Datasets:

electricsheepafrica
/

african-loss-damage-quantification

record_id int64 1 22.5k	country stringclasses 25 values	region stringclasses 5 values	income_level stringclasses 3 values	scenario stringclasses 3 values	year int64 2.03k 2.05k	population int64 11.5M 224M	gdp_usd float64 5B 477B	co2_per_capita_tonnes float64 0 7	loss_agriculture_usd float64 18.6M 81.5B	loss_infrastructure_usd float64 18.3M 54.8B	loss_health_usd float64 9.35M 27.2B	loss_water_usd float64 12.8M 44B	loss_energy_usd float64 3.93M 18.1B	loss_tourism_usd float64 2.89M 15B	total_sector_loss_usd float64 79.9M 197B	attribution_confidence float64 0.53 0.93	primary_climate_hazard stringclasses 4 values	hazard_weight_drought float64 0.07 0.67	hazard_weight_flood float64 0.04 0.67	hazard_weight_cyclone float64 0.01 0.58	hazard_weight_heat float64 0.05 0.36	hazard_weight_sea_level float64 0.02 0.56	hazard_weight_wildfire float64 0.02 0.1	hazard_weight_landslide float64 0.02 0.11	insurance_coverage_gap float64 0.58 0.99	uninsured_loss_usd float64 74.2M 184B	displaced_people int64 10.6k 7.21M	displacement_cost_per_person_usd float64 800 9.6k	total_displacement_cost_usd float64 8.67M 34.6B	ecosystem_loss_pct_gdp float64 0.05 3.39	ecosystem_loss_usd float64 3.92M 11.7B	cultural_heritage_damage_usd float64 2.15M 140M	adaptation_gap float64 0.37 0.98	adaptation_needed_usd float64 150M 45.8B	adaptation_received_usd float64 3M 21.6B	adaptation_shortfall_usd float64 105M 39.3B	climate_finance_received_usd float64 92M 10.7B	climate_finance_needed_usd float64 978M 85.9B	climate_finance_gap_usd float64 886M 75.2B	gdp_impact_pct float64 1.47 50.2	mortality_rate_per_100k float64 1.08 80	mortality_count int64 329 166k	mortality_cost_usd int64 19.6M 24.9B	total_loss_damage_usd float64 135M 215B	total_loss_damage_pct_gdp float64 1.63 45
301	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,266,493,907.37	2,286,714,671.56	1,212,470,579.09	2,341,065,657.01	1,205,526,731.64	995,247,997.88	13,307,519,544.55	0.7373	drought	0.414	0.1126	0.1206	0.1899	0.0958	0.0298	0.0372	0.6366	8,471,233,877.86	91,343	3,000	274,029,000	0.1839	733,919,672.11	24,635,678.02	0.5723	11,970,000,000	5,119,247,900.6	6,850,752,099.4	1,515,000,000	10,908,000,000	9,393,000,000	3.3352	3.61	2,185	874,000,000	15,214,103,894.68	3.8131
302	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,461,714,558.12	2,668,829,535.94	2,029,514,711.69	2,438,876,282.47	1,186,935,773.17	893,284,888.48	15,679,155,749.87	0.8069	drought	0.3548	0.0981	0.1852	0.186	0.0837	0.0461	0.0461	0.6397	10,030,561,756.84	49,082	3,000	147,246,000	0.1886	752,497,045.51	16,616,481.85	0.5288	11,970,000,000	5,640,761,561.49	6,329,238,438.51	1,515,000,000	10,908,000,000	9,393,000,000	3.9296	3.77	2,287	914,800,000	17,510,315,277.23	4.3886
303	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,182,085,622.04	3,017,799,138.23	1,943,073,883.41	2,409,433,843.51	1,265,509,587.13	824,645,017.79	16,642,547,092.11	0.7534	drought	0.3861	0.1072	0.1893	0.122	0.1106	0.051	0.0339	0.7613	12,670,219,644.77	55,568	3,000	166,704,000	0.1835	732,163,339.33	35,274,878.7	0.601	11,970,000,000	4,776,008,150.62	7,193,991,849.38	1,515,000,000	10,908,000,000	9,393,000,000	4.1711	3.31	2,008	803,200,000	18,379,889,310.14	4.6065
304	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,270,626,544.67	2,801,409,880.18	1,322,041,294.96	3,636,423,935.06	1,278,963,258.42	842,588,565.72	16,152,053,479.02	0.7115	drought	0.4202	0.1662	0.1417	0.1097	0.0889	0.0271	0.0463	0.7439	12,015,331,803.84	86,492	3,000	259,476,000	0.1903	759,281,931.98	28,875,360.72	0.4746	11,970,000,000	6,289,370,746.98	5,680,629,253.02	1,515,000,000	10,908,000,000	9,393,000,000	4.0481	3.6	2,180	872,000,000	18,071,686,771.71	4.5292
305	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,852,036,668.95	2,637,385,954.84	1,677,263,083.93	2,593,217,452.97	1,227,245,702.94	835,026,227.38	16,822,175,091.01	0.7378	drought	0.3495	0.1299	0.2077	0.1222	0.1172	0.0402	0.0333	0.6381	10,734,027,012.25	76,666	3,000	229,998,000	0.1992	794,787,836.28	30,120,801.29	0.5547	11,970,000,000	5,330,526,187.38	6,639,473,812.62	1,515,000,000	10,908,000,000	9,393,000,000	4.2161	3.42	2,069	827,600,000	18,704,681,728.58	4.6879
306	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,699,044,940.06	2,602,174,388.06	1,178,162,420.21	2,678,599,718.23	1,088,429,665.57	1,029,518,844.9	14,275,929,977.03	0.8702	drought	0.3582	0.1259	0.1495	0.1857	0.0999	0.044	0.0368	0.6656	9,501,626,830.79	80,919	3,000	242,757,000	0.186	742,063,194.23	32,430,987.44	0.4867	11,970,000,000	6,143,757,157.84	5,826,242,842.16	1,515,000,000	10,908,000,000	9,393,000,000	3.5779	3.76	2,279	911,600,000	16,204,781,158.7	4.0613
