Europe (population-weighted)1930best0.49718275666236880.457907229661941534.1%
Europe (population-weighted)1951best0.46858599781990050.4316121041774754.1%
Europe (population-weighted)1959high0.48131942749023440.44339305162429814.1%
South America (population-weighted)1848high0.43754097819328310.47490125894546514.1%
Europe (population-weighted)1931low0.49501204490661620.4561544656753544.1%
South America (population-weighted)1851high0.4389072656631470.47605028748512274.1%
Europe (population-weighted)1950best0.46936595439910890.432746380567550664.1%
Europe (population-weighted)1958high0.482324421405792240.44470074772834784.1%
South America (population-weighted)1852low0.329308539628982540.35715284943580634.1%
Europe (population-weighted)1905best0.53401422500610350.49240383505821234.1%
Europe (population-weighted)1925low0.471291333436965940.434701919555664064.0%
Europe (population-weighted)1902best0.5254216790199280.484699219465255744.0%
Europe (population-weighted)1909high0.59442162513732910.54846894741058354.0%
South America (population-weighted)1847low0.334699481725692750.362672030925750734.0%
Europe (population-weighted)1957high0.483578741550445560.446284770965576174.0%
Europe (population-weighted)1920low0.51742339134216310.477588087320327764.0%
~ vdem_multi_with_regions.delibdem_vdem 🟢 median anomaly score 0.81%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatedelibdem_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,403 / 106,164 (1.32%) (1,382 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatedelibdem_vdem -delibdem_vdem +anomaly score
Europe (population-weighted)1968low0.29670840501785280.25746640563011177.1%
Europe (population-weighted)1969low0.301093041896820070.26175466179847727.0%
Europe (population-weighted)1949low0.253892034292221070.220892429351806647.0%
Europe (population-weighted)1965low0.294633030891418460.25651159882545476.9%
Europe (population-weighted)1951low0.26259306073188780.22871111333370216.9%
Europe (population-weighted)1950low0.262507766485214230.228653758764266976.9%
Europe (population-weighted)1970low0.312186986207962040.27205768227577216.9%
Europe (population-weighted)1953low0.261932224035263060.228337943553924566.9%
Europe (population-weighted)1967low0.29565241932868960.257850170135498056.8%
Europe (population-weighted)1966low0.296168625354766850.25851604342460636.8%
Europe (population-weighted)1971low0.31433296203613280.274451881647116.8%
Europe (population-weighted)1962low0.294405400753021240.25733658671379096.7%
Europe (population-weighted)1972low0.31588169932365420.276175916194915776.7%
Europe (population-weighted)1964low0.295309007167816160.258231669664382936.7%
Europe (population-weighted)1973low0.318460255861282350.278721958398818976.7%
Europe (population-weighted)1960low0.289001554250717160.253174483776092536.6%
Europe (population-weighted)1952low0.26014125347137450.228098109364509586.6%
Europe (population-weighted)1963low0.297754764556884770.2611767351627356.5%
Europe (population-weighted)1959low0.282723724842071530.248010009527206426.5%
Europe (population-weighted)1974low0.32057872414588930.281418502330780036.5%
Europe (population-weighted)1954low0.273376315832138060.2399853914976126.5%
Europe (population-weighted)1958low0.28182449936866760.247496023774147036.5%
Europe (population-weighted)1949best0.29178601503372190.256248205900192266.5%
Europe (population-weighted)1961low0.29280748963356020.25728520750999456.5%
Europe (population-weighted)1955low0.27473816275596620.241569116711616526.4%
Europe (population-weighted)1953best0.29964998364448550.2635324299335486.4%
Europe (population-weighted)1951best0.29789948463439940.262231111526489266.4%
Europe (population-weighted)1950best0.29822018742561340.26271656155586246.3%
Europe (population-weighted)1952best0.296568959951400760.26139813661575326.3%
Europe (population-weighted)1968best0.335338383913040160.295651078224182136.3%
Europe (population-weighted)1969best0.339358299970626830.29931226372718816.3%
Europe (population-weighted)1956low0.282851040363311770.24962578713893896.2%
Europe (population-weighted)1957low0.282081872224807740.248987019062042246.2%
Europe (population-weighted)1970best0.349855810403823850.308831751346588136.2%
Europe (population-weighted)1971best0.35229474306106570.3116551935672766.1%
Europe (population-weighted)1949high0.327104955911636350.289567083120346076.1%
Europe (population-weighted)1972best0.35356509685516360.31305906176567086.1%
Europe (population-weighted)1965best0.33609369397163390.297797471284866336.0%
Europe (population-weighted)1973best0.35497894883155820.31459483504295356.0%
Europe (population-weighted)1975low0.33131814002990720.293746829032897956.0%
Europe (population-weighted)1951high0.33479192852973940.296869516372680666.0%
Europe (population-weighted)1967best0.335919439792633060.297878116369247446.0%
Europe (population-weighted)1950high0.33478006720542910.296907573938369756.0%
Europe (population-weighted)1953high0.335856229066848750.29798334836959846.0%
Europe (population-weighted)1954best0.316082745790481570.28055441379547126.0%
Europe (population-weighted)1966best0.336787283420562740.299007982015609745.9%
Europe (population-weighted)1964best0.33752486109733580.299758315086364755.9%
Europe (population-weighted)1962best0.334459424018859860.297036677598953255.9%
Europe (population-weighted)1955best0.316991388797760.281545400619506845.9%
Europe (population-weighted)1963best0.3377773165702820.30018568038940435.9%
Europe (population-weighted)1968high0.37470838427543640.33302652835845955.9%
Europe (population-weighted)1974best0.3581135571002960.31833153963088995.9%
Europe (population-weighted)1952high0.333302974700927730.29635977745056155.9%
Europe (population-weighted)1969high0.37730720639228820.335515916347503665.9%
Europe (population-weighted)1970high0.386141657829284670.343452960252761845.9%
Europe (population-weighted)1960best0.33022350072860720.29416790604591375.8%
Europe (population-weighted)1959best0.323816061019897460.288517713546752935.8%
Europe (population-weighted)1971high0.389520674943923950.34715875983238225.8%
Europe (population-weighted)1961best0.33380705118179320.29751801490783695.7%
Europe (population-weighted)1967high0.37436202168464660.33369517326354985.7%
Europe (population-weighted)1976low0.336819529533386230.30034741759300235.7%
Europe (population-weighted)1972high0.390394777059555050.34822368621826175.7%
Europe (population-weighted)1973high0.39288687705993650.350517302751541145.7%
Europe (population-weighted)1966high0.37560287117958070.33516460657119755.7%
Europe (population-weighted)1958best0.32444572448730470.28971546888351445.7%
Europe (population-weighted)1957best0.325972139835357670.29120159149169925.6%
Europe (population-weighted)1965high0.375201582908630370.335183620452880865.6%
Europe (population-weighted)1974high0.3955291807651520.35384771227836615.6%
Europe (population-weighted)1962high0.375205010175704960.33586212992668155.5%
Europe (population-weighted)1956best0.32493197917938230.290924906730651865.5%
Europe (population-weighted)1960high0.370633244514465330.332131147384643555.5%
Europe (population-weighted)1954high0.354750245809555050.318079710006713875.5%
Europe (population-weighted)1964high0.37652006745338440.33764383196830755.4%
Europe (population-weighted)1959high0.363546133041381840.326023578643798835.4%
Europe (population-weighted)1955high0.35531228780746460.31877917051315315.4%
Europe (population-weighted)1975best0.3705104589462280.33253839612007145.4%
Europe (population-weighted)1961high0.374557405710220340.33620664477348335.4%
Europe (population-weighted)1958high0.36456835269927980.327291458845138555.4%
Europe (population-weighted)1963high0.37845668196678160.33989334106445315.4%
Europe (population-weighted)1957high0.36476212739944460.32868301868438725.2%
Europe (population-weighted)1956high0.36554607748985290.32955545186996465.2%
Europe (population-weighted)1977low0.34978878498077390.31538197398185735.2%
Europe (population-weighted)1976best0.376610577106475830.339769721031188965.1%
Europe (population-weighted)1975high0.40943855047225950.369774848222732545.1%
Europe (population-weighted)1976high0.415196865797042850.377102941274642944.8%
Europe (population-weighted)1977best0.39075899124145510.355624109506607064.7%
Europe (population-weighted)1978low0.36695298552513120.334070503711700444.7%
Europe (population-weighted)1979low0.372132718563079830.339816540479660034.5%
Europe (population-weighted)1980low0.375829398632049560.343481987714767464.5%
Europe (population-weighted)1981low0.377188652753829960.34548470377922064.4%
Europe (population-weighted)1930low0.208974644541740420.191582649946212774.3%
Europe (population-weighted)1977high0.4293450415134430.39365252852439884.3%
Europe (population-weighted)1929low0.213924273848533630.19641864299774174.3%
Europe (population-weighted)1983low0.37747004628181460.346611261367797854.3%
Europe (population-weighted)1982low0.377090603113174440.34630820155143744.3%
Europe (population-weighted)1978best0.40828910470008850.37515741586685184.2%
Europe (population-weighted)1984low0.37825694680213930.347624123096466064.2%
Europe (population-weighted)1979best0.4118880629539490.37891525030136114.2%
Europe (population-weighted)1931low0.208739116787910460.192064359784126284.2%
Europe (population-weighted)1916low0.12811882793903350.117909811437129974.1%
~ vdem_multi_with_regions.civsoc_particip_vdem 🟢 median anomaly score 0.79%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatecivsoc_particip_vdem
Africa (population-weighted)1900best0.0940634161233902
Africa (population-weighted)1900high0.13820089399814606
Africa (population-weighted)1900low0.025388076901435852
Africa (population-weighted)1901best0.09523230791091919
Africa (population-weighted)1901high0.13953377306461334
Africa (population-weighted)1901low0.025521183386445045
Oceania (population-weighted)1872best0.52895188331604
Oceania (population-weighted)1872high0.6218307614326477
Oceania (population-weighted)1872low0.46737658977508545
Oceania (population-weighted)1873best0.5320202708244324
Oceania (population-weighted)1873high0.6258060336112976
Oceania (population-weighted)1873low0.46959003806114197
Oceania (population-weighted)1874best0.5350353121757507
Oceania (population-weighted)1874high0.6297340393066406
Oceania (population-weighted)1874low0.4717356860637665
Oceania (population-weighted)1875best0.537995457649231
Oceania (population-weighted)1875high0.633613109588623
Oceania (population-weighted)1875low0.473811537027359
Oceania (population-weighted)1876best0.5408985018730164
Oceania (population-weighted)1876high0.637441098690033
Oceania (population-weighted)1876low0.47581541538238525
Oceania (population-weighted)1877best0.5437428951263428
Oceania (population-weighted)1877high0.6412163376808167
Oceania (population-weighted)1877low0.4777454435825348
Oceania (population-weighted)1878best0.5560654997825623
Oceania (population-weighted)1878high0.6609622240066528
Oceania (population-weighted)1878low0.4895198941230774
Oceania (population-weighted)1879best0.5522764325141907
Oceania (population-weighted)1879high0.65107661485672
Oceania (population-weighted)1879low0.4814951419830322
Oceania (population-weighted)1880best0.5560575723648071
Oceania (population-weighted)1880high0.6557332873344421
Oceania (population-weighted)1880low0.48446130752563477
Oceania (population-weighted)1881best0.5602737069129944
Oceania (population-weighted)1881high0.6607983112335205
Oceania (population-weighted)1881low0.48798006772994995
~ Changed values: 3,094 / 106,164 (2.91%) (3,061 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatecivsoc_particip_vdem -civsoc_particip_vdem +anomaly score
Asia (population-weighted)1833low0.0062270052731037140.0072838631458580497.8%
Asia (population-weighted)1832low0.0062346523627638820.00726476870477199557.6%
Asia (population-weighted)1831low0.006241171620786190.00724629126489162457.5%
Asia (population-weighted)1830low0.006225592922419310.0072210449725389487.4%
Asia (population-weighted)1829low0.0062298332341015340.0072128339670598517.3%
Asia (population-weighted)1828low0.006232917774468660.00720313284546136867.2%
Europe (population-weighted)1973low0.369977563619613650.320650547742843637.1%
Asia (population-weighted)1827low0.0062348460778594020.00719343638047575957.1%
Europe (population-weighted)1972low0.370163589715957640.321071177721023567.1%
Europe (population-weighted)1970low0.369163781404495240.320370227098464977.1%
Europe (population-weighted)1971low0.37025085091590880.32136920094490057.1%
Asia (population-weighted)1826low0.00623679161071777340.007183291949331767.1%
Europe (population-weighted)1949low0.341348201036453250.296581834554672247.0%
Asia (population-weighted)1825low0.0062387539073824880.0071770483627915387.0%
Europe (population-weighted)1969low0.370728671550750730.32239955663681037.0%
Europe (population-weighted)1965low0.34209358692169190.29769489169120796.9%
Europe (population-weighted)1959low0.339877575635910030.295815229415893556.9%
Europe (population-weighted)1963low0.341713160276412960.297422736883163456.9%
Europe (population-weighted)1964low0.34196466207504270.29772055149078376.9%
Europe (population-weighted)1962low0.34181243181228640.29767280817031866.9%
Asia (population-weighted)1824low0.0062407343648374080.00716459378600120546.9%
Europe (population-weighted)1961low0.3420318663120270.298041075468063356.9%
Asia (population-weighted)1802low0.0059007168747484680.00676912022754556.9%
Asia (population-weighted)1803low0.0059087863191962240.0067770960740745076.8%
Europe (population-weighted)1960low0.34250941872596740.298692882061004646.8%
Asia (population-weighted)1804low0.0059174131602048870.006785165984183556.8%
Asia (population-weighted)1805low0.0059265955351293090.0067932540550827986.8%
Europe (population-weighted)1974low0.3773915171623230.32927104830741886.8%
Europe (population-weighted)1958low0.342242598533630370.298604011535644536.8%
Europe (population-weighted)1957low0.343488812446594240.299798071384429936.8%
Asia (population-weighted)1806low0.0059363334439694880.0068010645918548116.8%
Asia (population-weighted)1823low0.0062427320517599580.0071488632820546636.8%
Asia (population-weighted)1807low0.0059466264210641380.00680888583883643156.8%
Europe (population-weighted)1956low0.344309151172637940.300844639539718636.7%
Asia (population-weighted)1808low0.0059574735350906850.0068171215243637566.7%
Asia (population-weighted)1820low0.0062578748911619190.007160531822592026.7%
Asia (population-weighted)1818low0.0062015368603169920.0070936665870249276.7%
Asia (population-weighted)1809low0.0059688757173717020.00682542938739061366.7%
Asia (population-weighted)1817low0.0061832927167415620.0070684421807527546.7%
Asia (population-weighted)1822low0.00624474789947271350.0071383179165422926.7%
Europe (population-weighted)1955low0.345099478960037230.301978379487991336.7%
Asia (population-weighted)1816low0.0061653340235352520.0070436540991067896.6%
Asia (population-weighted)1819low0.0062469681724905970.0071360617876052866.6%
Asia (population-weighted)1810low0.0059839938767254350.0068338527344167236.6%
Asia (population-weighted)1812low0.0060150669887661930.0068679959513247016.6%
Europe (population-weighted)1967low0.351056933403015140.30748403072357186.6%
Asia (population-weighted)1815low0.006147662643343210.0070182937197387226.6%
Asia (population-weighted)1821low0.0062669618055224420.00715398043394088756.6%
Europe (population-weighted)1954low0.345992177724838260.303123712539672856.6%
Europe (population-weighted)1953low0.34598112106323240.30324512720108036.6%
Europe (population-weighted)1966low0.35118225216865540.307816118001937876.6%
Asia (population-weighted)1811low0.005998938810080290.0068434877321124086.6%
Asia (population-weighted)1814low0.00613028137013316150.0069926362484693536.6%
Europe (population-weighted)1975low0.383094757795333860.33593407273292546.6%
Asia (population-weighted)1813low0.0061131925322115420.0069676013663411146.5%
Europe (population-weighted)1952low0.346852034330368040.304392576217651376.5%
Europe (population-weighted)1951low0.347632676362991330.30547052621841436.5%
Europe (population-weighted)1950low0.348256796598434450.306363672018051156.4%
Europe (population-weighted)1976low0.386907011270523070.34043812751770026.4%
Europe (population-weighted)1968low0.364659070968627930.3211505413055426.3%
Europe (population-weighted)1973best0.423705667257308960.377421140670776375.8%
Europe (population-weighted)1972best0.4237331151962280.377654910087585455.7%
Europe (population-weighted)1971best0.424073100090026860.378233075141906745.7%
Europe (population-weighted)1970best0.423182100057601930.37744796276092535.7%
Europe (population-weighted)1979low0.40626943111419680.362789750099182135.7%
Europe (population-weighted)1969best0.428069025278091430.38323441147804265.5%
Europe (population-weighted)1977low0.41146445274353030.368375360965728765.5%
Europe (population-weighted)1963best0.40838134288787840.365776777267456055.5%
Europe (population-weighted)1959best0.40700760483741760.364668488502502445.5%
Europe (population-weighted)1978low0.41263741254806520.36984515190124515.5%
Europe (population-weighted)1962best0.40899878740310670.366608232259750375.5%
Europe (population-weighted)1961best0.40882343053817750.36652174592018135.5%
Europe (population-weighted)1974best0.43416371941566470.389473736286163335.4%
Europe (population-weighted)1960best0.409667402505874630.36758401989936835.4%
Europe (population-weighted)1964best0.407876312732696530.3659803271293645.4%
Asia (population-weighted)1849low0.0083847446367144580.0093425009399652485.4%
Europe (population-weighted)1965best0.40907967090606690.36717319488525395.4%
Europe (population-weighted)1918low0.31073385477066040.27898418903350835.4%
Europe (population-weighted)1949best0.410588711500167850.368746399879455575.4%
Europe (population-weighted)1958best0.410597145557403560.36884510517120365.4%
Europe (population-weighted)1967best0.41235420107841490.37051096558570865.3%
Asia (population-weighted)1848low0.008383263833820820.0093298479914665225.3%
Europe (population-weighted)1957best0.412250488996505740.37049844861030585.3%
Europe (population-weighted)1956best0.41262382268905640.371030718088155.3%
Asia (population-weighted)1847low0.0083960685878992080.0093338182196021085.3%
Europe (population-weighted)1966best0.413732022047042850.372262239456176765.3%
Europe (population-weighted)1982low0.425414919853210450.382857173681259165.3%
Europe (population-weighted)1984low0.42446824908256530.382013797760009775.3%
Asia (population-weighted)1846low0.0083998236805200580.009330580011010175.2%
Europe (population-weighted)1985low0.424599230289459230.38226726651191715.2%
Europe (population-weighted)1983low0.42568963766098020.38327637314796455.2%
Europe (population-weighted)1975best0.43984383344650270.39609315991401675.2%
Asia (population-weighted)1850low0.0083916224539279940.0093118073418736465.2%
Asia (population-weighted)1845low0.0084035480394959450.0093233408406376845.2%
Europe (population-weighted)1955best0.41259431838989260.372189134359359745.1%
Asia (population-weighted)1844low0.008407241664826870.0093197431415319445.1%
Europe (population-weighted)1986low0.427826523780822750.38600444793701175.1%
Europe (population-weighted)1968best0.423899650573730470.38257443904876715.1%
Europe (population-weighted)1919low0.372701376676559450.33649846911430365.1%
Asia (population-weighted)1843low0.0084109073504805560.0093156145885586745.1%
~ vdem_multi_with_regions.equal_rights_vdem 🟢 median anomaly score 0.79%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateequal_rights_vdem
Africa (population-weighted)1900best0.1222839429974556
Africa (population-weighted)1900high0.1814195066690445
Africa (population-weighted)1900low0.041968412697315216
Africa (population-weighted)1901best0.12246038019657135
Africa (population-weighted)1901high0.18163545429706573
Africa (population-weighted)1901low0.04208797588944435
Oceania (population-weighted)1872best0.35804539918899536
Oceania (population-weighted)1872high0.4953669607639313
Oceania (population-weighted)1872low0.24336451292037964
Oceania (population-weighted)1873best0.36179855465888977
Oceania (population-weighted)1873high0.5001545548439026
Oceania (population-weighted)1873low0.24643132090568542
Oceania (population-weighted)1874best0.36558541655540466
Oceania (population-weighted)1874high0.504971981048584
Oceania (population-weighted)1874low0.24954251945018768
Oceania (population-weighted)1875best0.3694066107273102
Oceania (population-weighted)1875high0.509819507598877
Oceania (population-weighted)1875low0.2526990473270416
Oceania (population-weighted)1876best0.37326180934906006
Oceania (population-weighted)1876high0.5146965980529785
Oceania (population-weighted)1876low0.255901038646698
Oceania (population-weighted)1877best0.37715137004852295
Oceania (population-weighted)1877high0.5196033716201782
Oceania (population-weighted)1877low0.2591492235660553
Oceania (population-weighted)1878best0.3810754120349884
Oceania (population-weighted)1878high0.524539589881897
Oceania (population-weighted)1878low0.26244401931762695
Oceania (population-weighted)1879best0.38483673334121704
Oceania (population-weighted)1879high0.529367983341217
Oceania (population-weighted)1879low0.26547884941101074
Oceania (population-weighted)1880best0.38841894268989563
Oceania (population-weighted)1880high0.5340679287910461
Oceania (population-weighted)1880low0.268239825963974
Oceania (population-weighted)1881best0.39180707931518555
Oceania (population-weighted)1881high0.5386204123497009
Oceania (population-weighted)1881low0.2707148492336273
~ Changed values: 3,083 / 106,164 (2.90%) (3,050 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateequal_rights_vdem -equal_rights_vdem +anomaly score
Asia (population-weighted)1832low0.0036068491172045470.0041161961853504186.6%
Asia (population-weighted)1831low0.00360778858885169030.0041172569617629056.6%
Asia (population-weighted)1833low0.00360824982635676860.0041125435382127766.5%
Asia (population-weighted)1835low0.0036110088694840670.004110572859644896.5%
Asia (population-weighted)1834low0.0036096365656703710.0041072801686823376.4%
Asia (population-weighted)1836low0.00361236720345914360.00409422861412167556.3%
Europe (population-weighted)1915low0.31659513711929320.27942454814910896.2%
Asia (population-weighted)1837low0.00361371063627302650.0040893354453146466.2%
Europe (population-weighted)1916low0.31552895903587340.27886915206909186.2%
Asia (population-weighted)1829low0.0050710071809589860.0057375668548047546.2%
Asia (population-weighted)1823low0.0051586809568107130.00583432987332344066.1%
Asia (population-weighted)1828low0.005082806106656790.0057465638965368276.1%
Asia (population-weighted)1822low0.005173867568373680.0058488356880843646.1%
Asia (population-weighted)1827low0.00509797222912311550.0057559492997825156.1%
Europe (population-weighted)1914low0.317245364189147950.28104341030120856.1%
Europe (population-weighted)1913low0.314201861619949340.27844306826591496.0%
Asia (population-weighted)1826low0.0051131430082023140.0057685030624270446.0%
Asia (population-weighted)1838low0.00361503963358700280.0040734112262725836.0%
Asia (population-weighted)1824low0.0051434976048767570.0057828272692859175.9%
Europe (population-weighted)1917low0.319671541452407840.284334778785705575.9%
Asia (population-weighted)1825low0.0051283184438943860.00575377931818366055.7%
Asia (population-weighted)1818low0.0051316437311470510.0057530039921402935.7%
Europe (population-weighted)1912low0.314408957958221440.2805877625942235.7%
Europe (population-weighted)1911low0.31553891301155090.282309770584106455.6%
Asia (population-weighted)1817low0.00515347672626376150.00575465243309736255.5%
Europe (population-weighted)1910low0.31503894925117490.28241601586341865.5%
Asia (population-weighted)1816low0.0051757432520389560.0057565527968108655.3%
Asia (population-weighted)1830low0.0048372778110206130.0053702699951827535.2%
Europe (population-weighted)1915best0.429595291614532470.386966109275817875.2%
Europe (population-weighted)1913best0.428120821714401250.38588705658912665.2%
Europe (population-weighted)1916best0.428528189659118650.386500597000122075.2%
Europe (population-weighted)1909low0.31550642848014830.284876585006713875.1%
Asia (population-weighted)1815low0.0051984502933919430.0057571073994040495.1%
Europe (population-weighted)1914best0.43077638745307920.389305084943771365.1%
Europe (population-weighted)1908low0.314204305410385130.28398525714874275.1%
Europe (population-weighted)1915high0.54600906372070310.49417555332183845.0%
Europe (population-weighted)1907low0.314021587371826170.284408181905746464.9%
Europe (population-weighted)1916high0.54445672035217290.49327856302261354.9%
Europe (population-weighted)1913high0.54854261875152590.497060030698776254.9%
Asia (population-weighted)1814low0.0052216057665646080.0057565267197787764.9%
Europe (population-weighted)1912best0.42853972315788270.388925611972808844.8%
Europe (population-weighted)1914high0.54764211177825930.49733817577362064.8%
Europe (population-weighted)1906low0.314083844423294070.285336285829544074.8%
Europe (population-weighted)1911best0.427576363086700440.38865739107131964.8%
Europe (population-weighted)1905low0.313710868358612060.285449206829071044.7%
Europe (population-weighted)1910best0.42670160531997680.388520598411560064.7%
Europe (population-weighted)1904low0.31371998786926270.28590351343154914.6%
Asia (population-weighted)1813low0.00524521712213754650.005755306687206034.6%
Europe (population-weighted)1917best0.44073072075843810.40196320414543154.6%
Europe (population-weighted)1912high0.5486015081405640.50038164854049684.6%
Europe (population-weighted)1903low0.31354141235351560.286254227161407474.5%
Europe (population-weighted)1911high0.54762125015258790.50012803077697754.5%
Europe (population-weighted)1910high0.54663026332855220.50006318092346194.4%
Europe (population-weighted)1902low0.31355509161949160.28689908981323244.4%
Asia (population-weighted)1835best0.039927098900079730.04361931234598164.4%
Asia (population-weighted)1829best0.0418093837797641750.045674107968807224.4%
Europe (population-weighted)1899low0.27765524387359620.25416925549507144.4%
Asia (population-weighted)1812low0.0052692918106913570.00575398514047265054.4%
Asia (population-weighted)1828best0.0418686978518962860.045714147388935094.4%
Asia (population-weighted)1833best0.039934456348419190.0435907915234565734.4%
Asia (population-weighted)1832best0.039938092231750490.04359339550137524.4%
Europe (population-weighted)1917high0.56058126688003540.5136395096778874.4%
Asia (population-weighted)1823best0.04224165901541710.046100527048110964.4%
Asia (population-weighted)1834best0.03993079438805580.04357838258147244.4%
Europe (population-weighted)1909best0.42675101757049560.391126692295074464.4%
Asia (population-weighted)1822best0.0423177443444728850.046165615320205694.3%
Asia (population-weighted)1827best0.0419422984123230.0457560084760189064.3%
Asia (population-weighted)1831best0.0399540625512599950.043581385165452964.3%
Europe (population-weighted)1901low0.313769549131393430.287683516740798954.3%
Asia (population-weighted)1826best0.0420163944363594060.0458116680383682254.3%
Europe (population-weighted)1898low0.27764990925788880.254708051681518554.3%
Asia (population-weighted)1836best0.039923369884490970.043496049940586094.3%
Europe (population-weighted)1908best0.42674472928047180.391785293817520144.3%
Europe (population-weighted)1900low0.31380471587181090.288311809301376344.2%
Europe (population-weighted)1897low0.27765136957168580.255136072635650634.2%
Asia (population-weighted)1837best0.039919607341289520.043436393141746524.2%
Asia (population-weighted)1830best0.0413860417902469640.045030038803815844.2%
Asia (population-weighted)1824best0.042166072875261310.0458769164979457864.2%
Europe (population-weighted)1896low0.277654826641082760.255340725183486944.2%
Asia (population-weighted)1811low0.0052911359816789630.0057526072487235074.2%
Europe (population-weighted)1895low0.27766028046607970.255412161350250244.2%
Europe (population-weighted)1907best0.426796466112136840.392605572938919074.2%
Asia (population-weighted)1825best0.042090985924005510.045750096440315254.2%
Oceania (population-weighted)1929low0.404580175876617430.37236773967742924.1%
Oceania (population-weighted)1918low0.39457777142524720.363171190023422244.1%
Europe (population-weighted)1894low0.2776677608489990.255581438541412354.1%
Oceania (population-weighted)1928low0.40433201193809510.372215032577514654.1%
Europe (population-weighted)1909high0.54625427722930910.50287455320358284.1%
Asia (population-weighted)1862low0.0191082488745450970.0175951607525348664.1%
Europe (population-weighted)1905best0.422755479812622070.389390587806701664.1%
Oceania (population-weighted)1930low0.40447369217872620.372600615024566654.1%
Europe (population-weighted)1893low0.27767723798751830.25579693913459784.1%
Europe (population-weighted)1906best0.425605803728103640.392130643129348754.1%
Asia (population-weighted)1838best0.039915811270475390.043317966163158424.1%
Asia (population-weighted)1810low0.00531071610748767850.00576211232692003254.1%
Oceania (population-weighted)1927low0.40372455120086670.372144281864166264.1%
Europe (population-weighted)1892low0.277688741683959960.25609481334686284.0%
Europe (population-weighted)1904best0.42257109284400940.38973534107208254.0%
Oceania (population-weighted)1931low0.40401428937911990.372644722461700444.0%
Europe (population-weighted)1908high0.54683697223663330.50442516803741464.0%
~ vdem_multi_with_regions.civ_libs_vdem 🟢 median anomaly score 0.78%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateciv_libs_vdem
Africa (population-weighted)1900best0.12580883502960205
Africa (population-weighted)1900high0.1479140818119049
Africa (population-weighted)1900low0.10031694173812866
Africa (population-weighted)1901best0.12781742215156555
Africa (population-weighted)1901high0.15022920072078705
Africa (population-weighted)1901low0.10240509361028671
Oceania (population-weighted)1872best0.5637946724891663
Oceania (population-weighted)1872high0.5968634486198425
Oceania (population-weighted)1872low0.5420602560043335
Oceania (population-weighted)1873best0.5685549974441528
Oceania (population-weighted)1873high0.6018319725990295
Oceania (population-weighted)1873low0.5466799139976501
Oceania (population-weighted)1874best0.5733205676078796
Oceania (population-weighted)1874high0.6068031191825867
Oceania (population-weighted)1874low0.551306426525116
Oceania (population-weighted)1875best0.5780910849571228
Oceania (population-weighted)1875high0.6117764711380005
Oceania (population-weighted)1875low0.5559395551681519
Oceania (population-weighted)1876best0.5828654170036316
Oceania (population-weighted)1876high0.6167507171630859
Oceania (population-weighted)1876low0.5605781674385071
Oceania (population-weighted)1877best0.587643027305603
Oceania (population-weighted)1877high0.62172532081604
Oceania (population-weighted)1877low0.5652218461036682
Oceania (population-weighted)1878best0.592423141002655
Oceania (population-weighted)1878high0.6266993880271912
Oceania (population-weighted)1878low0.569869875907898
Oceania (population-weighted)1879best0.5972800254821777
Oceania (population-weighted)1879high0.6317753195762634
Oceania (population-weighted)1879low0.5745792984962463
Oceania (population-weighted)1880best0.6021937727928162
Oceania (population-weighted)1880high0.636932373046875
Oceania (population-weighted)1880low0.5793307423591614
Oceania (population-weighted)1881best0.6071453094482422
Oceania (population-weighted)1881high0.6421506404876709
Oceania (population-weighted)1881low0.5841057300567627
~ Changed values: 3,093 / 106,164 (2.91%) (3,060 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateciv_libs_vdem -civ_libs_vdem +anomaly score
Europe (population-weighted)1949low0.41912302374839780.375693529844284065.5%
Europe (population-weighted)1952low0.42329064011573790.37974208593368535.4%
Europe (population-weighted)1953low0.42367944121360780.380103141069412235.4%
Europe (population-weighted)1951low0.424416571855545040.381354033946990975.3%
Europe (population-weighted)1950low0.42401969432830810.3810022771358495.3%
Europe (population-weighted)1949best0.444777160882949830.400149762630462655.3%
Europe (population-weighted)1953best0.449735760688781740.405842304229736335.1%
Europe (population-weighted)1952best0.449000865221023560.40542450547218325.1%
Europe (population-weighted)1950best0.44892078638076780.405715078115463265.1%
Europe (population-weighted)1949high0.47119450569152830.42588222026824955.1%
Europe (population-weighted)1951best0.449636697769165040.4064466357231145.0%
Europe (population-weighted)1952high0.47475877404212950.430236965417861944.9%
Europe (population-weighted)1953high0.47573435306549070.43133163452148444.9%
Europe (population-weighted)1951high0.47576341032981870.43137037754058844.9%
Europe (population-weighted)1950high0.475638568401336670.431301444768905644.9%
Europe (population-weighted)1954low0.44527885317802430.40475076436996464.8%
Europe (population-weighted)1955low0.44641527533531190.40597894787788394.7%
Europe (population-weighted)1956low0.453639298677444460.413686454296112064.6%
Europe (population-weighted)1954best0.476465791463851930.43599006533622744.4%
Europe (population-weighted)1955best0.47681099176406860.43632993102073674.4%
Europe (population-weighted)1959low0.463088333606719970.423816651105880744.4%
Europe (population-weighted)1957low0.46303254365921020.42383444309234624.4%
Europe (population-weighted)1958low0.463917881250381470.424807280302047734.4%
Europe (population-weighted)1960low0.46493774652481080.4265218973159794.3%
Europe (population-weighted)1956best0.482305496931076050.442637711763381964.3%
Europe (population-weighted)1954high0.50615930557250980.46592518687248234.1%
Europe (population-weighted)1955high0.50705188512802120.46689766645431524.1%
Europe (population-weighted)1961low0.46546769142150880.42863082885742194.1%
Europe (population-weighted)1972low0.48178511857986450.44404453039169314.1%
Europe (population-weighted)1959best0.493996828794479370.45530989766120914.1%
Europe (population-weighted)1970low0.48123994469642640.443553954362869264.1%
Europe (population-weighted)1958best0.4938252270221710.45515611767768864.1%
Europe (population-weighted)1957best0.494290232658386230.455715030431747444.1%
Europe (population-weighted)1973low0.48395255208015440.446223795413970954.1%
Europe (population-weighted)1971low0.48199558258056640.444438010454177864.1%
Europe (population-weighted)1960best0.49532261490821840.45702615380287174.0%
Europe (population-weighted)1962low0.46863424777984620.43255564570426944.0%
Europe (population-weighted)1956high0.51437288522720340.474841535091400154.0%
Europe (population-weighted)1968low0.477535039186477660.44113528728485114.0%
Europe (population-weighted)1967low0.47720646858215330.440933793783187874.0%
Europe (population-weighted)1969low0.479142844676971440.44277328252792363.9%
Europe (population-weighted)1963low0.47711545228958130.4413413703441623.9%
Europe (population-weighted)1964low0.47759568691253660.441851824522018433.9%
Europe (population-weighted)1965low0.478790163993835450.44305691123008733.9%
Europe (population-weighted)1966low0.480233192443847660.44452995061874393.9%
Europe (population-weighted)1957high0.52435719966888430.485718846321105963.8%
Europe (population-weighted)1974low0.4936086833477020.457274079322814943.8%
Europe (population-weighted)1959high0.5250249505043030.486433327198028563.8%
Europe (population-weighted)1973best0.51102489233016970.47352570295333863.8%
Europe (population-weighted)1961best0.49602034687995910.45966467261314393.8%
Europe (population-weighted)1958high0.52564722299575810.487170398235321043.8%
Europe (population-weighted)1972best0.51022040843963620.47299629449844363.8%
Europe (population-weighted)1970best0.50960260629653930.472613245248794563.8%
Europe (population-weighted)1971best0.51109784841537480.47413682937622073.8%
Europe (population-weighted)1960high0.52635705471038820.488468348979949953.7%
Europe (population-weighted)1962best0.49762368202209470.46194890141487123.7%
Oceania (population-weighted)1882low0.58888596296310420.54691791534423833.7%
Oceania (population-weighted)1882best0.61211580038070680.56855338811874393.7%
Oceania (population-weighted)1882high0.64741033315658570.60143363475799563.7%
Europe (population-weighted)1969best0.5073013901710510.47138208150863653.7%
Europe (population-weighted)1968best0.50707340240478520.471296370029449463.7%
Europe (population-weighted)1967best0.50640559196472170.470697909593582153.7%
Asia (population-weighted)1860low0.13802957534790040.128327295184135443.6%
Europe (population-weighted)1963best0.50548636913299560.470147848129272463.6%
Europe (population-weighted)1964best0.50594061613082890.47060945630073553.6%
Europe (population-weighted)1975low0.50290489196777340.46795147657394413.6%
Europe (population-weighted)1965best0.50776487588882450.47254171967506413.6%
Europe (population-weighted)1966best0.50900197029113770.4737936258316043.6%
Europe (population-weighted)1974best0.5210130810737610.485038965940475463.6%
Europe (population-weighted)1972high0.53893136978149410.50192850828170783.6%
Europe (population-weighted)1973high0.54154145717620850.50442618131637573.5%
Europe (population-weighted)1961high0.52673256397247310.490683019161224373.5%
Asia (population-weighted)1861low0.138828933238983150.129364863038063053.5%
Europe (population-weighted)1970high0.53943580389022830.50269818305969243.5%
Europe (population-weighted)1971high0.5397474169731140.50299185514450073.5%
Europe (population-weighted)1962high0.52973663806915280.49440607428550723.4%
Europe (population-weighted)1968high0.53682553768157960.501159667968753.4%
Europe (population-weighted)1976low0.50949090719223020.475643932819366463.4%
Europe (population-weighted)1969high0.53789675235748290.50220519304275513.4%
Europe (population-weighted)1967high0.53641504049301150.50084936618804933.4%
Europe (population-weighted)1930low0.458663344383239750.428317725658416753.4%
Europe (population-weighted)1931low0.47282791137695310.44166150689125063.4%
Europe (population-weighted)1963high0.53596609830856320.50075453519821173.4%
Asia (population-weighted)1862low0.139162763953208920.130038186907768253.4%
Europe (population-weighted)1964high0.53633922338485720.50119149684906013.4%
Oceania (population-weighted)1883low0.59365355968475340.55486434698104863.4%
Oceania (population-weighted)1883best0.61708652973175050.57682120800018313.4%
Oceania (population-weighted)1883high0.65269184112548830.61019080877304083.4%
Europe (population-weighted)1965high0.53851735591888430.5035288929939273.4%
Europe (population-weighted)1929low0.46533814072608950.43513083457946783.4%
Europe (population-weighted)1975best0.53130763769149780.49684724211692813.4%
Europe (population-weighted)1966high0.53971153497695920.50473564863204963.3%
Europe (population-weighted)1974high0.55152124166488650.51584535837173463.3%
Europe (population-weighted)1930best0.490373015403747560.458735525608062743.3%
Europe (population-weighted)1931best0.50560265779495240.47310891747474673.3%
Europe (population-weighted)1932low0.47544473409652710.44518437981605533.3%
Europe (population-weighted)1930high0.52406024932861330.49081346392631533.3%
Europe (population-weighted)1931high0.53825825452804570.50414001941680913.3%
Europe (population-weighted)1913low0.50730389356613160.47524082660675053.3%
Asia (population-weighted)1859low0.128534406423568730.120455220341682433.2%
~ vdem_multi_with_regions.pol_libs_vdem 🟢 median anomaly score 0.77%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatepol_libs_vdem
Africa (population-weighted)1900best0.11318835616111755
Africa (population-weighted)1900high0.14315971732139587
Africa (population-weighted)1900low0.07582808285951614
Africa (population-weighted)1901best0.11501286178827286
Africa (population-weighted)1901high0.14542275667190552
Africa (population-weighted)1901low0.07719267904758453
Oceania (population-weighted)1872best0.6054489612579346
Oceania (population-weighted)1872high0.6366870403289795
Oceania (population-weighted)1872low0.5820996165275574
Oceania (population-weighted)1873best0.6102467775344849
Oceania (population-weighted)1873high0.6417269110679626
Oceania (population-weighted)1873low0.5866922736167908
Oceania (population-weighted)1874best0.6150371432304382
Oceania (population-weighted)1874high0.6467587351799011
Oceania (population-weighted)1874low0.5912768840789795
Oceania (population-weighted)1875best0.6198194622993469
Oceania (population-weighted)1875high0.6517818570137024
Oceania (population-weighted)1875low0.5958529114723206
Oceania (population-weighted)1876best0.624592125415802
Oceania (population-weighted)1876high0.6567946672439575
Oceania (population-weighted)1876low0.6004188656806946
Oceania (population-weighted)1877best0.6293545365333557
Oceania (population-weighted)1877high0.6617963314056396
Oceania (population-weighted)1877low0.6049740314483643
Oceania (population-weighted)1878best0.6341054439544678
Oceania (population-weighted)1878high0.6667857766151428
Oceania (population-weighted)1878low0.6095172166824341
Oceania (population-weighted)1879best0.6390298008918762
Oceania (population-weighted)1879high0.6719591021537781
Oceania (population-weighted)1879low0.6142330169677734
Oceania (population-weighted)1880best0.6441079378128052
Oceania (population-weighted)1880high0.6772958040237427
Oceania (population-weighted)1880low0.6191025972366333
Oceania (population-weighted)1881best0.6493204832077026
Oceania (population-weighted)1881high0.6827754378318787
Oceania (population-weighted)1881low0.6241073608398438
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatepol_libs_vdem -pol_libs_vdem +anomaly score
Europe (population-weighted)1973low0.403792440891265870.360807955265045175.6%
Europe (population-weighted)1972low0.405750751495361330.36333858966827395.5%
Europe (population-weighted)1971low0.40573877096176150.363512724637985235.5%
Europe (population-weighted)1970low0.404411852359771730.36264324188232425.4%
Europe (population-weighted)1968low0.39817178249359130.35768073797225955.4%
Europe (population-weighted)1967low0.398469835519790650.35821583867073065.3%
Europe (population-weighted)1969low0.400607496500015260.360230058431625375.3%
Europe (population-weighted)1961low0.39500498771667480.355328828096389775.3%
Europe (population-weighted)1966low0.3986593484878540.358618766069412235.3%
Europe (population-weighted)1965low0.39841744303703310.358533263206481935.3%
Europe (population-weighted)1974low0.41355973482131960.372174382209777835.3%
Europe (population-weighted)1960low0.395228922367095950.355702370405197145.3%
Europe (population-weighted)1963low0.398670136928558350.358987092971801765.2%
Europe (population-weighted)1964low0.39889374375343320.359248012304306035.2%
Europe (population-weighted)1959low0.39461532235145570.355399638414382935.2%
Europe (population-weighted)1949low0.39163616299629210.35316973924636845.2%
Europe (population-weighted)1958low0.396412342786788940.35755896568298345.2%
Europe (population-weighted)1973best0.434411019086837770.3919478654861455.1%
Europe (population-weighted)1951low0.395469129085540770.356999069452285775.1%
Europe (population-weighted)1953low0.393975079059600830.355751484632492075.1%
Europe (population-weighted)1972best0.434811443090438840.392678081989288335.1%
Europe (population-weighted)1954low0.393183499574661250.355146944522857675.1%
Europe (population-weighted)1957low0.39815729856491090.359651029109954835.1%
Europe (population-weighted)1955low0.39401143789291380.35595387220382695.1%
