📊 Update natural disasters data #2516
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etl diff: ❌ Found differences~ Dataset garden/emdat/2024-04-11/natural_disasters (new version)
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
- - version: '2023-09-20'
? ^ ^ ^^
+ + version: '2024-04-11'
? ^ ^ ^^
= Table natural_disasters_yearly
~ Dim country
+ + New values: 2726 / 23072 (11.82%)
year type country
2007 wet_mass_movement Asia
2016 drought Brazil
2002 wet_mass_movement Guatemala
1993 wet_mass_movement Tajikistan
2012 wet_mass_movement Uganda
- - Removed values: 1359 / 23072 (5.89%)
year type country
1987 landslide Low-income countries
2005 extreme_temperature Moldova
1991 landslide Pakistan
2004 landslide Peru
1996 landslide Russia
~ Dim year
+ + New values: 2726 / 23072 (11.82%)
country type year
Asia wet_mass_movement 2007
Brazil drought 2016
Guatemala wet_mass_movement 2002
Tajikistan wet_mass_movement 1993
Uganda wet_mass_movement 2012
- - Removed values: 1359 / 23072 (5.89%)
country type year
Low-income countries landslide 1987
Moldova extreme_temperature 2005
Pakistan landslide 1991
Peru landslide 2004
Russia landslide 1996
~ Dim type
+ + New values: 2726 / 23072 (11.82%)
country year type
Asia 2007 wet_mass_movement
Brazil 2016 drought
Guatemala 2002 wet_mass_movement
Tajikistan 1993 wet_mass_movement
Uganda 2012 wet_mass_movement
- - Removed values: 1359 / 23072 (5.89%)
country year type
Low-income countries 1987 landslide
Moldova 2005 extreme_temperature
Pakistan 1991 landslide
Peru 2004 landslide
Russia 1996 landslide
~ Column affected (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type affected
Asia 2007 wet_mass_movement 3992.0
Brazil 2016 drought 9016424.0
Guatemala 2002 wet_mass_movement 0.0
Tajikistan 1993 wet_mass_movement 15000.0
Uganda 2012 wet_mass_movement 0.0
- - Removed values: 1359 / 23072 (5.89%)
country year type affected
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 0.0
Russia 1996 landslide 300.0
~ Changed values: 2615 / 23072 (11.33%)
country year type affected - affected +
Asia 1969 drought 548000.0 881332.0
Lower-middle-income countries 2001 all_disasters 48702007.0 93343118.0
Paraguay 2023 flood 39000.0 46656.0
Upper-middle-income countries 1982 earthquake 0.0 51400.0
Zambia 2008 all_disasters 15000.0 48608.0
~ Column affected_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type affected_per_100k_people
Asia 2007 wet_mass_movement 0.097963
Brazil 2016 drought 4358.717285
Guatemala 2002 wet_mass_movement 0.000000
Tajikistan 1993 wet_mass_movement 262.337982
Uganda 2012 wet_mass_movement 0.000000
- - Removed values: 1359 / 23072 (5.89%)
country year type affected_per_100k_people
Low-income countries 1987 landslide 0.000000
Moldova 2005 extreme_temperature 0.000000
Pakistan 1991 landslide 0.000000
Peru 2004 landslide 0.000000
Russia 1996 landslide 0.202384
~ Changed values: 2615 / 23072 (11.33%)
country year type affected_per_100k_people - affected_per_100k_people +
Asia 1969 drought 26.174187 42.095161
Lower-middle-income countries 2001 all_disasters 1938.929077 3716.185303
Paraguay 2023 flood 568.386597 679.965271
Upper-middle-income countries 1982 earthquake 0.000000 2.963266
Zambia 2008 all_disasters 116.704559 378.185028
~ Column gdp (changed metadata, new data, changed data)
- - - Uncategorized
+ + - Natural Disasters
+ + New values: 2726 / 23072 (11.82%)
country year type gdp
Asia 2007 wet_mass_movement NaN
Brazil 2016 drought 1.795700e+12
Guatemala 2002 wet_mass_movement 2.044421e+10
Tajikistan 1993 wet_mass_movement 1.644326e+09
Uganda 2012 wet_mass_movement 2.730592e+10
- - Removed values: 1359 / 23072 (5.89%)
country year type gdp
Low-income countries 1987 landslide 1.115939e+11
Moldova 2005 extreme_temperature 2.988349e+09
Pakistan 1991 landslide 4.562523e+10
Peru 2004 landslide 6.676870e+10
Russia 1996 landslide 3.917249e+11
~ Column homeless (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type homeless
Asia 2007 wet_mass_movement 0.0
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 460.0
Tajikistan 1993 wet_mass_movement 60357.0
Uganda 2012 wet_mass_movement 3368.0
- - Removed values: 1359 / 23072 (5.89%)
country year type homeless
