https://github.com/dkobak/excess-mortality
Raw File
Tip revision: 6438a919da6276f26107049d315a27eb2ae605d8 authored by Ariel Karlinsky on 01 April 2024, 16:07:23 UTC
WMD Data update
Tip revision: 6438a91
excess-mortality.csv
Country,Data until,Data type,COVID-19 deaths,Excess deaths,Excess deaths std,t-statistic,Undercount ratio,Excess per 100k,Excess as % of annual baseline
Albania,"Sep 30, 2023",m,3604,15042,2967,5.1,4.17,524.7,69.0
Algeria,"Dec 31, 2020",m,2769,50425,1990,25.3,18.21,116.0,27.1
Andorra,"Dec 31, 2021",m,140,132,54,2.5,0.94,169.9,40.1
Antigua and Barbuda,"Dec 31, 2021",m,119,-55,85,0.6,nan,-59.3,-8.7
Argentina,"Dec 31, 2022",m,130171,186455,20892,8.9,1.43,414.0,54.6
Armenia,"Dec 31, 2023",m,8775,18842,3122,6.0,2.15,671.6,74.3
Aruba,"Dec 31, 2021",m,181,342,70,4.9,1.89,320.9,50.1
Australia,"Nov 26, 2023",w,23793,33673,4292,7.8,1.42,131.2,20.0
Austria,"Feb 04, 2024",w,22534,29258,4816,6.1,1.30,328.4,34.9
Azerbaijan,"Jan 31, 2024",m,10353,36606,5812,6.3,3.54,355.9,63.5
Bahamas,"Dec 31, 2021",m,717,1092,160,6.8,1.52,268.7,39.8
Barbados,"Sep 30, 2023",m,593,633,610,1.0,1.07,225.6,22.4
Belarus,"Mar 31, 2021",m,2276,32336,2093,15.5,14.21,335.7,26.8
Belgium,"Mar 10, 2024",w,34339,31922,6353,5.0,0.93,276.1,28.7
Belize,"Dec 31, 2022",m,688,722,198,3.6,1.05,182.9,35.6
Bermuda,"Dec 31, 2021",m,110,188,49,3.9,1.71,294.0,34.2
Bhutan,"Dec 31, 2021",m,3,-181,nan,nan,nan,-23.4,-5.6
Bolivia,"Jan 31, 2022",m,21102,62893,1233,51.0,2.98,526.9,117.5
Bosnia,"Dec 31, 2023",m,16381,22673,3907,5.8,1.38,683.3,62.6
Brazil,"Nov 30, 2023",m,702116,932897,49346,18.9,1.33,437.6,68.4
Brunei,"Dec 31, 2022",m,148,470,230,2.0,3.17,106.4,26.6
Bulgaria,"Feb 04, 2024",w,38686,63729,6179,10.3,1.65,913.1,58.0
Cabo Verde,"Dec 31, 2021",m,353,572,204,2.8,1.62,98.2,20.7
Canada,"Oct 22, 2023",w,53087,68689,6921,9.9,1.29,181.3,23.0
Chile,"Sep 10, 2023",w,61458,63258,3912,16.2,1.03,327.8,56.1
Colombia,"Apr 02, 2023",w,142678,191147,4220,45.3,1.34,375.3,76.2
Costa Rica,"Dec 31, 2022",m,9085,8085,1234,6.6,0.89,157.8,32.0
Croatia,"Feb 04, 2024",w,18687,24863,3545,7.0,1.33,606.9,47.3
Cuba,"Dec 31, 2022",m,8530,56695,6884,8.2,6.65,501.7,50.6
Cyprus,"Feb 04, 2024",w,1365,1901,593,3.2,1.39,153.6,30.1
Czechia,"Jan 28, 2024",w,43470,44970,6593,6.8,1.03,427.0,39.0
Denmark,"Feb 04, 2024",w,9607,6572,2076,3.2,0.68,112.8,11.7
Dominican Republic,"Oct 31, 2022",m,4384,6398,2146,3.0,1.46,58.2,14.3
Ecuador,"Mar 17, 2024",w,36032,85317,3286,26.0,2.37,485.1,110.6
Egypt,"Dec 31, 2023",m,24830,357836,64599,5.5,14.41,333.0,63.8
El Salvador,"Aug 31, 2020",m,752,4729,888,5.3,6.29,75.2,11.2
Estonia,"Mar 10, 2024",w,2997,5095,1021,5.0,1.70,383.2,32.0
Faroe Islands,"Jan 31, 2024",m,28,-35,110,0.3,nan,-66.1,-8.1
Fiji,"Dec 31, 2021",m,700,1995,nan,nan,2.85,216.7,27.2