Europe (population-weighted)1950low0.396074205636978150.35787597298622135.1%
Europe (population-weighted)1956low0.39776822924613950.3594709336757665.1%
Europe (population-weighted)1962low0.394301235675811770.356339603662490845.1%
Europe (population-weighted)1970best0.434372812509536740.39257371425628665.1%
Europe (population-weighted)1971best0.43536496162414550.393487244844436655.1%
Europe (population-weighted)1952low0.393765002489089970.356218278408050545.0%
Europe (population-weighted)1949best0.41946965456008910.37970459461212165.0%
Europe (population-weighted)1969best0.43081125617027280.39022222161293034.9%
Europe (population-weighted)1967best0.42965582013130190.38931155204772954.9%
Europe (population-weighted)1968best0.43095174431800840.39058914780616764.9%
Europe (population-weighted)1973high0.46377342939376830.42061525583267214.9%
Europe (population-weighted)1966best0.43056502938270570.390525609254837044.9%
Europe (population-weighted)1953best0.42270216345787050.38346499204635624.9%
Europe (population-weighted)1975low0.42634406685829160.386817425489425664.9%
Europe (population-weighted)1965best0.430707484483718870.39087107777595524.8%
Europe (population-weighted)1951best0.422235786914825440.383222192525863654.8%
Europe (population-weighted)1974best0.444587200880050660.403606235980987554.8%
Europe (population-weighted)1972high0.464317768812179570.4215373098850254.8%
Europe (population-weighted)1949high0.450515896081924440.40902009606361394.8%
Europe (population-weighted)1963best0.430772900581359860.39110192656517034.8%
Europe (population-weighted)1961best0.42831298708915710.388905674219131474.8%
Europe (population-weighted)1964best0.431191474199295040.39158940315246584.8%
Europe (population-weighted)1960best0.428134590387344360.38881701231002814.8%
Europe (population-weighted)1959best0.426758170127868650.387607783079147344.8%
Europe (population-weighted)1952best0.421108782291412350.38248437643051154.8%
Europe (population-weighted)1950best0.422943264245986940.38420584797859194.8%
Europe (population-weighted)1971high0.464783996343612670.42224749922752384.8%
Europe (population-weighted)1970high0.463635057210922240.421365231275558474.8%
Europe (population-weighted)1958best0.4283229708671570.3894967734813694.7%
Europe (population-weighted)1954best0.42529541254043580.386803150177001954.7%
Europe (population-weighted)1955best0.4261052608489990.387596100568771364.7%
Europe (population-weighted)1969high0.46087083220481870.419397622346878054.7%
Europe (population-weighted)1967high0.459222793579101560.417929828166961674.7%
Europe (population-weighted)1956best0.428309530019760130.38990619778633124.7%
Europe (population-weighted)1957best0.429929286241531370.39142453670501714.7%
Europe (population-weighted)1953high0.45181977748870850.411372750997543334.7%
Europe (population-weighted)1951high0.45109626650810240.410877913236618044.7%
Europe (population-weighted)1962best0.42708069086074830.38901090621948244.7%
Europe (population-weighted)1968high0.46200120449066160.42088803648948674.7%
Europe (population-weighted)1966high0.46070009469985960.41978859901428224.6%
Europe (population-weighted)1952high0.450033158063888550.410109102725982674.6%
Europe (population-weighted)1965high0.460069596767425540.419257402420043954.6%
Europe (population-weighted)1961high0.458015918731689450.417501181364059454.6%
Europe (population-weighted)1950high0.45194953680038450.41202744841575624.6%
Europe (population-weighted)1960high0.457988083362579350.41758221387863164.6%
Europe (population-weighted)1976low0.43220520019531250.394116938114166264.6%
Europe (population-weighted)1963high0.460811406373977660.42022299766540534.6%
Europe (population-weighted)1964high0.461198240518569950.42070704698562624.6%
Europe (population-weighted)1974high0.475309431552886960.43393108248710634.6%
Europe (population-weighted)1959high0.45821535587310790.418364197015762334.5%
Europe (population-weighted)1962high0.4590371847152710.419378727674484254.5%
Europe (population-weighted)1975best0.456700980663299560.41749036312103274.5%
Europe (population-weighted)1956high0.460195511579513550.420703083276748664.5%
Europe (population-weighted)1954high0.456972569227218630.41777840256690984.5%
Europe (population-weighted)1958high0.46027940511703490.42082288861274724.5%
Europe (population-weighted)1955high0.457663983106613160.41843622922897344.5%
Europe (population-weighted)1806low0.090383395552635190.09881640225648884.5%
Europe (population-weighted)1957high0.46147543191909790.42228522896766664.4%
Europe (population-weighted)1805low0.090623959898948670.098859488964080814.3%
Europe (population-weighted)1976best0.462875455617904660.42493835091590884.3%
Europe (population-weighted)1975high0.487394392490386960.44778448343276984.2%
Europe (population-weighted)1804low0.09144349396228790.099402114748954774.2%
Europe (population-weighted)1800low0.089638158679008480.097340278327465064.1%
Europe (population-weighted)1803low0.090882830321788790.098611786961555484.1%
Europe (population-weighted)1977low0.449826538562774660.414584845304489144.1%
Europe (population-weighted)1801low0.090550199151039120.098189368844032294.0%
Europe (population-weighted)1976high0.494265705347061160.455919206142425544.0%
Europe (population-weighted)1802low0.090716138482093810.098279252648353584.0%
Europe (population-weighted)1930low0.426956534385681150.394590735435485843.9%
Europe (population-weighted)1929low0.43825110793113710.405723571777343753.9%
Europe (population-weighted)1931low0.45466738939285280.42097184062004093.8%
Europe (population-weighted)1977best0.48083597421646120.445688277482986453.8%
Europe (population-weighted)1978low0.46923732757568360.435088008642196663.8%
Europe (population-weighted)1979low0.47362089157104490.43921649456024173.8%
Europe (population-weighted)1930best0.46851533651351930.4345668554306033.8%
Europe (population-weighted)1931best0.496805995702743530.461554527282714843.7%
~ vdem_multi_with_regions.regelect_vdem 🟢 median anomaly score 0.75%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateregelect_vdem
Africa (population-weighted)1900best0.03575656935572624
Africa (population-weighted)1900high0.048996903002262115
Africa (population-weighted)1900low0.016297336667776108
Africa (population-weighted)1901best0.03605301305651665
Africa (population-weighted)1901high0.04937151074409485
Africa (population-weighted)1901low0.016473999246954918
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 3,038 / 106,164 (2.86%) (3,005 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateregelect_vdem -regelect_vdem +anomaly score
Europe (population-weighted)1969low0.289520591497421260.2249384671449661313%
Europe (population-weighted)1968low0.28939595818519590.2250313311815261813%
Europe (population-weighted)1967low0.28931218385696410.2251445800065994312%
Europe (population-weighted)1966low0.28918486833572390.2251921594142913812%
Europe (population-weighted)1965low0.28902909159660340.2252073287963867212%
Europe (population-weighted)1964low0.28890171647071840.2252292484045028712%
Europe (population-weighted)1963low0.289657682180404660.226217135787010212%
Europe (population-weighted)1962low0.28965979814529420.2263367027044296312%
Europe (population-weighted)1961low0.289731800556182860.2265076488256454512%
Europe (population-weighted)1959low0.289700359106063840.2266253083944320712%
Europe (population-weighted)1960low0.29001018404960630.2268970757722854612%
Europe (population-weighted)1958low0.290198057889938350.2272465527057647712%
Europe (population-weighted)1957low0.29082310199737550.2279937267303466812%
Europe (population-weighted)1956low0.291411548852920530.2287339568138122612%
Europe (population-weighted)1955low0.291989862918853760.2294802814722061212%
Europe (population-weighted)1954low0.292600005865097050.2302608937025070212%
Europe (population-weighted)1953low0.293215870857238770.231055617332458512%
Europe (population-weighted)1952low0.29376876354217530.231804773211479212%
Europe (population-weighted)1951low0.29430520534515380.2325811833143234312%
Europe (population-weighted)1950low0.294770121574401860.2332643121480941812%
Europe (population-weighted)1949low0.292538672685623170.231559842824935912%
Europe (population-weighted)1969best0.33375301957130430.274452209472656259.8%
Europe (population-weighted)1968best0.33359873294830320.274513721466064459.7%
Europe (population-weighted)1967best0.33349046111106870.274603784084320079.7%
Europe (population-weighted)1966best0.33335179090499880.274644792079925549.7%
Europe (population-weighted)1965best0.333196401596069340.274667084217071539.6%
Europe (population-weighted)1964best0.333068251609802250.27469721436500559.6%
Europe (population-weighted)1963best0.333433717489242550.275254368782043469.6%
Europe (population-weighted)1962best0.33342126011848450.27537128329277049.5%
Europe (population-weighted)1961best0.333472967147827150.275535911321649.5%
Europe (population-weighted)1959best0.33338341116905210.275624424219131479.5%
Europe (population-weighted)1960best0.33371964097023010.275907844305038459.5%
Europe (population-weighted)1958best0.33384805917739870.27622914314270029.4%
Europe (population-weighted)1957best0.33443778753280640.27695941925048839.4%
Europe (population-weighted)1956best0.33498075604438780.2776688337326059.4%
Europe (population-weighted)1955best0.335512608289718630.2783822715282449.3%
Europe (population-weighted)1954best0.336083650588989260.27913919091224679.3%
Europe (population-weighted)1953best0.336065798997879030.27923169732093819.2%
Europe (population-weighted)1952best0.33659046888351440.27996757626533519.2%
Europe (population-weighted)1973low0.34529960155487060.287256747484207159.2%
Europe (population-weighted)1974low0.344554483890533450.28668573498725899.2%
Europe (population-weighted)1949best0.33570179343223570.27933073043823249.2%
Asia (population-weighted)1902low0.00313217286020517350.0037640170194208629.2%
Europe (population-weighted)1972low0.34543764591217040.28762865066528329.1%
Europe (population-weighted)1951best0.33709177374839780.280719488859176649.1%
Europe (population-weighted)1971low0.34550622105598450.28790882229804999.1%
Europe (population-weighted)1970low0.344746977090835570.28729051351547249.1%
Europe (population-weighted)1950best0.337520897388458250.281378954648971569.1%
Europe (population-weighted)1976low0.345318377017974850.28806027770042429.0%
Europe (population-weighted)1975low0.34633386135101320.288961887359619149.0%
Europe (population-weighted)1979low0.34523355960845950.28861302137374888.9%
Europe (population-weighted)1978low0.345979571342468260.289256393909454358.9%
Europe (population-weighted)1977low0.34683009982109070.29000511765480048.9%
Asia (population-weighted)1903low0.0032165970187634230.00378820183686912068.2%
Europe (population-weighted)1969high0.37570947408676150.321236342191696177.8%
Europe (population-weighted)1968high0.37552189826965330.32126045227050787.8%
Europe (population-weighted)1967high0.375384241342544560.32131975889205937.8%
Europe (population-weighted)1966high0.37523588538169860.321353852748870857.7%
Europe (population-weighted)1965high0.3750910162925720.321392357349395757.7%
Europe (population-weighted)1964high0.37497437000274660.32144215703010567.7%
Europe (population-weighted)1963high0.37543526291847230.32211735844612127.6%
Europe (population-weighted)1962high0.375443100929260250.322268396615982067.6%
Europe (population-weighted)1961high0.37551760673522950.322472542524337777.6%
Europe (population-weighted)1960high0.375788718461990360.32288756966590887.6%
Europe (population-weighted)1959high0.375409156084060670.32257005572319037.6%
Europe (population-weighted)1958high0.375904053449630740.323226809501647957.5%
Europe (population-weighted)1957high0.376530170440673830.32401818037033087.5%
Europe (population-weighted)1949high0.37820485234260560.3256327807903297.5%
Europe (population-weighted)1956high0.37709793448448180.32477334141731267.5%
Europe (population-weighted)1955high0.377651005983352660.32552763819694527.4%
Europe (population-weighted)1953high0.377751827239990230.3258957564830787.4%
Europe (population-weighted)1954high0.37824913859367370.32633289694786077.4%
Europe (population-weighted)1952high0.37830528616905210.326680094003677377.3%
Europe (population-weighted)1951high0.37879988551139830.32747468352317817.3%
Europe (population-weighted)1950high0.379244029521942140.328165858983993537.2%
Asia (population-weighted)1904low0.0033043841831386090.0038120227400213487.1%
Europe (population-weighted)1973best0.39573431015014650.343791484832763677.0%
Europe (population-weighted)1974best0.395003199577331540.34319919347763067.0%
Europe (population-weighted)1972best0.395877003669738770.344172745943069467.0%
Europe (population-weighted)1971best0.395943880081176760.344456851482391367.0%
Europe (population-weighted)1970best0.395327955484390260.34400305151939396.9%
Europe (population-weighted)1976best0.395861417055130.3446103334426886.9%
Europe (population-weighted)1975best0.39687043428421020.34553894400596626.9%
Europe (population-weighted)1979best0.39524060487747190.34446540474891666.9%
Europe (population-weighted)1978best0.39599218964576720.345143735408782966.9%
Europe (population-weighted)1977best0.39684835076332090.345928966999053966.9%
Asia (population-weighted)1800low0.00039245237712748350.00044590025208890446.4%
Europe (population-weighted)1919low0.33101087808609010.29164338111877446.3%
Asia (population-weighted)1905low0.0052510509267449380.00594254257157444956.2%
Asia (population-weighted)1801low0.00039315939648076890.000444772100308916.2%
Europe (population-weighted)1931low0.33789595961570740.29903611540794376.1%
Asia (population-weighted)1823low0.000390169181628152730.00044085676199756566.1%
Asia (population-weighted)1822low0.00039178036968223750.00044256905675865716.1%
Europe (population-weighted)1989low0.41076859831810.36386856436729436.1%
Europe (population-weighted)1980low0.41547426581382750.368071168661117556.0%
Europe (population-weighted)1981low0.41502812504768370.367711305618286136.0%
Asia (population-weighted)1829low0.000380938203306868670.00042993211536668246.0%
Asia (population-weighted)1830low0.00037988895201124250.000428704544901847846.0%
Asia (population-weighted)1828low0.00038224438321776690.00043120770715177066.0%
Europe (population-weighted)1988low0.41221091151237490.36540856957435616.0%
~ vdem_multi_with_regions.wom_emp_vdem 🟢 median anomaly score 0.71%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatewom_emp_vdem
Africa (population-weighted)1900best0.07808192074298859
Africa (population-weighted)1900high0.09924441576004028
Africa (population-weighted)1900low0.04876452311873436
Africa (population-weighted)1901best0.07846636325120926
Africa (population-weighted)1901high0.10009157657623291
Africa (population-weighted)1901low0.049483854323625565
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,995 / 106,164 (1.88%) (1,962 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatewom_emp_vdem -wom_emp_vdem +anomaly score
World (population-weighted)1801low0.071241669356822970.066060274839401253.8%
World (population-weighted)1800low0.070430368185043330.065346695482730873.7%
World (population-weighted)1799low0.069880187511444090.065193139016628273.5%
World (population-weighted)1800best0.093776196241378780.087823383510112763.3%
World (population-weighted)1801best0.093935459852218630.088020123541355133.3%
Oceania (population-weighted)1929low0.403576940298080440.378604859113693243.2%
Oceania (population-weighted)1928low0.40345564484596250.37849649786949163.2%
Oceania (population-weighted)1918low0.35594376921653750.334018677473068243.2%
Oceania (population-weighted)1930low0.40630421042442320.381406396627426153.2%
Oceania (population-weighted)1927low0.40288096666336060.37821280956268313.2%
Oceania (population-weighted)1923low0.376494705677032470.353521078824996953.1%
World (population-weighted)1798low0.069778487086296080.065527997910976413.1%
Oceania (population-weighted)1924low0.37691512703895570.35396352410316473.1%
Oceania (population-weighted)1922low0.374887019395828250.352079033851623543.1%
Oceania (population-weighted)1925low0.37732052803039550.354465425014495853.1%
Oceania (population-weighted)1926low0.37872198224067690.3558132052421573.1%
Oceania (population-weighted)1921low0.375578552484512330.352866351604461673.1%
Oceania (population-weighted)1931low0.40585741400718690.38137841224670413.1%
Oceania (population-weighted)1920low0.37437000870704650.35185503959655763.1%
World (population-weighted)1802low0.072272621095180510.067930594086647033.1%
World (population-weighted)1799best0.09270442277193070.087158426642417913.1%
World (population-weighted)1803low0.0729568824172020.068612255156040193.1%
Oceania (population-weighted)1919low0.362248629331588750.34082496166229253.0%
Oceania (population-weighted)1917low0.35436037182807920.333442926406860353.0%
Oceania (population-weighted)1932low0.405965983867645260.38203260302543643.0%
World (population-weighted)1804low0.073183372616767880.068873956799507143.0%
World (population-weighted)1805low0.073158927261829380.068893842399120333.0%
World (population-weighted)1801high0.115619599819183350.108907893300056463.0%
World (population-weighted)1806low0.073134630918502810.068897187709808353.0%
World (population-weighted)1800high0.114747487008571620.108117885887622833.0%
World (population-weighted)1807low0.073129370808601380.068933002650737763.0%
Oceania (population-weighted)1933low0.407123267650604250.38393127918243412.9%
World (population-weighted)1808low0.07310557365417480.068957574665546422.9%
World (population-weighted)1809low0.073186814785003660.069071151316165922.9%
World (population-weighted)1810low0.073242455720901490.069179736077785492.9%
Oceania (population-weighted)1929best0.47035923600196840.444442838430404662.8%
Oceania (population-weighted)1928best0.47023370862007140.444330006837844852.8%
Oceania (population-weighted)1934low0.40706011652946470.384709775447845462.8%
Oceania (population-weighted)1916low0.35272842645645140.333386242389678962.8%
World (population-weighted)1811low0.072731792926788330.068745374679565432.8%
World (population-weighted)1799high0.113299749791622160.107095755636692052.8%
Oceania (population-weighted)1930best0.47452744841575620.44858589768409732.8%
World (population-weighted)1797low0.069670446217060090.065862692892551422.8%
World (population-weighted)1798best0.092569328844547270.087516121566295622.8%
Oceania (population-weighted)1927best0.469141513109207150.443566530942916872.8%
World (population-weighted)1816low0.071988523006439210.068074740469455722.8%
World (population-weighted)1820low0.072264574468135830.068343207240104682.8%
Oceania (population-weighted)1918best0.422506511211395260.399618119001388552.8%
World (population-weighted)1814low0.072901263833045960.068951994180679322.8%
World (population-weighted)1812low0.071867980062961580.06797622144222262.8%
World (population-weighted)1815low0.072106182575225830.068202227354049682.8%
Oceania (population-weighted)1923best0.43997359275817870.41624432802200322.8%
Oceania (population-weighted)1931best0.47406804561614990.44855201244354252.8%
Oceania (population-weighted)1924best0.44039911031723020.416697531938552862.8%
Oceania (population-weighted)1922best0.43903046846389770.415405631065368652.8%
World (population-weighted)1813low0.072752870619297030.06883916258811952.8%
World (population-weighted)1819low0.072301082313060760.068421348929405212.8%
Oceania (population-weighted)1925best0.440809816122055050.417206376791000372.8%
Oceania (population-weighted)1926best0.441374838352203370.417789161205291752.7%
Oceania (population-weighted)1921best0.43820598721504210.414796948432922362.7%
Oceania (population-weighted)1920best0.437313616275787350.4141143858432772.7%
World (population-weighted)1818low0.072392173111438750.068557396531105042.7%
World (population-weighted)1822low0.072171337902545930.06835041940212252.7%
World (population-weighted)1823low0.071864955127239230.068084672093391422.7%
Oceania (population-weighted)1932best0.47331288456916810.448432385921478272.7%
Oceania (population-weighted)1935low0.403614193201065060.38240820169448852.7%
World (population-weighted)1821low0.072831824421882630.06902518868446352.7%
Oceania (population-weighted)1919best0.42786636948585510.405583769083023072.7%
World (population-weighted)1817low0.072260953485965730.068498022854328162.7%
World (population-weighted)1824low0.071485631167888640.067767165601253512.7%
Oceania (population-weighted)1917best0.420859754085540770.39902633428573612.7%
Oceania (population-weighted)1929high0.54100859165191650.51299536228179932.7%
Oceania (population-weighted)1928high0.54087805747985840.51287388801574712.7%
Europe (population-weighted)1951low0.436461776494979860.4139501154422762.6%
Oceania (population-weighted)1930high0.542272150516510.51444745063781742.6%
Oceania (population-weighted)1927high0.53925335407257080.5116277337074282.6%
World (population-weighted)1825low0.071420244872570040.067777797579765322.6%
Oceania (population-weighted)1933best0.47460931539535520.450484633445739752.6%
Europe (population-weighted)1950low0.43844071030616760.416182905435562132.6%
Oceania (population-weighted)1931high0.5417785644531250.51441007852554322.6%
Oceania (population-weighted)1923high0.50606328248977660.48052185773849492.6%
World (population-weighted)1802best0.095310442149639130.090505748987197882.6%
World (population-weighted)1826low0.071164838969707490.067577406764030462.6%
Oceania (population-weighted)1922high0.5054332017898560.47996127605438232.6%
Oceania (population-weighted)1924high0.50650995969772340.48100671172142032.6%
World (population-weighted)1827low0.070817567408084870.067260473966598512.6%
Oceania (population-weighted)1921high0.5055717229843140.48024037480354312.6%
World (population-weighted)1803best0.09612914919853210.091312758624553682.6%
Oceania (population-weighted)1925high0.50694137811660770.48154431581497192.6%
World (population-weighted)1798high0.113131716847419740.107466354966163642.6%
Oceania (population-weighted)1918high0.486568272113800050.46221554279327392.6%
Oceania (population-weighted)1926high0.50786340236663820.482463419437408452.6%
Oceania (population-weighted)1936low0.402475386857986450.38234677910804752.6%
Europe (population-weighted)1953low0.446847200393676760.424608856439590452.6%
Oceania (population-weighted)1920high0.50445288419723510.479375272989273072.5%
World (population-weighted)1804best0.096441783010959630.091659821569919592.5%
Oceania (population-weighted)1915low0.351008951663970950.333619713783264162.5%
Oceania (population-weighted)1932high0.54097038507461550.51428449153900152.5%
World (population-weighted)1805best0.096421442925930020.091669835150241852.5%
World (population-weighted)1797best0.092426657676696780.087873235344886782.5%
~ vdem_multi_with_regions.personalism_vdem 🟢 median anomaly score 0.70%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatepersonalism_vdem
Africa (population-weighted)1900best0.5204150080680847
Africa (population-weighted)1900high0.5795092582702637
Africa (population-weighted)1900low0.47216370701789856
Africa (population-weighted)1901best0.5195715427398682
Africa (population-weighted)1901high0.5787694454193115
Africa (population-weighted)1901low0.4712061583995819
Oceania (population-weighted)1872best0.0369793139398098
Oceania (population-weighted)1872high0.05594892054796219
Oceania (population-weighted)1872low0.010109184309840202
Oceania (population-weighted)1873best0.037386585026979446
Oceania (population-weighted)1873high0.05653619393706322
Oceania (population-weighted)1873low0.010234837420284748
Oceania (population-weighted)1874best0.03779815882444382
Oceania (population-weighted)1874high0.05712876841425896
Oceania (population-weighted)1874low0.010362260974943638
Oceania (population-weighted)1875best0.03821410983800888
Oceania (population-weighted)1875high0.05772673711180687
Oceania (population-weighted)1875low0.010491494089365005
Oceania (population-weighted)1876best0.03863443061709404
Oceania (population-weighted)1876high0.05833005532622337
Oceania (population-weighted)1876low0.01062254048883915
Oceania (population-weighted)1877best0.039059169590473175
Oceania (population-weighted)1877high0.058938782662153244
Oceania (population-weighted)1877low0.010755428113043308
Oceania (population-weighted)1878best0.03948834910988808
Oceania (population-weighted)1878high0.05955293029546738
Oceania (population-weighted)1878low0.0108901746571064
Oceania (population-weighted)1879best0.039895035326480865
Oceania (population-weighted)1879high0.060141421854496
Oceania (population-weighted)1879low0.011014625430107117
Oceania (population-weighted)1880best0.040277428925037384
Oceania (population-weighted)1880high0.06070168688893318
Oceania (population-weighted)1880low0.011128213256597519
Oceania (population-weighted)1881best0.0406339168548584
Oceania (population-weighted)1881high0.06123139336705208
Oceania (population-weighted)1881low0.01123044453561306
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatepersonalism_vdem -personalism_vdem +anomaly score
Oceania (population-weighted)1930low0.072330094873905180.1207077950239181525%
Oceania (population-weighted)1931low0.073156304657459260.1208861619234085125%
Oceania (population-weighted)1929low0.074967190623283390.1234278231859207224%
Oceania (population-weighted)1928low0.075288541615009310.1236379221081733724%
Oceania (population-weighted)1925low0.075929380953311920.1238724365830421424%
Oceania (population-weighted)1927low0.07618811726570130.1241400539875030524%
Oceania (population-weighted)1924low0.07693263888359070.1248408928513526924%
Oceania (population-weighted)1926low0.077119283378124240.1249856203794479424%
Oceania (population-weighted)1932low0.075279034674167630.121791042387485524%
Oceania (population-weighted)1923low0.077972747385501860.1258870065212249824%
Oceania (population-weighted)1922low0.079051770269870760.1268419176340103123%
Oceania (population-weighted)1921low0.080614790320396420.1279733628034591723%
Oceania (population-weighted)1933low0.07726422697305680.1220044717192649822%
Oceania (population-weighted)1920low0.082699142396450040.129002898931503322%
Oceania (population-weighted)1934low0.07932026684284210.1222918555140495321%
Oceania (population-weighted)1919low0.085342206060886380.1309316009283065821%
Oceania (population-weighted)1918low0.088581323623657230.135322228074073821%
Oceania (population-weighted)1935low0.081615917384624480.1226930394768714920%
Oceania (population-weighted)1917low0.0924527719616890.1371708363294601419%
Oceania (population-weighted)1930best0.109481461346149440.1606838554143905619%
Oceania (population-weighted)1936low0.083818659186363220.1228834912180900619%
Oceania (population-weighted)1931best0.110362783074378970.1608970761299133319%
Oceania (population-weighted)1929best0.11500306427478790.166077166795730618%
Oceania (population-weighted)1925best0.114147819578647610.1647402495145797718%
Oceania (population-weighted)1928best0.115368738770484920.166298031806945818%
Oceania (population-weighted)1924best0.11526148766279220.1657819449901580818%
Oceania (population-weighted)1927best0.116361558437347410.1668554097414016718%
Oceania (population-weighted)1923best0.116417028009891510.1669218838214874318%
Oceania (population-weighted)1916low0.096424356102943420.138134896755218518%
Oceania (population-weighted)1926best0.117390118539333340.1677909195423126218%
Oceania (population-weighted)1937low0.086097776889801030.1229874342679977418%
Oceania (population-weighted)1922best0.117616772651672360.167967036366462718%
Oceania (population-weighted)1921best0.119337506592273710.1692055016756057717%
Oceania (population-weighted)1932best0.117627047002315520.1665365248918533317%
Oceania (population-weighted)1930high0.13749647140502930.194619551301002517%
Oceania (population-weighted)1931high0.13849532604217530.1948744505643844617%
Oceania (population-weighted)1920best0.121618695557117460.1703441590070724517%
Oceania (population-weighted)1933best0.119751520454883580.166775435209274316%
Oceania (population-weighted)1938low0.088455036282539370.123064555227756516%
Oceania (population-weighted)1925high0.14479649066925050.201046660542488116%
Oceania (population-weighted)1929high0.146598860621452330.203369349241256716%
Oceania (population-weighted)1928high0.147018745541572570.2036135792732238816%
Oceania (population-weighted)1919best0.124499745666980740.1724038422107696516%
Oceania (population-weighted)1924high0.146070122718811040.2022265940904617316%
Oceania (population-weighted)1918best0.12802003324031830.1771081387996673616%
Oceania (population-weighted)1923high0.147392466664314270.2035212963819503816%
Oceania (population-weighted)1927high0.148150637745857240.2042449861764907816%
Oceania (population-weighted)1922high0.148766219615936280.2047086954116821316%
Oceania (population-weighted)1926high0.149324014782905580.2053083926439285316%
Oceania (population-weighted)1934best0.12195210903882980.1670945882797241216%
Oceania (population-weighted)1932high0.147403001785278320.2019042223691940316%
Oceania (population-weighted)1921high0.15072752535343170.2061168104410171516%
Oceania (population-weighted)1915low0.100595086812973020.1371323615312576315%
Oceania (population-weighted)1917best0.13221766054630280.1791804432868957515%
Oceania (population-weighted)1920high0.153320387005805970.207459703087806715%
Oceania (population-weighted)1935best0.123228698968887330.1664427965879440315%
Oceania (population-weighted)1933high0.149814993143081670.2021855413913726815%
Oceania (population-weighted)1939low0.091476120054721830.1229420378804206815%
Oceania (population-weighted)1919high0.156588658690452580.2097786217927932715%
Oceania (population-weighted)1918high0.160576120018959050.2151071131229400615%
Oceania (population-weighted)1934high0.152313292026519780.202558755874633814%
Oceania (population-weighted)1936best0.125590428709983830.166660606861114514%
Oceania (population-weighted)1916best0.136520087718963620.180263713002204914%
Oceania (population-weighted)1917high0.16532509028911590.2174981087446212814%
Oceania (population-weighted)1935high0.154399022459983830.2024166733026504513%
Oceania (population-weighted)1914low0.104972347617149350.137105062603950513%
Oceania (population-weighted)1937best0.128034263849258420.1667855083942413313%
Oceania (population-weighted)1940low0.095147646963596340.1235117316246032713%
Oceania (population-weighted)1936high0.157078012824058530.2026759982109069813%
Oceania (population-weighted)1916high0.170189842581748960.21871656179428112%
Oceania (population-weighted)1938best0.130562052130699160.166879087686538712%
Oceania (population-weighted)1915best0.141035348176956180.1791083216667175312%
Oceania (population-weighted)1937high0.159849911928176880.2028298228979110712%
Oceania (population-weighted)1913low0.10956318676471710.138527289032936112%
Oceania (population-weighted)1941low0.097369894385337830.122759848833084112%
Oceania (population-weighted)1938high0.16271679103374480.202946484088897711%
Oceania (population-weighted)1939best0.13444420695304870.1674122363328933711%
Oceania (population-weighted)1915high0.175293341279029850.2173618525266647311%
Oceania (population-weighted)1912low0.114374868571758270.1415523141622543311%
Oceania (population-weighted)1914best0.145771235227584840.1790256500244140610%
Oceania (population-weighted)1942low0.099540770053863530.1220266669988632210%
Oceania (population-weighted)1911low0.118574723601341250.1451412290334701510%
Oceania (population-weighted)1939high0.168324470520019530.204763635993003859.8%
Oceania (population-weighted)1910low0.122122302651405330.14839294552803049.7%
Oceania (population-weighted)1940best0.138960644602775570.168639034032821669.6%
Oceania (population-weighted)1906low0.128369808197021480.15577137470245369.6%
Oceania (population-weighted)1907low0.127060487866401670.15384611487388619.5%
Oceania (population-weighted)1904low0.134253233671188350.162331894040107739.5%
Oceania (population-weighted)1909low0.123658113181591030.14948137104511269.5%
Oceania (population-weighted)1903low0.136644929647445680.165108263492584239.4%
Oceania (population-weighted)1900low0.140894636511802670.1702367365360269.4%
Oceania (population-weighted)1905low0.13291759788990020.160489231348037729.4%
Oceania (population-weighted)1908low0.125763252377510070.151775643229484569.4%
Oceania (population-weighted)1902low0.13931101560592650.167856723070144659.3%
Oceania (population-weighted)1901low0.140725687146186830.169515162706375129.3%
Oceania (population-weighted)1914high0.180644333362579350.21723353862762459.2%
Oceania (population-weighted)1913best0.150735244154930110.18057174980640419.0%
Oceania (population-weighted)1943low0.101656809449195860.121311448514461528.8%
Oceania (population-weighted)1940high0.173841133713722230.206606999039649968.6%
Oceania (population-weighted)1941best0.141315728425979610.167874112725257878.6%
~ vdem_multi_with_regions.v2xnp_client 🟢 median anomaly score 0.69%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2xnp_client
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900high0.5680767893791199
Africa (population-weighted)1900low0.33906471729278564
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901high0.569836437702179
Africa (population-weighted)1901low0.33625808358192444
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872high0.172103151679039
Oceania (population-weighted)1872low0.0171207208186388
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873high0.17410798370838165
Oceania (population-weighted)1873low0.017783435061573982
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874high0.176729217171669
Oceania (population-weighted)1874low0.018467875197529793
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875high0.17379891872406006
Oceania (population-weighted)1875low0.02100234292447567
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876high0.17993377149105072
Oceania (population-weighted)1876low0.025746377184987068
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877high0.18111652135849
Oceania (population-weighted)1877low0.026661157608032227
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878high0.17604412138462067
Oceania (population-weighted)1878low0.028751013800501823
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879high0.17601464688777924
Oceania (population-weighted)1879low0.025983721017837524
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880high0.17393358051776886
Oceania (population-weighted)1880low0.019534878432750702
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881high0.18220046162605286
Oceania (population-weighted)1881low0.017872069031000137
~ Changed values: 2,282 / 106,164 (2.15%) (2,238 revised, 44 disappeared) — showing the 100 most anomalous rows
countryyearestimatev2xnp_client -v2xnp_client +anomaly score
Oceania (population-weighted)1929low0.062531948089599610.1137225925922393829%
Oceania (population-weighted)1927low0.062716722488403320.1139017492532730129%
Oceania (population-weighted)1928low0.062905542552471160.1140937581658363329%
Oceania (population-weighted)1926low0.063258267939090730.114720426499843629%
Oceania (population-weighted)1930low0.063036687672138210.1136905178427696229%
Oceania (population-weighted)1922low0.066265903413295750.1193836033344268829%
Oceania (population-weighted)1925low0.064834631979465480.1166339218616485629%
Oceania (population-weighted)1924low0.065562225878238680.1177372261881828328%
Oceania (population-weighted)1923low0.066130578517913820.1187542676925659228%
Oceania (population-weighted)1921low0.06739708781242370.120476871728897128%
Oceania (population-weighted)1931low0.063898742198944090.1137049198150634828%
Oceania (population-weighted)1920low0.069121487438678740.1214774399995803827%
Oceania (population-weighted)1932low0.065278358757495880.1137117817997932427%
Oceania (population-weighted)1919low0.071212805807590480.1230182051658630427%
Oceania (population-weighted)1918low0.075673364102840420.1286721676588058526%
Oceania (population-weighted)1933low0.067395761609077450.1139219701290130626%
Oceania (population-weighted)1917low0.078760243952274320.1298165768384933524%
Oceania (population-weighted)1934low0.069584652781486510.1142044886946678224%
Oceania (population-weighted)1935low0.070556610822677610.11325749754905723%
Oceania (population-weighted)1916low0.08081612735986710.1289994567632675223%
Oceania (population-weighted)1936low0.072897240519523620.1134416162967681922%
Oceania (population-weighted)1937low0.075076438486576080.1133651882410049420%
Oceania (population-weighted)1915low0.084920659661293030.1280233412981033320%
Oceania (population-weighted)1938low0.077570147812366490.1134385764598846419%
Oceania (population-weighted)1914low0.088883146643638610.127641975879669218%
Oceania (population-weighted)1939low0.080184362828731540.1127906441688537617%
Oceania (population-weighted)1913low0.094213403761386870.129762947559356716%
Oceania (population-weighted)1940low0.08371891826391220.1130100041627883915%
Oceania (population-weighted)1912low0.100316777825355530.1340131908655166614%
Oceania (population-weighted)1923best0.159672483801841740.2108592242002487214%
Oceania (population-weighted)1929best0.156947597861289980.20720613002777114%
Oceania (population-weighted)1924best0.158954545855522160.2098155468702316314%
Oceania (population-weighted)1925best0.159309685230255130.2098204195499420214%
Oceania (population-weighted)1930best0.157402500510215760.207182601094245914%
Oceania (population-weighted)1911low0.104950539767742160.1379308998584747314%
Oceania (population-weighted)1919best0.16042701900005340.2107981741428375214%
Oceania (population-weighted)1922best0.163495182991027830.2147082239389419614%
Oceania (population-weighted)1921best0.164760634303092960.2158269584178924613%
Oceania (population-weighted)1928best0.16141088306903840.211364507675170913%
Oceania (population-weighted)1931best0.158410638570785520.2073676288127899213%
Oceania (population-weighted)1910low0.107084222137928010.1398195773363113413%
Oceania (population-weighted)1927best0.162938654422760.2126764208078384413%
Oceania (population-weighted)1926best0.163591951131820680.2135056704282760613%
Oceania (population-weighted)1941low0.086060881614685060.112256743013858813%
Oceania (population-weighted)1920best0.166601896286010740.2169587463140487713%
Oceania (population-weighted)1905low0.115404017269611360.1495561152696609513%
Oceania (population-weighted)1906low0.11409046500921250.1477647125720977813%
Oceania (population-weighted)1909low0.109254464507102970.141475588083267213%
Oceania (population-weighted)1907low0.112789385020732880.1458812355995178213%
Oceania (population-weighted)1918best0.174118325114250180.2251515984535217313%
Oceania (population-weighted)1908low0.111187577247619630.143561944365501413%
Oceania (population-weighted)1932best0.163681387901306150.2110022604465484613%
Oceania (population-weighted)1917best0.175143837928771970.2243767678737640412%
Oceania (population-weighted)1903low0.123496226966381070.1579400151968002312%
Oceania (population-weighted)1904low0.122163891792297360.156106859445571912%
Oceania (population-weighted)1902low0.124695375561714170.1592691689729690612%
Oceania (population-weighted)1901low0.126110851764678960.1608934700489044212%
Oceania (population-weighted)1900low0.128249585628509520.1635244786739349412%
Oceania (population-weighted)1933best0.165814772248268130.2112297117710113512%
Oceania (population-weighted)1916best0.173881277441978450.2203250974416732812%
Oceania (population-weighted)1942low0.08834232389926910.1115221753716468812%
Oceania (population-weighted)1923high0.227974906563758850.2867197990417480511%
Oceania (population-weighted)1934best0.168734312057495120.2122031301259994511%
Oceania (population-weighted)1924high0.227042376995086670.285477191209793111%
Oceania (population-weighted)1925high0.226474493741989140.2846281528472900411%
Oceania (population-weighted)1929high0.226861983537673950.2847737073898315411%
Oceania (population-weighted)1928high0.227150619029998780.284994751214981111%
Oceania (population-weighted)1927high0.227420300245285030.2850532233715057411%
Oceania (population-weighted)1926high0.228267490863800050.286047339439392111%
Oceania (population-weighted)1922high0.232556626200675960.291331648826599111%
Oceania (population-weighted)1930high0.22736737132072450.284753918647766111%
Oceania (population-weighted)1921high0.234130576252937320.292659878730773911%
Oceania (population-weighted)1931high0.228368967771530150.2848291695117950411%
Oceania (population-weighted)1919high0.23253835737705230.2899335324764251711%
Oceania (population-weighted)1935best0.17002387344837190.2116465270519256611%
Oceania (population-weighted)1920high0.236367687582969670.2940665483474731411%
Oceania (population-weighted)1932high0.231155738234519960.2859430313110351611%
Oceania (population-weighted)1918high0.247346088290214540.3056460618972778311%
Oceania (population-weighted)1915best0.178056910634040830.2192705571651458710%
Oceania (population-weighted)1936best0.17153903841972350.211069494485855110%
Oceania (population-weighted)1917high0.248355478048324580.3046052753925323510%
Oceania (population-weighted)1933high0.233686104416847230.286225885152816810%
Oceania (population-weighted)1943low0.090559914708137510.1108056157827377310%
Oceania (population-weighted)1916high0.245643287897109990.298685342073440559.7%
Oceania (population-weighted)1937best0.173472121357917790.21065893769264229.7%
Oceania (population-weighted)1934high0.23701548576354980.287269800901412969.6%
Oceania (population-weighted)1935high0.236654996871948240.284792631864547739.2%
Oceania (population-weighted)1938best0.172465920448303220.20739379525184639.2%
Oceania (population-weighted)1914best0.184974491596221920.22161892056465159.0%
Oceania (population-weighted)1936high0.239284992218017580.28488346934318548.7%
Oceania (population-weighted)1944low0.092782244086265560.110141888260841378.6%
Oceania (population-weighted)1915high0.25056147575378420.297399491071701058.5%
Oceania (population-weighted)1939best0.17476905882358550.206503435969352728.3%
Oceania (population-weighted)1937high0.24201409518718720.28490385413169868.1%
Oceania (population-weighted)1913best0.189203575253486630.222688809037208568.1%
Oceania (population-weighted)1912best0.19201415777206420.223751351237297067.6%
Oceania (population-weighted)1938high0.244124338030815120.284190297126777.6%
Oceania (population-weighted)1940best0.177200466394424440.205807119607925427.5%
Oceania (population-weighted)1914high0.257413744926452640.29890418052673347.5%
Oceania (population-weighted)1911best0.200386688113212590.23118276894092567.1%
~ vdem_multi_with_regions.delib_vdem 🟢 median anomaly score 0.69%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatedelib_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,403 / 106,164 (1.32%) (1,382 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimatedelib_vdem -delib_vdem +anomaly score
Europe (population-weighted)1949low0.350420117378234860.304918199777603156.9%
Europe (population-weighted)1952low0.355288237333297730.310886114835739146.7%
Europe (population-weighted)1953low0.356471359729766850.3121361732482916.6%
Europe (population-weighted)1951low0.35484850406646730.31172755360603336.5%
Europe (population-weighted)1950low0.35550388693809510.31261771917343146.4%
Europe (population-weighted)1969low0.42301014065742490.376215457916259775.9%
Europe (population-weighted)1949best0.409392476081848140.36458498239517215.8%
Europe (population-weighted)1968low0.4193385839462280.37347221374511725.8%