307	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,118,434,091.57	2,570,034,074.59	1,245,697,240.46	2,623,110,099.16	1,566,101,365.47	781,101,075.39	14,904,477,946.64	0.8119	drought	0.3992	0.1039	0.1358	0.182	0.0979	0.0369	0.0443	0.7599	11,326,269,088.26	61,768	3,000	185,304,000	0.1729	689,938,964.85	26,960,317.16	0.5226	11,970,000,000	5,714,123,402.38	6,255,876,597.62	1,515,000,000	10,908,000,000	9,393,000,000	3.7355	4.63	2,807	1,122,800,000	16,929,481,228.65	4.243
308	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,788,298,035.29	2,496,441,822.33	1,393,033,641.54	2,815,962,958.36	1,360,225,901.58	849,290,858.85	14,703,253,217.95	0.7565	drought	0.3476	0.1472	0.195	0.148	0.0954	0.0389	0.0279	0.6851	10,073,622,814.66	54,114	3,000	162,342,000	0.2052	818,823,605.86	40,121,957.98	0.5058	11,970,000,000	5,915,405,905.7	6,054,594,094.3	1,515,000,000	10,908,000,000	9,393,000,000	3.685	3.12	1,888	755,200,000	16,479,740,781.79	4.1303
309	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,359,762,521.01	2,864,759,576.57	1,157,530,939.15	2,019,657,345.27	1,577,679,069.11	800,834,918.31	14,780,224,369.42	0.8101	drought	0.3313	0.142	0.1763	0.1544	0.0938	0.0547	0.0475	0.6938	10,255,112,256.83	70,402	3,000	211,206,000	0.209	833,763,565.36	20,042,922.74	0.5566	11,970,000,000	5,307,200,459.62	6,662,799,540.38	1,515,000,000	10,908,000,000	9,393,000,000	3.7043	3.31	2,003	801,200,000	16,646,436,857.52	4.172
310	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,192,943,203.6	2,401,129,054.1	1,077,444,111.5	3,406,697,050.04	1,233,523,259.76	784,540,979.96	16,096,277,658.96	0.7742	drought	0.4825	0.0713	0.1666	0.1105	0.1003	0.0346	0.0342	0.7467	12,018,846,371.89	72,385	3,000	217,155,000	0.2273	906,840,077.47	32,773,681.81	0.4962	11,970,000,000	6,030,714,140.66	5,939,285,859.34	1,515,000,000	10,908,000,000	9,393,000,000	4.0342	3.16	1,917	766,800,000	18,019,846,418.24	4.5163
311	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,729,554,988.92	2,132,263,782.15	1,969,452,915.72	3,363,307,645.7	1,045,744,703.66	1,112,913,121.14	15,353,237,157.28	0.7334	drought	0.3608	0.1205	0.1453	0.1734	0.1021	0.041	0.0569	0.7052	10,826,603,846.73	71,805	3,000	215,415,000	0.1872	747,051,207.25	31,971,309.12	0.5563	11,970,000,000	5,311,156,911.45	6,658,843,088.55	1,515,000,000	10,908,000,000	9,393,000,000	3.8479	3.26	1,974	789,600,000	17,137,274,673.66	4.2951
312	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,451,176,862.98	2,501,559,249.34	1,378,376,555.34	3,369,575,560.2	1,346,020,629.71	835,681,707.78	16,882,390,565.36	0.682	drought	0.2752	0.1332	0.2367	0.1473	0.1267	0.0359	0.0449	0.7158	12,083,654,255.84	85,839	3,000	257,517,000	0.1878	749,153,157.31	26,887,903.83	0.5318	11,970,000,000	5,604,098,617.01	6,365,901,382.99	1,515,000,000	10,908,000,000	9,393,000,000	4.2312	3.4	2,063	825,200,000	18,741,148,626.49	4.697
313	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,025,488,606.08	2,183,369,968.28	1,705,488,920.56	2,921,640,897.14	1,136,897,572.71	945,852,865.51	14,918,738,830.27	0.7802	drought	0.4274	0.1146	0.1115	0.1962	0.0851	0.0304	0.0348	0.7257	10,826,410,156.21	51,819	3,000	155,457,000	0.2212	882,509,233.42	21,681,320.52	0.5321	11,970,000,000	5,600,660,018.16	6,369,339,981.84	1,515,000,000	10,908,000,000	9,393,000,000	3.739	5.2	3,150	1,260,000,000	17,238,386,384.21	4.3204
314	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,697,832,693.92	2,822,835,198.17	1,363,825,310.76	2,661,924,658.65	1,137,668,833.4	896,382,151.74	16,580,468,846.64	0.757	drought	0.3352	0.1181	0.1823	0.1843	0.1111	0.0302	0.0388	0.7388	12,248,834,555.65	88,239	3,000	264,717,000	0.2101	838,409,240.98	22,834,874.15	0.5871	11,970,000,000	4,942,519,356.81	7,027,480,643.19	1,515,000,000	10,908,000,000	9,393,000,000	4.1555	3.45	2,091	836,400,000	18,542,829,961.78	4.6473
315	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,331,235,875.99	2,584,756,782.8	1,603,116,959.42	2,961,346,588.71	1,138,723,056.67	800,308,484.16	15,419,487,747.75	0.7013	drought	0.4326	0.0961	0.1956	0.1215	0.0875	0.0341	0.0325	0.728	11,224,656,610.06	97,162	3,000	291,486,000	0.1938	773,248,448.16	23,535,694.5	0.6233	11,970,000,000	4,508,630,639.7	7,461,369,360.3	1,515,000,000	10,908,000,000	9,393,000,000	3.8645	3.78	2,288	915,200,000	17,422,957,890.41	4.3667
316	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,020,902,096.46	2,025,078,623.3	1,612,509,324.61	3,010,055,603.97	929,542,981.47	1,016,567,919.75	14,614,656,549.57	0.7128	drought	0.3704	0.1258	0.163	0.1928	0.0817	0.0367	0.0296	0.7343	10,731,235,710.47	71,731	3,000	215,193,000	0.2006	800,299,597.04	23,869,498.07	0.6106	11,970,000,000	4,661,040,671.27	7,308,959,328.73	1,515,000,000	10,908,000,000	9,393,000,000	3.6628	2.91	1,761	704,400,000	16,358,418,644.67	4.0999