Finland,"Jan 28, 2024",w,11461,16549,2331,7.1,1.44,299.3,29.6
France,"Feb 04, 2024",w,167985,133034,27612,4.8,0.79,206.3,21.6
French Guiana,"Feb 04, 2024",w,413,357,203,1.8,0.86,122.7,34.6
French Polynesia,"Dec 31, 2021",m,636,565,143,4.0,0.89,187.0,33.7
Georgia,"Dec 31, 2023",m,17132,25802,4875,5.3,1.51,685.2,56.8
Germany,"Mar 03, 2024",w,174979,252477,50031,5.0,1.44,303.0,26.0
Gibraltar,"Jan 31, 2021",m,80,21,21,1.0,0.26,64.6,6.9
Greece,"Feb 04, 2024",w,38849,39105,7423,5.3,1.01,372.0,30.8
Greenland,"Dec 31, 2023",m,21,-161,166,1.0,nan,-288.1,-29.5
Guadeloupe,"Feb 04, 2024",w,1021,1500,395,3.8,1.47,379.1,42.4
Guatemala,"Jan 01, 2023",w,20000,52385,2302,22.8,2.62,301.7,60.7
Hong Kong,"Oct 31, 2023",m,13467,18158,4068,4.5,1.35,242.1,37.0
Hungary,"Feb 11, 2024",w,49043,42570,8189,5.2,0.87,436.6,32.1
Iceland,"Feb 04, 2024",w,186,656,299,2.2,3.52,178.8,28.2
Iran,"Oct 09, 2022",w,144478,273733,14086,19.4,1.89,313.6,69.2
Ireland,"Feb 04, 2024",w,9537,10838,1638,6.6,1.14,219.1,33.8
Israel,"Mar 03, 2024",w,12707,15076,1934,7.8,1.19,172.2,32.3
Italy,"Dec 31, 2023",w,195536,268399,35176,7.6,1.37,451.1,41.0
Jamaica,"Dec 31, 2022",m,3463,5112,1623,3.1,1.48,181.3,24.5
Japan,"Jan 31, 2024",m,74694,223152,43499,5.1,2.99,178.2,15.8
Jordan,"Dec 31, 2022",m,14122,16203,2800,5.8,1.15,148.3,56.8
Kazakhstan,"Jan 31, 2024",m,19072,79487,12559,6.3,4.17,418.8,60.0
Kosovo,"Oct 31, 2023",m,3212,4050,711,5.7,1.26,226.7,41.9
Kuwait,"Dec 31, 2022",m,2570,6952,476,14.6,2.71,159.4,94.5
Kyrgyzstan,"Jan 31, 2024",m,1024,13718,2498,5.5,13.40,213.5,42.2
Latvia,"Feb 04, 2024",w,7465,10272,1508,6.8,1.38,541.5,35.9
Lebanon,"Dec 31, 2021",m,9136,12604,1534,8.2,1.38,222.6,50.2
Liechtenstein,"Sep 30, 2022",m,86,52,62,0.8,0.61,135.1,19.4
Lithuania,"Mar 03, 2024",w,9799,26592,2051,13.0,2.71,942.9,69.4
Luxembourg,"Feb 04, 2024",w,1000,-305,474,0.6,nan,-48.5,-6.7
Macao,"Jan 31, 2024",m,121,1287,421,3.1,10.64,190.3,57.0
Malaysia,"Dec 31, 2023",m,37315,42532,7469,5.7,1.14,128.1,23.6
Maldives,"Dec 31, 2021",m,262,564,111,5.1,2.15,109.7,50.6
Malta,"Feb 11, 2024",w,902,760,433,1.8,0.84,147.5,19.6
Martinique,"Feb 04, 2024",w,1104,1366,366,3.7,1.24,368.8,37.5
Mauritius,"Dec 31, 2022",m,1041,1950,620,3.1,1.87,150.3,17.0
Mayotte,"Feb 04, 2024",w,187,515,170,3.0,2.76,168.7,64.5
Mexico,"Dec 17, 2023",w,334949,651404,22123,29.4,1.94,517.0,84.4
Moldova,"Dec 31, 2022",m,11933,18529,2407,7.7,1.55,600.6,52.1
Monaco,"Dec 31, 2022",m,65,228,114,2.0,3.50,616.8,46.0
Mongolia,"Feb 29, 2024",m,2284,175,1746,0.1,0.08,5.3,1.0
Montenegro,"Dec 03, 2023",w,2654,3011,663,4.5,1.13,478.6,44.5
Namibia,"Dec 31, 2021",m,3656,3008,938,3.2,0.82,120.8,15.5
Netherlands,"Mar 03, 2024",w,22986,54402,6620,8.2,2.37,312.0,34.6
New Caledonia,"Sep 30, 2023",m,314,516,281,1.8,1.64,180.2,31.4
New Zealand,"Feb 25, 2024",w,3817,593,1444,0.4,0.16,11.7,1.7