Europe (population-weighted)1973low0.434802472591400150.388017356395721445.7%
Europe (population-weighted)1972low0.43493720889091490.388268917798995975.7%
Europe (population-weighted)1970low0.435235559940338130.388704687356948855.6%
Europe (population-weighted)1971low0.436181336641311650.38962006568908695.6%
Europe (population-weighted)1952best0.413455635309219360.369684517383575445.6%
Europe (population-weighted)1974low0.441421359777450560.39573010802268985.5%
Europe (population-weighted)1953best0.41846838593482970.375328391790395.4%
Europe (population-weighted)1951best0.413074672222137450.37064373493194585.4%
Europe (population-weighted)1950best0.41430038213729860.3721613287925725.4%
Europe (population-weighted)1967low0.419387727975845340.377369552850723275.3%
Europe (population-weighted)1949high0.4674721062183380.421312779188156135.2%
Europe (population-weighted)1965low0.423561096191406250.381751805543899545.2%
Europe (population-weighted)1966low0.42309832572937010.38173863291740425.1%
Europe (population-weighted)1952high0.471964836120605470.426498323678970345.1%
Europe (population-weighted)1954low0.40255689620971680.364792436361312874.9%
Europe (population-weighted)1953high0.47885930538177490.43430265784263614.9%
Europe (population-weighted)1951high0.47118601202964780.42759612202644354.8%
Europe (population-weighted)1960low0.42768135666847230.38812476396560674.8%
Europe (population-weighted)1955low0.40532818436622620.36784321069717414.8%
Europe (population-weighted)1975low0.462378710508346560.41965138912200934.8%
Europe (population-weighted)1950high0.4727240502834320.429465800523757934.8%
Europe (population-weighted)1962low0.43534120917320250.3957994580268864.8%
Europe (population-weighted)1964low0.43817695975303650.3984835445880894.7%
Europe (population-weighted)1961low0.43464252352714540.39604133367538454.6%
Europe (population-weighted)1963low0.43980452418327330.40074497461318974.6%
Europe (population-weighted)1959low0.4227837622165680.38648387789726264.5%
Europe (population-weighted)1976low0.47481405735015870.4343358576297764.5%
Europe (population-weighted)1956low0.41919144988060.383526355028152474.4%
Europe (population-weighted)1915low0.2728344500064850.249786913394927984.4%
Europe (population-weighted)1958low0.42157012224197390.38600638508796694.4%
Europe (population-weighted)1969best0.497087389230728150.45519098639488224.4%
Europe (population-weighted)1916low0.27054294943809510.247847646474838264.4%
Europe (population-weighted)1913low0.30220562219619750.276864588260650634.4%
Europe (population-weighted)1973best0.50490742921829220.463017374277114874.3%
Europe (population-weighted)1968best0.49646604061126710.45537912845611574.3%
Europe (population-weighted)1972best0.50489658117294310.463283360004425054.3%
Europe (population-weighted)1957low0.42536658048629760.390311241149902344.3%
Europe (population-weighted)1970best0.50682139396667480.465198487043380744.3%
Europe (population-weighted)1971best0.50734698772430420.465836673974990844.3%
Europe (population-weighted)1914low0.282925158739089970.25997555255889894.2%
Europe (population-weighted)1974best0.51259726285934450.4719214439392094.1%
Europe (population-weighted)1930low0.336744844913482670.31004887819290164.1%
Europe (population-weighted)1931low0.34038841724395750.313876837491989144.1%
Europe (population-weighted)1912low0.30289444327354430.279383003711700444.0%
Europe (population-weighted)1977low0.491582155227661130.453442186117172244.0%
Europe (population-weighted)1932low0.347530901432037350.3210109472274784.0%
Europe (population-weighted)1967best0.497793614864349370.459808677434921264.0%
Europe (population-weighted)1911low0.30282205343246460.279843419790267943.9%
Europe (population-weighted)1965best0.50191849470138550.46444630622863773.9%
Europe (population-weighted)1910low0.30530801415443420.28259688615798953.9%
Europe (population-weighted)1966best0.50206613540649410.464800238609313963.9%
Europe (population-weighted)1979low0.49672588706016540.45987156033515933.9%
Europe (population-weighted)1978low0.4981073737144470.46132165193557743.8%
Europe (population-weighted)1929low0.35161355137825010.32567611336708073.8%
Europe (population-weighted)1981low0.49679663777351380.460257768630981453.8%
Europe (population-weighted)1982low0.49431410431861880.45804896950721743.8%
Europe (population-weighted)1954best0.4810403585433960.44575530290603643.8%
Europe (population-weighted)1904low0.282150924205780030.261486560106277473.8%
Europe (population-weighted)1980low0.497286200523376460.46092242002487183.8%
Europe (population-weighted)1983low0.49514919519424440.459179937839508063.8%
Europe (population-weighted)1955best0.48306545615196230.44798091053962713.8%
Europe (population-weighted)1984low0.49549427628517150.45966032147407533.8%
Europe (population-weighted)1913best0.383323878049850460.35560271143913273.8%
Europe (population-weighted)1905low0.28626340627670290.2656036317348483.7%
Europe (population-weighted)1915best0.35742750763893130.331879556179046633.7%
Europe (population-weighted)1902low0.285290926694870.26494348049163823.7%
Europe (population-weighted)1916best0.35626262426376340.330873191356658943.7%
Europe (population-weighted)1903low0.284153431653976440.263928920030593873.7%
Europe (population-weighted)1913high0.466465622186660770.433281660079956053.7%
Oceania (population-weighted)1929low0.69759035110473630.64830768108367923.7%
Oceania (population-weighted)1930low0.69734692573547360.64819616079330443.7%
Oceania (population-weighted)1928low0.69719296693801880.64809840917587283.6%
Oceania (population-weighted)1923low0.69158303737640380.6430207490921023.6%
Oceania (population-weighted)1926low0.69506716728210450.64627254009246833.6%
Oceania (population-weighted)1922low0.69033449888229370.64187341928482063.6%
Oceania (population-weighted)1925low0.69394719600677490.6452708244323733.6%
Oceania (population-weighted)1924low0.6927864551544190.64423900842666633.6%
Oceania (population-weighted)1927low0.69614851474761960.64740216732025153.6%
Europe (population-weighted)1975best0.53555196523666380.49808180332183843.6%
Europe (population-weighted)1964best0.51327818632125850.47746521234512333.6%
Oceania (population-weighted)1931low0.69646453857421880.6478852629661563.6%
Europe (population-weighted)1915high0.43722707033157350.40673616528511053.6%
Europe (population-weighted)1962best0.51107537746429440.47543579339981083.6%
Oceania (population-weighted)1921low0.68853062391281130.64051717519760133.6%
Europe (population-weighted)1914best0.366448163986206050.34092277288436893.6%
Europe (population-weighted)1916high0.435276508331298830.404986560344696043.6%
Europe (population-weighted)1909low0.297883868217468260.27723255753517153.6%
Europe (population-weighted)1960best0.50516194105148320.470280587673187263.6%
Europe (population-weighted)1973high0.5629729032516480.52422827482223513.6%
Europe (population-weighted)1963best0.51436603069305420.479065746068954473.6%
Europe (population-weighted)1928low0.356694132089614870.3322865366935733.5%
Europe (population-weighted)1969high0.56025588512420650.52193409204483033.5%
~ vdem_multi_with_regions.freeexpr_vdem 🟢 median anomaly score 0.64%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatefreeexpr_vdem
Africa (population-weighted)1900best0.11461944878101349
Africa (population-weighted)1900high0.1456204056739807
Africa (population-weighted)1900low0.07469215244054794
Africa (population-weighted)1901best0.11637240648269653
Africa (population-weighted)1901high0.1481076031923294
Africa (population-weighted)1901low0.07605043053627014
Oceania (population-weighted)1872best0.5706267952919006
Oceania (population-weighted)1872high0.6156472563743591
Oceania (population-weighted)1872low0.5381518006324768
Oceania (population-weighted)1873best0.575124979019165
Oceania (population-weighted)1873high0.6205100417137146
Oceania (population-weighted)1873low0.5424012541770935
Oceania (population-weighted)1874best0.57961505651474
Oceania (population-weighted)1874high0.6253646016120911
Oceania (population-weighted)1874low0.5466434359550476
Oceania (population-weighted)1875best0.5840966105461121
Oceania (population-weighted)1875high0.6302103400230408
Oceania (population-weighted)1875low0.5508778095245361
Oceania (population-weighted)1876best0.5885680317878723
Oceania (population-weighted)1876high0.63504558801651
Oceania (population-weighted)1876low0.555103063583374
Oceania (population-weighted)1877best0.593028724193573
Oceania (population-weighted)1877high0.6398696303367615
Oceania (population-weighted)1877low0.5593184232711792
Oceania (population-weighted)1878best0.5974775552749634
Oceania (population-weighted)1878high0.6446813344955444
Oceania (population-weighted)1878low0.5635229349136353
Oceania (population-weighted)1879best0.602096676826477
Oceania (population-weighted)1879high0.6496739387512207
Oceania (population-weighted)1879low0.5678859353065491
Oceania (population-weighted)1880best0.6068677306175232
Oceania (population-weighted)1880high0.6548275947570801
Oceania (population-weighted)1880low0.572390079498291
Oceania (population-weighted)1881best0.6117725372314453
Oceania (population-weighted)1881high0.6601226925849915
Oceania (population-weighted)1881low0.5770182013511658
~ Changed values: 3,095 / 106,164 (2.92%) (3,062 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatefreeexpr_vdem -freeexpr_vdem +anomaly score
Europe (population-weighted)1972low0.393094390630722050.34493482112884526.5%
Europe (population-weighted)1973low0.394694417715072630.346511483192443856.5%
Europe (population-weighted)1961low0.379246622323989870.332969874143600466.5%
Europe (population-weighted)1967low0.383166015148162840.33645945787429816.5%
Europe (population-weighted)1968low0.384026050567626950.337226361036300666.5%
Europe (population-weighted)1959low0.378970026969909670.332829654216766366.5%
Europe (population-weighted)1960low0.37962338328361510.33351570367813116.5%
Europe (population-weighted)1966low0.38411796092987060.337736725807189946.4%
Europe (population-weighted)1971low0.39533460140228270.34767243266105656.4%
Europe (population-weighted)1969low0.387324333190917970.34073960781097416.4%
Europe (population-weighted)1962low0.37800037860870360.332608282566070566.4%
Europe (population-weighted)1965low0.38437756896018980.33822971582412726.4%
Europe (population-weighted)1963low0.383071780204772950.3370840251445776.4%
Europe (population-weighted)1964low0.383763790130615230.33771425485610966.4%
Europe (population-weighted)1970low0.394861787557601930.34768116474151616.4%
Europe (population-weighted)1958low0.38397943973541260.33863586187362676.3%
Europe (population-weighted)1949low0.382075607776641850.33729121088981636.2%
Europe (population-weighted)1956low0.38477650284767150.33969214558601386.2%
Europe (population-weighted)1955low0.381800204515457150.3371311426162726.2%
Europe (population-weighted)1957low0.386154830455780030.34120908379554756.2%
Europe (population-weighted)1954low0.38218811154365540.33770850300788886.2%
Europe (population-weighted)1974low0.40357291698455810.356784492731094366.2%
Europe (population-weighted)1953low0.38421827554702760.340166747570037846.1%
Europe (population-weighted)1952low0.384201914072036740.34031090140342716.1%
Europe (population-weighted)1951low0.384526431560516360.34087821841239936.0%
Europe (population-weighted)1950low0.385299324989318850.341951310634613046.0%
Europe (population-weighted)1973best0.423165321350097660.376303613185882575.9%
Europe (population-weighted)1967best0.4140135347843170.36831781268119815.8%
Europe (population-weighted)1972best0.42322817444801330.376634955406188965.8%
Europe (population-weighted)1968best0.41549661755561830.3697955608367925.8%
Europe (population-weighted)1969best0.417342096567153930.37166610360145575.8%
Europe (population-weighted)1961best0.41092526912689210.36596417427062995.8%
Europe (population-weighted)1966best0.41532337665557860.36999705433845525.8%
Europe (population-weighted)1965best0.414750009775161740.36954101920127875.8%
Europe (population-weighted)1960best0.41119790077209470.36638864874839785.8%
Europe (population-weighted)1971best0.424467921257019040.37823337316513065.8%
Europe (population-weighted)1970best0.42378789186477660.37779235839843755.7%
Europe (population-weighted)1964best0.41496258974075320.369959592819213875.7%
Europe (population-weighted)1963best0.41441005468368530.369484722614288335.7%
Europe (population-weighted)1959best0.411089569330215450.3665553927421575.7%
Europe (population-weighted)1962best0.410246998071670530.366037875413894655.7%
Europe (population-weighted)1949best0.41081836819648740.366665154695510865.7%
Europe (population-weighted)1975low0.417393386363983150.37262740731239325.7%
Europe (population-weighted)1956best0.41463536024093630.37077552080154425.6%
Europe (population-weighted)1958best0.415369331836700440.37153238058090215.6%
Europe (population-weighted)1955best0.41235062479972840.36886426806449895.6%
Europe (population-weighted)1954best0.41250437498092650.369173973798751835.5%
Europe (population-weighted)1974best0.43288064002990720.38746184110641485.5%
Europe (population-weighted)1952best0.412169575691223140.369093030691146855.5%
Europe (population-weighted)1953best0.412852853536605830.36971250176429755.5%
Europe (population-weighted)1957best0.417453736066818240.374003171920776375.5%
Europe (population-weighted)1951best0.41261023283004760.36978968977928165.5%
Europe (population-weighted)1950best0.413074880838394170.370507478713989265.4%
Europe (population-weighted)1972high0.450845032930374150.404915332794189455.4%
Europe (population-weighted)1973high0.452541857957839970.406521439552307135.4%
Europe (population-weighted)1971high0.452737152576446530.40725338459014895.3%
Europe (population-weighted)1967high0.44588601589202880.401112318038940435.3%
Europe (population-weighted)1969high0.44864693284034730.40381494164466865.3%
Europe (population-weighted)1970high0.451541364192962650.406435936689376835.3%
Europe (population-weighted)1949high0.44138643145561220.397303164005279545.3%
Europe (population-weighted)1976low0.429494321346282960.38669958710670475.2%
Europe (population-weighted)1968high0.449036538600921630.40447968244552615.2%
Europe (population-weighted)1961high0.443823069334030150.3998621404170995.2%
Europe (population-weighted)1965high0.44691559672355650.40267118811607365.2%
Europe (population-weighted)1966high0.447850376367568970.403535544872283945.2%
Europe (population-weighted)1962high0.443305194377899170.39956954121589665.2%
Europe (population-weighted)1960high0.444067746400833130.40026083588600165.2%
Europe (population-weighted)1963high0.44663465023040770.40268677473068245.2%
Europe (population-weighted)1964high0.447572797536850.40359646081924445.2%
Europe (population-weighted)1959high0.44434317946434020.400768816471099855.2%
Europe (population-weighted)1975best0.44620522856712340.402737706899642945.1%
Europe (population-weighted)1952high0.441877186298370360.39919176697731025.1%
Europe (population-weighted)1956high0.446326434612274170.40322536230087285.1%
Europe (population-weighted)1958high0.447147339582443240.404072016477584845.1%
Europe (population-weighted)1953high0.443299680948257450.400651603937149055.1%
Europe (population-weighted)1955high0.444528162479400630.40176877379417425.1%
Europe (population-weighted)1974high0.46311798691749570.41867816448211675.0%
Europe (population-weighted)1951high0.44227570295333860.39984318614006045.0%
Europe (population-weighted)1954high0.444731563329696660.40213984251022345.0%
Europe (population-weighted)1957high0.448710054159164430.4059535861015325.0%
Europe (population-weighted)1950high0.443103194236755370.40097865462303165.0%
Europe (population-weighted)1976best0.45980659127235410.41850185394287114.7%
Europe (population-weighted)1977low0.446172177791595460.40612193942070014.7%
Europe (population-weighted)1975high0.4761387109756470.433604538440704354.7%
Europe (population-weighted)1979low0.46659246087074280.4278990328311924.3%
Europe (population-weighted)1976high0.490572899580001830.45030555129051214.3%
Europe (population-weighted)1978low0.46487009525299070.42675995826721194.3%
Europe (population-weighted)1977best0.475745141506195070.436877131462097174.3%
Europe (population-weighted)1980low0.47295969724655150.43459290266036994.2%
Europe (population-weighted)1983low0.474132835865020750.43619626760482794.2%
Europe (population-weighted)1982low0.47478404641151430.436839878559112554.2%
Europe (population-weighted)1930low0.428383558988571170.394212394952774054.2%
Europe (population-weighted)1984low0.474598854780197140.43681436777114874.1%
Europe (population-weighted)1981low0.47751817107200620.439837604761123664.1%
Europe (population-weighted)1985low0.47607612609863280.43856355547904974.1%
Europe (population-weighted)1806low0.088617600500583650.09611365199089054.1%
Europe (population-weighted)1931low0.4539422094821930.418701052665710454.0%
Europe (population-weighted)1917low0.39038112759590150.360159158706665044.0%
Europe (population-weighted)1929low0.435288786888122560.401781708002090454.0%
Europe (population-weighted)1932low0.46176224946975710.4264840781688694.0%
~ vdem_multi_with_regions.civ_soc_str_vdem 🟢 median anomaly score 0.62%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateciv_soc_str_vdem
Africa (population-weighted)1900best0.14097324013710022
Africa (population-weighted)1900high0.192744642496109
Africa (population-weighted)1900low0.06792090088129044
Africa (population-weighted)1901best0.14308033883571625
Africa (population-weighted)1901high0.19578306376934052
Africa (population-weighted)1901low0.07002728432416916
Oceania (population-weighted)1872best0.6214916110038757
Oceania (population-weighted)1872high0.6655145287513733
Oceania (population-weighted)1872low0.5981045961380005
Oceania (population-weighted)1873best0.6263524293899536
Oceania (population-weighted)1873high0.6707643866539001
Oceania (population-weighted)1873low0.6027374267578125
Oceania (population-weighted)1874best0.6312029957771301
Oceania (population-weighted)1874high0.6760050654411316
Oceania (population-weighted)1874low0.6073583960533142
Oceania (population-weighted)1875best0.6360424757003784
Oceania (population-weighted)1875high0.6812359094619751
Oceania (population-weighted)1875low0.6119668483734131
Oceania (population-weighted)1876best0.6408693790435791
Oceania (population-weighted)1876high0.6864551305770874
Oceania (population-weighted)1876low0.6165611743927002
Oceania (population-weighted)1877best0.6456828713417053
Oceania (population-weighted)1877high0.6916619539260864
Oceania (population-weighted)1877low0.6211405992507935
Oceania (population-weighted)1878best0.6504817008972168
Oceania (population-weighted)1878high0.6968551278114319
Oceania (population-weighted)1878low0.6257039308547974
Oceania (population-weighted)1879best0.6554771065711975
Oceania (population-weighted)1879high0.702245831489563
Oceania (population-weighted)1879low0.6304695010185242
Oceania (population-weighted)1880best0.6606492400169373
Oceania (population-weighted)1880high0.7078126072883606
Oceania (population-weighted)1880low0.6354184746742249
Oceania (population-weighted)1881best0.6659785509109497
Oceania (population-weighted)1881high0.7135342955589294
Oceania (population-weighted)1881low0.6405321359634399
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateciv_soc_str_vdem -civ_soc_str_vdem +anomaly score
Europe (population-weighted)1949low0.351990848779678340.31403222680091865.7%
Europe (population-weighted)1960low0.35742935538291930.32127544283866885.3%
Europe (population-weighted)1965low0.36121767759323120.324886351823806765.3%
Europe (population-weighted)1962low0.35943096876144410.32329618930816655.3%
Europe (population-weighted)1959low0.35787624120712280.321912020444875.3%
Europe (population-weighted)1961low0.35912215709686280.323076426982879645.3%
Europe (population-weighted)1964low0.36099675297737120.324807703495025635.3%
Europe (population-weighted)1973low0.36842972040176390.33149677515029915.3%
Europe (population-weighted)1953low0.36147922277450560.325288891792297365.3%
Europe (population-weighted)1963low0.360741406679153440.324638336896896365.3%
Europe (population-weighted)1958low0.35865202546119690.32291060686111455.2%
Europe (population-weighted)1949best0.40296187996864320.36289882659912115.2%
Europe (population-weighted)1966low0.363840669393539430.32767650485038765.2%
Europe (population-weighted)1955low0.35948759317398070.323773175477981575.2%
Europe (population-weighted)1972low0.36941722035408020.33280435204505925.2%
Europe (population-weighted)1957low0.35910448431968690.32353278994560245.2%
Europe (population-weighted)1967low0.36539250612258910.3292517662048345.2%
Europe (population-weighted)1956low0.35913285613060.323693543672561655.2%
Europe (population-weighted)1970low0.368530899286270140.33218717575073245.2%
Europe (population-weighted)1971low0.36954101920127870.33312556147575385.2%
Europe (population-weighted)1954low0.36046490073204040.32502159476280215.2%
Europe (population-weighted)1952low0.361189991235733030.326295554637908945.1%
Europe (population-weighted)1969low0.37182760238647460.336148530244827275.0%
Europe (population-weighted)1953best0.409562230110168460.370360195636749275.0%
Europe (population-weighted)1951low0.36200213432312010.327409893274307255.0%
Europe (population-weighted)1949high0.459585368633270260.416113585233688355.0%
Europe (population-weighted)1968low0.37314566969871520.33785063028335575.0%
Europe (population-weighted)1974low0.376957118511199950.341312348842620855.0%
Europe (population-weighted)1950low0.36276924610137940.328468799591064455.0%
Europe (population-weighted)1953high0.46109667420387270.417849242687225344.9%
Europe (population-weighted)1960best0.407152861356735230.370218276977539064.8%
Europe (population-weighted)1955best0.410476833581924440.373301774263381964.7%
Europe (population-weighted)1952best0.408228695392608640.371407568454742434.7%
Europe (population-weighted)1973best0.417793303728103640.380146652460098274.7%
Europe (population-weighted)1962best0.409895062446594240.373092532157897954.7%
Europe (population-weighted)1954best0.41151353716850280.3745994269847874.7%
Europe (population-weighted)1961best0.409567862749099730.372846186161041264.7%
Europe (population-weighted)1975low0.3847084343433380.350229024887084964.7%
Europe (population-weighted)1930low0.38902351260185240.35417565703392034.7%
Europe (population-weighted)1959best0.408714056015014650.372115731239318854.7%
Europe (population-weighted)1967best0.413601726293563840.37657460570335394.7%
Europe (population-weighted)1972best0.41831707954406740.380925595760345464.7%
Europe (population-weighted)1966best0.41317382454872130.376270473003387454.7%
Europe (population-weighted)1951best0.40910491347312930.37257725000381474.7%
Europe (population-weighted)1970best0.41700264811515810.37981688976287844.7%
Europe (population-weighted)1958best0.40941843390464780.37302681803703314.7%
Europe (population-weighted)1965best0.413218021392822270.37650287151336674.6%
Europe (population-weighted)1963best0.41258165240287780.37600228190422064.6%
Europe (population-weighted)1964best0.41287738084793090.376285046339035034.6%
Europe (population-weighted)1971best0.419200420379638670.382104635238647464.6%
Europe (population-weighted)1956best0.409262686967849730.373071461915969854.6%
Europe (population-weighted)1957best0.40999934077262880.37378856539726264.6%
Europe (population-weighted)1950best0.41037005186080930.374186545610427864.6%
Europe (population-weighted)1952high0.45941954851150510.418982684612274174.6%
Europe (population-weighted)1969best0.419031918048858640.38233855366706854.6%
Europe (population-weighted)1955high0.46406453847885130.42346939444541934.6%
Europe (population-weighted)1951high0.460383236408233640.420254528522491464.6%
Europe (population-weighted)1973high0.46995878219604490.4292074441909794.5%
Europe (population-weighted)1954high0.46521559357643130.42489504814147954.5%
Europe (population-weighted)1931low0.417796880006790160.381603538990020754.5%
Europe (population-weighted)1929low0.40681314468383790.371617078781127934.5%
Europe (population-weighted)1972high0.469827473163604740.42925560474395754.5%
Europe (population-weighted)1960high0.460984081029891970.421176344156265264.5%
Europe (population-weighted)1950high0.461896210908889770.422148525714874274.5%
Europe (population-weighted)1970high0.469059705734252930.42879083752632144.5%
Europe (population-weighted)1968best0.42170912027359010.38557872176170354.5%
Europe (population-weighted)1959high0.462050497531890870.42251637578010564.5%
Europe (population-weighted)1967high0.46696278452873230.42706713080406194.5%
Europe (population-weighted)1971high0.47131642699241640.43113219738006594.5%
Europe (population-weighted)1976low0.392121970653533940.358743429183959964.4%
Europe (population-weighted)1962high0.464817255735397340.42527914047241214.4%
Europe (population-weighted)1958high0.462772041559219360.42345082759857184.4%
Europe (population-weighted)1969high0.46998938918113710.43008029460906984.4%
Europe (population-weighted)1974best0.42704293131828310.39078533649444584.4%
Europe (population-weighted)1956high0.46192300319671630.42271324992179874.4%
Europe (population-weighted)1961high0.464744061231613160.42532756924629214.4%
Europe (population-weighted)1966high0.467902213335037230.428325504064559944.4%
Europe (population-weighted)1957high0.46363174915313720.424533009529113774.4%
Europe (population-weighted)1928low0.407760769128799440.373601675033569344.4%
Europe (population-weighted)1963high0.46833407878875730.42912417650222784.4%
Europe (population-weighted)1965high0.469082951545715330.42985925078392034.4%
Europe (population-weighted)1964high0.468623429536819460.42951765656471254.4%
Europe (population-weighted)1917low0.35023698210716250.32115685939788824.3%
Europe (population-weighted)1968high0.47354421019554140.43432861566543584.3%
Europe (population-weighted)1974high0.47989186644554140.440634727478027344.3%
Europe (population-weighted)1930best0.451567560434341430.41497024893760684.2%
Europe (population-weighted)1975best0.43514314293861390.40010124444961554.2%
Europe (population-weighted)1927low0.40960186719894410.37679329514503484.2%
Europe (population-weighted)1931best0.4790949225425720.44117420911788944.1%
Europe (population-weighted)1913low0.406044274568557740.37414431571960454.1%
Europe (population-weighted)1916low0.35772442817687990.329656541347503664.1%
Europe (population-weighted)1929best0.469236224889755250.432442933320999154.1%
Europe (population-weighted)1915low0.362807631492614750.33443412184715274.1%
Europe (population-weighted)1975high0.489149212837219240.451273679733276374.0%
Europe (population-weighted)1930high0.52729946374893190.48662674427032474.0%
Europe (population-weighted)1932low0.39974102377891540.369004666805267334.0%
Europe (population-weighted)1976best0.443374037742614750.409544080495834354.0%
Europe (population-weighted)1919low0.468632608652114870.432982802391052254.0%
Europe (population-weighted)1931high0.55519586801528930.51315283775329593.9%
Europe (population-weighted)1914low0.3711028993129730.34307187795639043.9%
~ vdem_multi_with_regions.indiv_libs_vdem 🟢 median anomaly score 0.61%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateindiv_libs_vdem
Africa (population-weighted)1900best0.09714904427528381
Africa (population-weighted)1900high0.12587563693523407
Africa (population-weighted)1900low0.05904107168316841
Africa (population-weighted)1901best0.09797744452953339
Africa (population-weighted)1901high0.12651532888412476
Africa (population-weighted)1901low0.05946141481399536
Oceania (population-weighted)1872best0.586665153503418
Oceania (population-weighted)1872high0.6240127682685852
Oceania (population-weighted)1872low0.5569786429405212
Oceania (population-weighted)1873best0.5915687084197998
Oceania (population-weighted)1873high0.629145622253418
Oceania (population-weighted)1873low0.561723530292511
Oceania (population-weighted)1874best0.5964756011962891
Oceania (population-weighted)1874high0.6342785954475403
Oceania (population-weighted)1874low0.5664752721786499
Oceania (population-weighted)1875best0.6013855338096619
Oceania (population-weighted)1875high0.6394112706184387
Oceania (population-weighted)1875low0.5712338089942932
Oceania (population-weighted)1876best0.6062972545623779
Oceania (population-weighted)1876high0.6445422172546387
Oceania (population-weighted)1876low0.5759978294372559
Oceania (population-weighted)1877best0.6112101674079895
Oceania (population-weighted)1877high0.6496708989143372
Oceania (population-weighted)1877low0.5807669758796692
Oceania (population-weighted)1878best0.6161234974861145
Oceania (population-weighted)1878high0.6547961831092834
Oceania (population-weighted)1878low0.5855405330657959
Oceania (population-weighted)1879best0.6211311221122742
Oceania (population-weighted)1879high0.6600457429885864
Oceania (population-weighted)1879low0.590377688407898
Oceania (population-weighted)1880best0.6262126564979553
Oceania (population-weighted)1880high0.6653984189033508
Oceania (population-weighted)1880low0.5952586531639099
Oceania (population-weighted)1881best0.6313484311103821
Oceania (population-weighted)1881high0.6708334684371948
Oceania (population-weighted)1881low0.6001644134521484
~ Changed values: 3,096 / 106,164 (2.92%) (3,063 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimateindiv_libs_vdem -indiv_libs_vdem +anomaly score
Europe (population-weighted)1949low0.43270465731620790.384232163429260255.9%
Europe (population-weighted)1953low0.43901744484901430.392024278640747075.7%
Europe (population-weighted)1952low0.438603788614273070.39189806580543525.6%
Europe (population-weighted)1954low0.444101393222808840.397357642650604255.6%
Europe (population-weighted)1955low0.44485402107238770.398157626390457155.5%
Europe (population-weighted)1950low0.43661323189735410.39086380600929265.5%
Europe (population-weighted)1951low0.43851047754287720.392606079578399665.5%
Europe (population-weighted)1956low0.44789287447929380.401559114456176765.5%
Europe (population-weighted)1949best0.46867510676383970.420401066541671755.4%
Europe (population-weighted)1958low0.458634287118911740.41244137287139895.3%
Europe (population-weighted)1959low0.45888799428939820.41270208358764655.3%
Europe (population-weighted)1957low0.45824199914932250.413257986307144175.2%
Europe (population-weighted)1952best0.47486057877540590.42836487293243415.1%
Europe (population-weighted)1953best0.47592020034790040.429372966289520265.1%
Europe (population-weighted)1960low0.46383911371231080.418483018875122075.1%
Europe (population-weighted)1950best0.47243750095367430.42649066448211675.1%
Europe (population-weighted)1951best0.47466436028480530.42874938249588015.1%
Europe (population-weighted)1949high0.5073581933975220.4584520459175115.1%
Europe (population-weighted)1961low0.4626353383064270.41913452744483954.9%
Europe (population-weighted)1962low0.46568155288696290.42250809073448184.9%
Europe (population-weighted)1954best0.489947021007537840.445009112358093264.8%
Europe (population-weighted)1955best0.4901117682456970.44516333937644964.8%
Europe (population-weighted)1970low0.48096036911010740.437196850776672364.8%
Europe (population-weighted)1971low0.482546448707580570.438813865184783944.7%
Europe (population-weighted)1950high0.51086503267288210.46467995643615724.7%
Europe (population-weighted)1968low0.47527927160263060.43234643340110784.7%
Europe (population-weighted)1967low0.47377163171768190.43101233243942264.7%
Europe (population-weighted)1969low0.47639617323875430.43342757225036624.7%
Europe (population-weighted)1963low0.471583187580108640.42910203337669374.7%
Europe (population-weighted)1973low0.485335916280746460.44166377186775214.7%
Europe (population-weighted)1953high0.51346290111541750.46727406978607184.7%
Europe (population-weighted)1972low0.484887838363647460.441317051649093634.7%
Europe (population-weighted)1964low0.47259259223937990.430130898952484134.7%
Europe (population-weighted)1952high0.51243853569030760.466431021690368654.7%
Europe (population-weighted)1951high0.51273745298385620.46677091717720034.7%
Europe (population-weighted)1956best0.49571835994720460.451514184474945074.7%
Europe (population-weighted)1965low0.47648307681083680.434404045343399054.6%
Europe (population-weighted)1966low0.477280020713806150.4351496100425724.6%
Europe (population-weighted)1974low0.49168172478675840.449056565761566164.5%
Europe (population-weighted)1958best0.50795483589172360.46393430233001714.5%
Europe (population-weighted)1959best0.50871223211288450.464790374040603644.5%
Europe (population-weighted)1957best0.50649136304855350.46330070495605474.5%
Europe (population-weighted)1960best0.51271337270736690.46958047151565554.4%
Europe (population-weighted)1975low0.50074654817581180.459508121013641364.3%
Europe (population-weighted)1954high0.53459966182708740.490861117839813234.3%
Europe (population-weighted)1955high0.53497534990310670.4912772774696354.3%
Europe (population-weighted)1961best0.51305526494979860.472140967845916754.2%
Europe (population-weighted)1962best0.51462709903717040.473859339952468874.1%
Europe (population-weighted)1956high0.54169106483459470.49891275167465214.1%
Europe (population-weighted)1976low0.50867432355880740.46864953637123114.1%
Europe (population-weighted)1973best0.53051841259002690.489007025957107544.1%
Europe (population-weighted)1970best0.52839404344558720.487104982137680054.1%
Europe (population-weighted)1972best0.5298756361007690.488501280546188354.1%
Europe (population-weighted)1971best0.52981787919998170.48856335878372194.1%
Europe (population-weighted)1968best0.52284193038940430.482261389493942264.0%
Europe (population-weighted)1969best0.52440178394317630.483868688344955444.0%
Europe (population-weighted)1963best0.51997250318527220.47984242439270024.0%
Europe (population-weighted)1967best0.52267313003540040.482422530651092534.0%
Europe (population-weighted)1964best0.52084803581237790.4807404875755314.0%
Europe (population-weighted)1916low0.44714522361755370.412845283746719364.0%
Europe (population-weighted)1966best0.5236521959304810.48366799950599674.0%
Europe (population-weighted)1965best0.52305895090103150.483130216598510744.0%
Europe (population-weighted)1959high0.55539357662200930.51301759481430054.0%
Europe (population-weighted)1958high0.5559875369071960.51368075609207154.0%
Europe (population-weighted)1915low0.45444458723068240.420268625020980833.9%
Europe (population-weighted)1957high0.55386716127395630.51245528459548953.9%
Europe (population-weighted)1974best0.53848719596862790.498233199119567873.9%
Europe (population-weighted)1913low0.492321759462356570.45569550991058353.9%
Asia (population-weighted)1862low0.069983072578907010.064825080335140233.8%
Europe (population-weighted)1977low0.52055102586746220.482234477996826173.8%
Europe (population-weighted)1960high0.5623232722282410.5210226178169253.8%
Europe (population-weighted)1917low0.451477944850921630.41897046566009523.7%
Oceania (population-weighted)1882low0.60507613420486450.56195694208145143.7%
Oceania (population-weighted)1882best0.63651889562606810.59128826856613163.7%
Europe (population-weighted)1975best0.54775667190551760.50891065597534183.7%
Oceania (population-weighted)1882high0.67633044719696040.62838464975357063.7%
Europe (population-weighted)1912low0.49277600646018980.45802912116050723.7%
Europe (population-weighted)1914low0.46890628337860110.43614175915718083.6%
Europe (population-weighted)1918low0.466674238443374630.434386581182479863.6%
Europe (population-weighted)1970high0.57269167900085450.53312647342681883.6%
Europe (population-weighted)1961high0.5612264871597290.52245891094207763.6%
Asia (population-weighted)1863low0.070295430719852450.06544566154479983.6%
Europe (population-weighted)1962high0.56174921989440920.5229985713958743.6%
Europe (population-weighted)1971high0.57407796382904050.53456354141235353.6%
Europe (population-weighted)1918high0.5858470201492310.54561018943786623.6%
Europe (population-weighted)1976best0.55336707830429080.51542568206787113.5%
Europe (population-weighted)1978low0.53521591424942020.498527556657791143.5%
Europe (population-weighted)1918best0.52356100082397460.4876946508884433.5%
Europe (population-weighted)1972high0.57569211721420290.53628563880920413.5%
Europe (population-weighted)1973high0.57623469829559330.53689771890640263.5%
Europe (population-weighted)1910low0.490218013525009160.456870049238204963.5%
Europe (population-weighted)1982low0.53961336612701420.50298517942428593.5%
Europe (population-weighted)1969high0.5696968436241150.53104436397552493.5%
Europe (population-weighted)1968high0.56910270452499390.53051507472991943.5%
Europe (population-weighted)1983low0.53939139842987060.50283622741699223.5%
Europe (population-weighted)1916best0.51826453208923340.48314285278320313.5%
Europe (population-weighted)1915best0.5233629345893860.48797070980072023.5%
Europe (population-weighted)1911low0.49502077698707580.461551815271377563.5%
Europe (population-weighted)1963high0.56653541326522830.52836078405380253.5%
Europe (population-weighted)1964high0.56782007217407230.5297376513481143.5%
~ vdem_multi_with_regions.egal_vdem 🟢 median anomaly score 0.60%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateegal_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,404 / 106,164 (1.32%) (1,383 revised, 21 disappeared) — showing the 100 most anomalous rows
countryyearestimateegal_vdem -egal_vdem +anomaly score
Europe (population-weighted)1915low0.246725246310234070.223968222737312324.8%
Europe (population-weighted)1916low0.247028544545173650.224424690008163454.8%
Europe (population-weighted)1913low0.244485720992088320.222783073782920844.6%
Europe (population-weighted)1914low0.243622943758964540.222293272614479064.6%
Europe (population-weighted)1911low0.241365283727645870.221199333667755134.4%
Europe (population-weighted)1912low0.24496170878410340.224676594138145454.3%
Europe (population-weighted)1910low0.238831967115402220.219179511070251464.3%
Europe (population-weighted)1915best0.311739087104797360.286987423896789554.1%
Europe (population-weighted)1916best0.31147548556327820.28681606054306034.1%
Europe (population-weighted)1913best0.308926433324813840.28456184267997744.1%
Europe (population-weighted)1914best0.310860216617584230.28698244690895084.0%
Europe (population-weighted)1909low0.23710706830024720.2190324217081074.0%
Europe (population-weighted)1916high0.371589452028274540.34360659122467043.9%
Europe (population-weighted)1915high0.37238270044326780.34435838460922243.9%
Europe (population-weighted)1913high0.37057319283485410.3428611457347873.9%
Europe (population-weighted)1912best0.30800402164459230.28507414460182193.9%
Europe (population-weighted)1908low0.23384481668472290.216642677783966063.8%
Oceania (population-weighted)1929low0.51022267341613770.472950905561447143.8%
Oceania (population-weighted)1928low0.50993454456329350.47278776764869693.8%
Europe (population-weighted)1911best0.305031538009643550.28286164999008183.8%
Europe (population-weighted)1914high0.369460195302963260.342782795429229743.7%
Oceania (population-weighted)1927low0.50918203592300420.47243005037307743.7%
Oceania (population-weighted)1926low0.50840103626251220.47180631756782533.7%
Oceania (population-weighted)1923low0.5080507993698120.47148931026458743.7%
Oceania (population-weighted)1924low0.50893020629882810.47230914235115053.7%
Oceania (population-weighted)1925low0.50759005546569820.471093207597732543.7%
Oceania (population-weighted)1922low0.50713616609573360.470754593610763553.7%
Oceania (population-weighted)1930low0.52398663759231570.486516147851943973.7%
Oceania (population-weighted)1918low0.496883422136306760.46135190129280093.7%
Europe (population-weighted)1910best0.30244204401969910.280829668045043953.7%
Oceania (population-weighted)1921low0.50585472583770750.4698800742626193.7%
Oceania (population-weighted)1931low0.52335327863693240.486390739679336553.7%
Europe (population-weighted)1904low0.227913379669189450.211940884590148933.6%
Oceania (population-weighted)1920low0.50417876243591310.468931257724761963.6%
Europe (population-weighted)1911high0.36492264270782470.33950901031494143.6%
Europe (population-weighted)1912high0.37114170193672180.34543281793594363.6%
Oceania (population-weighted)1929best0.59744483232498170.5561847090721133.6%
Europe (population-weighted)1907low0.232098355889320370.21607170999050143.6%
Oceania (population-weighted)1932low0.52225452661514280.48619514703750613.6%
Oceania (population-weighted)1919low0.499422699213027950.464944422245025633.6%
Europe (population-weighted)1917low0.26479396224021910.246541470289230353.6%
Oceania (population-weighted)1928best0.59713870286941530.55600428581237793.6%
Oceania (population-weighted)1917low0.493868708610534670.4599333405494693.6%
Europe (population-weighted)1910high0.361525177955627440.33678302168846133.5%
Oceania (population-weighted)1927best0.59632593393325810.55560642480850223.5%
Oceania (population-weighted)1926best0.59548294544219970.55491739511489873.5%
Oceania (population-weighted)1923best0.59158289432525630.55131185054779053.5%
Oceania (population-weighted)1925best0.59460818767547610.55413770675659183.5%
Oceania (population-weighted)1924best0.59252458810806270.55220663547515873.5%
Oceania (population-weighted)1922best0.59060406684875490.5505047440528873.5%
Oceania (population-weighted)1930best0.60063248872756960.55999273061752323.5%
Oceania (population-weighted)1929high0.6757342815399170.63007241487503053.5%
Oceania (population-weighted)1918best0.58151412010192870.54223746061325073.5%
Europe (population-weighted)1905low0.231829389929771420.216176405549049383.5%
Oceania (population-weighted)1928high0.67540645599365230.62987327575683593.5%
Oceania (population-weighted)1921best0.58922129869461060.54954558610916143.5%
Oceania (population-weighted)1927high0.67452341318130490.62942355871200563.5%
Oceania (population-weighted)1931best0.59994602203369140.55985462665557863.5%
Oceania (population-weighted)1923high0.67266142368316650.62772434949874883.5%
Oceania (population-weighted)1924high0.67368787527084350.62871158123016363.5%
Oceania (population-weighted)1926high0.67360788583755490.62865227460861213.5%
Oceania (population-weighted)1925high0.67265844345092770.62779784202575683.4%
Oceania (population-weighted)1922high0.671595036983490.6268334388732913.4%
Europe (population-weighted)1903low0.22981211543083190.21451170742511753.4%
Oceania (population-weighted)1933low0.51799792051315310.483543932437896733.4%
Oceania (population-weighted)1918high0.66150641441345210.61765944957733153.4%
Oceania (population-weighted)1921high0.67008000612258910.6257751584053043.4%
Oceania (population-weighted)1920best0.58740383386611940.54856628179550173.4%
Oceania (population-weighted)1930high0.68749684095382690.64222180843353273.4%
Europe (population-weighted)1909best0.30105978250503540.281254678964614873.4%
Europe (population-weighted)1906low0.23279510438442230.217533215880393983.4%
Europe (population-weighted)1900low0.227937802672386170.213029578328132633.4%
Oceania (population-weighted)1919best0.58429038524627690.54612052440643313.4%
Oceania (population-weighted)1932best0.59876137971878050.55964916944503783.4%
Europe (population-weighted)1902low0.231211259961128230.21612936258316043.4%
Oceania (population-weighted)1931high0.68673217296600340.64206832647323613.4%
Oceania (population-weighted)1920high0.66808211803436280.62471377849578863.4%
Oceania (population-weighted)1917best0.5782123208045960.54068273305892943.4%
Oceania (population-weighted)1919high0.66457009315490720.62193864583969123.3%
Oceania (population-weighted)1934low0.51855725049972530.485311269760131843.3%