317	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,489,394,578.46	2,510,802,496.96	1,317,568,166.17	3,091,685,582.31	1,156,392,041.35	710,173,931.1	16,276,016,796.35	0.7275	drought	0.3707	0.1181	0.172	0.1665	0.0995	0.0373	0.0359	0.7248	11,796,227,382.89	96,064	3,000	288,192,000	0.2022	806,917,582.64	34,758,532.86	0.4821	11,970,000,000	6,199,367,690.5	5,770,632,309.5	1,515,000,000	10,908,000,000	9,393,000,000	4.0792	3.27	1,984	793,600,000	18,199,484,911.85	4.5613
318	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,417,278,494.61	2,471,204,708.43	1,366,728,840.31	2,479,466,764.49	1,250,824,655.53	887,820,700.14	13,873,324,163.52	0.7317	drought	0.4333	0.076	0.1537	0.2122	0.0761	0.0232	0.0256	0.7509	10,417,598,277.34	57,553	3,000	172,659,000	0.1861	742,491,621.62	50,092,271.31	0.4981	11,970,000,000	6,007,737,825.96	5,962,262,174.04	1,515,000,000	10,908,000,000	9,393,000,000	3.477	2.86	1,731	692,400,000	15,530,967,056.45	3.8925
319	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,122,301,997.43	2,975,679,092.4	1,293,149,592.03	2,815,915,605.17	1,533,537,930.49	1,147,706,336.16	16,888,290,553.69	0.741	drought	0.4293	0.0989	0.1785	0.132	0.0933	0.0368	0.0312	0.6079	10,267,086,464.82	61,709	3,000	185,127,000	0.1916	764,657,619.9	23,432,902.53	0.5406	11,970,000,000	5,498,933,851.5	6,471,066,148.5	1,515,000,000	10,908,000,000	9,393,000,000	4.2327	4.14	2,508	1,003,200,000	18,864,708,076.12	4.728
320	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,475,237,942.88	2,025,859,583.74	1,292,648,832.37	2,493,850,179.17	1,329,704,907.16	1,061,685,321.36	16,678,986,766.67	0.7521	drought	0.3632	0.1066	0.2101	0.1568	0.0888	0.0457	0.0287	0.6431	10,726,436,756.54	86,066	3,000	258,198,000	0.2157	860,578,187.22	15,385,279.26	0.5498	11,970,000,000	5,388,776,774	6,581,223,226	1,515,000,000	10,908,000,000	9,393,000,000	4.1802	2.76	1,670	668,000,000	18,481,148,233.14	4.6319
321	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,540,372,498.04	2,224,771,404.77	1,321,962,723.55	2,741,338,266.79	1,346,160,612.1	1,072,732,207.96	15,247,337,713.22	0.7492	drought	0.4074	0.1262	0.1433	0.1089	0.1418	0.0388	0.0336	0.7123	10,860,038,791.26	66,624	3,000	199,872,000	0.2037	812,655,748.03	27,903,366.28	0.5451	11,970,000,000	5,445,338,443.7	6,524,661,556.3	1,515,000,000	10,908,000,000	9,393,000,000	3.8214	2.67	1,618	647,200,000	16,934,968,827.53	4.2444
322	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,248,393,971.91	2,222,168,558.04	1,697,841,376.91	2,594,658,473.78	1,146,198,803.99	947,542,851.64	13,856,804,036.26	0.7126	drought	0.3425	0.1416	0.1807	0.1263	0.1172	0.0457	0.0459	0.76	10,531,638,335.77	95,313	3,000	285,939,000	0.1909	761,622,625.07	21,364,021.38	0.4191	11,970,000,000	6,953,452,719.42	5,016,547,280.58	1,515,000,000	10,908,000,000	9,393,000,000	3.4729	2.8	1,698	679,200,000	15,604,929,682.71	3.911
323	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,681,069,034.57	2,465,799,878.63	1,134,813,125.06	2,909,743,439.17	1,400,264,436.76	767,174,813.04	13,358,864,727.23	0.715	drought	0.3896	0.1004	0.1554	0.1285	0.149	0.0354	0.0417	0.6815	9,104,725,143.83	46,342	3,000	139,026,000	0.2068	825,265,716.26	23,351,580.95	0.5985	11,970,000,000	4,805,850,213.08	7,164,149,786.92	1,515,000,000	10,908,000,000	9,393,000,000	3.3481	2.97	1,798	719,200,000	15,065,708,024.44	3.7759
324	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,878,858,095.37	2,077,854,729.45	1,361,686,551.62	2,780,612,166.59	1,038,601,639.35	991,070,523.59	14,128,683,705.97	0.7108	drought	0.2833	0.0973	0.2222	0.2072	0.1053	0.0401	0.0447	0.6807	9,617,121,509.12	80,862	3,000	242,586,000	0.1872	746,775,781.71	25,235,949.36	0.5343	11,970,000,000	5,574,842,461.03	6,395,157,538.97	1,515,000,000	10,908,000,000	9,393,000,000	3.541	3.57	2,162	864,800,000	16,008,081,437.04	4.0121
325	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,906,477,175.81	1,854,479,716.72	1,222,701,884.41	2,417,946,679.63	1,383,352,871.31	1,276,890,813.22	15,061,849,141.11	0.7419	drought	0.4027	0.0884	0.1639	0.1589	0.1237	0.0321	0.0303	0.6437	9,695,627,107.61	78,812	3,000	236,436,000	0.2282	910,695,120.33	25,684,285.74	0.5047	11,970,000,000	5,929,129,154.27	6,040,870,845.73	1,515,000,000	10,908,000,000	9,393,000,000	3.7749	4.04	2,448	979,200,000	17,213,864,547.17	4.3143
326	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,482,508,715.1	2,096,421,190.33	1,491,460,736.88	2,069,488,785.78	1,460,597,473.7	844,472,312.39	15,444,949,214.19	0.8168	drought	0.3636	0.1224	0.1446	0.2002	0.1102	0.0208	0.0382	0.7197	11,115,058,252.54	56,938	3,000	170,814,000	0.2306	920,181,902.55	36,843,792.14	0.5941	11,970,000,000	4,858,451,534.18	7,111,548,465.82	1,515,000,000	10,908,000,000	9,393,000,000	3.8709	3.12	1,892	756,800,000	17,329,588,908.88	4.3433