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 70.0
Russia 1996 landslide 0.0
~ Changed values: 520 / 23072 (2.25%)
country year type homeless - homeless +
High-income countries 2012 wildfire 1038.0 1760.0
Lower-middle-income countries 2011 volcanic_activity 6000.0 0.0
Lower-middle-income countries 2020 all_disasters 24695.0 24625.0
Sri Lanka 1998 flood 75000.0 8571.0
Upper-middle-income countries 2012 flood 83641.0 91641.0
~ Column homeless_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type homeless_per_100k_people
Asia 2007 wet_mass_movement 0.000000
Brazil 2016 drought 0.000000
Guatemala 2002 wet_mass_movement 3.742921
Tajikistan 1993 wet_mass_movement 1055.595581
Uganda 2012 wet_mass_movement 9.826893
- - Removed values: 1359 / 23072 (5.89%)
country year type homeless_per_100k_people
Low-income countries 1987 landslide 0.000000
Moldova 2005 extreme_temperature 0.000000
Pakistan 1991 landslide 0.000000
Peru 2004 landslide 0.250951
Russia 1996 landslide 0.000000
~ Changed values: 520 / 23072 (2.25%)
country year type homeless_per_100k_people - homeless_per_100k_people +
High-income countries 2012 wildfire 0.088743 0.150471
Lower-middle-income countries 2011 volcanic_activity 0.202662 0.000000
Lower-middle-income countries 2020 all_disasters 0.732853 0.730776
Sri Lanka 1998 flood 404.077271 46.177952
Upper-middle-income countries 2012 flood 3.481927 3.814963
~ Column injured (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type injured
Asia 2007 wet_mass_movement 4.0
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 14.0
Tajikistan 1993 wet_mass_movement 0.0
Uganda 2012 wet_mass_movement 64.0
- - Removed values: 1359 / 23072 (5.89%)
country year type injured
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 6.0
Russia 1996 landslide 0.0
~ Changed values: 808 / 23072 (3.50%)
country year type injured - injured +
Argentina 2021 all_disasters 21.0 33.0
Asia 2010 flood 7848.0 7838.0
Kenya 2015 flood 73.0 61.0
Russia 2005 all_disasters 16.0 2.0
World 1996 all_disasters 314925.0 315083.0
~ Column injured_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type injured_per_100k_people
Asia 2007 wet_mass_movement 0.000098
Brazil 2016 drought 0.000000
Guatemala 2002 wet_mass_movement 0.113915
Tajikistan 1993 wet_mass_movement 0.000000
Uganda 2012 wet_mass_movement 0.186734
- - Removed values: 1359 / 23072 (5.89%)
country year type injured_per_100k_people
Low-income countries 1987 landslide 0.00000
Moldova 2005 extreme_temperature 0.00000
Pakistan 1991 landslide 0.00000
Peru 2004 landslide 0.02151
Russia 1996 landslide 0.00000
~ Changed values: 808 / 23072 (3.50%)
country year type injured_per_100k_people - injured_per_100k_people +
Argentina 2021 all_disasters 0.046381 0.072885
Asia 2010 flood 0.185970 0.185733
Kenya 2015 flood 0.155811 0.130199
Russia 2005 all_disasters 0.011127 0.001391
World 1996 all_disasters 5.406303 5.409015
~ Column insured_damages (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type insured_damages
Asia 2007 wet_mass_movement 0.0
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 0.0
Tajikistan 1993 wet_mass_movement 0.0
Uganda 2012 wet_mass_movement 0.0
- - Removed values: 1359 / 23072 (5.89%)
country year type insured_damages
Low-income countries 1987 landslide 0
Moldova 2005 extreme_temperature 0
Pakistan 1991 landslide 0
Peru 2004 landslide 0
Russia 1996 landslide 0
~ Changed values: 189 / 23072 (0.82%)
country year type insured_damages - insured_damages +
Lower-middle-income countries 2013 flood 900000000 6.000000e+08
North America 2018 extreme_weather 17415000000 1.804000e+10
Oceania 2023 extreme_weather 1600000000 1.900000e+09
United States 2016 flood 4033000000 4.085174e+09
Upper-middle-income countries 2023 earthquake 0 2.800000e+06
~ Column insured_damages_per_gdp (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type insured_damages_per_gdp
Asia 2007 wet_mass_movement NaN
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 0.0
Tajikistan 1993 wet_mass_movement 0.0
Uganda 2012 wet_mass_movement 0.0
- - Removed values: 1359 / 23072 (5.89%)
country year type insured_damages_per_gdp
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 0.0
Russia 1996 landslide 0.0