Oceania (population-weighted)1916low0.48995557427406310.45855471491813663.3%
Europe (population-weighted)1908best0.29844471812248230.27935749292373663.3%
Oceania (population-weighted)1917high0.65785807371139530.61595267057418823.3%
Oceania (population-weighted)1932high0.68541663885116580.64184337854385383.3%
Europe (population-weighted)1901low0.22842483222484590.213952854275703433.3%
Oceania (population-weighted)1933best0.59757697582244870.55992329120635993.3%
Europe (population-weighted)1909high0.359135061502456670.33662119507789613.2%
Oceania (population-weighted)1935low0.52288734912872310.49065077304840093.2%
Europe (population-weighted)1904best0.291170060634613040.27328178286552433.2%
Europe (population-weighted)1907best0.29688060283660890.27866902947425843.2%
Oceania (population-weighted)1933high0.68220025300979610.64040100574493413.2%
Europe (population-weighted)1917best0.33231660723686220.312107473611831673.1%
Oceania (population-weighted)1934best0.5980041623115540.56167650222778323.1%
Oceania (population-weighted)1916best0.57367599010467530.53890639543533333.1%
Europe (population-weighted)1903best0.291197925806045530.27366778254508973.1%
Europe (population-weighted)1908high0.35623896121978760.33488777279853823.1%
Oceania (population-weighted)1916high0.6532937884330750.61439222097396853.1%
Oceania (population-weighted)1934high0.68311172723770140.64274805784225463.0%
Oceania (population-weighted)1936low0.5302845835685730.49899756908416753.0%
Europe (population-weighted)1902best0.29040259122848510.273419737815856933.0%
~ vdem_multi_with_regions.wom_parl_vdem 🟢 median anomaly score 0.59%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatewom_parl_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 201 / 106,164 (0.19%) — showing the 100 most anomalous rows
countryyearestimatewom_parl_vdem -wom_parl_vdem +anomaly score
Europe (population-weighted)1919best1.4556555747985841.07650303840637215%
World (population-weighted)1919best0.351336628198623660.2731137573719024713%
Europe (population-weighted)1920best1.18657112121582030.925497412681579612%
Europe (population-weighted)1913best0.07021659612655640.0563563071191310911%
Europe (population-weighted)1915best0.070804141461849210.05702004954218864411%
Europe (population-weighted)1914best0.070506878197193150.056841894984245311%
Europe (population-weighted)1929best1.26202201843261721.01829171180725111%
Europe (population-weighted)1916best0.081268183887004850.0656253546476364111%
Europe (population-weighted)1912best0.046616181731224060.0377732254564762110%
Europe (population-weighted)1911best0.046447727829217910.0377397276461124410%
Europe (population-weighted)1910best0.0562260560691356660.04574257135391235410%
Europe (population-weighted)1928best1.31786787509918211.075249671936035210%
Europe (population-weighted)1909best0.06928603351116180.0566504821181297310%
Europe (population-weighted)1921best1.30927956104278561.070964217185974110%
Europe (population-weighted)1907best0.06249201297760010.0511772073805332210.0%
Europe (population-weighted)1908best0.082329981029033660.067523904144763959.9%
Europe (population-weighted)1927best1.32699620723724371.09052038192749029.8%
Europe (population-weighted)1926best1.32271778583526611.09037590026855479.6%
Europe (population-weighted)1930best1.27014493942260741.0486567020416269.6%
Europe (population-weighted)1922best1.43830871582031251.18916761875152599.5%
Europe (population-weighted)1925best1.32254230976104741.09381639957427989.5%
Europe (population-weighted)1924best1.33402633666992191.10915112495422369.2%
Europe (population-weighted)1923best1.53826653957366941.28336405754089369.0%
Europe (population-weighted)1931best1.49492645263671881.26080012321472178.5%
World (population-weighted)1913best0.017396375536918640.0147152161225676548.3%
Europe (population-weighted)1932best1.39123582839965821.1823130846023568.1%
World (population-weighted)1916best0.019883126020431520.0169489160180091868.0%
Europe (population-weighted)1918best0.097230821847915650.083615645766258247.5%
World (population-weighted)1922best0.346726804971694950.300438374280929577.2%
World (population-weighted)1923best0.370352029800415040.32343783974647526.8%
Europe (population-weighted)1933best1.02962946891784670.9163590073585515.8%
Europe (population-weighted)1990best12.88095569610595711.6509046554565435.0%
World (population-weighted)1918best0.023558720946311950.021406190469861034.8%
World (population-weighted)1950best2.98366951942443852.7223844528198244.6%
World (population-weighted)1951best3.02291512489318852.767355203628544.4%
Oceania (population-weighted)1933best0.209951430559158330.193040311336517334.2%
Oceania (population-weighted)1934best0.209363460540771480.192950651049613954.1%
World (population-weighted)1953best3.86979269981384283.60823273658752443.5%
Europe (population-weighted)1949best8.6910095214843759.2486286163330083.1%
Oceania (population-weighted)1939best0.61808323860168460.58121436834335333.1%
World (population-weighted)1952best3.8505649566650393.62478280067443853.0%
Oceania (population-weighted)1940best0.61588186025619510.58234769105911252.8%
Oceania (population-weighted)1941best0.6136352419853210.58345288038253782.5%
Oceania (population-weighted)1942best0.6113509535789490.58453065156936652.2%
Europe (population-weighted)1975best15.71315574645996116.2903423309326171.8%
Europe (population-weighted)1982best18.89213371276855519.5806655883789061.8%
Europe (population-weighted)1981best18.8698520660400419.556526184082031.8%
Europe (population-weighted)1979best17.82089996337890618.4647789001464841.8%
Europe (population-weighted)1974best15.50291156768798816.053445816040041.7%
Europe (population-weighted)1973best15.27308940887451215.7941074371337891.7%
Europe (population-weighted)1980best18.63965034484863319.265808105468751.7%
Europe (population-weighted)1978best17.21430969238281217.7805557250976561.6%
Oceania (population-weighted)1943best1.54257822036743161.49351084232330321.6%
Europe (population-weighted)1951best10.0611829757690439.7413997650146481.6%
Europe (population-weighted)1946best7.02094554901123057.24925470352172851.6%
Europe (population-weighted)1972best15.08307075500488315.5720329284667971.6%
Europe (population-weighted)1977best17.05358695983886717.5996093751.6%
Europe (population-weighted)1953best11.3101463317871110.9760885238647461.5%
Europe (population-weighted)1983best19.05304336547851619.6304740905761721.5%
Europe (population-weighted)1986best18.95498657226562519.5232448577880861.5%
Europe (population-weighted)1976best16.6143589019775417.10364341735841.5%
Europe (population-weighted)1984best18.81411552429199219.360696792602541.4%
Europe (population-weighted)1985best18.69208908081054719.2228412628173831.4%
Europe (population-weighted)1950best10.36359500885009810.0776691436767581.4%
Oceania (population-weighted)1944best1.3349442481994631.2996542453765871.3%
Europe (population-weighted)1971best14.8995599746704115.273692131042481.2%
Europe (population-weighted)1947best7.0908565521240237.2651901245117191.2%
Europe (population-weighted)1970best14.55735588073730514.914181709289551.2%
Europe (population-weighted)1966best14.18335723876953114.5306348800659181.2%
Oceania (population-weighted)1945best1.2958376407623291.2672846317291261.1%
World (population-weighted)1948best2.2363774776458742.28631997108459471.1%
World (population-weighted)1954best6.8529868125915536.705425739288331.1%
World (population-weighted)1955best6.8547935485839846.7103891372680661.1%
Europe (population-weighted)1969best14.17017364501953114.4683675765991211.0%
North America (population-weighted)1926best0.0255236234515905380.0249981004744768141.0%
North America (population-weighted)1925best0.025460669770836830.0249424912035465241.0%
World (population-weighted)1957best7.0028042793273936.8607783317565921.0%
World (population-weighted)1956best6.93685102462768556.7978262901306151.0%
Europe (population-weighted)1965best13.65564537048339813.9262504577636720.98%
World (population-weighted)1958best7.1494984626770027.0145225524902340.95%
North America (population-weighted)1927best0.0255865138024091720.0251042153686285020.95%
North America (population-weighted)1924best0.026636566966772080.026144599542021750.93%
World (population-weighted)1959best7.1821613311767587.0506854057312010.92%
Europe (population-weighted)1967best14.17418003082275414.4283390045166020.89%
World (population-weighted)1960best7.2627596855163577.1357431411743160.88%
World (population-weighted)1990best10.25730705261230510.0816402435302730.86%
Europe (population-weighted)1968best14.02472877502441414.265526771545410.85%
Oceania (population-weighted)1946best2.2494151592254642.21207666397094730.84%
Europe (population-weighted)1948best7.6989622116088877.8193020820617680.78%
North America (population-weighted)1928best0.0256493370980024340.0252577364444732670.77%
World (population-weighted)1961best7.318189620971687.2118492126464840.73%
North America (population-weighted)1944best0.026211962103843690.0258370395749807360.72%
World (population-weighted)1963best7.7498397827148447.6430778503417970.69%
Europe (population-weighted)1989best16.94229698181152316.710388183593750.69%
Europe (population-weighted)1962best13.52782440185546913.7131204605102540.68%
Europe (population-weighted)1952best11.21655750274658211.0694198608398440.66%
World (population-weighted)1962best7.6005482673645027.5040087699890140.64%
North America (population-weighted)1943best0.0261917524039745330.025864712893962860.63%
Oceania (population-weighted)1947best2.24103546142578122.21392893791198730.61%
North America (population-weighted)1923best0.026570420712232590.0262545943260192870.60%
~ vdem_multi_with_regions.priv_libs_vdem 🟢 median anomaly score 0.58%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatepriv_libs_vdem
Africa (population-weighted)1900best0.08454403281211853
Africa (population-weighted)1900high0.11563050746917725
Africa (population-weighted)1900low0.04067027568817139
Africa (population-weighted)1901best0.08483671396970749
Africa (population-weighted)1901high0.11603657156229019
Africa (population-weighted)1901low0.04099705070257187
Oceania (population-weighted)1872best0.45761778950691223
Oceania (population-weighted)1872high0.5314797163009644
Oceania (population-weighted)1872low0.3823031485080719
Oceania (population-weighted)1873best0.46198877692222595
Oceania (population-weighted)1873high0.536318838596344
Oceania (population-weighted)1873low0.3862977623939514
Oceania (population-weighted)1874best0.4663850963115692
Oceania (population-weighted)1874high0.5411775708198547
Oceania (population-weighted)1874low0.3903278112411499
Oceania (population-weighted)1875best0.47080710530281067
Oceania (population-weighted)1875high0.5460559725761414
Oceania (population-weighted)1875low0.3943939805030823
Oceania (population-weighted)1876best0.4752541482448578
Oceania (population-weighted)1876high0.5509531497955322
Oceania (population-weighted)1876low0.3984959125518799
Oceania (population-weighted)1877best0.47972628474235535
Oceania (population-weighted)1877high0.5558690428733826
Oceania (population-weighted)1877low0.40263399481773376
Oceania (population-weighted)1878best0.48422330617904663
Oceania (population-weighted)1878high0.5608030557632446
Oceania (population-weighted)1878low0.4068082869052887
Oceania (population-weighted)1879best0.48863571882247925
Oceania (population-weighted)1879high0.5657076239585876
Oceania (population-weighted)1879low0.4108125567436218
Oceania (population-weighted)1880best0.49294477701187134
Oceania (population-weighted)1880high0.5705621242523193
Oceania (population-weighted)1880low0.41462934017181396
Oceania (population-weighted)1881best0.4971330463886261
Oceania (population-weighted)1881high0.5753471851348877
Oceania (population-weighted)1881low0.41824275255203247
~ Changed values: 3,094 / 106,164 (2.91%) (3,061 revised, 33 appeared) — showing the 100 most anomalous rows
countryyearestimatepriv_libs_vdem -priv_libs_vdem +anomaly score
Europe (population-weighted)1954low0.405290752649307250.35896441340446476.1%
Europe (population-weighted)1955low0.40543904900550840.35911613702774056.1%
Europe (population-weighted)1953low0.40210124850273130.3568182885646826.0%
Europe (population-weighted)1952low0.40253487229347230.35737195611000065.9%
Europe (population-weighted)1956low0.410618513822555540.36499625444412235.9%
Europe (population-weighted)1949low0.397682398557662960.35377892851829535.8%
Europe (population-weighted)1958low0.417965769767761230.37335667014122015.6%
Europe (population-weighted)1950low0.39831039309501650.35588532686233525.6%
Europe (population-weighted)1959low0.41839796304702760.37384039163589485.6%
Europe (population-weighted)1951low0.399070531129837040.3566730022430425.6%
Europe (population-weighted)1957low0.41894775629043580.37446787953376775.6%
Europe (population-weighted)1960low0.42083746194839480.376586824655532845.5%
Europe (population-weighted)1949best0.44918972253799440.40306097269058235.4%
Europe (population-weighted)1953best0.455952376127243040.4098079502582555.3%
Europe (population-weighted)1952best0.456313967704772950.41023403406143195.3%
Europe (population-weighted)1954best0.46425348520278930.41804578900337225.2%
Europe (population-weighted)1955best0.464662730693817140.418532490730285645.2%
Europe (population-weighted)1949high0.5076750516891480.45762363076210025.2%
Europe (population-weighted)1961low0.419793158769607540.37842723727226265.2%
Europe (population-weighted)1950best0.452762335538864140.408227235078811655.2%
Europe (population-weighted)1970low0.433800488710403440.391293883323669435.2%
Europe (population-weighted)1951best0.453729420900344850.40930002927780155.1%
Europe (population-weighted)1973low0.43885710835456850.395980238914489755.1%
Europe (population-weighted)1972low0.435782223939895630.393240392208099375.1%
Europe (population-weighted)1971low0.4356960058212280.393278211355209355.1%
Europe (population-weighted)1956best0.46892628073692320.42340573668479925.1%
Europe (population-weighted)1962low0.42469689249992370.383920669555664065.0%
Europe (population-weighted)1969low0.43000811338424680.389007449150085455.0%
Europe (population-weighted)1968low0.429493874311447140.388594478368759165.0%
Europe (population-weighted)1967low0.42953562736511230.388795763254165655.0%
Europe (population-weighted)1964low0.428146213293075560.387635648250579835.0%
Europe (population-weighted)1963low0.42810177803039550.387690305709838875.0%
Europe (population-weighted)1965low0.43080860376358030.39052832126617434.9%
Europe (population-weighted)1952high0.51245957612991330.464638292789459234.9%
Europe (population-weighted)1953high0.512429952621460.46461728215217594.9%
Europe (population-weighted)1966low0.431870579719543460.39158844947814944.9%
Europe (population-weighted)1974low0.447487354278564450.405962646007537844.9%
Europe (population-weighted)1958best0.47756916284561160.433312237262725834.9%
Europe (population-weighted)1959best0.477592438459396360.43336483836174014.9%
Europe (population-weighted)1957best0.478515744209289550.434348583221435554.8%
Europe (population-weighted)1960best0.478414505720138550.434306234121322634.8%
Europe (population-weighted)1950high0.50990605354309080.462912976741790774.8%
Europe (population-weighted)1951high0.51049721240997310.463583648204803474.8%
Europe (population-weighted)1954high0.52398782968521120.476087659597396854.8%
Europe (population-weighted)1955high0.52413094043731690.476302057504653934.8%
Europe (population-weighted)1956high0.5290251374244690.48192414641380314.7%
Europe (population-weighted)1975low0.457192867994308470.417139828205108644.6%
Europe (population-weighted)1972best0.49144876003265380.449140161275863654.5%
Europe (population-weighted)1971best0.49128645658493040.449062198400497444.5%
Europe (population-weighted)1973best0.494071930646896360.45162573456764224.5%
Europe (population-weighted)1970best0.490952908992767330.44881883263587954.5%
Europe (population-weighted)1961best0.477605074644088750.43664410710334784.5%
Europe (population-weighted)1958high0.5392808914184570.49372553825378424.4%
Europe (population-weighted)1959high0.53963589668273930.49418324232101444.4%
Europe (population-weighted)1962best0.48116555809974670.4406423866748814.4%
Europe (population-weighted)1957high0.5403166413307190.49483457207679754.4%
Europe (population-weighted)1960high0.5397174358367920.49430924654006964.4%
Europe (population-weighted)1969best0.486242741346359250.445669919252395634.4%
Europe (population-weighted)1964best0.483561605215072630.443222671747207644.4%
Europe (population-weighted)1968best0.485739409923553470.44524079561233524.4%
Europe (population-weighted)1963best0.48348295688629150.44320797920227054.3%
Europe (population-weighted)1976low0.46579009294509890.427038609981536874.3%
Europe (population-weighted)1967best0.48566067218780520.44527670741081244.3%
Europe (population-weighted)1974best0.50121897459030150.459934204816818244.3%
Europe (population-weighted)1965best0.48678562045097350.44678267836570744.3%
Europe (population-weighted)1966best0.488013774156570430.448060870170593264.3%
Europe (population-weighted)1973high0.55279946327209470.50933682918548584.1%
Europe (population-weighted)1975best0.51017177104949950.470266550779342654.1%
Europe (population-weighted)1977low0.476860761642456050.439712375402450564.1%
Europe (population-weighted)1972high0.54907977581024170.5064222216606144.0%
Europe (population-weighted)1970high0.54834520816802980.50580012798309334.0%
Europe (population-weighted)1971high0.5490348339080810.50646227598190314.0%
Europe (population-weighted)1982low0.48805192112922670.450362324714660644.0%
Europe (population-weighted)1961high0.54006862640380860.498517066240310674.0%
Europe (population-weighted)1969high0.54407835006713870.50242489576339724.0%
Europe (population-weighted)1962high0.54148125648498540.50009399652481084.0%
Europe (population-weighted)1968high0.54383504390716550.50227546691894534.0%
Europe (population-weighted)1964high0.54290050268173220.50160157680511474.0%
Europe (population-weighted)1967high0.54434335231781010.50296115875244144.0%
Europe (population-weighted)1983low0.49058511853218080.453325897455215453.9%
Europe (population-weighted)1963high0.54300236701965330.50177377462387083.9%
Europe (population-weighted)1974high0.56018924713134770.51793360710144043.9%
Europe (population-weighted)1978low0.49404442310333250.457010537385940553.9%
Europe (population-weighted)1966high0.54723209142684940.50633668899536133.9%
Europe (population-weighted)1965high0.54685938358306880.50601255893707283.9%
Europe (population-weighted)1976best0.51917392015457150.480630904436111453.9%
Europe (population-weighted)1981low0.49686563014984130.460196048021316533.8%
Oceania (population-weighted)1882low0.42163810133934020.39057898521423343.8%
Europe (population-weighted)1913low0.418025791645050050.387276172637939453.8%
Europe (population-weighted)1979low0.499120235443115230.462867766618728643.8%
Oceania (population-weighted)1882best0.50118392705917360.46482005715370183.8%
Europe (population-weighted)1975high0.56805253028869630.52704566717147833.7%
Oceania (population-weighted)1882high0.58004420995712280.53828150033950813.7%
Europe (population-weighted)1984low0.5026866197586060.46706327795982363.7%
Europe (population-weighted)1915low0.37452459335327150.34806701540946963.7%
Europe (population-weighted)1980low0.50560986995697020.469944626092910773.7%
Europe (population-weighted)1982best0.53514343500137330.497503966093063353.6%
Europe (population-weighted)1977best0.52904182672500610.491952389478683473.6%
Europe (population-weighted)1983best0.53554272651672360.498072385787963873.6%
Europe (population-weighted)1985low0.50468790531158450.469413489103317263.6%
~ vdem_multi_with_regions.v2xca_academ 🟢 median anomaly score 0.49%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimatev2xca_academ
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,266 / 106,164 (1.19%) — showing the 100 most anomalous rows
countryyearestimatev2xca_academ -v2xca_academ +anomaly score
Europe (population-weighted)1949high0.444256603717803960.407255530357360844.3%
Europe (population-weighted)1953high0.44708254933357240.410689026117324834.2%
Europe (population-weighted)1952high0.447683542966842650.41150659322738654.2%
Europe (population-weighted)1949best0.40093871951103210.368693113327026374.2%
Europe (population-weighted)1953best0.404366254806518550.37190660834312444.2%
Europe (population-weighted)1951high0.44838753342628480.4124702811241154.2%
Europe (population-weighted)1952best0.40478324890136720.372516810894012454.2%
Europe (population-weighted)1950high0.44876843690872190.413059860467910774.1%
Europe (population-weighted)1951best0.405726760625839230.373753935098648074.1%
Europe (population-weighted)1969low0.385993927717208860.35567393898963934.1%
Europe (population-weighted)1950best0.4061725139617920.374418586492538454.1%
Europe (population-weighted)1949low0.363657474517822270.3354574441909794.0%
Europe (population-weighted)1953low0.36727419495582580.33891633152961734.0%
Europe (population-weighted)1955best0.40877038240432740.3772650659084324.0%
Europe (population-weighted)1954best0.40864732861518860.377249896526336674.0%
Europe (population-weighted)1955high0.45395475625991820.41908335685729984.0%
Europe (population-weighted)1954high0.453394740819931030.418570280075073244.0%
Europe (population-weighted)1969best0.4249490499496460.39252653717994694.0%
Europe (population-weighted)1952low0.36815196275711060.34006679058074954.0%
Europe (population-weighted)1955low0.368306100368499760.340292900800704964.0%
Europe (population-weighted)1969high0.468210458755493160.43279078602790833.9%
Europe (population-weighted)1954low0.36855953931808470.340718924999237063.9%
Europe (population-weighted)1951low0.36888262629508970.341072767972946173.9%
Europe (population-weighted)1956high0.45892965793609620.42441397905349733.9%
Europe (population-weighted)1956best0.41385862231254580.382795870304107673.9%
Europe (population-weighted)1959low0.37195673584938050.344058424234390263.9%
Europe (population-weighted)1959best0.41425123810768130.38319447636604313.9%
Europe (population-weighted)1956low0.37157312035560610.343772917985916143.9%
Europe (population-weighted)1959high0.45958039164543150.42524719238281253.9%
Europe (population-weighted)1950low0.36942008137702940.341855347156524663.9%
Europe (population-weighted)1973low0.39748349785804750.36794438958168033.9%
Europe (population-weighted)1958best0.41513836383819580.38431319594383243.9%
Europe (population-weighted)1971low0.396199226379394530.366841703653335573.8%
Europe (population-weighted)1958low0.373229354619979860.345626235008239753.8%
Europe (population-weighted)1958high0.46099105477333070.42696195840835573.8%
Europe (population-weighted)1970low0.39595469832420350.36675950884819033.8%
Europe (population-weighted)1972low0.39783567190170290.36852306127548223.8%
Europe (population-weighted)1968low0.379614591598510740.35164684057235723.8%
Europe (population-weighted)1957best0.41610506176948550.385515898466110233.8%
Europe (population-weighted)1968high0.46503683924674990.43085315823554993.8%
Europe (population-weighted)1967low0.37912985682487490.35127526521682743.8%
Europe (population-weighted)1957low0.373677432537078860.34625032544136053.8%
Europe (population-weighted)1957high0.46154198050498960.42769074440002443.8%
Oceania (population-weighted)1929high0.83089244365692140.76995247602462773.8%
Oceania (population-weighted)1930high0.83073091506958010.76996916532516483.8%
Oceania (population-weighted)1928high0.83028650283813480.76967394351959233.8%
Oceania (population-weighted)1929best0.76193666458129880.70633369684219363.8%
Europe (population-weighted)1966low0.381529182195663450.353738129138946533.8%
Oceania (population-weighted)1930best0.76177245378494260.7063364982604983.8%
Europe (population-weighted)1966high0.47018697857856750.43599233031272893.8%
Europe (population-weighted)1965high0.469404995441436770.435278862714767463.8%
Oceania (population-weighted)1928best0.76139211654663090.70608222484588623.8%
Europe (population-weighted)1965low0.38111099600791930.353432953357696533.8%
Europe (population-weighted)1964low0.380447268486022950.352839261293411253.8%
Europe (population-weighted)1964high0.468937367200851440.43490937352180483.8%
Europe (population-weighted)1963high0.468350917100906370.43438622355461123.8%
Oceania (population-weighted)1929low0.71537518501281740.66353100538253783.8%
Europe (population-weighted)1963low0.37992572784423830.352392137050628663.8%
Europe (population-weighted)1965best0.42424452304840090.393499553203582763.8%
Europe (population-weighted)1966best0.42507517337799070.39427518844604493.8%
Oceania (population-weighted)1931high0.82980555295944210.76971411705017093.8%
Europe (population-weighted)1964best0.423648744821548460.392979055643081673.8%
Europe (population-weighted)1968best0.422527343034744260.39195126295089723.8%
Europe (population-weighted)1967high0.466722637414932250.432956367731094363.8%
Oceania (population-weighted)1927high0.82890373468399050.76897966861724853.8%
Europe (population-weighted)1963best0.42319375276565550.392601549625396733.7%
Oceania (population-weighted)1930low0.71520256996154790.66351258754730223.7%
Europe (population-weighted)1967best0.4220895469188690.391636848449707033.7%
Oceania (population-weighted)1928low0.71487635374069210.66329991817474373.7%
Oceania (population-weighted)1926high0.82746958732604980.76781469583511353.7%
Oceania (population-weighted)1931best0.76090282201766970.70608937740325933.7%
Oceania (population-weighted)1927best0.76013022661209110.70543748140335083.7%
Oceania (population-weighted)1925high0.82598155736923220.7666063308715823.7%
Europe (population-weighted)1962low0.38036143779754640.35302779078483583.7%
Oceania (population-weighted)1926best0.75882112979888920.7043544650077823.7%
Oceania (population-weighted)1924high0.82443654537200930.76530885696411133.7%
Oceania (population-weighted)1923high0.82283174991607670.76389533281326293.7%
Europe (population-weighted)1962high0.469728589057922360.436087787151336673.7%
Oceania (population-weighted)1925best0.75746262073516850.70324152708053593.7%
Oceania (population-weighted)1931low0.71436154842376710.66326087713241583.7%
Oceania (population-weighted)1927low0.71369791030883790.66267716884613043.7%
Europe (population-weighted)1962best0.42425179481506350.39393731951713563.7%
Oceania (population-weighted)1924best0.75605183839797970.70204883813858033.7%
Oceania (population-weighted)1926low0.71247512102127080.66163361072540283.7%
Oceania (population-weighted)1923best0.75458610057830810.70074331760406493.7%
Oceania (population-weighted)1922high0.82116371393203740.76260131597518923.7%
Europe (population-weighted)1961low0.380006492137908940.35295197367668153.7%
Oceania (population-weighted)1925low0.7112057805061340.66058367490768433.7%
Europe (population-weighted)1973best0.43942594528198240.40817305445671083.7%
Oceania (population-weighted)1922best0.753062367439270.69954663515090943.7%
Oceania (population-weighted)1924low0.70988738536834720.65946418046951293.7%
Oceania (population-weighted)1923low0.708517313003540.65822577476501463.7%
Europe (population-weighted)1961high0.469037860631942750.435755014419555663.7%
Europe (population-weighted)1971best0.438101261854171750.40702888369560243.7%
Oceania (population-weighted)1932high0.82811397314071660.76939344406127933.7%
Europe (population-weighted)1961best0.423764586448669430.39376878738403323.7%
Europe (population-weighted)1970best0.43749594688415530.406540721654891973.7%
Europe (population-weighted)1960high0.468981236219406130.435811936855316163.7%
Oceania (population-weighted)1922low0.70709270238876340.65708673000335693.7%
Europe (population-weighted)1960low0.38036769628524780.35349071025848393.7%
~ vdem_multi_with_regions.terr_contr_vdem 🟢 median anomaly score 0.17%changed data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimateterr_contr_vdem
Africa (population-weighted)1900bestNaN
Africa (population-weighted)1900highNaN
Africa (population-weighted)1900lowNaN
Africa (population-weighted)1901bestNaN
Africa (population-weighted)1901highNaN
Africa (population-weighted)1901lowNaN
Oceania (population-weighted)1872bestNaN
Oceania (population-weighted)1872highNaN
Oceania (population-weighted)1872lowNaN
Oceania (population-weighted)1873bestNaN
Oceania (population-weighted)1873highNaN
Oceania (population-weighted)1873lowNaN
Oceania (population-weighted)1874bestNaN
Oceania (population-weighted)1874highNaN
Oceania (population-weighted)1874lowNaN
Oceania (population-weighted)1875bestNaN
Oceania (population-weighted)1875highNaN
Oceania (population-weighted)1875lowNaN
Oceania (population-weighted)1876bestNaN
Oceania (population-weighted)1876highNaN
Oceania (population-weighted)1876lowNaN
Oceania (population-weighted)1877bestNaN
Oceania (population-weighted)1877highNaN
Oceania (population-weighted)1877lowNaN
Oceania (population-weighted)1878bestNaN
Oceania (population-weighted)1878highNaN
Oceania (population-weighted)1878lowNaN
Oceania (population-weighted)1879bestNaN
Oceania (population-weighted)1879highNaN
Oceania (population-weighted)1879lowNaN
Oceania (population-weighted)1880bestNaN
Oceania (population-weighted)1880highNaN
Oceania (population-weighted)1880lowNaN
Oceania (population-weighted)1881bestNaN
Oceania (population-weighted)1881highNaN
Oceania (population-weighted)1881lowNaN
~ Changed values: 1,910 / 106,164 (1.80%) (1,760 revised, 150 appeared) — showing the 100 most anomalous rows
countryyearestimateterr_contr_vdem -terr_contr_vdem +anomaly score
Oceania (population-weighted)1929low83.7830200195312577.754470825195313.7%
Oceania (population-weighted)1929best86.2077102661132880.01503753662113.7%
Oceania (population-weighted)1929high88.343650817871182.00632476806643.7%
Oceania (population-weighted)1928low83.7295074462890677.728218078613283.7%
Oceania (population-weighted)1930low83.7565155029296977.758460998535163.7%
Oceania (population-weighted)1928best86.15258789062579.988143920898443.7%
Oceania (population-weighted)1930best86.1804122924804780.017463684082033.7%
Oceania (population-weighted)1928high88.2871017456054781.97885894775393.7%
Oceania (population-weighted)1930high88.315650939941482.007385253906253.7%
Oceania (population-weighted)1927low83.5950393676757877.665328979492193.7%
Oceania (population-weighted)1927best86.0140533447265679.921440124511723.7%
Oceania (population-weighted)1931low83.6503601074218877.731269836425783.7%
Oceania (population-weighted)1927high88.1450042724609481.908805847167973.7%
Oceania (population-weighted)1926low83.455345153808677.553863525390623.7%
Oceania (population-weighted)1931best86.0710601806640679.988349914550783.7%
Oceania (population-weighted)1926best85.8701629638671979.804244995117193.7%
Oceania (population-weighted)1925low83.3101882934570377.42785644531253.7%
Oceania (population-weighted)1931high88.203491210937581.976577758789063.7%
Oceania (population-weighted)1924low83.1592483520507877.289596557617193.7%
Oceania (population-weighted)1926high87.9974060058593881.786590576171883.7%
Oceania (population-weighted)1923low83.0022354125976677.144226074218753.7%
Oceania (population-weighted)1925best85.7206344604492279.674758911132813.7%
Oceania (population-weighted)1924best85.5651702880859479.533393859863283.7%
Oceania (population-weighted)1923best85.4034500122070379.383308410644533.7%
Oceania (population-weighted)1925high87.8440399169921981.65402984619143.7%
Oceania (population-weighted)1923high87.5187149047851681.35569000244143.6%
Oceania (population-weighted)1924high87.6845779418945381.509933471679693.6%
Oceania (population-weighted)1918low81.4989318847656275.764686584472663.6%
Oceania (population-weighted)1922low82.8388137817382877.013603210449223.6%
Oceania (population-weighted)1922best85.2351379394531279.247886657714843.6%
Oceania (population-weighted)1922high87.3460998535156281.21604156494143.6%
Oceania (population-weighted)1918best83.8534622192382877.97336578369143.6%
Oceania (population-weighted)1918high85.9276199340820379.918899536132813.6%
Oceania (population-weighted)1921low82.6113967895507876.85768890380863.6%
Oceania (population-weighted)1921best85.0007476806640679.086364746093753.6%
Oceania (population-weighted)1921high87.105567932128981.049598693847663.6%
Oceania (population-weighted)1932low83.4642791748046977.693023681640623.6%
Oceania (population-weighted)1932best85.8793945312579.948921203613283.6%
Oceania (population-weighted)1932high88.0068893432617281.936111450195313.6%
Oceania (population-weighted)1920low82.3153457641601676.669097900390623.6%
Oceania (population-weighted)1920best84.6954956054687578.895454406738283.5%
Oceania (population-weighted)1920high86.7922058105468880.856628417968753.5%
Oceania (population-weighted)1919low81.9460601806640676.401252746582033.5%
Oceania (population-weighted)1917low80.9695587158203175.497528076171883.5%
Oceania (population-weighted)1919best84.3146438598632878.62192535400393.5%
Oceania (population-weighted)1919high86.4011764526367280.578063964843753.5%
Oceania (population-weighted)1917best83.3074188232421977.694503784179693.5%
Oceania (population-weighted)1917high85.3669052124023479.629753112792973.5%
Oceania (population-weighted)1933low83.1974334716796977.657478332519533.4%
Oceania (population-weighted)1933best85.604515075683679.912277221679693.4%
Oceania (population-weighted)1933high87.724952697753981.898490905761723.4%
Oceania (population-weighted)1934low82.9207382202148477.611160278320313.3%
Oceania (population-weighted)1934best85.3195190429687579.864532470703123.3%
Oceania (population-weighted)1934high87.432640075683681.84951019287113.3%
Oceania (population-weighted)1916low80.427711486816475.393936157226563.2%
Oceania (population-weighted)1916best82.748634338378977.581848144531253.2%
Oceania (population-weighted)1916high84.7932205200195379.509162902832033.2%
Oceania (population-weighted)1935low82.6339797973632877.569999694824223.2%
Oceania (population-weighted)1935best85.0241622924804779.822334289550783.2%
Oceania (population-weighted)1935high87.1297149658203181.8063964843753.2%
Oceania (population-weighted)1936low82.336914062577.539382934570313.0%
Oceania (population-weighted)1936best84.7182083129882879.790176391601563.0%
Oceania (population-weighted)1936high86.8159255981445381.772880554199223.0%
Oceania (population-weighted)1937low82.0293121337890677.521842956542972.8%
Oceania (population-weighted)1937best84.4014129638671979.771286010742192.8%
Oceania (population-weighted)1937high86.4910430908203181.75280761718752.8%
Oceania (population-weighted)1915low79.8598022460937575.546478271484382.8%
Oceania (population-weighted)1915best82.1630706787109477.74240875244142.8%
Oceania (population-weighted)1915high84.1921005249023479.676765441894532.8%
Oceania (population-weighted)1938low81.7109680175781277.507034301757812.6%
Oceania (population-weighted)1938best84.0735626220703179.755599975585942.6%
Oceania (population-weighted)1938high86.1548233032226681.736343383789062.6%
Europe (population-weighted)1918low66.8026885986328163.666942596435552.4%
Oceania (population-weighted)1939low81.4022598266601677.588798522949222.4%
Oceania (population-weighted)1939best83.7557525634765679.83923339843752.4%
Oceania (population-weighted)1914low79.264915466308675.559997558593752.4%
Oceania (population-weighted)1939high85.8289947509765681.821624755859382.4%
Oceania (population-weighted)1914best81.5497512817382877.759101867675782.4%
Oceania (population-weighted)1914high83.5625610351562579.696235656738282.4%
Europe (population-weighted)1918best71.9943923950195368.77282714843752.3%
Europe (population-weighted)1949low91.3299713134765695.372222900390622.2%
Oceania (population-weighted)1940low81.1039886474609477.668495178222662.2%
Oceania (population-weighted)1940best83.4487991333007879.920745849609382.2%
Oceania (population-weighted)1940high85.5143890380859481.904754638671882.2%
Oceania (population-weighted)1913low78.6421661376953175.378349304199222.1%
Oceania (population-weighted)1913best80.9077911376953177.570060729980472.1%
Oceania (population-weighted)1913high82.9036788940429779.500694274902342.1%
Europe (population-weighted)1918high77.5844421386718874.451667785644532.1%
Oceania (population-weighted)1907low76.058959960937573.088935852050782.0%
Oceania (population-weighted)1907best78.259399414062575.211067199707032.0%
Oceania (population-weighted)1907high80.1977996826171977.080429077148442.0%
Oceania (population-weighted)1912low77.9906616210937574.960861206054692.0%
Europe (population-weighted)1917low71.4572601318359468.685882568359382.0%
Oceania (population-weighted)1912best80.2362594604492277.140060424804692.0%
Oceania (population-weighted)1912high82.2145156860351679.059661865234382.0%
Oceania (population-weighted)1911low77.4198150634765674.474411010742191.9%
Oceania (population-weighted)1941low80.8167877197265677.746185302734381.9%
Oceania (population-weighted)1941best83.1533584594726680.000213623046881.9%
Oceania (population-weighted)1941high85.2116851806640681.985786437988281.9%
Oceania (population-weighted)1911best79.6488342285156276.63503265380861.9%
~ vdem_multi_with_regions.country dimremoved data
- Removed values: 36 / 106,164 (0.03%)
yearestimatecountry
1900bestAfrica (population-weighted)
1900highAfrica (population-weighted)
1900lowAfrica (population-weighted)
1901bestAfrica (population-weighted)
1901highAfrica (population-weighted)
1901lowAfrica (population-weighted)
1872bestOceania (population-weighted)
1872highOceania (population-weighted)
1872lowOceania (population-weighted)
1873bestOceania (population-weighted)
1873highOceania (population-weighted)
1873lowOceania (population-weighted)
1874bestOceania (population-weighted)
1874highOceania (population-weighted)
1874lowOceania (population-weighted)
1875bestOceania (population-weighted)
1875highOceania (population-weighted)
1875lowOceania (population-weighted)
1876bestOceania (population-weighted)
1876highOceania (population-weighted)
1876lowOceania (population-weighted)
1877bestOceania (population-weighted)
1877highOceania (population-weighted)
1877lowOceania (population-weighted)
1878bestOceania (population-weighted)
1878highOceania (population-weighted)
1878lowOceania (population-weighted)
1879bestOceania (population-weighted)
1879highOceania (population-weighted)
1879lowOceania (population-weighted)
1880bestOceania (population-weighted)
1880highOceania (population-weighted)
1880lowOceania (population-weighted)
1881bestOceania (population-weighted)
1881highOceania (population-weighted)
1881lowOceania (population-weighted)
~ vdem_multi_with_regions.year dimremoved data
- Removed values: 36 / 106,164 (0.03%)
countryestimateyear
Africa (population-weighted)best1900
Africa (population-weighted)high1900
Africa (population-weighted)low1900
Africa (population-weighted)best1901
Africa (population-weighted)high1901
Africa (population-weighted)low1901
Oceania (population-weighted)best1872
Oceania (population-weighted)high1872
Oceania (population-weighted)low1872
Oceania (population-weighted)best1873
Oceania (population-weighted)high1873
Oceania (population-weighted)low1873
Oceania (population-weighted)best1874
Oceania (population-weighted)high1874
Oceania (population-weighted)low1874
Oceania (population-weighted)best1875
Oceania (population-weighted)high1875
Oceania (population-weighted)low1875
Oceania (population-weighted)best1876
Oceania (population-weighted)high1876
Oceania (population-weighted)low1876
Oceania (population-weighted)best1877
Oceania (population-weighted)high1877
Oceania (population-weighted)low1877
Oceania (population-weighted)best1878
Oceania (population-weighted)high1878
Oceania (population-weighted)low1878
Oceania (population-weighted)best1879
Oceania (population-weighted)high1879
Oceania (population-weighted)low1879
Oceania (population-weighted)best1880
Oceania (population-weighted)high1880
Oceania (population-weighted)low1880
Oceania (population-weighted)best1881
Oceania (population-weighted)high1881
Oceania (population-weighted)low1881
~ vdem_multi_with_regions.estimate dimremoved data
- Removed values: 36 / 106,164 (0.03%)
countryyearestimate
Africa (population-weighted)1900best
Africa (population-weighted)1900high
Africa (population-weighted)1900low
Africa (population-weighted)1901best
Africa (population-weighted)1901high
Africa (population-weighted)1901low
Oceania (population-weighted)1872best
Oceania (population-weighted)1872high
Oceania (population-weighted)1872low
Oceania (population-weighted)1873best
Oceania (population-weighted)1873high
Oceania (population-weighted)1873low
Oceania (population-weighted)1874best
Oceania (population-weighted)1874high
Oceania (population-weighted)1874low
Oceania (population-weighted)1875best
Oceania (population-weighted)1875high
Oceania (population-weighted)1875low
Oceania (population-weighted)1876best
Oceania (population-weighted)1876high
Oceania (population-weighted)1876low
Oceania (population-weighted)1877best
Oceania (population-weighted)1877high
Oceania (population-weighted)1877low
Oceania (population-weighted)1878best
Oceania (population-weighted)1878high
Oceania (population-weighted)1878low
Oceania (population-weighted)1879best
Oceania (population-weighted)1879high
Oceania (population-weighted)1879low
Oceania (population-weighted)1880best
Oceania (population-weighted)1880high
Oceania (population-weighted)1880low
Oceania (population-weighted)1881best
Oceania (population-weighted)1881high
Oceania (population-weighted)1881low
= Table vdem_uni_with_regions🟢 median anomaly score 0.82%
~ vdem_uni_with_regions.suffr_vdem 🟢 median anomaly score 0.82%changed data
- Removed values: 12 / 35,388 (0.03%)
countryyearsuffr_vdem
Africa (population-weighted)19000.2391662895679474
Africa (population-weighted)19010.2415027618408203
Oceania (population-weighted)187231.932750701904297
Oceania (population-weighted)187332.138370513916016
Oceania (population-weighted)187432.34162139892578
Oceania (population-weighted)187532.542423248291016
Oceania (population-weighted)187632.740665435791016
Oceania (population-weighted)187732.9362678527832
Oceania (population-weighted)187833.12913131713867
Oceania (population-weighted)187935.3099250793457
Oceania (population-weighted)188035.591129302978516
Oceania (population-weighted)188135.87944412231445
~ Changed values: 921 / 35,388 (2.60%) — showing the 100 most anomalous rows
countryyearsuffr_vdem -suffr_vdem +anomaly score
South America (population-weighted)18110.7029718756675720.4388157427310943623%
South America (population-weighted)18120.6702687144279480.442623853683471720%
South America (population-weighted)18130.63852280378341670.4464819431304931618%
South America (population-weighted)18140.60812145471572880.4503056704998016415%
South America (population-weighted)18150.57902091741561890.4541767239570617712%
Asia (population-weighted)19070.95520830154418951.12613475322723398.2%
Asia (population-weighted)19060.93754386901855471.1018583774566658.1%
Asia (population-weighted)19091.67468786239624021.91249394416809086.6%
Asia (population-weighted)19081.65027487277984621.87801373004913336.5%
Asia (population-weighted)19112.0369617938995362.2661581039428715.3%
Asia (population-weighted)19102.016665220260622.23360800743103035.1%
Europe (population-weighted)190525.267461776733422.9260425567626954.9%
Europe (population-weighted)190425.23034477233886722.9425621032714844.7%
Europe (population-weighted)190325.2239856719970722.971876144409184.7%
Europe (population-weighted)190225.22131729125976623.0125846862792974.6%
Europe (population-weighted)189924.0668392181396521.9683742523193364.6%