327	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,907,681,437.24	2,485,606,732.98	1,321,379,413.97	2,868,710,340.25	1,472,545,162.22	915,872,123.34	14,971,795,210.01	0.7364	drought	0.4521	0.0944	0.1785	0.1074	0.1119	0.0293	0.0265	0.6983	10,455,500,960.41	73,005	3,000	219,015,000	0.1846	736,467,858.04	28,893,249.51	0.573	11,970,000,000	5,111,164,669.17	6,858,835,330.83	1,515,000,000	10,908,000,000	9,393,000,000	3.7523	4.41	2,672	1,068,800,000	17,024,971,317.57	4.2669
328	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,491,436,544.27	1,682,987,860.35	1,073,927,801.87	2,474,855,040.79	1,260,370,095.88	830,494,213.66	13,814,071,556.82	0.6744	drought	0.3569	0.1206	0.1349	0.1498	0.1434	0.0439	0.0506	0.6673	9,217,913,432.45	78,638	3,000	235,914,000	0.212	845,803,255.89	24,898,810.85	0.6078	11,970,000,000	4,694,134,982.05	7,275,865,017.95	1,515,000,000	10,908,000,000	9,393,000,000	3.4622	3.71	2,251	900,400,000	15,821,087,623.57	3.9652
329	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,947,935,981.99	3,076,125,161.41	1,356,589,015.53	3,169,403,405.05	1,240,805,328.92	976,039,916.2	15,766,898,809.1	0.8271	drought	0.3662	0.1278	0.2184	0.1315	0.0911	0.0391	0.0259	0.6923	10,914,839,012.5	75,966	3,000	227,898,000	0.2275	907,773,537.97	24,182,398.5	0.484	11,970,000,000	6,177,054,031.08	5,792,945,968.92	1,515,000,000	10,908,000,000	9,393,000,000	3.9516	4.83	2,925	1,170,000,000	18,096,752,745.57	4.5355
330	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,961,315,276.06	2,607,812,040.1	1,341,081,424.75	2,016,348,023.5	1,581,171,191.94	891,539,283.07	14,399,267,239.41	0.8249	drought	0.363	0.0875	0.231	0.1372	0.1008	0.0267	0.0538	0.6896	9,929,713,809.25	60,984	3,000	182,952,000	0.2055	819,772,357.96	23,687,063.22	0.4911	11,970,000,000	6,091,390,232.61	5,878,609,767.39	1,515,000,000	10,908,000,000	9,393,000,000	3.6088	4.36	2,644	1,057,600,000	16,483,278,660.59	4.1311
331	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,129,739,940.72	2,535,835,563.07	1,601,374,230.68	2,707,601,391.14	1,233,790,321.05	680,051,750.2	13,888,393,196.86	0.7128	drought	0.4561	0.1054	0.1266	0.135	0.1306	0.0203	0.0259	0.7075	9,826,205,035.29	62,127	3,000	186,381,000	0.2041	814,394,215.87	29,645,539.54	0.5981	11,970,000,000	4,810,442,022.85	7,159,557,977.15	1,515,000,000	10,908,000,000	9,393,000,000	3.4808	2.91	1,764	705,600,000	15,624,413,952.27	3.9159
332	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,356,688,729.82	2,587,399,975.94	1,475,177,383.69	2,526,743,425.92	1,128,465,904.92	645,478,304.81	12,719,953,725.1	0.772	drought	0.3718	0.1144	0.1724	0.1726	0.0922	0.0369	0.0396	0.7582	9,644,489,978.98	64,612	3,000	193,836,000	0.209	833,900,916.67	16,891,993.4	0.5729	11,970,000,000	5,112,857,981.38	6,857,142,018.62	1,515,000,000	10,908,000,000	9,393,000,000	3.188	3.3	1,999	799,600,000	14,564,182,635.18	3.6502
333	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,278,390,219.09	3,291,210,899.29	1,228,685,359.52	2,298,806,489.05	1,074,970,207.51	1,149,624,665.58	14,321,687,840.03	0.781	drought	0.3799	0.098	0.22	0.1017	0.1337	0.0321	0.0348	0.6625	9,488,638,354.15	90,727	3,000	272,181,000	0.2041	814,177,553.47	26,660,662.92	0.5328	11,970,000,000	5,592,669,609.44	6,377,330,390.56	1,515,000,000	10,908,000,000	9,393,000,000	3.5894	3.13	1,895	758,000,000	16,192,707,056.43	4.0583
334	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,052,983,488.46	2,286,948,456.21	1,589,797,046.08	1,693,291,095.8	1,117,440,396.64	764,184,579.47	14,504,645,062.66	0.6907	drought	0.3845	0.1392	0.1887	0.1393	0.0868	0.0304	0.031	0.6914	10,028,537,798.63	78,552	3,000	235,656,000	0.2146	856,089,217.96	26,551,732.88	0.5167	11,970,000,000	5,784,917,538.74	6,185,082,461.26	1,515,000,000	10,908,000,000	9,393,000,000	3.6352	3.7	2,241	896,400,000	16,519,342,013.5	4.1402
335	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,936,899,943.32	2,616,829,146.61	1,554,641,954.72	2,522,215,806.68	1,247,894,658.23	896,873,407.2	14,775,354,916.76	0.7275	drought	0.4012	0.1248	0.1269	0.1647	0.1268	0.0269	0.0286	0.663	9,795,828,479.98	51,189	3,000	153,567,000	0.1866	744,411,267.97	28,139,159.65	0.5149	11,970,000,000	5,807,192,495.67	6,162,807,504.33	1,515,000,000	10,908,000,000	9,393,000,000	3.7031	3.38	2,046	818,400,000	16,519,872,344.39	4.1403
336	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,442,007,625.9	2,458,933,558.43	1,001,002,916.87	2,060,303,664.28	1,199,174,850.82	737,276,048.99	14,898,698,665.29	0.7327	drought	0.3911	0.0768	0.1745	0.1682	0.1007	0.0483	0.0405	0.7013	10,448,395,522.72	97,423	3,000	292,269,000	0.1943	775,155,152.3	32,688,105.8	0.6214	11,970,000,000	4,531,387,043.02	7,438,612,956.98	1,515,000,000	10,908,000,000	9,393,000,000	3.734	4.34	2,630	1,052,000,000	17,050,810,923.38	4.2734