~ Changed values: 124 / 23072 (0.54%)
country year type insured_damages_per_gdp - insured_damages_per_gdp +
Bahamas 2017 all_disasters 0.003221 0.003213
High-income countries 2016 all_disasters 0.070313 0.069901
Lower-middle-income countries 2004 earthquake 0.013082 0.002897
Lower-middle-income countries 2009 earthquake 0.002328 0.000000
Thailand 2012 all_disasters 0.000000 0.065761
~ Column n_events (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type n_events
Asia 2007 wet_mass_movement 7.0
Brazil 2016 drought 1.0
Guatemala 2002 wet_mass_movement 1.0
Tajikistan 1993 wet_mass_movement 1.0
Uganda 2012 wet_mass_movement 1.0
- - Removed values: 1359 / 23072 (5.89%)
country year type n_events
Low-income countries 1987 landslide 1.0
Moldova 2005 extreme_temperature 1.0
Pakistan 1991 landslide 1.0
Peru 2004 landslide 1.0
Russia 1996 landslide 1.0
~ Changed values: 3176 / 23072 (13.77%)
country year type n_events - n_events +
Africa 2013 all_disasters 49.0 50.0
China 2023 all_disasters 11.0 17.0
Ecuador 2016 all_disasters 4.0 5.0
Indonesia 1995 flood 6.0 5.0
Lower-middle-income countries 2005 flood 69.0 64.0
~ Column n_events_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type n_events_per_100k_people
Asia 2007 wet_mass_movement 0.000172
Brazil 2016 drought 0.000483
Guatemala 2002 wet_mass_movement 0.008137
Tajikistan 1993 wet_mass_movement 0.017489
Uganda 2012 wet_mass_movement 0.002918
- - Removed values: 1359 / 23072 (5.89%)
country year type n_events_per_100k_people
Low-income countries 1987 landslide 0.000366
Moldova 2005 extreme_temperature 0.024991
Pakistan 1991 landslide 0.000839
Peru 2004 landslide 0.003585
Russia 1996 landslide 0.000675
~ Changed values: 3174 / 23072 (13.76%)
country year type n_events_per_100k_people - n_events_per_100k_people +
Africa 2013 all_disasters 0.004298 0.004385
China 2023 extreme_weather 0.000140 0.000281
El Salvador 2018 all_disasters 0.063731 0.047799
Indonesia 1996 flood 0.002483 0.002980
Lower-middle-income countries 2005 wildfire 0.000074 0.000037
~ Column population (changed metadata, new data, changed data)
- - - Uncategorized
+ + - Natural Disasters
+ + New values: 2726 / 23072 (11.82%)
country year type population
Asia 2007 wet_mass_movement 4074998014
Brazil 2016 drought 206859584
Guatemala 2002 wet_mass_movement 12289867
Tajikistan 1993 wet_mass_movement 5717815
Uganda 2012 wet_mass_movement 34273296
- - Removed values: 1359 / 23072 (5.89%)
country year type population
Low-income countries 1987 landslide 273290467
Moldova 2005 extreme_temperature 4001380
Pakistan 1991 landslide 119203576
Peru 2004 landslide 27893914
Russia 1996 landslide 148233408
~ Column reconstruction_costs (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type reconstruction_costs
Asia 2007 wet_mass_movement 0.0
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 0.0
Tajikistan 1993 wet_mass_movement 0.0
Uganda 2012 wet_mass_movement 0.0
- - Removed values: 1359 / 23072 (5.89%)
country year type reconstruction_costs
Low-income countries 1987 landslide 0
Moldova 2005 extreme_temperature 0
Pakistan 1991 landslide 0
Peru 2004 landslide 0
Russia 1996 landslide 0
~ Changed values: 28 / 23072 (0.12%)
country year type reconstruction_costs - reconstruction_costs +
Brazil 2021 all_disasters 351000000 261857000.0
Brazil 2022 flood 0 89143000.0
South America 2022 all_disasters 0 89143000.0
Upper-middle-income countries 2018 earthquake 0 1600000000.0
World 2021 all_disasters 2329063000 2239920000.0
~ Column reconstruction_costs_per_gdp (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type reconstruction_costs_per_gdp
Asia 2007 wet_mass_movement NaN
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 0.0
Tajikistan 1993 wet_mass_movement 0.0
Uganda 2012 wet_mass_movement 0.0
- - Removed values: 1359 / 23072 (5.89%)
country year type reconstruction_costs_per_gdp
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 0.0
Russia 1996 landslide 0.0
~ Changed values: 10 / 23072 (0.04%)
country year type reconstruction_costs_per_gdp - reconstruction_costs_per_gdp +
Brazil 2021 flood 0.021815 0.016275
Lower-middle-income countries 2018 all_disasters 0.021053 0.000000