Nicaragua,"Dec 31, 2022",m,245,17835,1227,14.5,72.80,264.0,70.0
North Macedonia,"Jan 31, 2024",m,9972,16698,2770,6.0,1.67,791.0,83.3
Norway,"Mar 03, 2024",w,5732,9726,1803,5.4,1.70,180.8,23.5
Oman,"Feb 29, 2024",m,4628,3640,1195,3.0,0.79,80.1,39.3
Palestine,"Dec 31, 2021",m,4942,4714,1787,2.6,0.95,93.9,36.5
Panama,"Oct 31, 2021",m,7322,7312,605,12.1,1.00,170.3,35.1
Paraguay,"Jan 31, 2024",m,19880,26242,3261,8.0,1.32,396.5,77.0
Peru,"Oct 09, 2022",w,216727,202626,2715,74.6,0.93,608.4,124.0
Philippines,"Aug 31, 2023",m,66661,274594,25480,10.8,4.12,244.8,43.9
Poland,"Feb 04, 2024",w,120618,161560,19133,8.4,1.34,420.4,38.1
Portugal,"Mar 03, 2024",w,28113,35163,7295,4.8,1.25,341.5,30.4
Puerto Rico,"Aug 27, 2023",w,5938,12444,1810,6.9,2.10,380.4,40.8
Qatar,"Jan 31, 2024",m,690,1846,262,7.0,2.67,66.9,82.0
Romania,"Jan 28, 2024",w,68676,96162,13230,7.3,1.40,494.6,36.0
Russia,"Jan 31, 2024",m,401991,1347104,87303,15.4,3.35,918.0,76.3
RĂ©union,"Feb 04, 2024",w,921,1053,434,2.4,1.14,110.0,19.7
Saint Kitts and Nevis,"Sep 30, 2022",m,46,188,102,1.9,4.09,395.0,51.3
Saint Vincent and the Grenadines,"Dec 31, 2021",m,83,123,89,1.4,1.48,117.2,11.8
San Marino,"Oct 31, 2023",m,126,135,106,1.3,1.07,395.9,52.0
Serbia,"Feb 29, 2024",m,18057,58551,12638,4.6,3.24,1050.8,57.9
Seychelles,"Dec 31, 2022",m,172,-51,134,0.4,nan,-48.2,-6.1
Singapore,"Dec 31, 2023",m,1954,9070,1487,6.1,4.64,153.5,41.2
Slovakia,"Feb 11, 2024",w,21221,30834,3336,9.2,1.45,565.1,56.4
Slovenia,"Jan 21, 2024",w,9970,6263,1335,4.7,0.63,295.7,29.4
South Africa,"Mar 03, 2024",w,102595,307422,16090,19.1,3.00,522.8,57.8
South Korea,"Oct 01, 2023",w,35934,85509,9990,8.6,2.38,164.9,27.6
Spain,"Feb 04, 2024",w,121852,154276,21369,7.2,1.27,325.7,36.0
Suriname,"Dec 31, 2021",m,1189,1580,199,7.9,1.33,260.2,40.3
Sweden,"Dec 31, 2023",w,26687,21162,3678,5.8,0.79,204.1,23.1
Switzerland,"Feb 18, 2024",w,14188,22132,3785,5.8,1.56,256.2,32.2
Taiwan,"Feb 29, 2024",m,17672,38156,20033,1.9,2.16,160.2,21.3
Tajikistan,"Dec 31, 2022",m,125,14686,2910,5.0,117.49,153.9,44.8
Thailand,"Feb 29, 2024",m,34569,197256,42735,4.6,5.71,276.0,39.6
Transnistria,"Oct 31, 2022",m,2274,2611,631,4.1,1.15,561.3,38.4
Tunisia,"Aug 31, 2023",m,29423,28655,7020,4.1,0.97,235.6,37.0
Turkey,"Dec 31, 2022",m,101419,233655,24578,9.5,2.30,277.7,52.7
Ukraine,"Jan 31, 2022",m,98829,183524,21325,8.6,1.86,483.4,31.8
United Arab Emirates,"Dec 31, 2021",m,2165,3855,466,8.3,1.78,41.5,41.8
United Kingdom,"Mar 03, 2024",w,232112,240397,31883,7.5,1.04,358.5,39.0
United States,"Aug 20, 2023",w,1136149,1316121,48843,26.9,1.16,391.8,44.4
Uruguay,"May 31, 2023",m,7625,7396,2768,2.7,0.97,215.7,21.2
Uzbekistan,"Sep 30, 2023",m,1016,64184,14401,4.5,63.17,191.4,40.9
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