337	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,778,243,914.46	2,958,590,220.39	1,468,108,127.91	1,748,719,896.55	1,155,078,488.42	1,050,471,070.74	15,159,211,718.47	0.713	drought	0.327	0.1304	0.1787	0.1627	0.1109	0.0622	0.0282	0.6911	10,475,941,522.12	59,006	3,000	177,018,000	0.2391	953,844,687.63	38,063,238.18	0.5058	11,970,000,000	5,915,495,533.74	6,054,504,466.26	1,515,000,000	10,908,000,000	9,393,000,000	3.7993	3.58	2,168	867,200,000	17,195,337,644.28	4.3096
338	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,815,724,730.08	2,369,768,429.26	1,103,813,350.04	2,031,828,785.36	1,071,266,873.04	764,399,410.7	12,156,801,578.48	0.7056	drought	0.4324	0.0839	0.1075	0.159	0.1228	0.0561	0.0383	0.7207	8,761,756,503.13	65,718	3,000	197,154,000	0.1964	783,802,550.64	31,262,960.26	0.5117	11,970,000,000	5,845,144,031.08	6,124,855,968.92	1,515,000,000	10,908,000,000	9,393,000,000	3.0468	3.36	2,038	815,200,000	13,984,221,089.38	3.5048
339	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,038,802,172.57	2,441,066,111.37	1,460,170,470.68	3,263,806,439.61	905,235,830.55	933,985,782.44	16,043,066,807.22	0.8601	drought	0.3193	0.0996	0.2048	0.1773	0.1192	0.0439	0.036	0.7113	11,411,134,517.88	101,162	3,000	303,486,000	0.1878	749,335,926.14	24,800,503.4	0.5517	11,970,000,000	5,366,435,465.62	6,603,564,534.38	1,515,000,000	10,908,000,000	9,393,000,000	4.0208	2.51	1,520	608,000,000	17,728,689,236.76	4.4433
340	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,454,119,276.41	2,517,015,911.38	1,408,673,826.93	2,442,364,707.73	1,379,480,130.79	824,056,384.01	16,025,710,237.25	0.8022	drought	0.3121	0.1042	0.2008	0.177	0.1336	0.0307	0.0416	0.6547	10,492,257,403.1	58,371	3,000	175,113,000	0.2142	854,786,109.2	24,452,678.77	0.5273	11,970,000,000	5,658,154,012.57	6,311,845,987.43	1,515,000,000	10,908,000,000	9,393,000,000	4.0165	4	2,423	969,200,000	18,049,262,025.22	4.5236
341	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,398,570,131.25	2,193,986,788.31	981,572,627.58	3,266,554,755.09	1,093,564,082.33	861,296,567.29	13,795,544,951.85	0.7078	drought	0.334	0.1178	0.2273	0.1269	0.1048	0.047	0.0422	0.7278	10,040,488,803.58	67,456	3,000	202,368,000	0.1755	700,382,705.93	27,918,553.45	0.4783	11,970,000,000	6,244,587,419.85	5,725,412,580.15	1,515,000,000	10,908,000,000	9,393,000,000	3.4575	3.09	1,870	748,000,000	15,474,214,211.23	3.8782
342	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,392,030,852.94	3,309,642,750.52	1,226,029,301.11	2,763,163,586.35	1,392,960,757.6	802,552,239.27	17,886,379,487.79	0.6786	drought	0.4082	0.1328	0.136	0.1776	0.0776	0.0328	0.035	0.6995	12,511,666,652.2	70,249	3,000	210,747,000	0.1915	763,972,770.45	27,923,120.63	0.5125	11,970,000,000	5,835,811,669.79	6,134,188,330.21	1,515,000,000	10,908,000,000	9,393,000,000	4.4828	2.94	1,784	713,600,000	19,602,622,378.87	4.9129
343	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,657,847,362.72	2,309,420,668.61	1,848,972,868.61	2,237,083,467.67	1,795,390,232.62	937,285,371.17	14,785,999,971.4	0.7579	drought	0.2884	0.1259	0.2462	0.155	0.1064	0.0332	0.045	0.719	10,631,867,574.04	120,614	3,000	361,842,000	0.1811	722,523,031.55	18,892,619.54	0.5123	11,970,000,000	5,838,287,418.65	6,131,712,581.35	1,515,000,000	10,908,000,000	9,393,000,000	3.7058	3.52	2,131	852,400,000	16,741,657,622.49	4.1959
344	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,499,197,300.25	3,315,853,840.98	1,866,328,381.7	2,641,424,162.75	1,242,731,620.52	1,024,559,198.15	15,590,094,504.34	0.8081	drought	0.3947	0.1016	0.1556	0.1782	0.1034	0.0376	0.0288	0.6678	10,410,446,662.76	65,451	3,000	196,353,000	0.1752	699,155,972.51	27,691,958.37	0.5833	11,970,000,000	4,987,523,211.75	6,982,476,788.25	1,515,000,000	10,908,000,000	9,393,000,000	3.9073	2.86	1,732	692,800,000	17,206,095,435.22	4.3123
345	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,401,456,762.61	2,497,061,831.56	1,251,853,457.24	2,470,581,289.52	1,279,006,202.15	776,804,379.56	14,676,763,922.65	0.6795	drought	0.4468	0.1091	0.1579	0.1305	0.0903	0.0374	0.0281	0.7722	11,333,734,333.59	64,069	3,000	192,207,000	0.1981	790,315,780.01	32,187,743.99	0.7265	11,970,000,000	3,274,360,470.24	8,695,639,529.76	1,515,000,000	10,908,000,000	9,393,000,000	3.6784	2.9	1,759	703,600,000	16,395,074,446.65	4.109
346	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,174,249,717.15	2,534,524,921.3	1,487,853,314.13	2,369,970,044.7	1,178,165,478.65	916,492,022.59	15,661,255,498.52	0.6951	drought	0.4266	0.1288	0.1126	0.1004	0.1562	0.0443	0.031	0.6857	10,738,615,662.59	61,233	3,000	183,699,000	0.183	730,005,243.06	14,752,554.65	0.617	11,970,000,000	4,584,913,036.2	7,385,086,963.8	1,515,000,000	10,908,000,000	9,393,000,000	3.9251	3.16	1,913	765,200,000	17,354,912,296.24	4.3496