Upper-middle-income countries 2018 all_disasters 0.000000 0.006866
World 2021 all_disasters 0.002413 0.002321
World 2021 flood 0.000364 0.000271
~ Column total_affected (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type total_affected
Asia 2007 wet_mass_movement 3996.0
Brazil 2016 drought 9016424.0
Guatemala 2002 wet_mass_movement 474.0
Tajikistan 1993 wet_mass_movement 75357.0
Uganda 2012 wet_mass_movement 3432.0
- - Removed values: 1359 / 23072 (5.89%)
country year type total_affected
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 76.0
Russia 1996 landslide 300.0
~ Changed values: 2768 / 23072 (12.00%)
country year type total_affected - total_affected +
High-income countries 2018 drought 75000.0 14741.0
Kenya 2017 all_disasters 25000.0 2059426.0
Low-income countries 1982 all_disasters 114200.0 4137950.0
Lower-middle-income countries 2012 drought 3770900.0 7629343.0
Upper-middle-income countries 1989 flood 101074444.0 101135944.0
~ Column total_affected_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type total_affected_per_100k_people
Asia 2007 wet_mass_movement 0.098061
Brazil 2016 drought 4358.717285
Guatemala 2002 wet_mass_movement 3.856836
Tajikistan 1993 wet_mass_movement 1317.933472
Uganda 2012 wet_mass_movement 10.013627
- - Removed values: 1359 / 23072 (5.89%)
country year type total_affected_per_100k_people
Low-income countries 1987 landslide 0.000000
Moldova 2005 extreme_temperature 0.000000
Pakistan 1991 landslide 0.000000
Peru 2004 landslide 0.272461
Russia 1996 landslide 0.202384
~ Changed values: 2768 / 23072 (12.00%)
country year type total_affected_per_100k_people - total_affected_per_100k_people +
High-income countries 2018 drought 6.203245 1.219227
Kenya 2017 all_disasters 51.074463 4207.363281
Low-income countries 1982 all_disasters 47.587463 1724.295532
Lower-middle-income countries 2012 drought 125.405388 253.722107
Upper-middle-income countries 1989 flood 5191.357422 5194.516113
~ Column total_damages (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type total_damages
Asia 2007 wet_mass_movement 0.0
Brazil 2016 drought 1669710000.0
Guatemala 2002 wet_mass_movement 0.0
Tajikistan 1993 wet_mass_movement 149000000.0
Uganda 2012 wet_mass_movement 0.0
- - Removed values: 1359 / 23072 (5.89%)
country year type total_damages
Low-income countries 1987 landslide 0
Moldova 2005 extreme_temperature 0
Pakistan 1991 landslide 0
Peru 2004 landslide 0
Russia 1996 landslide 0
~ Changed values: 1638 / 23072 (7.10%)
country year type total_damages - total_damages +
Africa 2020 drought 1243000000 1.018300e+07
South America 2019 all_disasters 0 9.827600e+07
World 1973 drought 76000000 1.191830e+08
World 2004 flood 10383038000 1.057076e+10
World 2005 drought 462120000 2.692309e+09
~ Column total_damages_per_gdp (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type total_damages_per_gdp
Asia 2007 wet_mass_movement NaN
Brazil 2016 drought 0.092984
Guatemala 2002 wet_mass_movement 0.000000
Tajikistan 1993 wet_mass_movement 9.061465
Uganda 2012 wet_mass_movement 0.000000
- - Removed values: 1359 / 23072 (5.89%)
country year type total_damages_per_gdp
Low-income countries 1987 landslide 0.0
Moldova 2005 extreme_temperature 0.0
Pakistan 1991 landslide 0.0
Peru 2004 landslide 0.0
Russia 1996 landslide 0.0
~ Changed values: 1101 / 23072 (4.77%)
country year type total_damages_per_gdp - total_damages_per_gdp +
Lower-middle-income countries 1998 earthquake 0.014941 0.000000
Lower-middle-income countries 1999 earthquake 0.004747 0.004478
Malaysia 2021 all_disasters 0.391441 0.326201
Philippines 2003 all_disasters 0.048601 0.045786
World 1970 drought 0.000070 0.001436
~ Column total_dead (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type total_dead
Asia 2007 wet_mass_movement 235.0
Brazil 2016 drought 0.0
Guatemala 2002 wet_mass_movement 68.0
Tajikistan 1993 wet_mass_movement 5.0
Uganda 2012 wet_mass_movement 18.0
- - Removed values: 1359 / 23072 (5.89%)
country year type total_dead
Low-income countries 1987 landslide 70.0
Moldova 2005 extreme_temperature 13.0
Pakistan 1991 landslide 25.0
Peru 2004 landslide 11.0
Russia 1996 landslide 0.0
~ Changed values: 1897 / 23072 (8.22%)
country year type total_dead - total_dead +