World (population-weighted)18301.11945497989654541.22613573074340824.5%
Europe (population-weighted)190125.20614814758300823.0370941162109384.5%
Europe (population-weighted)188921.4177112579345719.5779724121093754.5%
Europe (population-weighted)189021.6139125823974619.7647552490234384.5%
Europe (population-weighted)188821.4372425079345719.604803085327154.5%
Europe (population-weighted)189824.06702804565429722.0189437866210944.4%
Europe (population-weighted)188721.34819412231445319.543857574462894.4%
Europe (population-weighted)190025.2060146331787123.0810737609863284.4%
Europe (population-weighted)189723.89765548706054721.888936996459964.4%
Europe (population-weighted)189523.56476211547851621.5992259979248054.4%
Europe (population-weighted)189623.6990833282470721.7241535186767584.3%
Asia (population-weighted)19187.2881479263305667.95021772384643554.3%
World (population-weighted)18291.09868514537811281.19761204719543464.3%
Europe (population-weighted)188621.37336730957031219.624959945678714.3%
Europe (population-weighted)189323.5039806365966821.5868072509765624.3%
Europe (population-weighted)189223.4969825744628921.6087055206298834.2%
Europe (population-weighted)189424.25247383117675822.320699691772464.1%
Europe (population-weighted)188521.38054275512695319.6842632293701174.1%
Europe (population-weighted)189123.500494003295921.6365604400634774.1%
World (population-weighted)18311.18772625923156741.2890495061874394.1%
Europe (population-weighted)188319.4365978240966817.9325523376464844.0%
Europe (population-weighted)188421.4058437347412119.7710342407226564.0%
World (population-weighted)18281.08901453018188481.17882883548736574.0%
Asia (population-weighted)19197.1989278793334967.7843260765075683.9%
Europe (population-weighted)188219.46259498596191418.0173339843753.9%
Europe (population-weighted)188118.9411544799804717.5474414825439453.8%
Oceania (population-weighted)193085.9660720825195379.739593505859383.8%
Oceania (population-weighted)192985.6323165893554779.459037780761723.7%
Oceania (population-weighted)192885.5767135620117279.432014465332033.7%
Oceania (population-weighted)193185.8633499145507879.713615417480473.7%
Oceania (population-weighted)192785.4386444091796979.36647796630863.7%
Europe (population-weighted)187918.5515346527099617.236030578613283.7%
Oceania (population-weighted)192685.2952575683593879.25131988525393.7%
Europe (population-weighted)188018.96359252929687517.620889663696293.7%
Oceania (population-weighted)192585.1462783813476679.123062133789063.7%
Oceania (population-weighted)192484.9914016723632878.982818603515623.7%
Oceania (population-weighted)192384.8303146362304778.834472656253.7%
Oceania (population-weighted)188236.1737823486328133.621765136718753.7%
Oceania (population-weighted)192284.6626892089843878.700767517089843.6%
Oceania (population-weighted)191883.2921676635742277.438529968261723.6%
Oceania (population-weighted)193285.679954528808679.677253723144533.6%
World (population-weighted)191822.74373817443847724.450643539428713.6%
Oceania (population-weighted)192184.429786682128978.541343688964843.6%
Oceania (population-weighted)192084.1268692016601678.354812622070313.6%
Oceania (population-weighted)191779.2695007324218873.892501831054693.5%
Oceania (population-weighted)191983.7492294311523478.082489013671883.5%
World (population-weighted)18271.09612035751342771.17557096481323243.5%
Oceania (population-weighted)193385.4150466918945379.643600463867193.5%
Oceania (population-weighted)193485.1401519775390679.599212646484383.4%
Oceania (population-weighted)188336.4730644226074234.113262176513673.3%
Oceania (population-weighted)191678.7410354614257873.795791625976563.2%
Oceania (population-weighted)193584.8550186157226679.560127258300783.2%
World (population-weighted)18261.08762967586517331.15786075592041023.1%
Oceania (population-weighted)188436.76828002929687534.542861938476563.1%
Europe (population-weighted)187320.366210937519.1361446380615233.1%
Europe (population-weighted)187420.4476585388183619.2222270965576173.1%
Oceania (population-weighted)193684.6117019653320379.569671630859383.1%
Oceania (population-weighted)188537.0593452453613334.858547210693363.1%
Europe (population-weighted)187520.37615776062011719.1707115173339843.0%
Europe (population-weighted)187220.40401077270507819.2012481689453123.0%
Asia (population-weighted)19218.428432464599618.9494132995605473.0%
Oceania (population-weighted)188637.3462409973144535.192607879638673.0%
Europe (population-weighted)187820.54933547973632819.37854576110842.9%
Europe (population-weighted)187120.43588829040527319.2746601104736332.9%
Europe (population-weighted)18007.73647022247314458.2019720077514652.9%
Oceania (population-weighted)188737.6289215087890635.505607604980472.9%
Oceania (population-weighted)193784.3061828613281279.553825378417972.9%
Oceania (population-weighted)189345.7629890441894543.203655242919922.9%
Oceania (population-weighted)188837.90734481811523435.798191070556642.9%
Europe (population-weighted)187620.69854545593261719.5483150482177732.9%
Oceania (population-weighted)188938.1535491943359436.040874481201172.8%
World (population-weighted)18321.3414564132690431.41999602317810062.8%
Asia (population-weighted)19228.7706336975097669.2832622528076172.8%
Oceania (population-weighted)189445.9260330200195343.4140243530273442.8%
Europe (population-weighted)187720.66895484924316419.539266586303712.8%
Europe (population-weighted)18017.0830349922180187.4917111396789552.8%
Oceania (population-weighted)191578.1870498657226673.938896179199222.8%
Europe (population-weighted)18067.0611867904663097.4652376174926762.8%
Oceania (population-weighted)189038.36965942382812536.298324584960942.8%
Oceania (population-weighted)189546.0876960754394543.60644531252.8%
Asia (population-weighted)19238.8439264297485359.3463449478149412.8%
Asia (population-weighted)19208.0331516265869148.4889230728149412.8%
Oceania (population-weighted)193883.9897384643554779.540939331054692.7%
Europe (population-weighted)17997.7276515960693368.1583805084228522.7%
~ vdem_uni_with_regions.electoff_vdem 🟢 median anomaly score 0.80%changed data
- Removed values: 12 / 35,388 (0.03%)
countryyearelectoff_vdem
Africa (population-weighted)19000.04080069065093994
Africa (population-weighted)19010.041245248168706894
Oceania (population-weighted)18720.6689344048500061
Oceania (population-weighted)18730.6742566823959351
Oceania (population-weighted)18740.6795716285705566
Oceania (population-weighted)18750.6848785877227783
Oceania (population-weighted)18760.6901759505271912
Oceania (population-weighted)18770.6954627633094788
Oceania (population-weighted)18780.7007378935813904
Oceania (population-weighted)18790.7061984539031982
Oceania (population-weighted)18800.7118226289749146
Oceania (population-weighted)18810.7175888419151306
~ Changed values: 885 / 35,388 (2.50%) — showing the 100 most anomalous rows
countryyearelectoff_vdem -electoff_vdem +anomaly score
South America (population-weighted)18100.039139378815889360.03195237368345260610%
Europe (population-weighted)18090.0735246092081070.090039700269699110%
Europe (population-weighted)18080.07322645932435990.089300617575645459.9%
Europe (population-weighted)18070.072928816080093380.08860633522272119.7%
Europe (population-weighted)18060.072631694376468660.08779325336217889.5%
Europe (population-weighted)18050.07233512401580810.087018817663192759.2%
South America (population-weighted)18110.0387624688446521760.032238069921731959.2%
Europe (population-weighted)18100.0754379928112030.090682886540889749.2%
Europe (population-weighted)18040.072039119899272920.086040519177913678.9%
Europe (population-weighted)18000.070861302316188810.08432539552450188.7%
Europe (population-weighted)18030.071743719279766080.085318565368652348.6%
Europe (population-weighted)18010.071154780685901640.084386095404624948.5%
Europe (population-weighted)17990.07373093813657760.087049350142478948.3%
Europe (population-weighted)18110.077396571636199950.091371230781078348.3%
Europe (population-weighted)18020.073727011680603030.086973980069160468.2%
South America (population-weighted)18120.0383541174232959750.032525271177291878.2%
South America (population-weighted)18130.037916440516710280.0328162647783756267.2%
Europe (population-weighted)18120.079956129193305970.092041805386543277.0%
Asia (population-weighted)19220.0152977872639894490.0174422618001699456.6%
Europe (population-weighted)17910.088242746889591220.099859543144702916.2%
Europe (population-weighted)17890.088934414088726040.100325874984264376.0%
Europe (population-weighted)17900.088934414088726040.100325874984264376.0%
Europe (population-weighted)18210.109064184129238130.097061909735202795.8%
Europe (population-weighted)19560.5635065436363220.50274348258972175.7%
Europe (population-weighted)19550.56481391191482540.50397378206253055.7%
Europe (population-weighted)18130.08313933014869690.093047581613063815.6%
South America (population-weighted)18490.340345472097396850.304110407829284675.6%
South America (population-weighted)18480.33964103460311890.303764820098876955.6%
South America (population-weighted)18500.34020638465881350.304488092660903935.5%
Europe (population-weighted)19680.5613573193550110.50258588790893555.5%
Europe (population-weighted)19690.56141328811645510.50269991159439095.5%
Europe (population-weighted)19700.56161433458328250.50294697284698495.5%
Europe (population-weighted)19710.56497466564178470.50679761171340945.4%
Europe (population-weighted)19720.56498450040817260.50688594579696665.4%
Europe (population-weighted)19730.56493341922760010.50688827037811285.4%
Europe (population-weighted)19740.56421750783920290.50643724203109745.4%
Europe (population-weighted)18290.117871552705764770.105963416397571565.3%
Europe (population-weighted)19490.59368276596069340.53381150960922245.3%
Europe (population-weighted)18270.117254011332988740.10547166317701345.3%
Europe (population-weighted)18330.125194281339645390.112627387046813965.3%
Europe (population-weighted)19540.58314543962478640.52461022138595585.3%
Europe (population-weighted)19530.58424919843673710.52561074495315555.3%
Europe (population-weighted)18280.117581546306610110.105788566172122965.3%
Europe (population-weighted)18300.118124231696128850.106311008334159855.3%
Europe (population-weighted)18340.12537084519863130.112869590520858765.2%
Europe (population-weighted)19300.4735814630985260.426645308732986455.2%
Europe (population-weighted)18260.116921104490756990.105366140604019175.2%
Europe (population-weighted)19590.58183103799819950.52441537380218515.2%
Europe (population-weighted)19580.58305805921554570.52555465698242195.2%
Europe (population-weighted)19570.58495754003524780.52743631601333625.2%
Europe (population-weighted)19520.59098267555236820.53305613994598395.2%
Europe (population-weighted)19500.59288340806961060.53480404615402225.2%
Europe (population-weighted)18200.107182875275611880.096684001386165625.1%
Europe (population-weighted)19510.59206157922744750.53408586978912355.1%
Europe (population-weighted)17980.157580375671386720.174581736326217655.1%
Europe (population-weighted)18350.125548034906387330.113360412418842325.1%
Europe (population-weighted)19290.47509106993675230.428989350795745855.1%
Europe (population-weighted)18310.118359632790088650.106876730918884285.1%
Europe (population-weighted)19600.58543926477432250.52874445915222175.1%
Europe (population-weighted)18250.116582795977592470.105309054255485535.1%
Europe (population-weighted)19670.5834103822708130.52751958370208745.0%
World (population-weighted)18090.021568713709712030.023847188800573355.0%
Europe (population-weighted)17970.155758291482925420.172135919332504275.0%
Europe (population-weighted)18240.11621482670307160.105190269649028785.0%
Europe (population-weighted)19280.476345628499984740.431425452232360844.9%
Europe (population-weighted)19320.5193738937377930.470579504966735844.9%
Europe (population-weighted)19310.52031129598617550.47157019376754764.9%
Europe (population-weighted)19270.46438044309616090.42099151015281684.9%
Europe (population-weighted)19750.58525222539901730.5305921435356144.9%
Europe (population-weighted)17950.148069202899932860.163322463631629944.9%
Europe (population-weighted)18230.115839667618274690.105094328522682194.9%
Europe (population-weighted)19260.458104342222213750.415768891572952274.8%
Europe (population-weighted)17960.156184986233711240.171987980604171754.8%
Europe (population-weighted)18220.115459166467189790.104863204061985024.8%
Europe (population-weighted)19620.59841221570968630.5439100265502934.8%
Europe (population-weighted)19610.59937423467636110.54480367898941044.8%
World (population-weighted)18080.0213909000158309940.0235299300402402884.8%
Europe (population-weighted)19630.59819382429122920.54383212327957154.8%
Europe (population-weighted)19640.59763890504837040.54335659742355354.8%
Europe (population-weighted)19650.5972523689270020.54303663969039924.8%
Europe (population-weighted)19660.59694254398345950.54277813434600834.8%
Europe (population-weighted)19330.50515168905258180.459593176841735844.7%
Europe (population-weighted)17940.148477286100387570.163122802972793584.7%
World (population-weighted)18210.032089274376630780.0292469467967748644.6%
Europe (population-weighted)18320.130322933197021480.118793137371540074.6%
Europe (population-weighted)19760.598079502582550.5454170703887944.6%
Europe (population-weighted)18400.125995278358459470.115018539130687714.6%
World (population-weighted)18070.0212146900594234470.0232189893722534184.5%
World (population-weighted)18200.030866662040352820.0282052587717771534.5%
Europe (population-weighted)19190.56375336647033690.51601976156234744.4%
Europe (population-weighted)18410.125729560852050780.115408487617969514.3%
World (population-weighted)18060.0210400689393281940.02289605699479584.2%
Europe (population-weighted)17930.160536393523216250.174665048718452454.2%
World (population-weighted)18100.0225029978901147840.0244743060320615774.2%
Europe (population-weighted)18140.08646599203348160.093999534845352174.2%
Europe (population-weighted)18380.153071612119674680.14097063243389134.1%
Europe (population-weighted)18370.15292188525199890.140869930386543274.1%
Europe (population-weighted)18190.104587957262992860.096418753266334534.1%
Europe (population-weighted)17920.160994231700897220.17453242838382724.0%
Europe (population-weighted)18420.125318944454193120.115619301795959474.0%
~ vdem_uni_with_regions.turnout_vdem 🟢 median anomaly score 0.43%changed data
- Removed values: 12 / 35,388 (0.03%)
countryyearturnout_vdem
Africa (population-weighted)1900NaN
Africa (population-weighted)1901NaN
Oceania (population-weighted)1872NaN
Oceania (population-weighted)1873NaN
Oceania (population-weighted)1874NaN
Oceania (population-weighted)1875NaN
Oceania (population-weighted)1876NaN
Oceania (population-weighted)1877NaN
Oceania (population-weighted)1878NaN
Oceania (population-weighted)1879NaN
Oceania (population-weighted)1880NaN
Oceania (population-weighted)1881NaN
~ Changed values: 33 / 35,388 (0.09%) (31 revised, 2 disappeared)
countryyearturnout_vdem -turnout_vdem +anomaly score
Oceania (population-weighted)192882.4526443481445376.582077026367193.7%
Oceania (population-weighted)192257.0497970581054752.99280929565433.7%
Oceania (population-weighted)192580.7602844238281275.074104309082033.6%
Oceania (population-weighted)193182.5892715454101676.787796020507813.6%
Oceania (population-weighted)191963.8811187744140659.545932769775393.5%
Oceania (population-weighted)192968.510353088378963.890365600585943.5%
Oceania (population-weighted)193468.0053253173828163.896999359130863.1%
Oceania (population-weighted)188744.7952690124511742.238201141357422.9%
Oceania (population-weighted)193767.9257659912109464.42661285400392.6%
Oceania (population-weighted)191463.80014038085937560.783279418945312.4%
Oceania (population-weighted)194066.2285232543945363.6256141662597662.0%
Oceania (population-weighted)194366.6064910888671964.77907562255861.4%
Oceania (population-weighted)194679.9736938476562578.637260437011720.84%
North America (population-weighted)187849.46792602539062549.960369110107420.50%
North America (population-weighted)189843.713855743408243.301898956298830.47%
North America (population-weighted)187657.0939598083496157.5833969116210940.43%
North America (population-weighted)189660.61798477172851660.145797729492190.39%
North America (population-weighted)189254.95206451416015654.5544738769531250.36%
North America (population-weighted)189046.5703277587890646.248218536376950.35%
North America (population-weighted)189448.7538375854492248.46789550781250.29%
North America (population-weighted)188857.037097930908256.7272720336914060.27%
North America (population-weighted)187448.82315063476562549.059013366699220.24%
North America (population-weighted)188055.2631034851074255.528617858886720.24%
North America (population-weighted)188250.53732299804687550.7262954711914060.19%
Oceania (population-weighted)194980.3740844726562580.084907531738280.18%
North America (population-weighted)188645.4179763793945345.277172088623050.16%
South America (population-weighted)194550.8597564697265650.934169769287110.07%
North America (population-weighted)187045.11499404907226645.057998657226560.06%
North America (population-weighted)186848.0480690002441447.987476348876950.06%
North America (population-weighted)187253.5539894104003953.503890991210940.05%
North America (population-weighted)188455.586170196533255.617324829101560.03%
Oceania (population-weighted)191349.586219787597656NaNdisappeared
Oceania (population-weighted)191754.523372650146484NaNdisappeared
~ vdem_uni_with_regions.turnout_total_vdem 🟢 median anomaly score 0.25%changed data
- Removed values: 12 / 35,388 (0.03%)
countryyearturnout_total_vdem
Africa (population-weighted)1900NaN
Africa (population-weighted)1901NaN
Oceania (population-weighted)1872NaN
Oceania (population-weighted)1873NaN
Oceania (population-weighted)1874NaN
Oceania (population-weighted)1875NaN
Oceania (population-weighted)1876NaN
Oceania (population-weighted)1877NaN
Oceania (population-weighted)1878NaN
Oceania (population-weighted)1879NaN
Oceania (population-weighted)1880NaN
Oceania (population-weighted)1881NaN
~ Changed values: 17 / 35,388 (0.05%)
countryyearturnout_total_vdem -turnout_total_vdem +anomaly score
Oceania (population-weighted)194677.6584320068359476.363395690917970.84%
North America (population-weighted)190848.097034454345747.455478668212890.67%
North America (population-weighted)190447.8161010742187547.265949249267580.58%
North America (population-weighted)191243.374866485595742.8874282836914060.57%
North America (population-weighted)190053.4874114990234452.898891448974610.55%
North America (population-weighted)194836.3707618713378936.6548233032226560.39%
North America (population-weighted)193241.8083419799804741.59410476684570.26%
North America (population-weighted)192036.485828399658236.303623199462890.25%
North America (population-weighted)191645.5822601318359445.3585433959960940.25%
North America (population-weighted)194630.16575431823730530.312566757202150.24%
North America (population-weighted)193644.3825836181640644.219097137451170.18%
Oceania (population-weighted)194977.886940002441477.605186462402340.18%
North America (population-weighted)192842.0560493469238341.920349121093750.16%
South America (population-weighted)194514.73798465728759814.774220466613770.12%
North America (population-weighted)194439.6996536254882839.782417297363280.10%
North America (population-weighted)194044.9901542663574244.8998641967773440.10%
North America (population-weighted)192436.21789932250976636.163711547851560.07%
~ vdem_uni_with_regions.country dimremoved data
- Removed values: 12 / 35,388 (0.03%)
yearcountry
1900Africa (population-weighted)
1901Africa (population-weighted)
1872Oceania (population-weighted)
1873Oceania (population-weighted)
1874Oceania (population-weighted)
1875Oceania (population-weighted)
1876Oceania (population-weighted)
1877Oceania (population-weighted)
1878Oceania (population-weighted)
1879Oceania (population-weighted)
1880Oceania (population-weighted)
1881Oceania (population-weighted)
~ vdem_uni_with_regions.year dimremoved data
- Removed values: 12 / 35,388 (0.03%)
countryyear
Africa (population-weighted)1900
Africa (population-weighted)1901
Oceania (population-weighted)1872
Oceania (population-weighted)1873
Oceania (population-weighted)1874
Oceania (population-weighted)1875
Oceania (population-weighted)1876
Oceania (population-weighted)1877
Oceania (population-weighted)1878
Oceania (population-weighted)1879
Oceania (population-weighted)1880
Oceania (population-weighted)1881
= Table vdem_share_countries
~ vdem_share_countries.share_countries_wom_hoe_ever changed metadata
metadata diff
- description_short: |-
-   Share of today's countries that had ever had a woman chief executive by the end of the given year.
-   A woman counts for a given year if she held the office at any point during that year.
- description_processing: We estimate the share based on the countries that V-Dem lists in the most
- recent year of the data.
+ description_processing: We estimate the share based on the countries that V-Dem lists in 2024.
~ vdem_share_countries.share_countries_wom_hoe_ever_demelect changed metadata
metadata diff
- description_short: |-
-   Share of today's countries that had ever had a woman chief executive while being an electoral or a
-   liberal democracy, by the end of the given year. A woman counts for a given year if she held the
-   office at any point during that year.
- description_processing: We estimate the share based on the countries that V-Dem lists in the most
- recent year of the data.
+ description_processing: We estimate the share based on the countries that V-Dem lists in 2024.
= Table vdem_multi_without_regions
~ vdem_multi_without_regions.lib_dich_row changed metadata
metadata diff
-   meaningfully liberal political institutions.
+   meaningfully liberal political institutions
= Table vdem_uni_without_regions
~ vdem_uni_without_regions.regime_amb_row_owid changed metadata
metadata diff
-     the law, and the actions of the executive are constrained by the legislature and the courts.
+     the law, and the actions of the executive are constrained by the legislative and the courts.
~ vdem_uni_without_regions.regime_row_owid changed metadata
metadata diff
-     In _liberal democracies_, citizens have further individual and minority rights, are equal before
-     the law, and the actions of the executive are constrained by the legislature and the courts.
+     In _liberal demoracies_, citizens have further individual and minority rights, are equal before
+     the law, and the actions of the executive are constrained by the legislative and the courts.
~ vdem_uni_without_regions.v2exfemhoe changed metadata
metadata diff
- woman at any time during
-   the year.
+ woman at anytime during the
+   year.
~ vdem_uni_without_regions.v2exfemhog changed metadata
metadata diff
- description_short: Denotes whether the head of government in office is a woman at any time during
- the year.
+ description_short: Denotes whether the head of government in office is a woman at anytime during the
+ year.
~ vdem_uni_without_regions.v2exfemhos changed metadata
metadata diff
- description_short: Denotes whether the head of state in office is a woman at any time during the
+ description_short: Denotes whether the head of state in office is a woman at anytime during the
~ vdem_uni_without_regions.wom_hoe_ever changed metadata
metadata diff
- description_short: Denotes whether a country ever had a woman chief executive.
+ description_short: |-
+   The variable denotes whether a country ever had a female chief executive of government in office
+   as of December 31 of the given year.
-   This indicator is only estimated for countries that V-Dem lists in the most recent year of the
-   data.
+   This indicator is only estimated for countries listed in V-Dem in 2024.
~ vdem_uni_without_regions.wom_hoe_ever_dem changed metadata
metadata diff
- description_short: Denotes whether a country ever had a democratically elected woman chief
- executive.
+ description_short: |-
+   The variable denotes whether a country ever had a democratically elected female chief executive of
+   government in office as of December 31 of the given year.
-   In addition, we used our political regime classification (`regime_row_owid`), which is based on
-   V-Dem's "Regimes of the World" measure, to identify the years in which the country was an
-   electoral or a liberal democracy.
+   In addition, we used the V-Dem indicator `electmulpar_hoe_row_owid`, which is based on V-Dem
+   indicator `v2elmulpar_osp_hoe`, to assess if the country goes through electoral processes to elect
+   the chief executive.
~ vdem_uni_without_regions.wom_parl_vdem_cat changed metadata
metadata diff
- description_short: Categorisation of women's political representation in parliament.
+ description_short: Categorisation of women's political representation in parliament
= Table vdem_num_countries
~ vdem_num_countries.num_countries_hoe changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_hog changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_hos changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_regime changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_regime_amb changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_wom_hoe_ever changed metadata
metadata diff
- description_short: |-
-   <%- if category == '-1' -%>
-   Countries for which we do not know whether they had ever had a woman chief executive by the end of
-   the given year.
-   <%- elif category == "yes" %>
-   Countries that had ever had a woman chief executive by the end of the given year. A woman counts
-   for a given year if she held the office at any point during that year.
-   <%- elif category == "no" %>
-   Countries that had never had a woman chief executive by the end of the given year.
-   <%- endif -%>
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_wom_hoe_ever_demelect changed metadata
metadata diff
- description_short: |-
-   <%- if category == '-1' -%>
-   Countries for which we do not know whether they had ever had a woman chief executive while being a
-   democracy, by the end of the given year.
-   <%- elif category == "yes" %>
-   Countries that had ever had a woman chief executive while being an electoral or a liberal
-   democracy, by the end of the given year. A woman counts for a given year if she held the office at
-   any point during that year.
-   <%- elif category == "no" %>
-   Countries that had never had a woman chief executive while being an electoral or a liberal
-   democracy, by the end of the given year.
-   <%- endif -%>
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_wom_parl changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_years_in_electdem changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ vdem_num_countries.num_countries_years_in_libdem changed metadata
metadata diff
-   We only count the countries that V-Dem covers in the given year. Where we impute a country's data
-   from a historical entity it was part of, those imputed values are excluded from the count, because
-   the country did not yet exist separately at the time.
+   ### Data imputation
+   We expand the years covered by V-Dem further: To expand the time coverage of today's countries and
+   include more of the period when they were still non-sovereign territories, we identified the
+   historical entity they were a part of and used that regime's data whenever available
+ 
+   For example, V-Dem only provides regime data since Bangladesh's independence in 1971. There is,
+   however, regime data for Pakistan and the colony of India, both of which the current territory of
+   Bangladesh was a part. We, therefore, use the regime data of Pakistan for Bangladesh from 1947 to
+   1970, and the regime data of India from 1789 to 1946. We did so for all countries with a past or
+   current population of more than one million.
+ 
+   For more details on the imputation methodology and which countries are affected, refer to [this
+   file](https://github.com/owid/etl/blob/master/etl/steps/data/garden/democracy/2025-03-17/vdem/vdem.countries_impute.yml).
~ garden/democracy/2026-03-18/ert🟡 2 column(s) changed2 columns in 2 tables
~ Table region_aggregates🟡 2 column(s) changed
table metadata diff
-       Seraphine Maerz, Amanda Edgell, Joshua Krusell, Laura Maxwell, Sebastian Hellmeier. 'ERT –
+       Seraphine Maerz, Amanda Edgell, Joshua Krusell, Laura Maxwell, Sebastian Hellmeier. 'ERT -
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ region_aggregates.pop_regime_trich_ert 🟡 median anomaly score 1.6%changed data
~ Changed values: 994 / 8,820 (11.27%) — showing the 100 most anomalous rows
countryyearcategorypop_regime_trich_ert -pop_regime_trich_ert +anomaly score
Europe1948-11326876976708913933%
Europe1947-11314173216747480232%
Europe1946-11301515606786046631%
Europe1945-11288903716824613231%
World1948-120396734114019410319%
World1947-120317853614086130218%
World1946-124008710517827979615%
World1945-123760267017736800015%
South America1906autocratizing_regime1585312120013314%
Europe1949stable_regime29078435722661837012%
Europe1933autocratizing_regime872779137027389411%
North America1904democratizing_regime27839134540711%
Europe1932autocratizing_regime867529117005207611%
North America1905democratizing_regime28427735101811%
Europe1950stable_regime36411278029574278010%
Europe1989stable_regime43077503235144385610%
Europe1934autocratizing_regime96128664789257879.8%
World1933autocratizing_regime98168750813774759.4%
Europe1988stable_regime4655678803862655289.3%
World1932autocratizing_regime97324445807485219.3%
Europe1987stable_regime4748336803955601519.1%
Europe1935autocratizing_regime103586560863978909.0%
World1934autocratizing_regime105362767883221788.8%
Europe1951stable_regime4268858843580593638.8%
Europe1952stable_regime4307694983614864558.7%
Europe1953stable_regime4349572293652176648.7%
World1935autocratizing_regime108682373913227268.7%
Europe1954stable_regime4472175293770214438.5%
Oceania1946democratizing_regime128683615238738.4%
Europe1932-152645999623061948.4%
Europe1931-152204641616844068.3%
Europe1955stable_regime4609239763902713688.3%
World1905democratizing_regime3668124320448.2%
Europe1930-151767234609164668.1%
Europe1918-151180938600231888.0%
Europe1938-155379088649193567.9%
Europe1976stable_regime5376096304586531607.9%
Europe1977stable_regime5400662134610809197.9%
Europe1978stable_regime5423888174633747007.9%
Europe1979stable_regime5445961474655532067.8%
Europe1980stable_regime5468854844678137207.8%
Europe1929-151333740600079747.8%
Europe1981stable_regime5490729654699723777.8%
Europe1915-1887934291036985257.7%
Europe1982stable_regime5511107414719813307.7%
Europe1990stable_regime4429269373796769377.7%
Europe1933-153091339618668407.6%
Europe1916-1887294431033586067.6%
Europe1960stable_regime5202276264472924097.5%
Europe1937-154913280638479647.5%
Europe1971stable_regime5580948944801379387.5%
Europe1956stable_regime5099357544388266247.5%
Europe1962stable_regime5307909714569427117.5%
Europe1972stable_regime5637320924853186147.5%
Europe1957stable_regime5149094714433438197.5%
Europe1974stable_regime5679179964890191737.5%
Europe1963stable_regime5353679234610631417.5%
Oceania1901stable_regime199418723154867.5%
Europe1958stable_regime5197672894477451167.4%
Europe1964stable_regime5398515884650902847.4%
Europe1975stable_regime5709231894919955427.4%
Europe1913-1899230601043421877.4%
Europe1965stable_regime5443894884691716627.4%
Europe1959stable_regime5247693254522906307.4%
Europe1966stable_regime5483421034726677567.4%
Europe1967stable_regime5522610124761301437.4%
Europe1970stable_regime5625765504850761167.4%
Europe1968stable_regime5560581534794707627.4%
Europe1928-150904129590295617.4%
Europe1973stable_regime5736801374948101377.4%
Europe1914-1890644021032504047.4%
Europe1961stable_regime5342063554608146167.4%
Europe1917-1886461041027107467.3%
Oceania1902stable_regime202006123379847.3%
Europe1969stable_regime5684392484913953357.3%
Europe1919-149102538567358507.2%
Europe1936-154451637629162147.2%
Oceania1903stable_regime204798223648167.2%
Europe1936autocratizing_regime1213900181052968387.1%
Oceania1904stable_regime207654123921377.1%
Europe1983stable_regime6014264205222681857.0%
Europe1935-153994122621212087.0%
North America1929autocratizing_regime383950744170007.0%
Europe1927-150478364580226157.0%
Europe1984stable_regime6138658695346788116.9%
Europe1934-153540703614692046.9%
Europe1985stable_regime6163231535371072716.9%
Europe1986stable_regime6188014235395567186.8%
World1936autocratizing_regime1237364471079429056.8%
Europe1929autocratizing_regime93843403820359516.7%
Europe1928autocratizing_regime93013438813725686.7%
World1928autocratizing_regime93013438813725686.7%
Europe1938autocratizing_regime1325149781160164576.6%
World1938autocratizing_regime1325149781160164576.6%
Europe1939-1915579771041948086.5%
Europe1912-1898849161019794506.3%
Europe1937autocratizing_regime1386508481223520656.2%
World1937autocratizing_regime1386508481223520656.2%
Europe1922democratizing_regime1313113141159023156.2%
Oceania1947democratizing_regime135276315287656.1%
~ region_aggregates.pop_regime_ert 🟡 median anomaly score 1.6%changed data
~ Changed values: 1,357 / 8,820 (15.39%) — showing the 100 most anomalous rows
countryyearcategorypop_regime_ert -pop_regime_ert +anomaly score
Europe1949stable_democracy790536512964142445%
Europe1948-11326876976708913933%
Europe1947-11314173216747480232%
Europe1946-11301515606786046631%
Europe1945-11288903716824613231%
Oceania1928stable_autocracy929531165124328%
Oceania1929stable_autocracy939624166873328%
Oceania1927stable_autocracy925699163394128%
Oceania1930stable_autocracy956243168641328%
Oceania1926stable_autocracy922244161682427%
Oceania1925stable_autocracy919173159989327%
Oceania1931stable_autocracy979666170428627%
Oceania1924stable_autocracy916497158314127%
Oceania1923stable_autocracy914226156657126%
Oceania1932stable_autocracy1010192172235326%
Oceania1922stable_autocracy912371155017826%
Oceania1921stable_autocracy916062153396125%
Oceania1933stable_autocracy1048140174061725%
Oceania1920stable_autocracy925486152424524%
Oceania1934stable_autocracy1087953175907924%
Oceania1919stable_autocracy940836152109024%
Oceania1918stable_autocracy962321151799622%
Oceania1935stable_autocracy1129722177774322%
Europe1950stable_democracy1403197179033971722%
Oceania1917stable_autocracy990156151986621%
Oceania1936stable_autocracy1173542179661021%
Oceania1916stable_autocracy1018417151679620%
Oceania1937stable_autocracy1219513181568420%
World1948-120396734114019410319%
Oceania1938stable_autocracy1267738183496818%
Oceania1915stable_autocracy1048119151378718%
World1947-120317853614086130218%
Oceania1939stable_autocracy1317775184981917%
Oceania1914stable_autocracy1079330151083717%
Oceania1940stable_autocracy1369700186466915%
Oceania1913stable_autocracy1112118150794515%
World1946-124008710517827979615%
Europe1955stable_democracy20647742115388872615%
Europe1954stable_democracy20502840015296144415%
World1945-123760267017736800015%
Europe1953stable_democracy20345846315191324615%
Europe1952stable_democracy20192534115090186314%
Europe1951stable_democracy20059700515009526614%
South America1906hardening_autocracy1585312120013314%
Oceania1941stable_autocracy1423599187951914%
Oceania1912stable_autocracy1146557150510914%
Europe1989stable_autocracy714226265526674413%
Europe1929eroding_democracy667894915179064713%
World1929eroding_democracy667894915179064713%
Europe1928eroding_democracy663412605157942913%
World1928eroding_democracy663412605157942913%
Europe1971stable_democracy27576229521482577412%
Europe1927eroding_democracy659012645134596312%
World1927eroding_democracy659012645134596312%
Europe1960stable_democracy25093243519573504412%
Europe1972stable_democracy27953735421807909412%
Oceania1942stable_autocracy1479558189437012%
Oceania1911stable_autocracy1173517150232912%
Oceania1900stable_autocracy1161193148342912%
Europe1973stable_democracy28760738122562738112%
Europe1974stable_democracy28875242922669772412%
Europe1975stable_democracy28966373422753432312%
Europe1970stable_democracy28189607822148129612%
Europe1976stable_democracy29042286522821874812%
Europe1969stable_democracy27995955522006651212%
Oceania1901stable_autocracy1166013148332912%
Europe1977stable_democracy29117478622889596312%
Europe1933hardening_autocracy753652625926473512%
Europe1978stable_democracy29193062722957709812%
Europe1968stable_democracy27804940621867810212%
Europe1979stable_democracy29269787123026963612%
Europe1967stable_democracy27607418721722462212%
Europe1966stable_democracy27394693521561910912%
Europe1964stable_democracy26911319021182884312%
Europe1980stable_democracy29365071423114777312%
Europe1963stable_democracy26674878720998617912%
Europe1965stable_democracy27174826721394218112%
Europe1962stable_democracy26443850820819763912%
Europe1961stable_democracy26215301220643388212%
Europe1981stable_democracy29454990123197225412%
Europe1982stable_democracy29521361023256125812%
Europe1959stable_democracy25802915120335349912%
Europe1958stable_democracy25601327620185936312%
Oceania1902stable_autocracy1171283148510612%
Europe1957stable_democracy25437795720074578412%
Europe1956stable_democracy25249031419937988012%
Oceania1903stable_autocracy1177014148690912%
Oceania1904stable_autocracy1182801148873911%
Oceania1910stable_autocracy1192705150030111%
Oceania1905stable_autocracy1188646149059611%
Oceania1906stable_autocracy1194547149248011%
Oceania1907stable_autocracy1200508149439211%
Oceania1909stable_autocracy1203817149830211%
Oceania1943stable_autocracy1537672190922111%
North America1904liberalizing_autocracy27839134540711%
World1904liberalizing_autocracy27839134540711%
Oceania1908stable_autocracy1206528149633311%
Europe1931eroding_democracy851032306867188211%
World1931eroding_democracy851032306867188211%
Europe1932eroding_democracy867529117005207611%
~ Table ert
table metadata diff
-       Seraphine Maerz, Amanda Edgell, Joshua Krusell, Laura Maxwell, Sebastian Hellmeier. 'ERT –
+       Seraphine Maerz, Amanda Edgell, Joshua Krusell, Laura Maxwell, Sebastian Hellmeier. 'ERT -
~ garden/health/2025-02-20/measles_deaths_long_run🟡 1 column(s) changed1 column in 1 table
~ Table measles_deaths_long_run🟡 1 column(s) changed
table metadata diff
-     title: Historical measless deaths in the United States – Public Health Reports
+     title: Historical measless deaths in the United States - Public Health Reports
-       Public Health Reports, Vol. 42, No. 1 – The Notifiable Diseases: Prevalence during 1925 in
+       Public Health Reports, Vol. 42, No. 1 - The Notifiable Diseases: Prevalence during 1925 in
-       Public Health Reports, Vol. 53, No. 44 – Health Conditions in the United States as Indicated
+       Public Health Reports, Vol. 53, No. 44 - Health Conditions in the United States as Indicated
-       Public Health Reports, Vol. 55, No. 10 – Notifiable Diseases in the United States, 1938:
+       Public Health Reports, Vol. 55, No. 10 - Notifiable Diseases in the United States, 1938:
-       Public Health Reports, Vol. 56, No. 7 – Notifiable Diseases in the United States, 1939:
+       Public Health Reports, Vol. 56, No. 7 - Notifiable Diseases in the United States, 1939:
-       Public Health Reports, Vol. 57, No. 7 – Notifiable Diseases in the United States, 1940:
+       Public Health Reports, Vol. 57, No. 7 - Notifiable Diseases in the United States, 1940:
-     title: Historical measless deaths in the United States – US Census Bureau
+     title: Historical measless deaths in the United States - US Census Bureau
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1924.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1928.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1929.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1930.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1931.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1933.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1934.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1935.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1936.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1937.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1938.
- 
-       US Census Bureau. Part 2 – Vital Statistics, Statistical Abstract of the United States: 1952.
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1924.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1928.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1929.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1930.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1931.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1933.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1934.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1935.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1936.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1937.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1938.
+ 
+       US Census Bureau. Part 2 - Vital Statistics, Statistical Abstract of the United States: 1952.
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
-     title: WHO Mortality Database – Vaccine Preventable
+     title: WHO Mortality Database - Vaccine Preventable
~ measles_deaths_long_run.death_rate 🟡 median anomaly score 1.6%changed data
~ Changed values: 21 / 94 (22.34%)
countryyeardeath_rate -death_rate +anomaly score
United States19490.64977067708969120.62347590923309332.1%
United States19252.06655001640319821.9868843555450442.0%
United States19247.6012172698974617.3116674423217771.9%
United States19267.5916838645935067.3073430061340331.9%
United States19273.8534379005432133.7117896080017091.9%
United States19400.52620446681976320.5071206688880921.8%
United States19285.2651104927062995.0827498435974121.8%
United States19239.6296310424804699.3052043914794921.7%
United States19292.4716353416442872.3922498226165771.6%
United States19213.63257145881652833.517193317413331.6%
United States19390.91370111703872680.8851360678672791.6%
United States19223.7513706684112553.6344158649444581.6%
United States19312.95950651168823242.87279701232910161.5%
United States19321.5927909612655641.54924654960632321.4%
United States19332.29225134849548342.23207998275756841.3%
United States19345.6530179977416995.5084857940673831.3%
United States19353.1394562721252443.0593922138214111.3%
United States19361.01099014282226560.98587006330490111.3%
United States19382.5391466617584232.4765062332153321.2%
United States19371.10536003112792971.07893669605255131.2%
United States191912.68511390686035212.3933734893798831.2%
~ garden/emissions/2026-03-05/gdp_and_co2_decoupling🟡 5 column(s) changed− 21 row(s) removed: Norway7 columns in 1 table
~ Table gdp_and_co2_decoupling🟡 5 column(s) changed
table metadata diff
-     title_snapshot: Global Carbon Budget – Fossil CO2 emissions
+     title_snapshot: Global Carbon Budget - Fossil CO2 emissions
-     title_snapshot: Global Carbon Budget – Global emissions
+     title_snapshot: Global Carbon Budget - Global emissions
-     title_snapshot: Global Carbon Budget – Land-use change emissions
+     title_snapshot: Global Carbon Budget - Land-use change emissions
-     title_snapshot: Global Carbon Budget – National emissions
+     title_snapshot: Global Carbon Budget - National emissions
-     citation_full: U.S. Energy Information Administration (EIA) – International Energy Data (2026).