347	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,469,397,733.23	2,286,743,632.12	1,490,068,383	2,282,401,829.27	917,764,988.53	719,952,623.59	14,166,329,189.73	0.7544	drought	0.3642	0.1338	0.173	0.1799	0.0922	0.0309	0.026	0.6548	9,275,507,601.06	71,748	3,000	215,244,000	0.1796	716,689,357.45	20,558,764.46	0.5927	11,970,000,000	4,875,880,564.11	7,094,119,435.89	1,515,000,000	10,908,000,000	9,393,000,000	3.5505	3.63	2,201	880,400,000	15,999,221,311.64	4.0098
348	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,836,492,076.65	2,905,110,000.33	1,697,178,577.9	2,935,422,463.26	951,144,159.88	1,032,657,193.9	15,358,004,471.92	0.6614	drought	0.3563	0.1026	0.1235	0.1532	0.1619	0.0641	0.0383	0.7359	11,302,334,725.55	67,562	3,000	202,686,000	0.2146	856,078,372.7	17,917,246.45	0.6086	11,970,000,000	4,685,556,171.83	7,284,443,828.17	1,515,000,000	10,908,000,000	9,393,000,000	3.8491	2.81	1,702	680,800,000	17,115,486,091.07	4.2896
349	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,359,406,150.58	2,602,753,614.24	1,505,013,074.62	2,414,478,471.19	1,281,845,297.63	951,500,852.74	16,114,997,461	0.7244	drought	0.4181	0.1335	0.1434	0.1304	0.1121	0.0418	0.0207	0.6969	11,230,545,404.86	71,875	3,000	215,625,000	0.2172	866,748,565.2	19,151,246.06	0.5474	11,970,000,000	5,417,348,011.85	6,552,651,988.15	1,515,000,000	10,908,000,000	9,393,000,000	4.0388	4.66	2,825	1,130,000,000	18,346,522,272.26	4.5981
350	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,109,803,022.96	3,059,257,949.88	1,339,686,596.02	2,298,019,095.72	1,031,397,822.76	807,680,267.79	13,645,844,755.11	0.6832	drought	0.4445	0.0973	0.1455	0.1544	0.0894	0.0331	0.0358	0.7836	10,693,481,241.14	72,394	3,000	217,182,000	0.1988	793,388,920.4	28,959,404.19	0.5981	11,970,000,000	4,810,536,416.19	7,159,463,583.81	1,515,000,000	10,908,000,000	9,393,000,000	3.42	4.03	2,444	977,600,000	15,662,975,079.7	3.9256
351	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,002,413,074.01	1,925,342,024.36	1,554,541,977.31	2,454,067,860.24	1,384,249,058.21	986,297,991.05	15,306,911,985.17	0.8337	drought	0.4245	0.1061	0.1713	0.1345	0.0856	0.0438	0.0342	0.7541	11,543,526,224.03	95,195	3,000	285,585,000	0.2311	921,935,836.39	26,889,088.47	0.5516	11,970,000,000	5,367,237,225.41	6,602,762,774.59	1,515,000,000	10,908,000,000	9,393,000,000	3.8363	3.99	2,417	966,800,000	17,508,121,910.03	4.388
352	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,463,673,428.8	1,969,799,834.58	1,284,606,300.51	2,554,103,887.05	1,476,458,484.61	932,005,935.42	16,680,647,870.97	0.7689	drought	0.3377	0.1744	0.2262	0.1108	0.0945	0.024	0.0324	0.6549	10,924,313,894.43	57,698	3,000	173,094,000	0.2066	824,155,366.31	17,776,001.66	0.5234	11,970,000,000	5,704,828,833.55	6,265,171,166.45	1,515,000,000	10,908,000,000	9,393,000,000	4.1806	3.77	2,286	914,400,000	18,610,073,238.94	4.6642
353	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,982,697,641.15	2,362,384,593.7	1,496,439,609.41	2,022,744,918.95	1,403,172,055.94	807,669,058.1	15,075,107,877.25	0.7539	drought	0.4174	0.1239	0.1193	0.1368	0.1077	0.0534	0.0414	0.6963	10,496,571,788.98	56,390	3,000	169,170,000	0.1782	711,090,825.01	31,843,218.59	0.5699	11,970,000,000	5,147,703,193.74	6,822,296,806.26	1,515,000,000	10,908,000,000	9,393,000,000	3.7782	4.1	2,482	992,800,000	16,980,011,920.85	4.2556
354	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,837,236,064.57	2,749,410,230.91	1,255,173,264.43	2,586,677,516.17	1,289,781,322.64	762,456,487.89	16,480,734,886.6	0.7341	drought	0.3932	0.1106	0.1719	0.1346	0.1298	0.0321	0.0278	0.6918	11,400,866,769.77	100,257	3,000	300,771,000	0.1624	648,093,220.57	33,795,593.7	0.5032	11,970,000,000	5,947,171,948.12	6,022,828,051.88	1,515,000,000	10,908,000,000	9,393,000,000	4.1305	2.85	1,726	690,400,000	18,153,794,700.87	4.5498
355	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,552,954,448.32	3,029,132,093.06	1,242,422,133.26	2,304,865,492.57	1,188,503,719.68	640,168,458.06	14,958,046,344.95	0.7602	drought	0.4255	0.1181	0.1025	0.2129	0.0917	0.026	0.0234	0.6246	9,342,120,418.81	73,495	3,000	220,485,000	0.2181	870,125,603.5	22,190,332.25	0.6339	11,970,000,000	4,382,746,151.69	7,587,253,848.31	1,515,000,000	10,908,000,000	9,393,000,000	3.7489	2.81	1,703	681,200,000	16,752,047,280.69	4.1985
356	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,022,330,725	2,466,116,732.61	1,418,168,053.7	2,430,595,244.79	1,368,921,134.1	828,216,258.76	14,534,348,148.96	0.6566	drought	0.3221	0.1481	0.1538	0.2041	0.1002	0.0304	0.0412	0.694	10,087,208,825.16	45,291	3,000	135,873,000	0.2072	826,736,200.56	19,571,036.96	0.5582	11,970,000,000	5,288,728,827.58	6,681,271,172.42	1,515,000,000	10,908,000,000	9,393,000,000	3.6427	4.26	2,583	1,033,200,000	16,549,728,386.48	4.1478