Brazil 2009 all_disasters 168.0 96.0
China 1959 all_disasters 2001971.0 484910.0
Kenya 2009 flood 56.0 32.0
Upper-middle-income countries 1987 flood 1171.0 1363.0
Upper-middle-income countries 2004 flood 1405.0 1542.0
~ Column total_dead_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 2726 / 23072 (11.82%)
country year type total_dead_per_100k_people
Asia 2007 wet_mass_movement 0.005767
Brazil 2016 drought 0.000000
Guatemala 2002 wet_mass_movement 0.553301
Tajikistan 1993 wet_mass_movement 0.087446
Uganda 2012 wet_mass_movement 0.052519
- - Removed values: 1359 / 23072 (5.89%)
country year type total_dead_per_100k_people
Low-income countries 1987 landslide 0.025614
Moldova 2005 extreme_temperature 0.324888
Pakistan 1991 landslide 0.020973
Peru 2004 landslide 0.039435
Russia 1996 landslide 0.000000
~ Changed values: 1897 / 23072 (8.22%)
country year type total_dead_per_100k_people - total_dead_per_100k_people +
Brazil 2009 all_disasters 0.086368 0.049353
China 1959 all_disasters 306.966400 74.352264
Kenya 2009 flood 0.138736 0.079278
Upper-middle-income countries 1987 flood 0.062185 0.072381
Upper-middle-income countries 2004 flood 0.062165 0.068227
= Table natural_disasters_decadal
~ Dim country
+ + New values: 6396 / 36816 (17.37%)
year type country
2020 glacial_lake_outburst_flood Ghana
1950 glacial_lake_outburst_flood Low-income countries
2020 wet_mass_movement Moldova
1960 wet_mass_movement Sri Lanka
2010 wet_mass_movement Vietnam
- - Removed values: 6396 / 36816 (17.37%)
year type country
2020 glacial_lake_outburst Ghana
1950 glacial_lake_outburst Low-income countries
2020 landslide Moldova
1960 landslide Somalia
2010 landslide USSR
~ Dim year
+ + New values: 6396 / 36816 (17.37%)
country type year
Ghana glacial_lake_outburst_flood 2020
Low-income countries glacial_lake_outburst_flood 1950
Moldova wet_mass_movement 2020
Sri Lanka wet_mass_movement 1960
Vietnam wet_mass_movement 2010
- - Removed values: 6396 / 36816 (17.37%)
country type year
Ghana glacial_lake_outburst 2020
Low-income countries glacial_lake_outburst 1950
Moldova landslide 2020
Somalia landslide 1960
USSR landslide 2010
~ Dim type
+ + New values: 6396 / 36816 (17.37%)
country year type
Ghana 2020 glacial_lake_outburst_flood
Low-income countries 1950 glacial_lake_outburst_flood
Moldova 2020 wet_mass_movement
Sri Lanka 1960 wet_mass_movement
Vietnam 2010 wet_mass_movement
- - Removed values: 6396 / 36816 (17.37%)
country year type
Ghana 2020 glacial_lake_outburst
Low-income countries 1950 glacial_lake_outburst
Moldova 2020 landslide
Somalia 1960 landslide
USSR 2010 landslide
~ Column affected (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type affected
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type affected
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1026 / 36816 (2.79%)
country year type affected - affected +
Albania 1980 all_disasters 320643.50 1.073101e+05
Asia 2010 drought 49961484.00 5.370803e+07
Iraq 2020 flood 3050.00 2.440000e+03
Spain 2020 all_disasters 1522.25 7.777800e+03
Uganda 1980 drought 60000.00 8.503420e+04
~ Column affected_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type affected_per_100k_people
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type affected_per_100k_people
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1351 / 36816 (3.67%)
country year type affected_per_100k_people - affected_per_100k_people +
Asia 1990 all_disasters 5063.919434 4984.166504
Lower-middle-income countries 1930 all_disasters 0.117797 0.105089
Mauritania 2020 flood 296.857147 237.485718
Rwanda 2020 flood 147.200439 117.760345
Saint Vincent and the Grenadines 2020 extreme_weather 67.066742 53.653389
~ Column gdp (changed metadata, new data, changed data)
- - - Uncategorized
+ + - Natural Disasters
+ + New values: 6396 / 36816 (17.37%)
country year type gdp
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type gdp
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 765 / 36816 (2.08%)
country year type gdp - gdp +
Algeria 1980 drought 4.434867e+09 1.383571e+10
Canada 1990 extreme_temperature 5.923877e+10 1.169558e+11
Cape Verde 2020 all_disasters 5.678996e+08 4.259247e+08