+     citation_full: U.S. Energy Information Administration (EIA) - International Energy Data (2026).
-     citation_full: U.S. Energy Information Administration (EIA) – International Energy Data
+     citation_full: U.S. Energy Information Administration (EIA) - International Energy Data
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
-     title_snapshot: Statistical Review of World Energy – Consolidated dataset panel format
-     description_snapshot: null
-     citation_full: Energy Institute – Statistical Review of World Energy (2025).
-     attribution: Energy Institute – Statistical Review of World Energy (2025)
+     title_snapshot: Statistical Review of World Energy - Consolidated dataset panel format
+     description_snapshot: null
+     citation_full: Energy Institute - Statistical Review of World Energy (2025).
+     attribution: Energy Institute - Statistical Review of World Energy (2025)
-     title_snapshot: Statistical Review of World Energy – Key data
-     description_snapshot: null
-     citation_full: Energy Institute – Statistical Review of World Energy (2025).
-     attribution: Energy Institute – Statistical Review of World Energy (2025)
+     title_snapshot: Statistical Review of World Energy - Key data
+     description_snapshot: null
+     citation_full: Energy Institute - Statistical Review of World Energy (2025).
+     attribution: Energy Institute - Statistical Review of World Energy (2025)
-       and territories, with data spanning several decades. WDI serves as a vital resource for
+       and territories, with data spanning several decades.WDI serves as a vital resource for
-       environmental sustainability. The indicators are sourced from reputable national and
+       environmental sustainability.The indicators are sourced from reputable national and
-       facilitating detailed analysis and visualization. WDI is also used for tracking progress on
-       the Sustainable Development Goals (SDGs) and other global development initiatives. By
-       providing accessible and reliable statistics, it helps to inform policy discussions and
-       strategies globally. Whether for academic research, policy planning, or economic analysis, the
-       World Development Indicators database is an essential tool for understanding and addressing
-       global development challenges.
+       facilitating detailed analysis and visualization.WDI is also used for tracking progress on the
+       Sustainable Development Goals (SDGs) and other global development initiatives. By providing
+       accessible and reliable statistics, it helps to inform policy discussions and strategies
+       globally.Whether for academic research, policy planning, or economic analysis, the World
+       Development Indicators database is an essential tool for understanding and addressing global
+       development challenges.
-       Indicators – World Bank (2026). Accessed on 2026-07-27.
+       Indicators - World Bank (2026). Accessed on 2026-02-27.
-     version_producer: '129'
+     version_producer: '125'
-     date_accessed: '2026-07-27'
-     date_published: '2026-07-15'
+     date_accessed: '2026-02-27'
+     date_published: '2026-01-28'
-     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Constant-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, Estimates 1950–2023
+     title_snapshot: World Population Prospects, Population, Estimates 1950-2023
-     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, High-fertility scenario 2024-2100
-     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950–2100
+     title_snapshot: World Population Prospects, Population, Low-fertility scenario 1950-2100
-     title_snapshot: World Population Prospects, Population, Medium 1950–2023
+     title_snapshot: World Population Prospects, Population, Medium 1950-2023
-     title_snapshot: World Population Prospects, Population, Medium scenario 2024–2100
+     title_snapshot: World Population Prospects, Population, Medium scenario 2024-2100
-     title: World Population Prospects – Interim Update
+     title: World Population Prospects - Interim Update
-     title_snapshot: World Population Prospects – Interim Update (2026-01-19, Togo)
+     title_snapshot: World Population Prospects - Interim Update (2026-01-19, Togo)
~ gdp_and_co2_decoupling.country dimremoved data
- Removed values: 21 / 1,389 (1.51%)
yearcountry
2003Norway
2004Norway
2005Norway
2006Norway
2007Norway
2008Norway
2009Norway
2010Norway
2011Norway
2012Norway
2013Norway
2014Norway
2015Norway
2016Norway
2017Norway
2018Norway
2019Norway
2020Norway
2021Norway
2022Norway
2023Norway
~ gdp_and_co2_decoupling.year dimremoved data
- Removed values: 21 / 1,389 (1.51%)
countryyear
Norway2003
Norway2004
Norway2005
Norway2006
Norway2007
Norway2008
Norway2009
Norway2010
Norway2011
Norway2012
Norway2013
Norway2014
Norway2015
Norway2016
Norway2017
Norway2018
Norway2019
Norway2020
Norway2021
Norway2022
Norway2023
~ gdp_and_co2_decoupling.consumption_emissions_per_capita 🟡 median anomaly score 1.5%changed data
- Removed values: 21 / 1,389 (1.51%)
countryyearconsumption_emissions_per_capita
Norway200310.62658405303955
Norway200411.39948844909668
Norway200510.956657409667969
Norway200612.152463912963867
Norway200713.038899421691895
Norway200812.050878524780273
Norway200911.544526100158691
Norway201012.428362846374512
Norway201111.348681449890137
Norway201210.54389762878418
Norway201310.52853775024414
Norway201410.259028434753418
Norway201510.552481651306152
Norway20169.401500701904297
Norway20179.308794975280762
Norway20189.160980224609375
Norway20199.031335830688477
Norway20208.671870231628418
Norway20217.808720588684082
Norway20226.3938140869140625
Norway20237.060826301574707
~ gdp_and_co2_decoupling.consumption_emissions_per_capita_smooth 🟡 median anomaly score 1.5%changed data
- Removed values: 21 / 1,389 (1.51%)
countryyearconsumption_emissions_per_capita_smooth
Norway200310.62658405303955
Norway200411.013036727905273
Norway200510.994243621826172
Norway200611.283798217773438
Norway200711.634819030761719
Norway200811.919677734375
Norway200911.948684692382812
Norway201012.243025779724121
Norway201112.082269668579102
Norway201211.583269119262695
Norway201311.278800964355469
Norway201411.02170181274414
Norway201510.646525382995605
Norway201610.257089614868164
Norway201710.010068893432617
Norway20189.736557006835938
Norway20199.491018295288086
Norway20209.114896774291992
Norway20218.796339988708496
Norway20228.21334457397461
Norway20237.793313503265381
~ gdp_and_co2_decoupling.gdp_per_capita 🟡 median anomaly score 1.5%changed metadatachanged data
metadata diff
-   This indicator provides values for gross domestic product (GDP) per person expressed in constant
+   This indicator provides values for gross domestic product (GDP) expressed in constant
- description_key: |-
-   - GDP per capita is a comprehensive measure of people's average income. It helps compare income
-   levels across countries and track how they change over time. It is especially useful for
-   understanding trends in economic growth and living standards.
-   - GDP per capita is calculated as the value of all final goods and services produced each year in
-   a country (the [gross domestic product](#dod:gdp)), divided by the population. It represents the
-   average economic output per person.
-   - This indicator shows the large inequality between people in different countries. In the poorest
-   countries, average incomes are below $1,000 per year; in rich countries, they are more than 50
-   times higher.
-   - This data is expressed in constant international dollars to adjust for inflation and differences
-   in living costs between countries. Read more in our article, [What are international
-   dollars?](https://ourworldindata.org/international-dollars)
-   - This data comes from the World Bank and starts in 1990. For estimates going back several
-   centuries, explore our chart of GDP per capita from the [Maddison Project
-   Database](https://ourworldindata.org/grapher/gdp-per-capita-maddison-project-database).
+ description_key:
+   - |-
+     GDP per capita is a comprehensive measure of people's average income. It helps compare income
+     levels across countries and track how they change over time. It is especially useful for
+     understanding trends in economic growth and living standards.
+   - |-
+     GDP per capita is calculated as the value of all final goods and services produced each year in
+     a country (the [gross domestic product](#dod:gdp)), divided by the population. It represents the
+     average economic output per person.
+   - |-
+     This indicator shows the large inequality between people in different countries. In the poorest
+     countries, average incomes are below $1,000 per year; in rich countries, they are more than 50
+     times higher.
+   - |-
+     This data is expressed in constant international dollars to adjust for inflation and differences
+     in living costs between countries. Read more in our article, [What are international
+     dollars?](https://ourworldindata.org/international-dollars)
+   - |-
+     This data comes from the World Bank and starts in 1990. For estimates going back several
+     centuries, explore our chart of GDP per capita from the [Maddison Project
+     Database](https://ourworldindata.org/grapher/gdp-per-capita-maddison-project-database).
- Removed values: 21 / 1,389 (1.51%)
countryyeargdp_per_capita
Norway200379150.3984375
Norway200482091.1953125
Norway200583955.3359375
Norway200685653.140625
Norway200787670.859375
Norway200887297.3984375
Norway200984812.6875
Norway201084604.515625
Norway201184670.8359375
Norway201285925.875
Norway201385973.765625
Norway201486790.7890625
Norway201587688.1171875
Norway201688041.640625
Norway201789664.90625
Norway201890064.0703125
Norway201990772.8984375
Norway202089012.2734375
Norway202192205.7734375
Norway202295109.8203125
Norway202394364.9609375
~ Changed values: 515 / 1,389 (37.08%) — showing the 100 most anomalous rows
countryyeargdp_per_capita -gdp_per_capita +anomaly score
Qatar200299001.492187594111.593752.5%
Qatar200398068.12593224.3593752.5%
Qatar2009114069.6484375108435.752.5%
Qatar2006121378.4375115383.63281252.5%
Qatar199373900.5937570250.69531252.5%
Qatar199075303.562571584.3752.5%
Qatar200098028.523437593186.968752.5%
Qatar199277267.117187573450.9531252.5%
Qatar199673369.82812569746.14843752.5%
Qatar199791667.42187587140.03906252.5%
Qatar199472711.023437569119.88281252.5%
Qatar199896675.812591901.07031252.5%
Qatar199995556.851562590837.3752.5%
Qatar199171662.20312568122.86718752.5%
Qatar199572303.476562568732.468752.5%
Qatar200196901.5937592115.7343752.5%
Qatar2004112583.9296875107023.5781252.5%
Qatar2005113384.265625107784.41406252.5%
Qatar2007115272.5078125109579.67968752.5%
Qatar2008114879.21875109206.2968752.5%
Japan202246819.35937544972.343752.0%
Japan202145999.460937544355.347656251.8%
Japan202347387.2187545858.660156251.6%
Japan201946055.351562544730.910156251.5%
Japan201846133.023437544848.488281251.4%
Japan202044212.5507812542992.480468751.4%
Japan201544589.304687543386.71093751.4%
Japan201644926.6210937543736.128906251.3%
Qatar2010132502.28125129044.71093751.3%
Japan201745693.3789062544505.277343751.3%
Japan201443754.437542674.699218751.2%
Japan199036137.8437535272.417968751.2%
Qatar2011149025.109375145590.7656251.2%
Japan199137226.3320312536372.035156251.2%
Japan199237402.945312536563.621093751.1%
Qatar2012147077.40625143830.56251.1%
Japan199337088.8007812536277.9218751.1%
Japan199739661.7304687538814.253906251.1%
Japan199437352.687536568.71093751.1%
Japan200842518.8437541645.57031251.0%
Japan200743041.570312542182.175781251.0%
Japan201242394.9414062541596.9218750.95%
Japan201343304.117187542492.24218750.95%
Japan201041647.04687540881.7968750.93%
Japan200039731.79687539005.91406250.92%
Japan199538137.9335937537442.894531250.92%
Japan200939999.945312539279.50.91%
Japan200239690.367187538987.910156250.89%
Japan199639221.76562538528.792968750.89%
Japan200642358.9335937541613.14843750.89%
Japan200139748.98437539062.281250.87%
Japan199838852.95312538217.19531250.82%
Japan199938647.2695312538020.093750.82%
Japan200340152.1289062539501.808593750.82%
Japan201141640.6601562540967.343750.82%
United Kingdom202151840.4414062551004.425781250.81%
United Kingdom202047930.5507812547158.9843750.81%
United Kingdom201953374.0937552515.683593750.81%
United Kingdom201752429.1289062551586.675781250.81%
United Kingdom201852983.039062552131.69531250.81%
United Kingdom201348600.5117187547820.281250.81%
United Kingdom201449763.1757812548964.285156250.81%
United Kingdom201550462.8320312549652.718750.81%
United Kingdom201651168.2929687550346.8593750.81%
United Kingdom200750045.9179687549243.250.81%
United Kingdom200043818.3476562543115.56250.81%
United Kingdom200849629.0507812548833.07031250.81%
United Kingdom199841004.8398437540347.17968750.81%
United Kingdom200649000.95312548215.0468750.81%
United Kingdom200447317.0273437546558.128906250.81%
United Kingdom200946995.54687546241.80468750.81%
United Kingdom200346505.2812545759.402343750.81%
United Kingdom199033530.9570312532993.167968750.81%
United Kingdom201147714.289062546949.019531250.81%
United Kingdom199739831.4492187539192.6093750.81%
United Kingdom199132995.3945312532466.19531250.81%
United Kingdom200548304.6757812547529.93750.81%
United Kingdom201047682.6523437546917.8906250.81%
United Kingdom199537200.3789062536603.738281250.81%
United Kingdom201248099.6601562547328.21093750.81%
United Kingdom199942071.7070312541396.93750.81%
United Kingdom199436025.98437535448.17968750.81%
United Kingdom200245265.4570312544539.464843750.81%
United Kingdom199334413.1914062533861.253906250.81%
United Kingdom199233332.3320312532797.730468750.81%
United Kingdom200144693.6601562543976.839843750.81%
United Kingdom199638076.062537465.378906250.81%
Japan200541740.351562541075.824218750.80%
United Kingdom202253979.7695312553139.152343750.78%
United Kingdom202353423.42187552592.683593750.78%
Japan200440986.7226562540351.777343750.78%
Qatar2013138046.59375136453.93750.58%
Canada202358088.3789062557517.441406250.49%
Sweden201759769.0117187560288.800781250.43%
Sweden201558955.64062559468.355468750.43%
Sweden201457077.6679687557574.050781250.43%
Sweden199040199.7070312540549.308593750.43%
Sweden199945823.3007812546221.808593750.43%
Sweden199337762.539062538090.94531250.43%
Sweden200350072.4726562550507.933593750.43%
~ gdp_and_co2_decoupling.gdp_per_capita_smooth 🟡 median anomaly score 1.5%changed metadatachanged data
metadata diff
-   This indicator provides values for gross domestic product (GDP) per person expressed in constant
+   This indicator provides values for gross domestic product (GDP) expressed in constant
- description_key: |-
-   - GDP per capita is a comprehensive measure of people's average income. It helps compare income
-   levels across countries and track how they change over time. It is especially useful for
-   understanding trends in economic growth and living standards.
-   - GDP per capita is calculated as the value of all final goods and services produced each year in
-   a country (the [gross domestic product](#dod:gdp)), divided by the population. It represents the
-   average economic output per person.
-   - This indicator shows the large inequality between people in different countries. In the poorest
-   countries, average incomes are below $1,000 per year; in rich countries, they are more than 50
-   times higher.
-   - This data is expressed in constant international dollars to adjust for inflation and differences
-   in living costs between countries. Read more in our article, [What are international
-   dollars?](https://ourworldindata.org/international-dollars)
-   - This data comes from the World Bank and starts in 1990. For estimates going back several
-   centuries, explore our chart of GDP per capita from the [Maddison Project
-   Database](https://ourworldindata.org/grapher/gdp-per-capita-maddison-project-database).
+ description_key:
+   - |-
+     GDP per capita is a comprehensive measure of people's average income. It helps compare income
+     levels across countries and track how they change over time. It is especially useful for
+     understanding trends in economic growth and living standards.
+   - |-
+     GDP per capita is calculated as the value of all final goods and services produced each year in
+     a country (the [gross domestic product](#dod:gdp)), divided by the population. It represents the
+     average economic output per person.
+   - |-
+     This indicator shows the large inequality between people in different countries. In the poorest
+     countries, average incomes are below $1,000 per year; in rich countries, they are more than 50
+     times higher.
+   - |-
+     This data is expressed in constant international dollars to adjust for inflation and differences
+     in living costs between countries. Read more in our article, [What are international
+     dollars?](https://ourworldindata.org/international-dollars)
+   - |-
+     This data comes from the World Bank and starts in 1990. For estimates going back several
+     centuries, explore our chart of GDP per capita from the [Maddison Project
+     Database](https://ourworldindata.org/grapher/gdp-per-capita-maddison-project-database).
- Removed values: 21 / 1,389 (1.51%)
countryyeargdp_per_capita_smooth
Norway200379150.3984375
Norway200480620.796875
Norway200581732.3125
Norway200682712.515625
Norway200783704.1875
Norway200885333.5859375
Norway200985877.8828125
Norway201086007.71875
Norway201185811.2578125
Norway201285462.265625
Norway201385197.5390625
Norway201485593.15625
Norway201586209.875
Norway201686884.0390625
Norway201787631.84375
Norway201888449.90625
Norway201989246.328125
Norway202089511.15625
Norway202190343.984375
Norway202291432.96875
Norway202392293.1484375
~ Changed values: 514 / 1,389 (37.01%) — showing the 100 most anomalous rows
countryyeargdp_per_capita_smooth -gdp_per_capita_smooth +anomaly score
Qatar200397511.320312592695.2031252.5%
Qatar2004100916.73437595932.44531252.5%
Qatar2006108883.25103505.5156252.5%
Qatar2005103987.882812598851.93752.5%
Qatar200297232.851562592430.5468752.5%
Qatar199374533.367187570852.218752.5%
Qatar199776790.4687572997.843752.5%
Qatar199075303.562571584.3752.5%
Qatar199881345.51562577327.9218752.5%
Qatar200091059.687586562.32031252.5%
Qatar199274744.29687571052.7343752.5%
Qatar199985914.679687581671.4218752.5%
Qatar199573568.882812569935.3752.5%
Qatar199673910.4062570260.031252.5%
Qatar199474168.898437570505.75781252.5%
Qatar200195766.039062591036.2343752.5%
Qatar199173482.882812569853.6252.5%
Qatar2007112137.453125106599.13281252.5%
Qatar2009115796.8125110077.9531252.5%
Qatar2008115499.671875109795.52343752.5%
Qatar2010119620.421875114330.0156252.3%
Qatar2011125149.75120371.43751.9%
Japan202346094.789062544581.949218751.7%
Qatar2012131510.734375127221.61718751.7%
Japan202245843.9492187544379.91406251.6%
Japan202145618.7539062544286.51.5%
Japan202045404.1835937544162.656251.4%
Japan201945479.5351562544241.503906251.4%
Japan201845019.351562543830.261718751.3%
Qatar2013136144.203125132671.1406251.3%
Japan201744453.570312543359.011718751.2%
Japan199036137.8437535272.417968751.2%
Japan199136682.085937535822.22656251.2%
Japan201643793.882812542777.339843751.2%
Japan199236922.37536069.3593751.2%
Japan199336963.9804687536121.51.2%
Japan199437041.7226562536210.941406251.1%
Japan199537441.7382812536645.035156251.1%
Japan201543136.6914062542223.582031251.1%
Japan199637840.82812537076.386718751.0%
Japan199738292.5820312537526.5156251.0%
Japan201442548.242187541722.60156250.98%
Japan199838645.414062537914.371093750.95%
Japan201041913.2695312541120.43750.95%
Japan201141769.6132812540991.277343750.94%
Japan200941931.929687541159.24218750.93%
Japan201241640.289062540874.22656250.93%
Japan201341797.3437541043.56250.91%
Japan200039223.101562538517.250.91%
Japan199938904.3320312538204.644531250.91%
Japan200842129.2851562541373.699218750.90%
Japan200139328.54687538623.949218750.90%
Japan200239334.273437538658.67968750.87%
Japan200339594.10937538915.60156250.86%
Japan200741655.9414062540944.94531250.86%
Japan200440062.039381.93750.86%
Qatar2014138933.078125136586.781250.85%
Japan200640985.6992187540306.093750.84%
Japan200540463.710937539795.9218750.83%
United Kingdom202151711.4492187550879.49218750.81%
United Kingdom202051577.0195312550747.980468750.81%
United Kingdom201952083.476562551246.72656250.81%
United Kingdom201851361.2929687550536.44531250.81%
United Kingdom201750484.789062549674.16406250.81%
United Kingdom201649618.8945312548822.472656250.81%
United Kingdom201548928.0937548142.902343750.81%
United Kingdom201448372.0585937547595.93750.81%
United Kingdom201347818.5312547051.441406250.81%
United Kingdom200948795.2304687548012.621093750.81%
United Kingdom201048670.8242187547890.21093750.81%
United Kingdom200647278.679687546520.394531250.81%
United Kingdom199534793.4570312534235.417968750.81%
United Kingdom199737109.414062536514.230468750.81%
United Kingdom201148413.492187547637.00781250.81%
United Kingdom200142284.041605.824218750.81%
United Kingdom199333567.9687533029.58593750.81%
United Kingdom199033530.9570312532993.167968750.81%
United Kingdom200344470.89062543757.6406250.81%
United Kingdom199133263.1757812532729.6816406250.81%
United Kingdom200748234.7695312547461.152343750.81%
United Kingdom200848859.523437548075.886718750.81%
United Kingdom200243370.8007812542675.19531250.81%
United Kingdom199939636.8867187539001.167968750.81%
United Kingdom200445519.95312544789.878906250.81%
United Kingdom200546417.2187545672.753906250.81%
United Kingdom199434059.570312533513.30468750.81%
United Kingdom201248024.2382812547254.00.81%
United Kingdom199838427.742187537811.417968750.81%
United Kingdom200040960.4804687540303.535156250.81%
United Kingdom199233286.226562532752.3652343750.81%
United Kingdom199635809.5898437535235.25781250.81%
United Kingdom202252021.57812551189.988281250.81%
United Kingdom202352109.6562551282.18750.80%
Qatar2015137046.796875135392.00.61%
Sweden199339053.7382812539393.3750.43%
Sweden200753468.5937553933.589843750.43%
Sweden199040199.7070312540549.308593750.43%
Sweden200145666.5585937546063.7031250.43%
Sweden202361477.3320312562011.97656250.43%
Sweden201456398.1289062556888.60156250.43%
~ gdp_and_co2_decoupling.peak_emissions_year 🟡 median anomaly score 1.5%changed data
- Removed values: 21 / 1,389 (1.51%)
countryyearpeak_emissions_year
Norway20032010
Norway20042010
Norway20052010
Norway20062010
Norway20072010
Norway20082010
Norway20092010
Norway20102010
Norway20112010
Norway20122010
Norway20132010
Norway20142010
Norway20152010
Norway20162010
Norway20172010
Norway20182010
Norway20192010
Norway20202010
Norway20212010
Norway20222010
Norway20232010
~ garden/emissions/2026-06-15/emissions_by_human_activity_including_gross_lulucf_splitting_electricity🟡 4 · 🟢 2 column(s) changed6 columns in 2 tables
~ Table emissions_by_human_activity_including_gross_lulucf_splitting_electricity🟡 2 · 🟢 1 column(s) changed
table metadata diff
-     title_snapshot: National contributions to climate change – Annual emissions
+     title_snapshot: National contributions to climate change - Annual emissions
-     title_snapshot: National contributions to climate change – Cumulative emissions
+     title_snapshot: National contributions to climate change - Cumulative emissions
-     title_snapshot: National contributions to climate change – Temperature response
+     title_snapshot: National contributions to climate change - Temperature response
~ emissions_by_human_activity_including_gross_lulucf_splitting_electricity.ghg_emissions_direct 🟡 median anomaly score 1.3%changed data
~ Changed values: 408 / 27,108 (1.51%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions_direct -ghg_emissions_direct +anomaly score
Lower-middle-income countries1991Making things936460032.0772819968.09.6%
Lower-middle-income countries1990Making things889849984.0742320000.09.0%
Lower-middle-income countries1997Making things1173629952.0980409984.09.0%
Lower-middle-income countries1998Making things1181309952.0989680000.08.8%
Lower-middle-income countries1996Making things1134889984.0952080000.08.8%
Lower-middle-income countries1992Making things964009984.0811390016.08.6%
Lower-middle-income countries1995Making things1066990016.0906809984.08.1%
Lower-middle-income countries1993Making things982840000.0836760000.08.0%
Lower-middle-income countries1999Making things1181360000.01010000000.07.8%
Lower-middle-income countries2000Making things1209990016.01037160000.07.7%
Lower-middle-income countries1994Making things1003529984.0862429952.07.6%
Lower-middle-income countries2001Making things1233049984.01064320000.07.3%
Lower-middle-income countries2014Growing food2870860288.03294016000.06.9%
Lower-middle-income countries2002Making things1222240000.01078759936.06.2%
Lower-middle-income countries2000Growing food2540946432.02856808704.05.9%
Lower-middle-income countries2015Growing food2746303232.03077161472.05.7%
Lower-middle-income countries2004Making things1291360000.01155490048.05.6%
Lower-middle-income countries2003Making things1238610048.01114019968.05.3%
Lower-middle-income countries1996Growing food2479405824.02756598016.05.3%
Lower-middle-income countries2020Getting around618179968.0687000000.05.3%
Lower-middle-income countries2005Making things1356529920.01221079936.05.3%
Lower-middle-income countries2022Getting around740729984.0820560000.05.1%
Lower-middle-income countries2018Growing food2650741248.02935645440.05.1%
Lower-middle-income countries2023Getting around756150016.0837089984.05.1%
Lower-middle-income countries2007Growing food2847699968.03150842368.05.1%
Lower-middle-income countries2009Growing food2904212480.03208938752.05.0%
Lower-middle-income countries1995Growing food2502435072.02764071936.05.0%
Lower-middle-income countries2004Growing food2628249600.02901364224.04.9%
Lower-middle-income countries2016Growing food2770560512.03057517312.04.9%
Lower-middle-income countries1999Growing food2564953600.02829756672.04.9%
Lower-middle-income countries2006Making things1406480000.01276460032.04.8%
Lower-middle-income countries2003Growing food2703430144.02976990208.04.8%
Lower-middle-income countries2021Getting around684889984.0754089984.04.8%
Lower-middle-income countries2010Growing food2928519424.03222103808.04.8%
Lower-middle-income countries1991Growing food2233024000.02454963712.04.7%
Lower-middle-income countries2019Getting around689110016.0755960000.04.6%
Lower-middle-income countries2001Growing food2463660032.02702053376.04.6%
Lower-middle-income countries2002Growing food2483200000.02722157568.04.6%
Lower-middle-income countries2005Growing food2648641024.02902070784.04.6%
Lower-middle-income countries2011Growing food2960423424.03243091456.04.6%
Lower-middle-income countries2006Growing food2718218752.02976787200.04.5%
Lower-middle-income countries2017Growing food2853183232.03123700480.04.5%
Lower-middle-income countries1997Growing food2480813312.02715615488.04.5%
Lower-middle-income countries2019Growing food2615000832.02860642048.04.5%
Lower-middle-income countries2008Growing food2996828928.03270270720.04.4%
Lower-middle-income countries1998Growing food2640402176.02878292992.04.3%
Lower-middle-income countries2018Getting around689640000.0750830016.04.2%
Lower-middle-income countries2021Growing food2540848384.02766103296.04.2%
Lower-middle-income countries2022Growing food2586831872.02815977984.04.2%
Lower-middle-income countries2013Growing food2870571776.03122078208.04.2%
Lower-middle-income countries2020Growing food2654506240.02885632000.04.2%
Lower-middle-income countries2023Growing food2619628032.02845553408.04.1%
Lower-middle-income countries1990Growing food2264088576.02458935296.04.1%
Lower-middle-income countries2012Growing food2966206208.03208882944.03.9%
Lower-middle-income countries2017Getting around666120000.0720419968.03.9%
Lower-middle-income countries1994Keeping warm and cool301860000.0326200000.03.9%
Lower-middle-income countries1993Keeping warm and cool291929984.0315449984.03.9%
Lower-middle-income countries2007Making things1452000000.01345100032.03.8%
Lower-middle-income countries2020Making things1790310016.01930940032.03.8%
Lower-middle-income countries1991Keeping warm and cool285269984.0307669984.03.8%
Lower-middle-income countries2021Making things1913459968.02061470080.03.7%
Lower-middle-income countries2003Keeping warm and cool396169984.0426760000.03.7%
Lower-middle-income countries1992Keeping warm and cool288250016.0310400000.03.7%
Lower-middle-income countries2004Keeping warm and cool405920000.0436749984.03.7%
Lower-middle-income countries1998Keeping warm and cool368230016.0396180000.03.7%
Lower-middle-income countries2008Making things1495559936.01390070016.03.7%
Lower-middle-income countries2001Keeping warm and cool385530016.0414730016.03.6%
Lower-middle-income countries2000Keeping warm and cool380420000.0408889984.03.6%
Lower-middle-income countries2002Keeping warm and cool395000000.0424540000.03.6%
Lower-middle-income countries2006Keeping warm and cool415720000.0446729984.03.6%
Lower-middle-income countries2005Keeping warm and cool409789984.0440249984.03.6%
Lower-middle-income countries1992Growing food2390270720.02566889728.03.6%
Lower-middle-income countries1997Keeping warm and cool366470016.0393540000.03.6%
Lower-middle-income countries1990Keeping warm and cool281940000.0302730016.03.6%
Lower-middle-income countries1993Growing food2385241088.02559380992.03.5%
Lower-middle-income countries1996Keeping warm and cool350100000.0375630016.03.5%
Lower-middle-income countries1999Keeping warm and cool380509984.0407989984.03.5%
Upper-middle-income countries2014Growing food6345893376.05919212544.03.5%
Lower-middle-income countries2010Keeping warm and cool449430016.0481600000.03.5%
Lower-middle-income countries2009Keeping warm and cool437520000.0468610016.03.4%
Lower-middle-income countries1995Keeping warm and cool341640000.0365890016.03.4%
Lower-middle-income countries2022Making things1948480000.02084659968.03.4%
Lower-middle-income countries2011Keeping warm and cool460930016.0492700000.03.3%
Lower-middle-income countries2008Keeping warm and cool431590016.0460990016.03.3%
Lower-middle-income countries2007Keeping warm and cool422300000.0450950016.03.3%
Lower-middle-income countries2014Keeping warm and cool470169984.0501889984.03.3%
Lower-middle-income countries2013Keeping warm and cool465300000.0496490016.03.2%
Lower-middle-income countries2016Getting around643249984.0686350016.03.2%
Lower-middle-income countries2012Keeping warm and cool456729984.0487289984.03.2%
Lower-middle-income countries1994Growing food2646947840.02820227072.03.2%
Lower-middle-income countries2004Getting around319600000.0340100000.03.1%
Lower-middle-income countries2012Making things1717819904.01614450048.03.1%
Lower-middle-income countries2023Making things2056600064.02181110016.02.9%
Upper-middle-income countries2018Growing food5166918144.04877938176.02.9%
Lower-middle-income countries2013Making things1755330048.01658060032.02.8%
Lower-middle-income countries2009Making things1534700032.01450700032.02.8%
Upper-middle-income countries2016Growing food5333628416.05043141120.02.8%
Lower-middle-income countries2015Getting around605569984.0640300032.02.8%
Lower-middle-income countries2017Keeping warm and cool490520000.0518449984.02.8%
Lower-middle-income countries2019Keeping warm and cool497820000.0525910016.02.7%
~ emissions_by_human_activity_including_gross_lulucf_splitting_electricity.ghg_emissions 🟡 median anomaly score 1.0%changed data
~ Changed values: 408 / 27,108 (1.51%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions -ghg_emissions +anomaly score
Lower-middle-income countries1991Making things1175803776.0997647616.08.2%
Lower-middle-income countries1990Making things1116710016.0952602752.07.9%
Lower-middle-income countries1997Making things1488958976.01273503104.07.8%
Lower-middle-income countries1996Making things1442251008.01238929664.07.6%
Lower-middle-income countries1992Making things1215501696.01048268672.07.4%
Lower-middle-income countries1998Making things1489767680.01292248704.07.1%
Lower-middle-income countries1995Making things1358629760.01179102720.07.1%
Lower-middle-income countries1993Making things1245194240.01085264768.06.9%
Lower-middle-income countries1994Making things1265995520.01112060544.06.5%
Lower-middle-income countries2014Growing food3069811200.03489897472.06.4%
Lower-middle-income countries2000Making things1521358848.01341353088.06.3%
Lower-middle-income countries1999Making things1518572032.01340024576.06.2%
Lower-middle-income countries2001Making things1558116352.01381566336.06.0%
Lower-middle-income countries2000Growing food2665790976.02980910592.05.6%
Lower-middle-income countries2015Growing food2938369792.03268819968.05.3%
Lower-middle-income countries2020Getting around635117568.0703764736.05.1%
Lower-middle-income countries2002Making things1553524096.01402647424.05.1%
Lower-middle-income countries1996Growing food2584311808.02862100992.05.1%
Lower-middle-income countries2020Making things2451147008.02707598336.05.0%
Lower-middle-income countries2022Getting around764408704.0843576128.04.9%
Lower-middle-income countries2020Keeping warm and cool1203245568.01325930368.04.9%
Lower-middle-income countries2021Making things2623962880.02890760448.04.8%
Lower-middle-income countries2007Growing food2982656000.03284035840.04.8%
Lower-middle-income countries1995Growing food2605660928.02868366080.04.8%
Lower-middle-income countries2023Getting around792493440.0872090560.04.8%
Lower-middle-income countries2018Growing food2872499200.03160960000.04.8%
Lower-middle-income countries2019Keeping warm and cool1209363968.01330475904.04.8%
Lower-middle-income countries2009Growing food3052989440.03354646784.04.7%
Lower-middle-income countries2004Growing food2756856064.03029026560.04.7%
Lower-middle-income countries1999Growing food2685292800.02949634304.04.7%
Lower-middle-income countries2021Getting around704635456.0773308288.04.6%
Lower-middle-income countries2003Growing food2826746624.03099415296.04.6%
Lower-middle-income countries2016Growing food2977504256.03264602624.04.6%
Lower-middle-income countries1991Growing food2308168448.02530518016.04.6%
Lower-middle-income countries2022Making things2725670656.02985138688.04.5%
Lower-middle-income countries2023Keeping warm and cool1410522368.01543928192.04.5%
Lower-middle-income countries2019Getting around707982528.0774626176.04.5%
Lower-middle-income countries2010Growing food3086778624.03377167616.04.5%
Lower-middle-income countries2001Growing food2586958080.02824130304.04.4%
Lower-middle-income countries2002Growing food2606438400.02844108800.04.4%
Lower-middle-income countries2005Growing food2772040960.03024785664.04.4%
Lower-middle-income countries1997Growing food2592965632.02828703232.04.3%
Lower-middle-income countries2004Making things1669099008.01530530432.04.3%
Lower-middle-income countries2006Growing food2848513792.03105306368.04.3%
Lower-middle-income countries2003Making things1577306368.01447047808.04.3%
Lower-middle-income countries2011Growing food3116696064.03396983552.04.3%
Lower-middle-income countries2023Growing food2660152576.02898825728.04.3%
Lower-middle-income countries2019Growing food2839034624.03093194240.04.3%
Lower-middle-income countries2017Growing food3069328128.03338159360.04.2%
Lower-middle-income countries1998Growing food2760414208.02998706688.04.1%
Lower-middle-income countries2021Keeping warm and cool1272881792.01382641024.04.1%
Lower-middle-income countries2008Growing food3138064640.03408638464.04.1%
Lower-middle-income countries2018Getting around706555392.0767186176.04.1%
Lower-middle-income countries2020Growing food2861916160.03102808832.04.0%
Lower-middle-income countries2021Growing food2773168128.03006483712.04.0%
Lower-middle-income countries1990Growing food2329936640.02524213504.04.0%
Lower-middle-income countries2022Growing food2817243136.03052089344.04.0%
Lower-middle-income countries2013Growing food3050616320.03301451776.03.9%
Lower-middle-income countries2005Making things1809646848.01673559168.03.9%
Lower-middle-income countries2022Keeping warm and cool1316419328.01422423680.03.9%
Lower-middle-income countries2017Getting around681192832.0734726144.03.8%
Lower-middle-income countries2023Making things3096509696.03339019008.03.8%
Lower-middle-income countries2019Making things2592779776.02793195776.03.7%
Lower-middle-income countries2012Growing food3143553024.03383216384.03.7%
Lower-middle-income countries2006Making things1891739392.01761408896.03.6%
Lower-middle-income countries2018Keeping warm and cool1214731008.01301660672.03.5%
Lower-middle-income countries1992Growing food2471804672.02648107776.03.4%
Upper-middle-income countries2014Growing food6534007296.06103907840.03.4%
Lower-middle-income countries1993Growing food2472981760.02646382848.03.4%
Lower-middle-income countries1997Keeping warm and cool545605184.0583723840.03.4%
Lower-middle-income countries1996Keeping warm and cool515238496.0550516352.03.3%
Lower-middle-income countries1995Keeping warm and cool493319328.0525066432.03.1%
Lower-middle-income countries2016Getting around660747648.0703167872.03.1%
Lower-middle-income countries1994Growing food2741927680.02914156032.03.0%
Lower-middle-income countries2017Keeping warm and cool1193753216.01266724992.03.0%
Lower-middle-income countries1991Keeping warm and cool401998464.0426560064.03.0%
Lower-middle-income countries2004Getting around332277216.0352169536.02.9%
Upper-middle-income countries2018Growing food5377835008.05081225728.02.8%
Lower-middle-income countries2007Making things1959976704.01854160384.02.8%
Upper-middle-income countries2016Growing food5529250304.05233259008.02.8%
Lower-middle-income countries2008Making things2023028096.01915324416.02.7%
Lower-middle-income countries1994Keeping warm and cool443500224.0468360928.02.7%
Upper-middle-income countries2017Growing food5365784064.05085103616.02.7%
Lower-middle-income countries2011Keeping warm and cool963298816.01016202944.02.7%
Lower-middle-income countries1992Keeping warm and cool415342496.0438118688.02.7%
Lower-middle-income countries2015Getting around623191424.0657214720.02.7%
Upper-middle-income countries2010Growing food5799768064.05499520512.02.7%
Upper-middle-income countries2007Growing food6030214656.05718808064.02.7%
Lower-middle-income countries2016Keeping warm and cool1171003136.01234546816.02.6%
Upper-middle-income countries2000Growing food6304233984.05980146176.02.6%
Lower-middle-income countries2018Making things2612445696.02753878528.02.6%
Lower-middle-income countries1990Keeping warm and cool389592736.0410645824.02.6%
Lower-middle-income countries2010Keeping warm and cool948465600.0999404544.02.6%
Lower-middle-income countries2005Keeping warm and cool715252224.0753665216.02.6%
Upper-middle-income countries2015Growing food6736112640.06397336576.02.6%
Upper-middle-income countries2009Growing food6312431104.06001229824.02.5%
Upper-middle-income countries2011Growing food6043595776.05749506048.02.5%
Lower-middle-income countries2008Keeping warm and cool807839744.0848838848.02.5%
Lower-middle-income countries2013Keeping warm and cool1053576576.01106722176.02.5%
Lower-middle-income countries1993Keeping warm and cool431597088.0453339968.02.5%
~ emissions_by_human_activity_including_gross_lulucf_splitting_electricity.ghg_emissions_indirect 🟢 median anomaly score 0.50%changed data
~ Changed values: 397 / 27,108 (1.46%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions_indirect -ghg_emissions_indirect +anomaly score
Lower-middle-income countries2023Growing food40524624.053272436.014%
Lower-middle-income countries2020Making things660836864.0776658304.08.1%
Lower-middle-income countries2021Making things710502912.0829290304.07.7%
Lower-middle-income countries2022Making things777190720.0900478720.07.3%
Lower-middle-income countries2019Making things722389760.0835535680.07.3%
Lower-middle-income countries2018Making things704555520.0801688576.06.4%
Lower-middle-income countries2020Keeping warm and cool701335488.0796350336.06.3%
Lower-middle-income countries2019Keeping warm and cool711543936.0804565888.06.1%
Lower-middle-income countries2023Keeping warm and cool896932352.01006468160.05.8%
Lower-middle-income countries2023Making things1039909696.01157908992.05.4%
Lower-middle-income countries2021Keeping warm and cool759451840.0842061056.05.2%
Lower-middle-income countries2016Making things651145536.0719619840.05.0%
Lower-middle-income countries2022Keeping warm and cool810439296.0891783744.04.8%
Lower-middle-income countries2017Making things710959104.0777879936.04.5%
Lower-middle-income countries2015Making things681794880.0740215040.04.1%
Lower-middle-income countries1990Getting around5669117.05223085.54.1%
Lower-middle-income countries2018Keeping warm and cool721491008.0780920704.04.0%
Lower-middle-income countries1990Making things226860064.0210282784.03.8%
Lower-middle-income countries1997Making things315329088.0293093120.03.7%
Lower-middle-income countries1996Making things307360992.0286849664.03.5%
Lower-middle-income countries1995Making things291639712.0272292704.03.4%
Lower-middle-income countries1991Making things239343744.0224827648.03.1%
Lower-middle-income countries2017Keeping warm and cool703233152.0748275008.03.1%
Lower-middle-income countries1992Making things251491728.0236878656.03.0%
Lower-middle-income countries1997Keeping warm and cool179135136.0190183840.03.0%
Lower-middle-income countries2009Getting around13556970.012791820.02.9%
Lower-middle-income countries1996Keeping warm and cool165138496.0174886336.02.9%
Lower-middle-income countries2008Getting around13376346.012639136.02.8%
Lower-middle-income countries2014Making things670947712.0710025920.02.8%
Lower-middle-income countries2016Keeping warm and cool689063104.0727666880.02.7%
Lower-middle-income countries1993Making things262354272.0248504816.02.7%
Lower-middle-income countries2007Getting around12802533.012130093.02.7%
Lower-middle-income countries2003Getting around12005260.011376693.02.7%
Lower-middle-income countries2010Getting around15057090.014274536.02.7%
Lower-middle-income countries2017Getting around15072822.014306189.02.6%
Lower-middle-income countries2014Getting around18330330.017404362.02.6%
Lower-middle-income countries2012Getting around16588771.015754867.02.6%
Lower-middle-income countries1994Making things262465584.0249630560.02.5%
Lower-middle-income countries1991Getting around5633197.55358022.02.5%
Lower-middle-income countries2004Getting around12677227.012069550.02.5%
Upper-middle-income countries2021Growing food240186864.0228793152.02.4%
Lower-middle-income countries2006Getting around12709652.012110910.02.4%
Lower-middle-income countries1995Keeping warm and cool151679328.0159176432.02.4%
Lower-middle-income countries2011Getting around14983217.014278632.02.4%
Upper-middle-income countries2020Growing food218769360.0208925296.02.3%
Lower-middle-income countries2020Growing food207409952.0217176704.02.3%
Upper-middle-income countries2019Growing food208353536.0199143776.02.3%
Upper-middle-income countries2023Keeping warm and cool2494050048.02384256000.02.3%
Lower-middle-income countries2005Getting around12090891.011560698.02.2%
Lower-middle-income countries2015Keeping warm and cool657277248.0687281856.02.2%
Upper-middle-income countries2020Keeping warm and cool2174898432.02080695040.02.2%