357	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,830,534,007.9	2,215,633,449.19	1,299,907,526.92	2,524,680,771.65	1,522,518,938.21	656,751,436.23	14,050,026,130.09	0.7545	drought	0.3992	0.1114	0.1869	0.1268	0.0959	0.0325	0.0473	0.725	10,186,214,764.41	75,588	3,000	226,764,000	0.228	909,682,024.11	24,539,633.21	0.5408	11,970,000,000	5,496,954,038.15	6,473,045,961.85	1,515,000,000	10,908,000,000	9,393,000,000	3.5213	3.83	2,318	927,200,000	16,138,211,787.41	4.0447
358	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	3,839,432,613.44	2,667,377,010.61	1,403,697,572.97	1,975,210,625.73	1,304,080,450.28	942,731,559.89	12,132,529,832.92	0.7828	drought	0.4428	0.1105	0.1105	0.181	0.092	0.0302	0.033	0.5939	7,205,835,559.58	95,573	3,000	286,719,000	0.1858	741,247,758.96	29,681,316.14	0.5871	11,970,000,000	4,942,967,342.26	7,027,032,657.74	1,515,000,000	10,908,000,000	9,393,000,000	3.0407	3.07	1,859	743,600,000	13,933,777,908.01	3.4922
359	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,483,837,623.8	2,492,198,392.92	1,516,157,456.74	2,078,990,007.59	1,113,692,625.94	862,658,772.83	14,547,534,879.81	0.8482	drought	0.3948	0.1417	0.162	0.1638	0.0799	0.0297	0.0279	0.6954	10,117,046,740.98	90,347	3,000	271,041,000	0.2008	801,082,641.24	22,152,739.44	0.5377	11,970,000,000	5,534,164,567.83	6,435,835,432.17	1,515,000,000	10,908,000,000	9,393,000,000	3.646	3.41	2,068	827,200,000	16,469,011,260.49	4.1276
360	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,525,018,189.02	2,381,932,215.43	1,558,050,011.84	2,210,359,895.13	1,252,941,247.97	973,061,672.37	14,901,363,231.76	0.6501	drought	0.4191	0.1228	0.1572	0.1389	0.0932	0.0453	0.0236	0.7849	11,695,562,212.41	68,716	3,000	206,148,000	0.1633	651,713,211.88	26,007,872.99	0.5517	11,970,000,000	5,366,484,084.42	6,603,515,915.58	1,515,000,000	10,908,000,000	9,393,000,000	3.7347	3.46	2,095	838,000,000	16,623,232,316.63	4.1662
361	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,356,162,427.25	2,538,337,821.88	1,577,689,077.67	2,239,443,787.49	958,379,203.9	898,693,668.68	14,568,705,986.87	0.7674	drought	0.3604	0.1206	0.1885	0.1283	0.1478	0.0289	0.0255	0.7596	11,066,155,624.19	56,404	3,000	169,212,000	0.2245	895,675,313.63	45,183,384.33	0.5311	11,970,000,000	5,612,592,285.18	6,357,407,714.82	1,515,000,000	10,908,000,000	9,393,000,000	3.6513	2.88	1,747	698,800,000	16,377,576,684.83	4.1047
362	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,348,407,446.53	1,787,043,568.39	1,354,387,931.31	4,057,056,768.57	1,242,633,113.42	741,966,155.54	16,531,494,983.77	0.7505	drought	0.4159	0.0976	0.2004	0.1261	0.1053	0.0275	0.0272	0.698	11,538,453,969.35	75,094	3,000	225,282,000	0.2137	852,637,848.89	19,280,573.47	0.6344	11,970,000,000	4,376,502,488.94	7,593,497,511.06	1,515,000,000	10,908,000,000	9,393,000,000	4.1432	3.63	2,200	880,000,000	18,508,695,406.12	4.6388
363	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,901,286,531.97	2,351,879,384.86	1,228,624,982.03	2,307,877,119.68	1,382,484,303.28	798,762,055.13	14,970,914,376.95	0.7475	drought	0.3914	0.1146	0.2	0.1172	0.1017	0.0265	0.0486	0.7006	10,488,639,230.38	49,558	3,000	148,674,000	0.1726	688,830,999.31	27,192,611.41	0.5131	11,970,000,000	5,827,612,072.65	6,142,387,927.35	1,515,000,000	10,908,000,000	9,393,000,000	3.7521	4.1	2,485	994,000,000	16,829,611,987.68	4.2179
364	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,381,459,801.91	2,518,183,571.06	1,479,874,135.96	3,116,467,807.13	1,217,705,334.12	795,463,661.48	17,509,154,311.66	0.797	drought	0.3807	0.1633	0.149	0.1191	0.1088	0.0362	0.0429	0.7031	12,311,344,212.71	75,430	3,000	226,290,000	0.184	734,126,577.86	16,272,194.43	0.5618	11,970,000,000	5,245,168,767.69	6,724,831,232.31	1,515,000,000	10,908,000,000	9,393,000,000	4.3883	4.01	2,429	971,600,000	19,457,443,083.94	4.8766
365	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,541,319,385.07	3,086,290,569.49	1,875,746,382.31	2,526,750,281.67	1,501,546,688.84	749,153,735.4	15,280,807,042.77	0.8071	drought	0.3628	0.1391	0.1748	0.1381	0.0989	0.0353	0.051	0.7419	11,336,694,078.73	86,427	3,000	259,281,000	0.1997	796,759,031.42	11,945,009.66	0.5179	11,970,000,000	5,770,573,695.48	6,199,426,304.52	1,515,000,000	10,908,000,000	9,393,000,000	3.8298	3.19	1,930	772,000,000	17,120,792,083.86	4.2909
366	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,636,838,135.13	2,326,848,938.44	1,304,036,513.35	2,674,211,671.21	1,333,059,348.9	555,973,313.82	13,830,967,920.85	0.8044	drought	0.2902	0.1054	0.251	0.1313	0.1521	0.0424	0.0275	0.7575	10,476,331,952.76	58,943	3,000	176,829,000	0.1815	724,063,266.31	22,338,518.56	0.5122	11,970,000,000	5,838,968,405.64	6,131,031,594.36	1,515,000,000	10,908,000,000	9,393,000,000	3.4664	3.62	2,193	877,200,000	15,631,398,705.72	3.9176