Guatemala 2020 extreme_weather 2.587516e+10 1.940637e+10
Venezuela 2010 drought 0.000000e+00 3.931923e+10
~ Column homeless (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type homeless
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type homeless
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 281 / 36816 (0.76%)
country year type homeless - homeless +
Asia 1960 drought 0.0 666.599976
Europe 2020 wildfire 547.5 438.000000
High-income countries 2020 extreme_weather 474.0 103779.203125
Lower-middle-income countries 1970 earthquake 32320.0 30520.000000
Upper-middle-income countries 1930 earthquake 7269.5 8157.500000
~ Column homeless_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type homeless_per_100k_people
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type homeless_per_100k_people
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 322 / 36816 (0.87%)
country year type homeless_per_100k_people - homeless_per_100k_people +
Asia 1970 all_disasters 80.531151 80.602394
China 2020 extreme_weather 0.008048 0.006438
Lower-middle-income countries 1950 earthquake 1.505048 1.500025
Upper-middle-income countries 1980 flood 11.639891 12.061172
Vietnam 2020 all_disasters 1.216794 1.063462
~ Column injured (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type injured
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type injured
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 493 / 36816 (1.34%)
country year type injured - injured +
Lower-middle-income countries 1940 all_disasters 809.599976 600.000000
Niger 2020 flood 64.250000 62.000000
Peru 2020 all_disasters 198.000000 158.399994
Upper-middle-income countries 2020 earthquake 28094.500000 24073.599609
Yemen 2020 flood 48.500000 66.000000
~ Column injured_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type injured_per_100k_people
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type injured_per_100k_people
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 551 / 36816 (1.50%)
country year type injured_per_100k_people - injured_per_100k_people +
Cameroon 2020 all_disasters 0.085081 0.068065
China 2020 all_disasters 0.017814 0.014826
Europe 2020 flood 0.033828 0.027116
High-income countries 2010 all_disasters 1.990769 1.990702
Turkey 2020 extreme_weather 0.014566 0.011653
~ Column insured_damages (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type insured_damages
Ghana 2020 glacial_lake_outburst_flood 0
Low-income countries 1950 glacial_lake_outburst_flood 0
Moldova 2020 wet_mass_movement 0
Sri Lanka 1960 wet_mass_movement 0
Vietnam 2010 wet_mass_movement 0
- - Removed values: 6396 / 36816 (17.37%)
country year type insured_damages
Ghana 2020 glacial_lake_outburst 0
Low-income countries 1950 glacial_lake_outburst 0
Moldova 2020 landslide 0
Somalia 1960 landslide 0
USSR 2010 landslide 0
~ Changed values: 113 / 36816 (0.31%)
country year type insured_damages - insured_damages +
Asia 2020 flood 739250000 591400000
Australia 2020 flood 1156750000 925400000
Europe 2020 extreme_weather 102000000 81600000
Upper-middle-income countries 2020 extreme_weather 0 960000000
World 2020 drought 75000000 60000000
~ Column insured_damages_per_gdp (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type insured_damages_per_gdp
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type insured_damages_per_gdp
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 82 / 36816 (0.22%)
country year type insured_damages_per_gdp - insured_damages_per_gdp +
Africa 2020 drought 0.000000 NaN
Australia 2020 all_disasters 0.062574 0.041716
India 2010 all_disasters 0.014086 0.014007
Lower-middle-income countries 2020 all_disasters 0.006967 0.005251
Upper-middle-income countries 1980 all_disasters 0.001997 0.003295
~ Column n_events (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type n_events
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type n_events
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1221 / 36816 (3.32%)
country year type n_events - n_events +
Burundi 2000 drought 0.80 0.9
Iran 2020 all_disasters 6.25 5.6
Switzerland 2020 extreme_temperature 0.25 0.2
Uruguay 2010 drought 0.60 0.2
Venezuela 2000 all_disasters 1.50 1.4