Upper-middle-income countries2019Keeping warm and cool2167767040.02074324096.02.2%
Lower-middle-income countries2001Getting around11900797.012423457.02.1%
Lower-middle-income countries1992Getting around6661836.56384577.52.1%
Upper-middle-income countries2023Growing food263721808.0252764016.02.1%
Lower-middle-income countries2011Keeping warm and cool502368832.0523502976.02.1%
Lower-middle-income countries2015Getting around17621448.016914668.02.0%
Upper-middle-income countries2022Growing food245774576.0236125440.02.0%
Lower-middle-income countries2016Getting around17497668.016817852.02.0%
Lower-middle-income countries2013Getting around16433978.015801122.02.0%
Lower-middle-income countries2000Getting around11385603.010952838.01.9%
Upper-middle-income countries2021Keeping warm and cool2310922496.02224155392.01.9%
Lower-middle-income countries1999Getting around10197651.09820513.01.9%
Lower-middle-income countries2023Getting around36343456.035000560.01.9%
Lower-middle-income countries2019Growing food224033760.0232552128.01.9%
Lower-middle-income countries1993Getting around7257842.06993366.51.9%
Lower-middle-income countries2010Keeping warm and cool499035584.0517804576.01.8%
Upper-middle-income countries2018Growing food210916864.0203287504.01.8%
Lower-middle-income countries2013Keeping warm and cool588276544.0610232128.01.8%
Upper-middle-income countries2022Keeping warm and cool2426167552.02338953216.01.8%
Lower-middle-income countries2012Keeping warm and cool563404736.0583913856.01.8%
Lower-middle-income countries2021Growing food232319824.0240380304.01.7%
Lower-middle-income countries2002Getting around11950263.012361397.01.7%
Lower-middle-income countries2018Getting around16915368.016356129.01.7%
Lower-middle-income countries1994Getting around7204424.56969414.51.7%
Lower-middle-income countries2008Keeping warm and cool376249696.0387848832.01.5%
Upper-middle-income countries2018Keeping warm and cool2205058816.02139443456.01.5%
Lower-middle-income countries1998Getting around8989419.08722877.01.5%
Lower-middle-income countries2009Keeping warm and cool435797216.0448656960.01.5%
Upper-middle-income countries2017Growing food202773824.0197032960.01.4%
Lower-middle-income countries2013Making things614555072.0632403200.01.4%
Upper-middle-income countries2016Growing food195622096.0190117712.01.4%
Lower-middle-income countries2022Getting around23678700.023016126.01.4%
Lower-middle-income countries1997Getting around8743334.08505257.01.4%
Upper-middle-income countries2017Keeping warm and cool2065273856.02009709440.01.4%
Lower-middle-income countries2021Getting around19745466.019218318.01.4%
Lower-middle-income countries2012Making things605649664.0622047808.01.3%
Lower-middle-income countries2005Keeping warm and cool305462272.0313415232.01.3%
Lower-middle-income countries2014Keeping warm and cool655191168.0672208192.01.3%
Lower-middle-income countries1996Getting around8274479.08071126.01.2%
Lower-middle-income countries2022Growing food230411328.0236111440.01.2%
Lower-middle-income countries2001Making things325066368.0317246368.01.2%
Lower-middle-income countries2011Making things545465216.0558646336.01.2%
Upper-middle-income countries2016Keeping warm and cool1997382016.01950390656.01.2%
Lower-middle-income countries2000Making things311368896.0304193088.01.2%
Upper-middle-income countries2015Growing food188570864.0184233152.01.2%
Lower-middle-income countries2007Keeping warm and cool364334656.0372776096.01.1%
Lower-middle-income countries2002Making things331284064.0323887520.01.1%
Lower-middle-income countries1999Making things337212032.0330024576.01.1%
Upper-middle-income countries1997Keeping warm and cool709897024.0694775552.01.1%
~ Table emissions_by_human_activity_including_gross_lulucf_including_other_splitting_electricity🟡 2 · 🟢 1 column(s) changed
table metadata diff
-     title_snapshot: National contributions to climate change – Annual emissions
+     title_snapshot: National contributions to climate change - Annual emissions
-     title_snapshot: National contributions to climate change – Cumulative emissions
+     title_snapshot: National contributions to climate change - Cumulative emissions
-     title_snapshot: National contributions to climate change – Temperature response
+     title_snapshot: National contributions to climate change - Temperature response
~ emissions_by_human_activity_including_gross_lulucf_including_other_splitting_electricity.ghg_emissions_direct 🟡 median anomaly score 1.3%changed data
~ Changed values: 510 / 33,885 (1.51%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions_direct -ghg_emissions_direct +anomaly score
Lower-middle-income countries1998Other817569984.0629089984.013%
Lower-middle-income countries1997Other836909952.0646979968.013%
Lower-middle-income countries1999Other805920000.0631160000.012%
Lower-middle-income countries2000Other823320000.0646369984.012%
Lower-middle-income countries1996Other815939968.0640760000.012%
Lower-middle-income countries2001Other830259968.0656000000.012%
Lower-middle-income countries1991Other714750016.0567100032.012%
Lower-middle-income countries1995Other757160000.0603430016.011%
Lower-middle-income countries1990Other669259968.0534110016.011%
Lower-middle-income countries1992Other723649984.0581860032.011%
Lower-middle-income countries2002Other796870016.0646369984.010%
Lower-middle-income countries1993Other738489984.0603660032.010%
Lower-middle-income countries2005Other878230016.0722860032.09.7%
Lower-middle-income countries2004Other850009984.0700830016.09.6%
Lower-middle-income countries2013Other944269952.0778650048.09.6%
Lower-middle-income countries1994Other758880000.0627820032.09.5%
Lower-middle-income countries2014Other957689984.0793169984.09.4%
Lower-middle-income countries2006Other883800000.0734579968.09.2%
Lower-middle-income countries2012Other951520000.0792230016.09.1%
Lower-middle-income countries2007Other878320000.0732489984.09.1%
Lower-middle-income countries2003Other815950016.0680620032.09.0%
Lower-middle-income countries2008Other945369984.0791170048.08.9%
Lower-middle-income countries2015Other962580032.0811350016.08.5%
Lower-middle-income countries2009Other917699968.0779959936.08.1%
Lower-middle-income countries2016Other945180032.0807640000.07.8%
Lower-middle-income countries2011Other923059968.0789240000.07.8%
Lower-middle-income countries2020Making things1047049984.01223209984.07.8%
Lower-middle-income countries2010Other938380032.0805440000.07.6%
Lower-middle-income countries2021Making things1166630016.01348320000.07.2%
Lower-middle-income countries2014Growing food2784800256.03205166080.07.0%
Lower-middle-income countries2022Making things1199840000.01372760064.06.7%
Lower-middle-income countries2019Making things1083309952.01236499968.06.6%
Lower-middle-income countries2017Other917769984.0810329984.06.2%
Lower-middle-income countries2023Making things1287369984.01449900032.05.9%
Lower-middle-income countries2000Growing food2482606336.02795698944.05.9%
Lower-middle-income countries2018Making things1097139968.01231430016.05.8%
Lower-middle-income countries2015Growing food2660613120.02984281344.05.7%
Lower-middle-income countries1996Growing food2417615872.02691817984.05.4%
Lower-middle-income countries2020Getting around618179968.0687000000.05.3%
Lower-middle-income countries2007Growing food2776329984.03075902464.05.1%
Lower-middle-income countries2022Getting around740729984.0820560000.05.1%
Lower-middle-income countries2018Growing food2564011264.02839405568.05.1%
Lower-middle-income countries2009Growing food2814412544.03115838720.05.1%
Lower-middle-income countries2023Getting around756150016.0837089984.05.1%
Lower-middle-income countries1995Growing food2439655168.02698151936.05.0%
Lower-middle-income countries2004Growing food2560089600.02829804288.05.0%
Lower-middle-income countries1999Growing food2505333504.02767456512.05.0%
Lower-middle-income countries2016Growing food2686010368.02964917248.04.9%
Lower-middle-income countries1991Growing food2114464000.02333723648.04.9%
Lower-middle-income countries2003Growing food2637800192.02908100096.04.9%
Lower-middle-income countries2010Growing food2838399232.03128643840.04.9%
Lower-middle-income countries2021Getting around684889984.0754089984.04.8%
Lower-middle-income countries2018Other897480000.0817000000.04.7%
Upper-middle-income countries1997Other1925230080.02114749952.04.7%
Lower-middle-income countries2001Growing food2405700096.02641443584.04.7%
Upper-middle-income countries1998Other1928870016.02116930048.04.6%
Lower-middle-income countries2005Growing food2575201024.02826190592.04.6%
Lower-middle-income countries2002Growing food2423970048.02660107520.04.6%
Lower-middle-income countries2019Getting around689110016.0755960000.04.6%
Lower-middle-income countries2011Growing food2881173504.03160531456.04.6%
Lower-middle-income countries2006Growing food2643608832.02898657280.04.6%
Lower-middle-income countries1997Growing food2415673344.02647305472.04.6%
Lower-middle-income countries2017Growing food2766493184.03027830528.04.5%
Lower-middle-income countries2008Growing food2882829056.03152810752.04.5%
Lower-middle-income countries2019Growing food2529340928.02765071872.04.5%
Upper-middle-income countries1996Other1875939968.02050729984.04.5%
Lower-middle-income countries2017Making things1062710016.01159539968.04.4%
Lower-middle-income countries1998Growing food2585042176.02819833088.04.3%
Upper-middle-income countries2000Other1963079936.02139579904.04.3%
Lower-middle-income countries2014Making things943160000.01027800000.04.3%
Lower-middle-income countries1990Growing food2151688448.02343855104.04.3%
Lower-middle-income countries2013Growing food2787411712.03036248064.04.3%
Upper-middle-income countries1999Other1954639872.02128969984.04.3%
Upper-middle-income countries2001Other1955619968.02129420032.04.3%
Lower-middle-income countries2018Getting around689640000.0750830016.04.2%
Lower-middle-income countries2022Growing food2493711872.02713658112.04.2%
Lower-middle-income countries2021Growing food2453798144.02669553408.04.2%
Lower-middle-income countries2016Making things1003580032.01090340096.04.1%
Lower-middle-income countries2020Growing food2566926080.02788772096.04.1%
Lower-middle-income countries2023Growing food2524078080.02740363520.04.1%
Lower-middle-income countries2015Making things964889984.01046489984.04.1%
Lower-middle-income countries2012Growing food2878666240.03118253056.04.0%
Lower-middle-income countries2017Getting around666120000.0720419968.03.9%
Lower-middle-income countries2009Making things706800000.0763840000.03.9%
Lower-middle-income countries1994Keeping warm and cool301860000.0326200000.03.9%
Lower-middle-income countries1993Keeping warm and cool291929984.0315449984.03.9%
Upper-middle-income countries1991Other1833470080.01980770048.03.9%
Upper-middle-income countries1995Other1920700032.02074050048.03.8%
Lower-middle-income countries2013Making things894220032.0965240000.03.8%
Lower-middle-income countries2008Making things664189952.0716360000.03.8%
Lower-middle-income countries1991Keeping warm and cool285269984.0307669984.03.8%
Lower-middle-income countries2003Keeping warm and cool396169984.0426760000.03.7%
Upper-middle-income countries1992Other1837659904.01979090048.03.7%
Lower-middle-income countries1992Keeping warm and cool288250016.0310400000.03.7%
Upper-middle-income countries2002Other1965400064.02115430016.03.7%
Lower-middle-income countries1992Growing food2280750848.02454419712.03.7%
Upper-middle-income countries2014Growing food5997153280.05573262848.03.7%
Lower-middle-income countries2004Keeping warm and cool405920000.0436749984.03.7%
Lower-middle-income countries1998Keeping warm and cool368230016.0396180000.03.7%
Lower-middle-income countries2001Keeping warm and cool385530016.0414730016.03.6%
~ emissions_by_human_activity_including_gross_lulucf_including_other_splitting_electricity.ghg_emissions 🟡 median anomaly score 1.0%changed data
~ Changed values: 510 / 33,885 (1.51%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions -ghg_emissions +anomaly score
Lower-middle-income countries1997Other902409088.0699868736.013%
Lower-middle-income countries1998Other871682560.0685490944.012%
Lower-middle-income countries1996Other877052480.0690238656.012%
Lower-middle-income countries1995Other812578624.0648177088.011%
Lower-middle-income countries2000Other867531456.0692236992.011%
Lower-middle-income countries1999Other860299264.0687797760.011%
Lower-middle-income countries2001Other880561088.0707574976.011%
Lower-middle-income countries1991Other758061504.0612199552.011%
Lower-middle-income countries1990Other705711424.0571835520.010%
Lower-middle-income countries1992Other764964736.0624650816.010%
Lower-middle-income countries2002Other847773760.0698897856.09.6%
Lower-middle-income countries1993Other782989568.0649573824.09.3%
Lower-middle-income countries2013Other1001513088.0834354944.09.1%
Lower-middle-income countries2014Other1011256896.0844556608.09.0%
Lower-middle-income countries1994Other803999680.0674176960.08.8%
Lower-middle-income countries2012Other999501056.0838362944.08.8%
Lower-middle-income countries2004Other910782720.0765122816.08.7%
Lower-middle-income countries2005Other958840896.0806275712.08.6%
Lower-middle-income countries2003Other869630336.0735439168.08.4%
Lower-middle-income countries2007Other957363328.0810211840.08.3%
Lower-middle-income countries2008Other1027905600.0870123968.08.3%
Lower-middle-income countries2006Other964204672.0817337856.08.2%
Lower-middle-income countries2020Making things1643495040.01932359936.08.1%
Lower-middle-income countries2015Other1040235136.0885287168.08.0%
Lower-middle-income countries2009Other963371904.0823631616.07.8%
Lower-middle-income countries2011Other965793856.0830458688.07.5%
Lower-middle-income countries2021Making things1828650752.02122021888.07.4%
Lower-middle-income countries2010Other985920064.0851028352.07.3%
Lower-middle-income countries2016Other1027485824.0888593792.07.2%
Lower-middle-income countries2019Making things1728603904.01993117184.07.1%
Lower-middle-income countries2022Making things1905874944.02187358208.06.9%
Lower-middle-income countries2014Growing food2983751168.03401047552.06.5%
Lower-middle-income countries2018Making things1715925760.01947620608.06.3%
Lower-middle-income countries2023Making things2193000192.02474695680.06.0%
Lower-middle-income countries2017Other1004252288.0895150208.05.7%
Lower-middle-income countries2000Growing food2607450880.02919800832.05.7%
Lower-middle-income countries2015Growing food2852679680.03175939840.05.4%
Lower-middle-income countries1996Growing food2522521856.02797320960.05.2%
Lower-middle-income countries2020Getting around635117568.0703764736.05.1%
Lower-middle-income countries2022Getting around764408704.0843576128.04.9%
Lower-middle-income countries2007Growing food2911286016.03209095936.04.9%
Lower-middle-income countries1995Growing food2542881024.02802446080.04.9%
Lower-middle-income countries2020Keeping warm and cool1203245568.01325930368.04.9%
Lower-middle-income countries2009Growing food2963189504.03261546752.04.8%
Lower-middle-income countries2023Getting around792493440.0872090560.04.8%
Lower-middle-income countries1991Growing food2189608448.02409277952.04.8%
Lower-middle-income countries2019Keeping warm and cool1209363968.01330475904.04.8%
Lower-middle-income countries2018Growing food2785769216.03064720128.04.8%
Lower-middle-income countries2004Growing food2688696064.02957466624.04.8%
Lower-middle-income countries1999Growing food2625672704.02887334144.04.7%
Lower-middle-income countries2016Making things1572419840.01729006208.04.7%
Lower-middle-income countries2017Making things1687186816.01852599680.04.7%
Lower-middle-income countries2003Growing food2761116672.03030525184.04.7%
Lower-middle-income countries2021Getting around704635456.0773308288.04.6%
Lower-middle-income countries2016Growing food2892954112.03172002560.04.6%
Lower-middle-income countries2010Growing food2996658432.03283707648.04.6%
Lower-middle-income countries2023Keeping warm and cool1410522368.01543928192.04.5%
Lower-middle-income countries2019Getting around707982528.0774626176.04.5%
Lower-middle-income countries2005Growing food2698600960.02948905472.04.4%
Lower-middle-income countries2001Growing food2528998144.02763520512.04.4%
Lower-middle-income countries2002Growing food2547208448.02782058752.04.4%
Upper-middle-income countries1997Other2227561216.02432843008.04.4%
Lower-middle-income countries1997Growing food2527825664.02760393216.04.4%
Lower-middle-income countries2015Making things1569029760.01712767872.04.4%
Lower-middle-income countries2006Growing food2773903872.03027176448.04.4%
Lower-middle-income countries2011Growing food3037446144.03314423552.04.4%
Lower-middle-income countries2018Other983249728.0902497984.04.3%
Lower-middle-income countries2023Growing food2564602624.02793635840.04.3%
Lower-middle-income countries2019Growing food2753374720.02997624064.04.2%
Lower-middle-income countries2008Growing food3024064768.03291178496.04.2%
Upper-middle-income countries1996Other2161864448.02351337984.04.2%
Lower-middle-income countries2017Growing food2982638080.03242289408.04.2%
Lower-middle-income countries1998Growing food2705054208.02940246784.04.2%
Lower-middle-income countries1990Growing food2217536512.02409133312.04.1%
Lower-middle-income countries2021Keeping warm and cool1272881792.01382641024.04.1%
Lower-middle-income countries2018Getting around706555392.0767186176.04.1%
Lower-middle-income countries2013Growing food2967456256.03215621632.04.0%
Lower-middle-income countries2020Growing food2774336000.03005948928.04.0%
Lower-middle-income countries2021Growing food2686117888.02909933824.04.0%
Lower-middle-income countries2022Growing food2724123136.02949769472.04.0%
Upper-middle-income countries1998Other2256397568.02441776128.03.9%
Lower-middle-income countries2014Making things1560540800.01686439296.03.9%
Lower-middle-income countries2022Keeping warm and cool1316419328.01422423680.03.9%
Lower-middle-income countries2017Getting around681192832.0734726144.03.8%
Lower-middle-income countries2012Growing food3056013056.03292586496.03.7%
Upper-middle-income countries2000Other2279008512.02454717696.03.7%
Upper-middle-income countries1995Other2211136512.02377875968.03.6%
Upper-middle-income countries1999Other2288322048.02460656128.03.6%
Upper-middle-income countries2001Other2307187968.02480921600.03.6%
Upper-middle-income countries2014Growing food6185267200.05757958144.03.6%
Upper-middle-income countries1991Other1977177728.02123257216.03.6%
Lower-middle-income countries1992Growing food2362284800.02535637760.03.5%
Lower-middle-income countries1993Growing food2363641856.02533902848.03.5%
Lower-middle-income countries2018Keeping warm and cool1214731008.01301660672.03.5%
Lower-middle-income countries1997Keeping warm and cool545605184.0583723840.03.4%
Lower-middle-income countries1996Keeping warm and cool515238496.0550516352.03.3%
Upper-middle-income countries1992Other2052437376.02191827712.03.3%
Upper-middle-income countries1990Other1997040512.02131125632.03.2%
Lower-middle-income countries1994Growing food2629847552.02799276032.03.1%
Lower-middle-income countries1995Keeping warm and cool493319328.0525066432.03.1%
~ emissions_by_human_activity_including_gross_lulucf_including_other_splitting_electricity.ghg_emissions_indirect 🟢 median anomaly score 0.47%changed data
~ Changed values: 499 / 33,885 (1.47%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions_indirect -ghg_emissions_indirect +anomaly score
Lower-middle-income countries2023Growing food40524624.053272436.014%
Lower-middle-income countries1995Other55418616.044747056.011%
Lower-middle-income countries1997Other65499160.052888764.011%
Lower-middle-income countries1996Other61112520.049478668.011%
Lower-middle-income countries2022Other71155832.085880464.09.4%
Lower-middle-income countries2020Making things596445056.0709150016.08.6%
Lower-middle-income countries2019Making things645293952.0756617152.07.9%
Lower-middle-income countries2021Making things662020736.0773701952.07.8%
Lower-middle-income countries2018Making things618785792.0716190592.07.3%
Lower-middle-income countries2022Making things706034880.0814598208.07.1%
Lower-middle-income countries2021Other48482148.055588352.06.8%
Lower-middle-income countries2020Keeping warm and cool701335488.0796350336.06.3%
Lower-middle-income countries2023Making things905630208.01024795520.06.2%
Lower-middle-income countries2019Keeping warm and cool711543936.0804565888.06.1%
Lower-middle-income countries2016Making things568839808.0638666112.05.8%
Lower-middle-income countries2023Keeping warm and cool896932352.01006468160.05.8%
Lower-middle-income countries2017Making things624476736.0693059712.05.2%
Lower-middle-income countries2021Keeping warm and cool759451840.0842061056.05.2%
Lower-middle-income countries1990Making things190408592.0172557264.04.9%
Lower-middle-income countries2015Making things604139776.0666277888.04.9%
Lower-middle-income countries2022Keeping warm and cool810439296.0891783744.04.8%
Lower-middle-income countries1991Making things196032240.0179728112.04.3%
Lower-middle-income countries1990Getting around5669117.05223085.54.1%
Lower-middle-income countries1992Making things210176944.0194087872.04.0%
Lower-middle-income countries2018Keeping warm and cool721491008.0780920704.04.0%
Lower-middle-income countries1993Making things217854704.0202591040.03.6%
Lower-middle-income countries1994Making things217345920.0203273648.03.3%
Lower-middle-income countries2014Making things617380800.0658639296.03.2%
Lower-middle-income countries2017Keeping warm and cool703233152.0748275008.03.1%
Lower-middle-income countries1997Keeping warm and cool179135136.0190183840.03.0%
Lower-middle-income countries2009Getting around13556970.012791820.02.9%
Lower-middle-income countries1996Keeping warm and cool165138496.0174886336.02.9%
Lower-middle-income countries2008Getting around13376346.012639136.02.8%
Lower-middle-income countries2004Other60772744.064292828.02.8%
Lower-middle-income countries2016Keeping warm and cool689063104.0727666880.02.7%
Lower-middle-income countries2007Getting around12802533.012130093.02.7%
Lower-middle-income countries2003Getting around12005260.011376693.02.7%
Lower-middle-income countries2010Getting around15057090.014274536.02.7%
Lower-middle-income countries2017Getting around15072822.014306189.02.6%
Lower-middle-income countries2014Getting around18330330.017404362.02.6%
Lower-middle-income countries2012Getting around16588771.015754867.02.6%
Upper-middle-income countries1997Other302331232.0318092928.02.5%
Lower-middle-income countries1991Getting around5633197.55358022.02.5%
Upper-middle-income countries1996Other285924448.0300608128.02.5%
Lower-middle-income countries2004Getting around12677227.012069550.02.5%
Lower-middle-income countries2015Other77655080.073937152.02.5%
Upper-middle-income countries2021Growing food240186864.0228793152.02.4%
Lower-middle-income countries2006Getting around12709652.012110910.02.4%
Lower-middle-income countries1995Keeping warm and cool151679328.0159176432.02.4%
Lower-middle-income countries2011Getting around14983217.014278632.02.4%
Lower-middle-income countries2020Other64391812.067508304.02.4%
Upper-middle-income countries2020Growing food218769360.0208925296.02.3%
Lower-middle-income countries2020Growing food207409952.0217176704.02.3%
Upper-middle-income countries2019Growing food208353536.0199143776.02.3%
Upper-middle-income countries1995Other290436480.0303826048.02.3%
Upper-middle-income countries2023Keeping warm and cool2494050048.02384256000.02.3%
Lower-middle-income countries2005Getting around12090891.011560698.02.2%
Lower-middle-income countries2009Other45671932.043671708.02.2%
Lower-middle-income countries2015Keeping warm and cool657277248.0687281856.02.2%
Lower-middle-income countries2008Other82535592.078953920.02.2%
Upper-middle-income countries2020Keeping warm and cool2174898432.02080695040.02.2%
Upper-middle-income countries2019Keeping warm and cool2167767040.02074324096.02.2%
Lower-middle-income countries2001Getting around11900797.012423457.02.1%
Lower-middle-income countries1992Getting around6661836.56384577.52.1%
Upper-middle-income countries2023Growing food263721808.0252764016.02.1%
Lower-middle-income countries2010Other47540040.045588324.02.1%
Lower-middle-income countries2014Other53566908.051386616.02.1%
Lower-middle-income countries1998Other54112604.056400988.02.1%
Lower-middle-income countries2011Keeping warm and cool502368832.0523502976.02.1%
Lower-middle-income countries2015Getting around17621448.016914668.02.0%
Lower-middle-income countries1999Other54379280.056637744.02.0%
Lower-middle-income countries1991Other43311500.045099540.02.0%
Upper-middle-income countries2022Growing food245774576.0236125440.02.0%
Lower-middle-income countries2016Getting around17497668.016817852.02.0%
Lower-middle-income countries1997Making things249829920.0240204336.02.0%
Lower-middle-income countries2012Other47981080.046132916.02.0%
Lower-middle-income countries2013Getting around16433978.015801122.02.0%
Lower-middle-income countries2000Getting around11385603.010952838.01.9%
Upper-middle-income countries2021Keeping warm and cool2310922496.02224155392.01.9%
Lower-middle-income countries1999Getting around10197651.09820513.01.9%
Lower-middle-income countries2023Getting around36343456.035000560.01.9%
Lower-middle-income countries1995Making things236221104.0227545648.01.9%
Lower-middle-income countries2019Growing food224033760.0232552128.01.9%
Lower-middle-income countries1993Getting around7257842.06993366.51.9%
Lower-middle-income countries2010Keeping warm and cool499035584.0517804576.01.8%
Upper-middle-income countries2018Growing food210916864.0203287504.01.8%
Lower-middle-income countries2000Other44211440.045867012.01.8%
Lower-middle-income countries1996Making things246248464.0237370992.01.8%
Lower-middle-income countries2013Keeping warm and cool588276544.0610232128.01.8%
Upper-middle-income countries2022Keeping warm and cool2426167552.02338953216.01.8%
Lower-middle-income countries2011Other42733892.041218672.01.8%
Lower-middle-income countries2012Keeping warm and cool563404736.0583913856.01.8%
Lower-middle-income countries1992Other41314776.042790776.01.8%
Lower-middle-income countries1990Other36451472.037725520.01.7%
Lower-middle-income countries2005Other80610912.083415680.01.7%
Lower-middle-income countries2013Making things557311936.0576698304.01.7%
Lower-middle-income countries2021Growing food232319824.0240380304.01.7%
Lower-middle-income countries1999Making things282832768.0273386848.01.7%
Lower-middle-income countries2002Getting around11950263.012361397.01.7%
Lower-middle-income countries2001Making things274765216.0265671392.01.7%
~ garden/emissions/2026-06-15/emissions_by_human_activity_including_gross_lulucf🟢 4 column(s) changed4 columns in 2 tables
~ Table emissions_by_human_activity_including_gross_lulucf🟢 2 column(s) changed
table metadata diff
-     title_snapshot: National contributions to climate change – Annual emissions
+     title_snapshot: National contributions to climate change - Annual emissions
-     title_snapshot: National contributions to climate change – Cumulative emissions
+     title_snapshot: National contributions to climate change - Cumulative emissions
-     title_snapshot: National contributions to climate change – Temperature response
+     title_snapshot: National contributions to climate change - Temperature response
~ emissions_by_human_activity_including_gross_lulucf.ghg_emissions 🟢 median anomaly score 0.99%changed data
~ Changed values: 510 / 34,570 (1.48%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions -ghg_emissions +anomaly score
Lower-middle-income countries1991Making things936460032.0772819968.09.6%
Lower-middle-income countries1990Making things889849984.0742320000.09.0%
Lower-middle-income countries1997Making things1173629952.0980409984.09.0%
Lower-middle-income countries1998Making things1181309952.0989680000.08.8%
Lower-middle-income countries1996Making things1134889984.0952080000.08.8%
Lower-middle-income countries1992Making things964009984.0811390016.08.6%
Lower-middle-income countries1995Making things1066990016.0906809984.08.1%
Lower-middle-income countries1993Making things982840000.0836760000.08.0%
Lower-middle-income countries1999Making things1181360000.01010000000.07.8%
Lower-middle-income countries2000Making things1209990016.01037160000.07.7%
Lower-middle-income countries1994Making things1003529984.0862429952.07.6%
Lower-middle-income countries2001Making things1233049984.01064320000.07.3%
Lower-middle-income countries2014Growing food2870860288.03294016000.06.9%
Lower-middle-income countries2020Electricity1586519936.01806950016.06.5%
Lower-middle-income countries2002Making things1222240000.01078759936.06.2%
Lower-middle-income countries2019Electricity1676839936.01891319936.06.0%
Lower-middle-income countries2000Growing food2540946432.02856808704.05.9%
Lower-middle-income countries2021Electricity1722019968.01930950016.05.7%
Lower-middle-income countries2015Growing food2746303232.03077161472.05.7%
Lower-middle-income countries2023Electricity2013710080.02252649984.05.6%
Lower-middle-income countries2004Making things1291360000.01155490048.05.6%
Lower-middle-income countries2022Electricity1841720064.02051390080.05.4%
Lower-middle-income countries2003Making things1238610048.01114019968.05.3%
Lower-middle-income countries1996Growing food2479405824.02756598016.05.3%
Lower-middle-income countries2020Getting around618179968.0687000000.05.3%
Lower-middle-income countries2005Making things1356529920.01221079936.05.3%
Lower-middle-income countries2022Getting around740729984.0820560000.05.1%
Lower-middle-income countries2018Growing food2650741248.02935645440.05.1%
Lower-middle-income countries2023Getting around756150016.0837089984.05.1%
Lower-middle-income countries2007Growing food2847699968.03150842368.05.1%
Lower-middle-income countries2009Growing food2904212480.03208938752.05.0%
Lower-middle-income countries1995Growing food2502435072.02764071936.05.0%
Lower-middle-income countries2004Growing food2628249600.02901364224.04.9%
Lower-middle-income countries2016Growing food2770560512.03057517312.04.9%
Lower-middle-income countries1999Growing food2564953600.02829756672.04.9%
Lower-middle-income countries2006Making things1406480000.01276460032.04.8%
Lower-middle-income countries2003Growing food2703430144.02976990208.04.8%
Lower-middle-income countries2021Getting around684889984.0754089984.04.8%
Lower-middle-income countries2010Growing food2928519424.03222103808.04.8%
Lower-middle-income countries1991Growing food2233024000.02454963712.04.7%
Lower-middle-income countries2019Getting around689110016.0755960000.04.6%
Lower-middle-income countries2001Growing food2463660032.02702053376.04.6%
Lower-middle-income countries2002Growing food2483200000.02722157568.04.6%
Lower-middle-income countries2018Electricity1664720000.01824279936.04.6%
Lower-middle-income countries2005Growing food2648641024.02902070784.04.6%
Lower-middle-income countries2011Growing food2960423424.03243091456.04.6%
Lower-middle-income countries2006Growing food2718218752.02976787200.04.5%
Lower-middle-income countries2017Growing food2853183232.03123700480.04.5%
Lower-middle-income countries1997Growing food2480813312.02715615488.04.5%
Lower-middle-income countries2019Growing food2615000832.02860642048.04.5%
Lower-middle-income countries2008Growing food2996828928.03270270720.04.4%
Lower-middle-income countries1998Growing food2640402176.02878292992.04.3%
Lower-middle-income countries2018Getting around689640000.0750830016.04.2%
Lower-middle-income countries2021Growing food2540848384.02766103296.04.2%
Lower-middle-income countries2022Growing food2586831872.02815977984.04.2%
Lower-middle-income countries2013Growing food2870571776.03122078208.04.2%
Lower-middle-income countries2020Growing food2654506240.02885632000.04.2%
Lower-middle-income countries2023Growing food2619628032.02845553408.04.1%
Lower-middle-income countries1990Growing food2264088576.02458935296.04.1%
Lower-middle-income countries2012Growing food2966206208.03208882944.03.9%
Lower-middle-income countries2017Getting around666120000.0720419968.03.9%
Lower-middle-income countries1994Keeping warm and cool301860000.0326200000.03.9%
Lower-middle-income countries1993Keeping warm and cool291929984.0315449984.03.9%
Lower-middle-income countries2007Making things1452000000.01345100032.03.8%
Lower-middle-income countries2020Making things1790310016.01930940032.03.8%
Lower-middle-income countries1991Keeping warm and cool285269984.0307669984.03.8%
Lower-middle-income countries2021Making things1913459968.02061470080.03.7%
Lower-middle-income countries2003Keeping warm and cool396169984.0426760000.03.7%
Lower-middle-income countries1992Keeping warm and cool288250016.0310400000.03.7%
Lower-middle-income countries2004Keeping warm and cool405920000.0436749984.03.7%
Lower-middle-income countries1998Keeping warm and cool368230016.0396180000.03.7%
Lower-middle-income countries2008Making things1495559936.01390070016.03.7%
Lower-middle-income countries2001Keeping warm and cool385530016.0414730016.03.6%
Lower-middle-income countries2000Keeping warm and cool380420000.0408889984.03.6%
Lower-middle-income countries2002Keeping warm and cool395000000.0424540000.03.6%
Lower-middle-income countries2006Keeping warm and cool415720000.0446729984.03.6%
Lower-middle-income countries2005Keeping warm and cool409789984.0440249984.03.6%
Lower-middle-income countries1992Growing food2390270720.02566889728.03.6%
Lower-middle-income countries1997Keeping warm and cool366470016.0393540000.03.6%
Lower-middle-income countries1990Keeping warm and cool281940000.0302730016.03.6%
Lower-middle-income countries1993Growing food2385241088.02559380992.03.5%
Lower-middle-income countries1996Keeping warm and cool350100000.0375630016.03.5%
Lower-middle-income countries1999Keeping warm and cool380509984.0407989984.03.5%
Upper-middle-income countries2014Growing food6345893376.05919212544.03.5%
Lower-middle-income countries2010Keeping warm and cool449430016.0481600000.03.5%
Lower-middle-income countries2009Keeping warm and cool437520000.0468610016.03.4%
Lower-middle-income countries1995Keeping warm and cool341640000.0365890016.03.4%
Lower-middle-income countries2022Making things1948480000.02084659968.03.4%
Lower-middle-income countries2011Keeping warm and cool460930016.0492700000.03.3%
Lower-middle-income countries2008Keeping warm and cool431590016.0460990016.03.3%
Lower-middle-income countries2016Electricity1564649984.01671189888.03.3%
Lower-middle-income countries2007Keeping warm and cool422300000.0450950016.03.3%
Lower-middle-income countries2014Keeping warm and cool470169984.0501889984.03.3%
Lower-middle-income countries2013Keeping warm and cool465300000.0496490016.03.2%
Lower-middle-income countries2016Getting around643249984.0686350016.03.2%
Lower-middle-income countries2012Keeping warm and cool456729984.0487289984.03.2%
Lower-middle-income countries2017Electricity1645410048.01754920064.03.2%
Lower-middle-income countries1994Growing food2646947840.02820227072.03.2%
Lower-middle-income countries2004Getting around319600000.0340100000.03.1%
Lower-middle-income countries2012Making things1717819904.01614450048.03.1%
~ emissions_by_human_activity_including_gross_lulucf.co2_emissions 🟢 median anomaly score 0.76%changed data
~ Changed values: 509 / 34,570 (1.47%) — showing the 100 most anomalous rows
countryyearsectorco2_emissions -co2_emissions +anomaly score
Lower-middle-income countries2014Growing food1207707392.01530364288.012%
Lower-middle-income countries2015Growing food1061108544.01288641536.09.7%
Lower-middle-income countries2018Growing food935871040.01115084032.08.7%
Lower-middle-income countries2000Growing food1186232064.01409009920.08.6%
Lower-middle-income countries2016Growing food1057331328.01241589248.08.0%
Lower-middle-income countries2019Growing food869002560.01011884608.07.6%
Lower-middle-income countries2022Growing food768941312.0895349952.07.6%
Lower-middle-income countries2021Growing food738617728.0859231104.07.5%
Lower-middle-income countries1996Growing food1185813632.01375472512.07.4%
Lower-middle-income countries2007Growing food1305064576.01512293120.07.4%
Lower-middle-income countries2023Growing food780679424.0904334976.07.3%
Lower-middle-income countries2009Growing food1337597440.01542592000.07.1%
Lower-middle-income countries2020Growing food857006528.0985859328.07.0%
Lower-middle-income countries1991Growing food1002285824.01152956416.07.0%
Lower-middle-income countries2004Growing food1204763904.01383118720.06.9%
Lower-middle-income countries2020Making things986429952.01132460032.06.9%
Lower-middle-income countries1995Growing food1219537408.01398813696.06.8%
Lower-middle-income countries2017Growing food1124300800.01289183744.06.8%
Lower-middle-income countries2010Growing food1336913792.01527360384.06.6%
Lower-middle-income countries1999Growing food1212465408.01384237440.06.6%
Lower-middle-income countries2003Growing food1298324992.01479800576.06.5%
Lower-middle-income countries2020Electricity1585170048.01805490048.06.5%
Lower-middle-income countries2021Making things1095840000.01246759936.06.4%
Lower-middle-income countries2005Growing food1174157568.01335290240.06.4%
Lower-middle-income countries2011Growing food1331064064.01511166336.06.3%
Lower-middle-income countries2006Growing food1221130368.01385704192.06.3%
Lower-middle-income countries2001Growing food1102615936.01251074048.06.3%
Lower-middle-income countries2002Growing food1118006272.01265931008.06.2%
Lower-middle-income countries2019Electricity1675500032.01889890048.06.0%
Lower-middle-income countries1997Growing food1175732736.01323190784.05.9%
Lower-middle-income countries2022Making things1120329984.01260709888.05.9%
Lower-middle-income countries2008Growing food1431685760.01610324736.05.9%
Lower-middle-income countries2013Growing food1215321856.01365006592.05.8%
Lower-middle-income countries2021Electricity1720529920.01929350016.05.7%
Lower-middle-income countries1990Growing food1041377536.01166511104.05.7%
Lower-middle-income countries1998Growing food1308096512.01464388608.05.6%
Lower-middle-income countries2023Electricity2012120064.02250929920.05.6%
Lower-middle-income countries2019Making things1033150080.01155040000.05.6%
Lower-middle-income countries2022Electricity1839910016.02049449984.05.4%
Lower-middle-income countries2020Getting around602600000.0669870016.05.3%
Lower-middle-income countries2012Growing food1327442176.01471332480.05.1%
Lower-middle-income countries2023Making things1200360064.01330099968.05.1%
Lower-middle-income countries2022Getting around722169984.0800200000.05.1%
Lower-middle-income countries2023Getting around737249984.0816350016.05.1%
Lower-middle-income countries2021Getting around667420032.0735020032.04.8%
Lower-middle-income countries2018Making things1052000000.01158099968.04.8%
Lower-middle-income countries2019Getting around671809984.0737259968.04.6%
Lower-middle-income countries2018Electricity1663350016.01822850048.04.6%
Lower-middle-income countries1992Growing food1152454400.01258095872.04.4%
Lower-middle-income countries2018Getting around672500032.0732430016.04.3%
Lower-middle-income countries1993Growing food1137097472.01236595968.04.2%
Upper-middle-income countries2014Growing food4067542528.03743933696.04.1%
Lower-middle-income countries2017Getting around649820032.0703060032.03.9%
Lower-middle-income countries2020Keeping warm and cool240920000.0259770000.03.8%
Lower-middle-income countries2019Keeping warm and cool238080000.0256580000.03.7%
Lower-middle-income countries2021Keeping warm and cool251690000.0270520000.03.6%
Lower-middle-income countries2017Keeping warm and cool232570000.0249840000.03.6%
Lower-middle-income countries2018Keeping warm and cool234670000.0252030000.03.6%
Lower-middle-income countries2009Making things698310016.0748539968.03.5%
Lower-middle-income countries2017Making things1023619968.01096729984.03.4%
Lower-middle-income countries2008Making things661220032.0706830016.03.3%
Lower-middle-income countries2022Keeping warm and cool244180000.0260990000.03.3%
Lower-middle-income countries2016Electricity1563430016.01669949952.03.3%
Lower-middle-income countries1994Growing food1383110272.01476455168.03.3%
Lower-middle-income countries2016Getting around627560000.0669889984.03.3%
Upper-middle-income countries2018Growing food2871659264.02691435008.03.2%
Lower-middle-income countries2004Keeping warm and cool180780000.0192820000.03.2%
Lower-middle-income countries2017Electricity1643990016.01753459968.03.2%
Lower-middle-income countries2004Getting around312050016.0332430016.03.2%
Lower-middle-income countries2023Keeping warm and cool250680000.0267000000.03.2%
Upper-middle-income countries2016Growing food3042106880.02857274112.03.1%
Lower-middle-income countries2003Keeping warm and cool175950000.0187310000.03.1%
Lower-middle-income countries2006Keeping warm and cool184600000.0196510000.03.1%
Lower-middle-income countries2014Making things928609984.0987730048.03.1%
Lower-middle-income countries2005Keeping warm and cool181320000.0192660000.03.0%
Upper-middle-income countries2017Growing food2847278080.02680949248.03.0%
Lower-middle-income countries2002Keeping warm and cool177040000.0187960000.03.0%
Upper-middle-income countries2007Growing food3636658944.03425634816.03.0%
Upper-middle-income countries2010Growing food3340415744.03147708928.03.0%
Lower-middle-income countries2016Keeping warm and cool224260000.0237920000.03.0%
Lower-middle-income countries2016Making things977800000.01037310080.03.0%
Lower-middle-income countries2015Keeping warm and cool212090000.0224870000.02.9%
Lower-middle-income countries2011Making things835219968.0885379968.02.9%
Lower-middle-income countries2001Keeping warm and cool171200000.0181390000.02.9%
Lower-middle-income countries2007Making things643369984.0681390016.02.9%
Lower-middle-income countries2015Making things947410048.01003369984.02.9%
Upper-middle-income countries2000Growing food4091529472.03864370176.02.9%
Lower-middle-income countries2015Getting around590720000.0624929984.02.8%
Lower-middle-income countries2010Keeping warm and cool207570000.0219450000.02.8%
Lower-middle-income countries2010Making things777089984.0821100032.02.8%
Lower-middle-income countries2014Keeping warm and cool213360000.0225410000.02.7%
Lower-middle-income countries2011Keeping warm and cool214500000.0226610000.02.7%
Upper-middle-income countries2015Growing food4269864448.04041762560.02.7%
Lower-middle-income countries2015Electricity1547670016.01634999936.02.7%
Lower-middle-income countries2009Keeping warm and cool198210000.0209350000.02.7%
Upper-middle-income countries2009Growing food3901612800.03694630400.02.7%
Lower-middle-income countries2000Keeping warm and cool168900000.0178300000.02.7%
Upper-middle-income countries2011Growing food3570772480.03384194560.02.7%
Upper-middle-income countries2008Growing food3502344704.03320395264.02.7%
Lower-middle-income countries2013Keeping warm and cool210300000.0221820000.02.7%
~ Table emissions_by_human_activity_including_gross_lulucf_including_other🟢 2 column(s) changed
table metadata diff
-     title_snapshot: National contributions to climate change – Annual emissions
+     title_snapshot: National contributions to climate change - Annual emissions
-     title_snapshot: National contributions to climate change – Cumulative emissions
+     title_snapshot: National contributions to climate change - Cumulative emissions