~ Column n_events_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type n_events_per_100k_people
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type n_events_per_100k_people
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1751 / 36816 (4.76%)
country year type n_events_per_100k_people - n_events_per_100k_people +
Japan 1900 all_disasters 0.001296 0.001291
Lower-middle-income countries 1960 extreme_weather 0.000586 0.000578
Moldova 2020 extreme_weather 0.000000 0.005821
Mozambique 1970 drought 0.003595 0.000899
Slovakia 2020 all_disasters 0.017915 0.014332
~ Column population (changed metadata, new data, changed data)
- - - Uncategorized
+ + - Natural Disasters
+ + New values: 6396 / 36816 (17.37%)
country year type population
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type population
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1241 / 36816 (3.37%)
country year type population - population +
Africa 2010 volcanic_activity 1.170299e+08 2.371408e+08
Bosnia and Herzegovina 2020 extreme_weather 8.027138e+05 6.421710e+05
Canada 2020 extreme_temperature 1.923408e+07 1.538726e+07
Namibia 1990 all_disasters 4.710357e+05 9.647016e+05
South Sudan 2020 drought 2.687070e+06 4.332290e+06
~ Column reconstruction_costs (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type reconstruction_costs
Ghana 2020 glacial_lake_outburst_flood 0
Low-income countries 1950 glacial_lake_outburst_flood 0
Moldova 2020 wet_mass_movement 0
Sri Lanka 1960 wet_mass_movement 0
Vietnam 2010 wet_mass_movement 0
- - Removed values: 6396 / 36816 (17.37%)
country year type reconstruction_costs
Ghana 2020 glacial_lake_outburst 0
Low-income countries 1950 glacial_lake_outburst 0
Moldova 2020 landslide 0
Somalia 1960 landslide 0
USSR 2010 landslide 0
~ Changed values: 50 / 36816 (0.14%)
country year type reconstruction_costs - reconstruction_costs +
Africa 2020 flood 25000000 20000000
Europe 2020 all_disasters 2362500000 1890000000
Europe 2020 earthquake 2362500000 1890000000
Malawi 2020 extreme_weather 0 136080000
Upper-middle-income countries 2010 all_disasters 432051000 592051000
~ Column reconstruction_costs_per_gdp (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type reconstruction_costs_per_gdp
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type reconstruction_costs_per_gdp
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 35 / 36816 (0.10%)
country year type reconstruction_costs_per_gdp - reconstruction_costs_per_gdp +
Lower-middle-income countries 2010 earthquake 0.023999 0.021894
North America 2020 drought NaN 0.000000
Oceania 2020 flood NaN 0.000000
Upper-middle-income countries 2020 flood 0.000648 0.000483
Venezuela 2020 all_disasters NaN 0.000000
~ Column total_affected (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type total_affected
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type total_affected
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1069 / 36816 (2.90%)
country year type total_affected - total_affected +
Bangladesh 2020 extreme_weather 1337503.00 1.430002e+06
Madagascar 2020 extreme_weather 205585.00 1.821086e+05
North America 1930 all_disasters 3962.00 3.709300e+03
Rwanda 2020 flood 20559.25 1.644740e+04
Vietnam 2020 flood 85035.50 7.005880e+04
~ Column total_affected_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type total_affected_per_100k_people
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type total_affected_per_100k_people
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1401 / 36816 (3.81%)
country year type total_affected_per_100k_people - total_affected_per_100k_people +
Canada 1940 all_disasters 0.000000 2.206349
Democratic Republic of Congo 2020 all_disasters 6773.684570 5419.799316
Saudi Arabia 2020 all_disasters 0.416700 0.333360
Ukraine 2000 extreme_temperature 12.704472 12.791744
Upper-middle-income countries 1920 all_disasters 287.836731 287.993286
~ Column total_damages (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type total_damages
Ghana 2020 glacial_lake_outburst_flood 0
Low-income countries 1950 glacial_lake_outburst_flood 0
Moldova 2020 wet_mass_movement 0
Sri Lanka 1960 wet_mass_movement 0
Vietnam 2010 wet_mass_movement 0
- - Removed values: 6396 / 36816 (17.37%)
country year type total_damages
Ghana 2020 glacial_lake_outburst 0
Low-income countries 1950 glacial_lake_outburst 0
Moldova 2020 landslide 0
Somalia 1960 landslide 0
USSR 2010 landslide 0
~ Changed values: 588 / 36816 (1.60%)
country year type total_damages - total_damages +
Greece 2020 all_disasters 162500000 170000000
Pakistan 2020 all_disasters 4127500000 302000000
Ukraine 2020 all_disasters 121465250 97172200
Upper-middle-income countries 1970 drought 230210000 237463400
Upper-middle-income countries 2000 wildfire 50361700 51761700
~ Column total_damages_per_gdp (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type total_damages_per_gdp
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type total_damages_per_gdp
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 542 / 36816 (1.47%)
country year type total_damages_per_gdp - total_damages_per_gdp +
East Timor 2020 flood 0.231654 0.185323
Greece 2020 wildfire 0.134963 0.089975
High-income countries 1990 flood 0.024387 0.024377
Senegal 2020 flood 0.024497 0.018372
Upper-middle-income countries 1990 drought 0.054606 0.055111
~ Column total_dead (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - licenses:
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type total_dead
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type total_dead
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 836 / 36816 (2.27%)
country year type total_dead - total_dead +
China 1960 flood 0.000000 151706.093750
Lower-middle-income countries 2000 earthquake 35385.800781 17777.699219
Lower-middle-income countries 2010 volcanic_activity 81.800003 0.000000
Mozambique 2020 all_disasters 104.250000 92.000000
Upper-middle-income countries 1980 flood 2030.400024 2216.399902
~ Column total_dead_per_100k_people (changed metadata, new data, changed data)
- - citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be (2023).
? --------
+ + citation_full: EM-DAT, CRED / UCLouvain, Brussels, Belgium - www.emdat.be
- - date_accessed: '2023-09-20'
? ^ ^ ^^
+ + date_accessed: '2024-04-11'
? ^ ^ ^^
- - date_published: '2023-09-20'
? ^ ^ -
+ + date_published: '2024-04-05'
? ^ ^ +
- - - name: UCLouvain 2022
- - url: https://public.emdat.be/about
+ + New values: 6396 / 36816 (17.37%)
country year type total_dead_per_100k_people
Ghana 2020 glacial_lake_outburst_flood 0.0
Low-income countries 1950 glacial_lake_outburst_flood 0.0
Moldova 2020 wet_mass_movement 0.0
Sri Lanka 1960 wet_mass_movement 0.0
Vietnam 2010 wet_mass_movement 0.0
- - Removed values: 6396 / 36816 (17.37%)
country year type total_dead_per_100k_people
Ghana 2020 glacial_lake_outburst 0.0
Low-income countries 1950 glacial_lake_outburst 0.0
Moldova 2020 landslide 0.0
Somalia 1960 landslide 0.0
USSR 2010 landslide 0.0
~ Changed values: 1029 / 36816 (2.79%)
country year type total_dead_per_100k_people - total_dead_per_100k_people +
Chile 2010 wildfire 0.017951 0.017946
Lower-middle-income countries 2010 earthquake 0.817906 0.800871
Luxembourg 2020 extreme_temperature 1.698577 1.358861
North America 2020 extreme_temperature 0.044785 0.035828
Slovakia 2010 extreme_temperature 0.235319 0.235190
= Dataset garden/faostat/2024-03-14/faostat_fa
= Table faostat_fa_flat
= Table faostat_fa
2024-04-16 14:39:48 [warning ] Passing a SingleBlockManager to Variable is deprecated and will raise in a future version. Use public APIs instead. category=DeprecationWarning filename=/home/owid/etl/lib/catalog/owid/catalog/variables.py lineno=95
2024-04-16 14:39:48 [warning ] Passing a SingleBlockManager to Variable is deprecated and will raise in a future version. Use public APIs instead. category=DeprecationWarning filename=/home/owid/etl/lib/catalog/owid/catalog/variables.py lineno=95
Legend: +New ~Modified -Removed =Identical Details
Hint: Run this locally with etl diff REMOTE data/ --include yourdataset --verbose --snippetAutomatically updated datasets matching weekly_wildfires|excess_mortality|covid|fluid|flunet|country_profile are not included Edited: 2024-04-16 14:57:52 UTC |
…owid/etl into update-natural-disasters-data
…owid/etl into update-natural-disasters-data
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