-     title_snapshot: National contributions to climate change – Temperature response
+     title_snapshot: National contributions to climate change - Temperature response
~ emissions_by_human_activity_including_gross_lulucf_including_other.ghg_emissions 🟢 median anomaly score 0.97%changed data
~ Changed values: 612 / 41,484 (1.48%) — showing the 100 most anomalous rows
countryyearsectorghg_emissions -ghg_emissions +anomaly score
Lower-middle-income countries1998Other817569984.0629089984.013%
Lower-middle-income countries1997Other836909952.0646979968.013%
Lower-middle-income countries1999Other805920000.0631160000.012%
Lower-middle-income countries2000Other823320000.0646369984.012%
Lower-middle-income countries1996Other815939968.0640760000.012%
Lower-middle-income countries2001Other830259968.0656000000.012%
Lower-middle-income countries1991Other714750016.0567100032.012%
Lower-middle-income countries1995Other757160000.0603430016.011%
Lower-middle-income countries1990Other669259968.0534110016.011%
Lower-middle-income countries1992Other723649984.0581860032.011%
Lower-middle-income countries2002Other796870016.0646369984.010%
Lower-middle-income countries1993Other738489984.0603660032.010%
Lower-middle-income countries2005Other878230016.0722860032.09.7%
Lower-middle-income countries2004Other850009984.0700830016.09.6%
Lower-middle-income countries2013Other944269952.0778650048.09.6%
Lower-middle-income countries1994Other758880000.0627820032.09.5%
Lower-middle-income countries2014Other957689984.0793169984.09.4%
Lower-middle-income countries2006Other883800000.0734579968.09.2%
Lower-middle-income countries2012Other951520000.0792230016.09.1%
Lower-middle-income countries2007Other878320000.0732489984.09.1%
Lower-middle-income countries2003Other815950016.0680620032.09.0%
Lower-middle-income countries2008Other945369984.0791170048.08.9%
Lower-middle-income countries2015Other962580032.0811350016.08.5%
Lower-middle-income countries2009Other917699968.0779959936.08.1%
Lower-middle-income countries2016Other945180032.0807640000.07.8%
Lower-middle-income countries2011Other923059968.0789240000.07.8%
Lower-middle-income countries2020Making things1047049984.01223209984.07.8%
Lower-middle-income countries2010Other938380032.0805440000.07.6%
Lower-middle-income countries2021Making things1166630016.01348320000.07.2%
Lower-middle-income countries2014Growing food2784800256.03205166080.07.0%
Lower-middle-income countries2022Making things1199840000.01372760064.06.7%
Lower-middle-income countries2019Making things1083309952.01236499968.06.6%
Lower-middle-income countries2020Electricity1586519936.01806950016.06.5%
Lower-middle-income countries2017Other917769984.0810329984.06.2%
Lower-middle-income countries2019Electricity1676839936.01891319936.06.0%
Lower-middle-income countries2023Making things1287369984.01449900032.05.9%
Lower-middle-income countries2000Growing food2482606336.02795698944.05.9%
Lower-middle-income countries2018Making things1097139968.01231430016.05.8%
Lower-middle-income countries2015Growing food2660613120.02984281344.05.7%
Lower-middle-income countries2021Electricity1722019968.01930950016.05.7%
Lower-middle-income countries2023Electricity2013710080.02252649984.05.6%
Lower-middle-income countries2022Electricity1841720064.02051390080.05.4%
Lower-middle-income countries1996Growing food2417615872.02691817984.05.4%
Lower-middle-income countries2020Getting around618179968.0687000000.05.3%
Lower-middle-income countries2007Growing food2776329984.03075902464.05.1%
Lower-middle-income countries2022Getting around740729984.0820560000.05.1%
Lower-middle-income countries2018Growing food2564011264.02839405568.05.1%
Lower-middle-income countries2009Growing food2814412544.03115838720.05.1%
Lower-middle-income countries2023Getting around756150016.0837089984.05.1%
Lower-middle-income countries1995Growing food2439655168.02698151936.05.0%
Lower-middle-income countries2004Growing food2560089600.02829804288.05.0%
Lower-middle-income countries1999Growing food2505333504.02767456512.05.0%
Lower-middle-income countries2016Growing food2686010368.02964917248.04.9%
Lower-middle-income countries1991Growing food2114464000.02333723648.04.9%
Lower-middle-income countries2003Growing food2637800192.02908100096.04.9%
Lower-middle-income countries2010Growing food2838399232.03128643840.04.9%
Lower-middle-income countries2021Getting around684889984.0754089984.04.8%
Lower-middle-income countries2018Other897480000.0817000000.04.7%
Upper-middle-income countries1997Other1925230080.02114749952.04.7%
Lower-middle-income countries2001Growing food2405700096.02641443584.04.7%
Upper-middle-income countries1998Other1928870016.02116930048.04.6%
Lower-middle-income countries2005Growing food2575201024.02826190592.04.6%
Lower-middle-income countries2002Growing food2423970048.02660107520.04.6%
Lower-middle-income countries2019Getting around689110016.0755960000.04.6%
Lower-middle-income countries2011Growing food2881173504.03160531456.04.6%
Lower-middle-income countries2006Growing food2643608832.02898657280.04.6%
Lower-middle-income countries1997Growing food2415673344.02647305472.04.6%
Lower-middle-income countries2018Electricity1664720000.01824279936.04.6%
Lower-middle-income countries2017Growing food2766493184.03027830528.04.5%
Lower-middle-income countries2008Growing food2882829056.03152810752.04.5%
Lower-middle-income countries2019Growing food2529340928.02765071872.04.5%
Upper-middle-income countries1996Other1875939968.02050729984.04.5%
Lower-middle-income countries2017Making things1062710016.01159539968.04.4%
Lower-middle-income countries1998Growing food2585042176.02819833088.04.3%
Upper-middle-income countries2000Other1963079936.02139579904.04.3%
Lower-middle-income countries2014Making things943160000.01027800000.04.3%
Lower-middle-income countries1990Growing food2151688448.02343855104.04.3%
Lower-middle-income countries2013Growing food2787411712.03036248064.04.3%
Upper-middle-income countries1999Other1954639872.02128969984.04.3%
Upper-middle-income countries2001Other1955619968.02129420032.04.3%
Lower-middle-income countries2018Getting around689640000.0750830016.04.2%
Lower-middle-income countries2022Growing food2493711872.02713658112.04.2%
Lower-middle-income countries2021Growing food2453798144.02669553408.04.2%
Lower-middle-income countries2016Making things1003580032.01090340096.04.1%
Lower-middle-income countries2020Growing food2566926080.02788772096.04.1%
Lower-middle-income countries2023Growing food2524078080.02740363520.04.1%
Lower-middle-income countries2015Making things964889984.01046489984.04.1%
Lower-middle-income countries2012Growing food2878666240.03118253056.04.0%
Lower-middle-income countries2017Getting around666120000.0720419968.03.9%
Lower-middle-income countries2009Making things706800000.0763840000.03.9%
Lower-middle-income countries1994Keeping warm and cool301860000.0326200000.03.9%
Lower-middle-income countries1993Keeping warm and cool291929984.0315449984.03.9%
Upper-middle-income countries1991Other1833470080.01980770048.03.9%
Upper-middle-income countries1995Other1920700032.02074050048.03.8%
Lower-middle-income countries2013Making things894220032.0965240000.03.8%
Lower-middle-income countries2008Making things664189952.0716360000.03.8%
Lower-middle-income countries1991Keeping warm and cool285269984.0307669984.03.8%
Lower-middle-income countries2003Keeping warm and cool396169984.0426760000.03.7%
Upper-middle-income countries1992Other1837659904.01979090048.03.7%
Lower-middle-income countries1992Keeping warm and cool288250016.0310400000.03.7%
~ emissions_by_human_activity_including_gross_lulucf_including_other.co2_emissions 🟢 median anomaly score 0.78%changed data
~ Changed values: 578 / 41,484 (1.39%) — showing the 100 most anomalous rows
countryyearsectorco2_emissions -co2_emissions +anomaly score
Lower-middle-income countries2014Growing food1123977472.01443884288.012%
Lower-middle-income countries2015Growing food977848512.01198541568.010%
Lower-middle-income countries2018Growing food851691008.01021844032.09.1%
Lower-middle-income countries2000Growing food1129542016.01349579904.08.9%
Lower-middle-income countries2016Growing food975291328.01151879296.08.3%
Lower-middle-income countries2022Growing food678721344.0796479936.08.0%
Lower-middle-income countries2020Making things936939968.01098640000.07.9%
Lower-middle-income countries2021Growing food654407744.0766061056.07.9%
Lower-middle-income countries2019Growing food786072576.0919514624.07.8%
Lower-middle-income countries1991Growing food885765824.01033796352.07.7%
Lower-middle-income countries2023Growing food688099456.0802684928.07.7%
Lower-middle-income countries1996Growing food1125813632.01312532480.07.7%
Lower-middle-income countries2007Growing food1235764608.01439453184.07.6%
Lower-middle-income countries2009Growing food1250377472.01452081920.07.5%
Lower-middle-income countries2021Making things1049289984.01215340032.07.3%
Lower-middle-income countries2020Growing food772296512.0892289344.07.2%
Lower-middle-income countries2004Growing food1138523904.01313508736.07.1%
Lower-middle-income countries1995Growing food1158447360.01334643712.07.1%
Lower-middle-income countries2017Growing food1040110720.01196213760.07.0%
Lower-middle-income countries2010Growing food1249363840.01436500352.07.0%
Lower-middle-income countries1999Growing food1154505344.01323617408.06.8%
Lower-middle-income countries2022Making things1075500032.01231769984.06.8%
Lower-middle-income countries2003Growing food1234635008.01412870656.06.7%
Lower-middle-income countries2005Growing food1102837632.01261560192.06.7%
Lower-middle-income countries2019Making things980440064.01119689984.06.6%
Lower-middle-income countries2011Growing food1254144000.01430956288.06.6%
Lower-middle-income countries2006Growing food1148720384.01309814272.06.6%
Lower-middle-income countries2001Growing food1046275968.01192104064.06.5%
Lower-middle-income countries2020Electricity1585170048.01805490048.06.5%
Lower-middle-income countries2002Growing food1060536192.01205661056.06.4%
Lower-middle-income countries2008Growing food1320725760.01495944704.06.2%
Lower-middle-income countries1990Growing food930907584.01053381184.06.2%
Lower-middle-income countries1997Growing food1112442752.01256760832.06.1%
Lower-middle-income countries2013Growing food1134521856.01281566592.06.1%
Lower-middle-income countries2019Electricity1675500032.01889890048.06.0%
Lower-middle-income countries2023Making things1155840000.01300720000.05.9%
Lower-middle-income countries1998Growing food1254366464.01407578624.05.8%
Lower-middle-income countries2021Electricity1720529920.01929350016.05.7%
Lower-middle-income countries2018Making things1001000064.01122000000.05.7%
Lower-middle-income countries2023Electricity2012120064.02250929920.05.6%
Lower-middle-income countries2014Other143840000.0129020000.05.4%
Lower-middle-income countries2022Electricity1839910016.02049449984.05.4%
Lower-middle-income countries2012Growing food1242262144.01383072512.05.4%
Lower-middle-income countries2020Getting around602600000.0669870016.05.3%
Lower-middle-income countries2022Getting around722169984.0800200000.05.1%
Lower-middle-income countries2023Getting around737249984.0816350016.05.1%
Lower-middle-income countries2013Other140360000.0126820000.05.1%
Lower-middle-income countries2021Getting around667420032.0735020032.04.8%
Lower-middle-income countries1992Growing food1044834368.01147585792.04.7%
Lower-middle-income countries2019Getting around671809984.0737259968.04.6%
Lower-middle-income countries2018Electricity1663350016.01822850048.04.6%
Upper-middle-income countries2014Growing food3730412544.03409553664.04.5%
Lower-middle-income countries1993Growing food1029677504.01126066048.04.5%
Lower-middle-income countries2018Getting around672500032.0732430016.04.3%
Lower-middle-income countries2014Making things868499968.0945190016.04.2%
Lower-middle-income countries2017Making things973049984.01058040000.04.2%
Lower-middle-income countries2009Making things642809984.0697400000.04.1%
Lower-middle-income countries2012Other143290000.0132100000.04.1%
Lower-middle-income countries2008Making things603510016.0653440000.04.0%
Lower-middle-income countries2016Making things920840000.0996880064.04.0%
Lower-middle-income countries2017Getting around649820032.0703060032.03.9%
Lower-middle-income countries2015Making things888320000.0960689984.03.9%
Lower-middle-income countries2020Keeping warm and cool240920000.0259770000.03.8%
Lower-middle-income countries2013Making things821739968.0885929984.03.8%
Lower-middle-income countries2019Keeping warm and cool238080000.0256580000.03.7%
Lower-middle-income countries2021Keeping warm and cool251690000.0270520000.03.6%
Lower-middle-income countries2017Keeping warm and cool232570000.0249840000.03.6%
Lower-middle-income countries2018Keeping warm and cool234670000.0252030000.03.6%
Lower-middle-income countries2015Other142350000.0132780000.03.5%
Upper-middle-income countries2018Growing food2563879168.02392715008.03.5%
Lower-middle-income countries1994Growing food1273320320.01363915136.03.4%
Lower-middle-income countries2011Making things781619968.0837180032.03.4%
Lower-middle-income countries2007Making things586800000.0628050048.03.4%
Upper-middle-income countries2016Growing food2710616832.02533454080.03.4%
Lower-middle-income countries2022Keeping warm and cool244180000.0260990000.03.3%
Lower-middle-income countries2012Making things783049984.0836689984.03.3%
Lower-middle-income countries2016Electricity1563430016.01669949952.03.3%
Lower-middle-income countries2016Other139000000.0130140000.03.3%
Lower-middle-income countries2016Getting around627560000.0669889984.03.3%
Lower-middle-income countries2010Making things720009984.0768460032.03.3%
Upper-middle-income countries2017Growing food2517668096.02360119296.03.2%
Lower-middle-income countries2004Keeping warm and cool180780000.0192820000.03.2%
Lower-middle-income countries2017Electricity1643990016.01753459968.03.2%
Upper-middle-income countries2007Growing food3327438848.03119954944.03.2%
Upper-middle-income countries2010Growing food3037835776.02848439040.03.2%
Lower-middle-income countries2004Getting around312050016.0332430016.03.2%
Lower-middle-income countries2023Keeping warm and cool250680000.0267000000.03.2%
Lower-middle-income countries2003Keeping warm and cool175950000.0187310000.03.1%
Lower-middle-income countries2006Keeping warm and cool184600000.0196510000.03.1%
Lower-middle-income countries2005Keeping warm and cool181320000.0192660000.03.0%
Lower-middle-income countries2019Other135640000.0127720000.03.0%
Lower-middle-income countries2002Keeping warm and cool177040000.0187960000.03.0%
Upper-middle-income countries2000Growing food3882859520.03658440192.03.0%
Lower-middle-income countries2016Keeping warm and cool224260000.0237920000.03.0%
Lower-middle-income countries2015Keeping warm and cool212090000.0224870000.02.9%
Upper-middle-income countries2009Growing food3608202752.03404510464.02.9%
Upper-middle-income countries2011Growing food3254422528.03071134464.02.9%
Upper-middle-income countries2015Growing food3931734528.03710472704.02.9%
Lower-middle-income countries2001Keeping warm and cool171200000.0181390000.02.9%
Upper-middle-income countries2008Growing food3208754688.03030225152.02.9%
~ garden/democracy/2026-03-23/fh🟢 1 column(s) changed1 column in 2 tables
~ Table fh_regions🟢 1 column(s) changed
table metadata diff
-     title_snapshot: Freedom in the World – Aggregate Category and Subcategory Scores, 2003–2024
+     title_snapshot: Freedom in the World - Aggregate Category and Subcategory Scores, 2003-2024
-     title_snapshot: Freedom in the World – Aggregate Category and Subcategory Scores, 2013–2026
+     title_snapshot: Freedom in the World - Aggregate Category and Subcategory Scores, 2013-2026
-     title_snapshot: Freedom in the World – Country and Territory Ratings and Statuses, 1973–2024
+     title_snapshot: Freedom in the World - Country and Territory Ratings and Statuses, 1973-2024
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ fh_regions.pop_regime 🟢 median anomaly score 0.78%changed data
~ Changed values: 113 / 2,268 (4.98%) — showing the 100 most anomalous rows
countryyearcategorypop_regime -pop_regime +anomaly score
Europe1972Free28700005822502005812%
Europe1973Free28829234622631234612%
Europe1974Free29770059223564588712%
Europe1975Free29869977823657036712%
Europe1976Free30891247724670836011%
Europe1977Free3464462482841674259.9%
Europe1978Free3477819602854284319.8%
Europe1979Free3491175522866893179.8%
Europe1980Free3506053152881023749.8%
Europe1982Free3536805252910281739.7%
Europe1983Free3542859522915588949.7%
Europe1984Free3552645662924628029.7%
Europe1985Free3562673632933908939.7%
Europe1986Free3572095752942583999.7%
Europe1987Free3584986812954727999.6%
Europe1988Free3594717322963711449.6%
Europe1989Free3604943652973190719.6%
World1976Free8012641417390600244.0%
World1975Free8134995887513701774.0%
Europe1984Not free2813188002649367163.0%
Europe1985Not free2829307112665976053.0%
Europe1986Not free2846687732683797082.9%
Europe1987Not free2865086632702603202.9%
Europe1983Not free2902554302738236442.9%
Europe1988Not free2882446082720379702.9%
Europe1989Not free2895266702733663292.9%
Europe1978Not free3043193022885875402.7%
Europe1979Not free3059632792902879012.6%
Europe1980Not free3074802332919078602.6%
Europe1974Not free3302763723143482142.5%
Europe1975Not free3325619523166950012.4%
Europe1976Not free3348930633190688892.4%
World1972Free131614665212541666522.4%
Europe1977Not free3371720153213839022.4%
World1973Free134859278712866127872.4%
World1974Free137800441613159497112.3%
Europe1982Not free3467640593313414682.3%
Europe1972Not free3781158173621225062.2%
Europe1973Not free3808390443648614452.1%
World1977Free148578357214235047492.1%
World1978Free151961244514572589162.1%
World1979Free161762398415551957492.0%
World1980Free162097995915584770182.0%
World1984Free165609954715932977831.9%
World1982Free166598467316033323211.9%
World1983Free167823280816155057501.9%
World1985Free181982214017569456701.8%
World1986Free184799859017850474141.7%
World1987Free193415224618711263641.7%
World1988Free200769465719445940691.6%
World1989Free204029145219771161581.6%
Europe1983Partly free58942298599899820.88%
Asia1989Partly free5543303455451063450.84%
Europe1987Partly free70580813717205970.80%
Europe1988Partly free70798397719340300.80%
Europe1984Partly free69930679710389330.79%
Europe1989Partly free70971507720919960.78%
Europe1986Partly free70658793717718890.78%
Europe1985Partly free70320675714224800.78%
Asia1988Partly free5959095685870185680.75%
Asia1972Partly free3623457833572907830.70%
World1978Not free172386329717003315350.69%
World1983Not free193914972619133269400.67%
World1979Not free181756487117938074930.66%
World1980Not free185418473718302313640.65%
World1975Not free178834793217653879810.65%
Asia1974Partly free4116726434064006430.64%
Asia1984Partly free5964109445888029440.64%
World1977Not free184343409418201079810.64%
Asia1987Partly free6852176686766676680.63%
World1976Not free185471998418315948100.63%
World1982Not free203532821620108696250.60%
Asia1973Partly free4293500954241950950.60%
Asia1986Partly free7259915137177605130.57%
Asia1985Partly free7087798357008628350.56%
World1974Not free167838029616608091380.53%
World1973Not free170248188816848952890.52%
World1972Not free177528226017577119490.50%
World1987Not free191920039719005900540.49%
World1985Not free194471593719261628310.48%
World1986Not free195276880819341897430.48%
World1984Not free200639481819878627340.46%
World1988Not free204216599320235213550.46%
World1989Not free206372729120449999500.46%
World1972Partly free6785090406734540400.37%
World1989Partly free111661301811085095070.36%
World1988Partly free107758702210698316550.36%
Asia1978Not free116240519211546051920.34%
Asia1983Not free140395144813945604480.34%
World1973Partly free7857631797806081790.33%
Asia1982Not free137821903813691830380.33%
Asia1980Not free128887322312804922230.33%
Asia1979Not free125882354112507415410.32%
World1987Partly free118228786311748776470.31%
World1985Partly free109108793210842727370.31%
World1986Partly free114363070211365127980.31%
Asia1977Not free122411553112165775310.31%
World1974Partly free8619737498567017490.31%
Asia1976Not free122789984912205988490.30%
World1984Partly free110650283711000030910.29%
~ Table fh
table metadata diff
-     title_snapshot: Freedom in the World – Aggregate Category and Subcategory Scores, 2003–2024
+     title_snapshot: Freedom in the World - Aggregate Category and Subcategory Scores, 2003-2024
-     title_snapshot: Freedom in the World – Aggregate Category and Subcategory Scores, 2013–2026
+     title_snapshot: Freedom in the World - Aggregate Category and Subcategory Scores, 2013-2026
-     title_snapshot: Freedom in the World – Country and Territory Ratings and Statuses, 1973–2024
+     title_snapshot: Freedom in the World - Country and Territory Ratings and Statuses, 1973-2024
+ garden/demography/2026-05-20/federico_tena_populationnew dataset
+ Table federico_tena_population
+ federico_tena_population.population
+ federico_tena_population.continent
+ federico_tena_population.historical_name
+ Table federico_tena_population_quality
+ federico_tena_population_quality.quality_class
+ federico_tena_population_quality.continent
+ federico_tena_population_quality.current_name_hint
~ garden/democracy/2025-03-05/eiu3 tables metadata
~ Table num_people
table metadata diff
-     title_snapshot: Democracy Index, Gapminder 2006–2020
+     title_snapshot: Democracy Index, Gapminder 2006-2020
-       through the imposition of lockdowns and restrictions on traveling and, increasingly, the
+       through the imposition of lockdowns and restrictions on travelling and, increasingly, the
-       participation in public life. It has led to the normalization of emergency powers, which have
+       participation in public life. It has led to the normalisation of emergency powers, which have
-       results are discussed in this introduction, and the results by region are analyzed in greater
+       results are discussed in this introduction, and the results by region are analysed in greater
-       results are discussed in this introduction, and the results by region are analyzed in greater
+       results are discussed in this introduction, and the results by region are analysed in greater
-       democratize.
+       democratise.
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ Table num_countries
table metadata diff
-     title_snapshot: Democracy Index, Gapminder 2006–2020
+     title_snapshot: Democracy Index, Gapminder 2006-2020
-       through the imposition of lockdowns and restrictions on traveling and, increasingly, the
+       through the imposition of lockdowns and restrictions on travelling and, increasingly, the
-       participation in public life. It has led to the normalization of emergency powers, which have
+       participation in public life. It has led to the normalisation of emergency powers, which have
-       results are discussed in this introduction, and the results by region are analyzed in greater
+       results are discussed in this introduction, and the results by region are analysed in greater
-       results are discussed in this introduction, and the results by region are analyzed in greater
+       results are discussed in this introduction, and the results by region are analysed in greater
-       democratize.
+       democratise.
~ Table eiu
table metadata diff
-     title_snapshot: Democracy Index, Gapminder 2006–2020
+     title_snapshot: Democracy Index, Gapminder 2006-2020
-       through the imposition of lockdowns and restrictions on traveling and, increasingly, the
+       through the imposition of lockdowns and restrictions on travelling and, increasingly, the
-       participation in public life. It has led to the normalization of emergency powers, which have
+       participation in public life. It has led to the normalisation of emergency powers, which have
-       results are discussed in this introduction, and the results by region are analyzed in greater
+       results are discussed in this introduction, and the results by region are analysed in greater
-       results are discussed in this introduction, and the results by region are analyzed in greater
+       results are discussed in this introduction, and the results by region are analysed in greater
-       democratize.
+       democratise.
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ garden/democracy/2026-03-27/bti1 column in 2 tables
= Table bti
~ bti.regime_bti changed metadata
metadata diff
-     separated, and leaders can effectively govern a state that fulfills basic functions).
+     separated, and leaders can effectively govern a state that fulfils basic functions).
~ Table num_people
table metadata diff
-     attribution: Population based on various sources (2024)
-     attribution_short: Population
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
-     date_accessed: '2026-03-31'
-     date_published: '2024-07-15'
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
~ garden/war/2025-06-13/ucdp↕ 🟢 3 column(s) w/ shifted coverage14 columns in 3 tables
~ Table ucdp_country
table metadata diff
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
~ Table ucdp↕ 🟢 3 column(s) w/ shifted coverage
table metadata diff
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
+     producer: Various sources
+     title: Population
+     description: |-
+       Our World in Data builds and maintains a long-run dataset on population by country, region,
+       and for the world, based on various sources.
+ 
+       You can find more information on these sources and how our time series is constructed on this
+       page: https://ourworldindata.org/population-sources
+     title_snapshot: null
+     description_snapshot: null
+     citation_full: |-
+       The long-run data on population is based on various sources, described on this page:
+       https://ourworldindata.org/population-sources
+     attribution: Population based on various sources (NEW)
+     attribution_short: Population (NEW)
+     version_producer: null
+     url_main: https://ourworldindata.org/population-sources
+     url_download: null
+     date_accessed: '2026-06-08'
+     date_published: '2026-05-28'
+     license: !!python/object:owid.catalog.core.meta.License
+       name: CC BY 4.0
+       url: https://creativecommons.org/licenses/by/4.0/
+   - !!python/object:owid.catalog.core.meta.Origin
-     title: geoBoundaries – Comprehensive Global Administrative Zones (CGAZ)
+     title: geoBoundaries - Comprehensive Global Administrative Zones (CGAZ)
~ ucdp.number_deaths_ongoing_conflicts changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp.number_deaths_ongoing_conflicts_civilians changed metadata
metadata diff
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate,
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate,
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
-   Best estimate of the number of deaths of << people_type >> in internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> from one-sided violence that was
-   ongoing that year<< per_capita >>.
+   The << estimate | default('') >> estimate of the number of deaths of << people_type >> from
+   one-sided violence that was ongoing that year<< per_capita >>.
-   Best estimate of the number of deaths of << people_type >> in non-state conflicts that were
+   The best estimate of the number of deaths of << people_type >> in non-state conflicts that were
-   Best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts that
-   were ongoing that year<< per_capita >>.
+   The best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts
+   that were ongoing that year<< per_capita >>.
~ ucdp.number_deaths_ongoing_conflicts_combatants changed metadata
metadata diff
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate,
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate,
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
-   Best estimate of the number of deaths of << people_type >> in internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> from one-sided violence that was
-   ongoing that year<< per_capita >>.
+   The << estimate | default('') >> estimate of the number of deaths of << people_type >> from
+   one-sided violence that was ongoing that year<< per_capita >>.
-   Best estimate of the number of deaths of << people_type >> in non-state conflicts that were
+   The best estimate of the number of deaths of << people_type >> in non-state conflicts that were
-   Best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts that
-   were ongoing that year<< per_capita >>.
+   The best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts
+   that were ongoing that year<< per_capita >>.
~ ucdp.number_deaths_ongoing_conflicts_high changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp.number_deaths_ongoing_conflicts_high_per_capita changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ Changed values: 40 / 70,236 (0.06%) (40 disappeared)
yearcountryconflict_typenumber_deaths_ongoing_conflicts_high_per_capita -number_deaths_ongoing_conflicts_high_per_capita +anomaly score
1989Yemen People's Republicall0.0NaNdisappeared
1989Yemen People's Republicinterstate0.0NaNdisappeared
1989Yemen People's Republicintrastate0.0NaNdisappeared
1989Yemen People's Republicintrastate (internationalized)0.0NaNdisappeared
1989Yemen People's Republicintrastate (non-internationalized)0.0NaNdisappeared
1989Yemen People's Republicnon-state conflict0.0NaNdisappeared
1989Yemen People's Republicone-sided violence0.0NaNdisappeared
1989Yemen People's Republicstate-based0.0NaNdisappeared
1990East Germanyall0.0NaNdisappeared
1990East Germanyinterstate0.0NaNdisappeared
1990East Germanyintrastate0.0NaNdisappeared
1990East Germanyintrastate (internationalized)0.0NaNdisappeared
1990East Germanyintrastate (non-internationalized)0.0NaNdisappeared
1990East Germanynon-state conflict0.0NaNdisappeared
1990East Germanyone-sided violence0.0NaNdisappeared
1990East Germanystate-based0.0NaNdisappeared
1990West Germanyall0.0NaNdisappeared
1990West Germanyinterstate0.0NaNdisappeared
1990West Germanyintrastate0.0NaNdisappeared
1990West Germanyintrastate (internationalized)0.0NaNdisappeared
1990West Germanyintrastate (non-internationalized)0.0NaNdisappeared
1990West Germanynon-state conflict0.0NaNdisappeared
1990West Germanyone-sided violence0.0NaNdisappeared
1990West Germanystate-based0.0NaNdisappeared
1990Yemen People's Republicall0.0NaNdisappeared
1990Yemen People's Republicinterstate0.0NaNdisappeared
1990Yemen People's Republicintrastate0.0NaNdisappeared
1990Yemen People's Republicintrastate (internationalized)0.0NaNdisappeared
1990Yemen People's Republicintrastate (non-internationalized)0.0NaNdisappeared
1990Yemen People's Republicnon-state conflict0.0NaNdisappeared
1990Yemen People's Republicone-sided violence0.0NaNdisappeared
1990Yemen People's Republicstate-based0.0NaNdisappeared
1993Czechoslovakiaall0.0NaNdisappeared
1993Czechoslovakiainterstate0.0NaNdisappeared
1993Czechoslovakiaintrastate0.0NaNdisappeared
1993Czechoslovakiaintrastate (internationalized)0.0NaNdisappeared
1993Czechoslovakiaintrastate (non-internationalized)0.0NaNdisappeared
1993Czechoslovakianon-state conflict0.0NaNdisappeared
1993Czechoslovakiaone-sided violence0.0NaNdisappeared
1993Czechoslovakiastate-based0.0NaNdisappeared
~ ucdp.number_deaths_ongoing_conflicts_low changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp.number_deaths_ongoing_conflicts_low_per_capita changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ Changed values: 40 / 70,236 (0.06%) (40 disappeared)
yearcountryconflict_typenumber_deaths_ongoing_conflicts_low_per_capita -number_deaths_ongoing_conflicts_low_per_capita +anomaly score
1989Yemen People's Republicall0.0NaNdisappeared
1989Yemen People's Republicinterstate0.0NaNdisappeared
1989Yemen People's Republicintrastate0.0NaNdisappeared
1989Yemen People's Republicintrastate (internationalized)0.0NaNdisappeared
1989Yemen People's Republicintrastate (non-internationalized)0.0NaNdisappeared
1989Yemen People's Republicnon-state conflict0.0NaNdisappeared
1989Yemen People's Republicone-sided violence0.0NaNdisappeared
1989Yemen People's Republicstate-based0.0NaNdisappeared
1990East Germanyall0.0NaNdisappeared
1990East Germanyinterstate0.0NaNdisappeared
1990East Germanyintrastate0.0NaNdisappeared
1990East Germanyintrastate (internationalized)0.0NaNdisappeared
1990East Germanyintrastate (non-internationalized)0.0NaNdisappeared
1990East Germanynon-state conflict0.0NaNdisappeared
1990East Germanyone-sided violence0.0NaNdisappeared
1990East Germanystate-based0.0NaNdisappeared
1990West Germanyall0.0NaNdisappeared
1990West Germanyinterstate0.0NaNdisappeared
1990West Germanyintrastate0.0NaNdisappeared
1990West Germanyintrastate (internationalized)0.0NaNdisappeared
1990West Germanyintrastate (non-internationalized)0.0NaNdisappeared
1990West Germanynon-state conflict0.0NaNdisappeared
1990West Germanyone-sided violence0.0NaNdisappeared
1990West Germanystate-based0.0NaNdisappeared
1990Yemen People's Republicall0.0NaNdisappeared
1990Yemen People's Republicinterstate0.0NaNdisappeared
1990Yemen People's Republicintrastate0.0NaNdisappeared
1990Yemen People's Republicintrastate (internationalized)0.0NaNdisappeared
1990Yemen People's Republicintrastate (non-internationalized)0.0NaNdisappeared
1990Yemen People's Republicnon-state conflict0.0NaNdisappeared
1990Yemen People's Republicone-sided violence0.0NaNdisappeared
1990Yemen People's Republicstate-based0.0NaNdisappeared
1993Czechoslovakiaall0.0NaNdisappeared
1993Czechoslovakiainterstate0.0NaNdisappeared
1993Czechoslovakiaintrastate0.0NaNdisappeared
1993Czechoslovakiaintrastate (internationalized)0.0NaNdisappeared
1993Czechoslovakiaintrastate (non-internationalized)0.0NaNdisappeared
1993Czechoslovakianon-state conflict0.0NaNdisappeared
1993Czechoslovakiaone-sided violence0.0NaNdisappeared
1993Czechoslovakiastate-based0.0NaNdisappeared
~ ucdp.number_deaths_ongoing_conflicts_per_capita changed metadatachanged data
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ Changed values: 40 / 70,236 (0.06%) (40 disappeared)
yearcountryconflict_typenumber_deaths_ongoing_conflicts_per_capita -number_deaths_ongoing_conflicts_per_capita +anomaly score
1989Yemen People's Republicall0.0NaNdisappeared
1989Yemen People's Republicinterstate0.0NaNdisappeared
1989Yemen People's Republicintrastate0.0NaNdisappeared
1989Yemen People's Republicintrastate (internationalized)0.0NaNdisappeared
1989Yemen People's Republicintrastate (non-internationalized)0.0NaNdisappeared
1989Yemen People's Republicnon-state conflict0.0NaNdisappeared
1989Yemen People's Republicone-sided violence0.0NaNdisappeared
1989Yemen People's Republicstate-based0.0NaNdisappeared
1990East Germanyall0.0NaNdisappeared
1990East Germanyinterstate0.0NaNdisappeared
1990East Germanyintrastate0.0NaNdisappeared
1990East Germanyintrastate (internationalized)0.0NaNdisappeared
1990East Germanyintrastate (non-internationalized)0.0NaNdisappeared
1990East Germanynon-state conflict0.0NaNdisappeared
1990East Germanyone-sided violence0.0NaNdisappeared
1990East Germanystate-based0.0NaNdisappeared
1990West Germanyall0.0NaNdisappeared
1990West Germanyinterstate0.0NaNdisappeared
1990West Germanyintrastate0.0NaNdisappeared
1990West Germanyintrastate (internationalized)0.0NaNdisappeared
1990West Germanyintrastate (non-internationalized)0.0NaNdisappeared
1990West Germanynon-state conflict0.0NaNdisappeared
1990West Germanyone-sided violence0.0NaNdisappeared
1990West Germanystate-based0.0NaNdisappeared
1990Yemen People's Republicall0.0NaNdisappeared
1990Yemen People's Republicinterstate0.0NaNdisappeared
1990Yemen People's Republicintrastate0.0NaNdisappeared
1990Yemen People's Republicintrastate (internationalized)0.0NaNdisappeared
1990Yemen People's Republicintrastate (non-internationalized)0.0NaNdisappeared
1990Yemen People's Republicnon-state conflict0.0NaNdisappeared
1990Yemen People's Republicone-sided violence0.0NaNdisappeared
1990Yemen People's Republicstate-based0.0NaNdisappeared
1993Czechoslovakiaall0.0NaNdisappeared
1993Czechoslovakiainterstate0.0NaNdisappeared
1993Czechoslovakiaintrastate0.0NaNdisappeared
1993Czechoslovakiaintrastate (internationalized)0.0NaNdisappeared
1993Czechoslovakiaintrastate (non-internationalized)0.0NaNdisappeared
1993Czechoslovakianon-state conflict0.0NaNdisappeared
1993Czechoslovakiaone-sided violence0.0NaNdisappeared
1993Czechoslovakiastate-based0.0NaNdisappeared
~ ucdp.number_deaths_ongoing_conflicts_unknown changed metadata
metadata diff
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate,
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate,
-   Best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
+   The best estimate of the number of deaths of << people_type >> in interstate, intrastate, and
-   Best estimate of the number of deaths of << people_type >> in internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
+   The best estimate of the number of deaths of << people_type >> in non-internationalized intrastate
-   Best estimate of the number of deaths of << people_type >> from one-sided violence that was
-   ongoing that year<< per_capita >>.
+   The << estimate | default('') >> estimate of the number of deaths of << people_type >> from
+   one-sided violence that was ongoing that year<< per_capita >>.
-   Best estimate of the number of deaths of << people_type >> in non-state conflicts that were
+   The best estimate of the number of deaths of << people_type >> in non-state conflicts that were
-   Best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts that
-   were ongoing that year<< per_capita >>.
+   The best estimate of the number of deaths of << people_type >> in << conflict_type >> conflicts
+   that were ongoing that year<< per_capita >>.
~ ucdp.number_new_conflicts_per_country changed metadata
metadata diff
-   Number of conflicts divided by the number of all states. This accounts for the changing number of
-   states over time. <% if conflict_type == "all" -%>
+   The number of conflicts divided by the number of all states. This accounts for the changing number
+   of states over time. <% if conflict_type == "all" -%>
~ ucdp.number_new_conflicts_per_country_pair changed metadata
metadata diff
-   Number of conflicts divided by the number of all state-pairs. This accounts for the changing
+   The number of conflicts divided by the number of all state-pairs. This accounts for the changing
~ ucdp.number_ongoing_conflicts_per_country changed metadata
metadata diff
-   Number of conflicts divided by the number of all states. This accounts for the changing number of
-   states over time. <% if conflict_type == "all" -%>
+   The number of conflicts divided by the number of all states. This accounts for the changing number
+   of states over time. <% if conflict_type == "all" -%>
~ ucdp.number_ongoing_conflicts_per_country_pair changed metadata
metadata diff
-   Number of conflicts divided by the number of all state-pairs. This accounts for the changing
+   The number of conflicts divided by the number of all state-pairs. This accounts for the changing
~ Table ucdp_locations
table metadata diff
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
-     title: geoBoundaries – Comprehensive Global Administrative Zones (CGAZ)
+     title: geoBoundaries - Comprehensive Global Administrative Zones (CGAZ)
~ ucdp_locations.is_location_of_conflict changed metadata
metadata diff
-   At least one internationalized intrastate conflict event took place in this country in a given
+   At least one internationalised intrastate conflict event took place in this country in a given
~ garden/war/2025-06-16/ucdp_prio6 columns in 1 table
~ Table ucdp_prio
table metadata diff
-     title_snapshot: List of independent states – Microstates
+     title_snapshot: List of independent states - Microstates
-     title_snapshot: List of independent states – States
+     title_snapshot: List of independent states - States
-     title: geoBoundaries – Comprehensive Global Administrative Zones (CGAZ)
+     title: geoBoundaries - Comprehensive Global Administrative Zones (CGAZ)
~ ucdp_prio.number_deaths_ongoing_conflicts changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp_prio.number_deaths_ongoing_conflicts_high changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp_prio.number_deaths_ongoing_conflicts_high_per_capita changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp_prio.number_deaths_ongoing_conflicts_low changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp_prio.number_deaths_ongoing_conflicts_low_per_capita changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ ucdp_prio.number_deaths_ongoing_conflicts_per_capita changed metadata
metadata diff
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence
-   that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, extrasystemic, non-state conflicts, and one-sided violence that were
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in interstate, intrastate, and extrasystemic conflicts that were ongoing that year<<
-   per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   interstate, intrastate, and extrasystemic conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-internationalized intrastate conflicts that were ongoing that year<< per_capita
-   >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-internationalized intrastate conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of civilians from one-sided violence
-   that was ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of civilians from one-sided violence that was
+   ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in non-state conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   non-state conflicts that were ongoing that year<< per_capita >>.
-   << estimate | capitalize >> estimate of the number of deaths of combatants and civilians due to
-   fighting in << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
+   The << estimate >> estimate of the number of deaths of combatants and civilians due to fighting in
+   << conflict_type >> conflicts that were ongoing that year<< per_capita >>.
~ garden/wpf/2025-01-17/famines_by_regime_gdp_populationdataset metadata, 2 columns in 1 table
dataset metadata diff
-   viewed more as a catalog than a strict dataset, suitable for drawing general conclusions rather
+   viewed more as a catalogue than a strict dataset, suitable for drawing general conclusions rather
~ Table famines
table metadata diff
-       be viewed more as a catalog than a strict dataset, suitable for drawing general conclusions
+       be viewed more as a catalogue than a strict dataset, suitable for drawing general conclusions
~ famines.population_growth changed metadata
metadata diff
- description_short: Average annual population growth rate in the 20 years before the famine.
+ description_short: The average annual population growth rate in the 20 years before the famine.
~ famines.wpf_authoritative_mortality_estimate changed metadata
metadata diff
-   Famines were included in the catalog based on the total number of excess deaths (magnitude), not
+   Famines were included in the catalogue based on the total number of excess deaths (magnitude), not