367	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,846,766,050.95	2,469,722,203.2	1,304,277,239.6	2,636,755,466.76	1,336,740,465.96	976,092,689.4	15,570,354,115.88	0.8122	drought	0.4598	0.1123	0.1592	0.1275	0.068	0.0322	0.0409	0.7163	11,153,440,708.69	55,229	3,000	165,687,000	0.1907	761,084,242.66	52,176,797.76	0.5862	11,970,000,000	4,952,892,100.36	7,017,107,899.64	1,515,000,000	10,908,000,000	9,393,000,000	3.9023	4.99	3,026	1,210,400,000	17,759,702,156.3	4.4511
368	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,688,980,470.67	2,673,928,451.36	1,586,781,519.65	2,217,440,364.23	1,163,396,460.46	753,502,287.34	14,084,029,553.71	0.7122	drought	0.4159	0.1314	0.1682	0.129	0.0869	0.0239	0.0447	0.6485	9,133,433,852.86	60,735	3,000	182,205,000	0.2305	919,706,102.8	19,885,813.09	0.5563	11,970,000,000	5,310,814,157.39	6,659,185,842.61	1,515,000,000	10,908,000,000	9,393,000,000	3.5298	3.25	1,966	786,400,000	15,992,226,469.6	4.0081
369	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,554,042,824.92	2,776,809,823.77	1,637,063,261.3	2,338,508,967.63	1,454,614,648.02	984,418,151.75	14,745,457,677.4	0.8397	drought	0.2645	0.131	0.2476	0.157	0.1212	0.0401	0.0387	0.6812	10,044,991,235.91	56,229	3,000	168,687,000	0.1901	758,664,478.16	26,340,013.54	0.5529	11,970,000,000	5,351,659,682.84	6,618,340,317.16	1,515,000,000	10,908,000,000	9,393,000,000	3.6956	3.3	1,999	799,600,000	16,498,749,169.11	4.135
370	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,157,973,764.9	2,667,286,926.71	1,332,514,196.39	2,255,580,281.72	1,199,246,078.5	920,151,381.6	15,532,752,629.83	0.7375	drought	0.3681	0.1224	0.1177	0.1923	0.1124	0.0393	0.0478	0.7126	11,068,228,641.16	79,395	3,000	238,185,000	0.2174	867,336,082.93	34,452,258.95	0.5539	11,970,000,000	5,339,812,560.04	6,630,187,439.96	1,515,000,000	10,908,000,000	9,393,000,000	3.8929	2.88	1,743	697,200,000	17,369,925,971.71	4.3534
371	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,663,010,422.82	2,739,737,357.66	1,373,674,804.63	2,472,408,007.22	1,108,724,528.89	1,126,937,729.64	14,484,492,850.86	0.7346	drought	0.3991	0.1791	0.1115	0.159	0.085	0.0339	0.0324	0.728	10,544,400,390.94	49,979	3,000	149,937,000	0.225	897,943,770.9	32,522,384.75	0.5549	11,970,000,000	5,328,185,684.99	6,641,814,315.01	1,515,000,000	10,908,000,000	9,393,000,000	3.6302	3.38	2,050	820,000,000	16,384,896,006.51	4.1065
372	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,837,072,071.47	2,509,757,166.24	1,178,029,861.95	2,965,906,362.47	951,151,058.84	951,827,150.95	14,393,743,671.92	0.737	drought	0.3564	0.1206	0.1959	0.1357	0.1174	0.0292	0.0449	0.6532	9,401,460,859.13	75,723	3,000	227,169,000	0.1712	682,944,426.01	25,249,447.65	0.4789	11,970,000,000	6,238,091,829.33	5,731,908,170.67	1,515,000,000	10,908,000,000	9,393,000,000	3.6075	3.75	2,272	908,800,000	16,237,906,545.59	4.0697
373	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,110,942,881.79	3,821,286,329.82	1,415,728,625.72	2,860,613,832.67	953,081,641.4	1,099,739,844.92	18,261,393,156.34	0.7921	drought	0.4705	0.0955	0.1339	0.1181	0.1236	0.0313	0.027	0.6806	12,429,483,253.44	93,135	3,000	279,405,000	0.195	777,949,015.91	22,295,158.1	0.5738	11,970,000,000	5,102,012,047.13	6,867,987,952.87	1,515,000,000	10,908,000,000	9,393,000,000	4.5768	2.98	1,808	723,200,000	20,064,242,330.34	5.0286
374	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,683,828,584.16	2,501,647,252.02	1,169,788,816.56	2,138,390,495.46	1,708,701,268.49	771,497,913	13,973,854,329.7	0.7372	drought	0.438	0.1025	0.2067	0.08	0.0977	0.046	0.0292	0.6853	9,576,429,376.64	66,842	3,000	200,526,000	0.2128	849,156,302.67	31,687,160.35	0.5347	11,970,000,000	5,569,613,727.27	6,400,386,272.73	1,515,000,000	10,908,000,000	9,393,000,000	3.5022	2.91	1,761	704,400,000	15,759,623,792.71	3.9498
375	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,017,386,559.09	2,627,630,593.34	1,284,217,692.79	2,425,396,018.57	1,183,370,680.85	798,955,833.56	14,336,957,378.2	0.8148	drought	0.3942	0.0981	0.1536	0.1312	0.1669	0.0209	0.0351	0.7184	10,300,288,408.62	76,458	3,000	229,374,000	0.2168	865,204,329.52	23,401,189.78	0.5113	11,970,000,000	5,849,860,985.28	6,120,139,014.72	1,515,000,000	10,908,000,000	9,393,000,000	3.5932	3.2	1,937	774,800,000	16,229,736,897.51	4.0676
376	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,063,366,273.18	2,560,064,467.84	1,563,585,728.27	2,579,974,602.15	1,126,301,361.11	627,115,909.43	16,520,408,341.98	0.7636	drought	0.353	0.0942	0.1833	0.2043	0.1021	0.0222	0.0409	0.669	11,051,752,326.56	61,963	3,000	185,889,000	0.1903	759,157,960.13	38,671,046.85	0.6702	11,970,000,000	3,947,204,730.96	8,022,795,269.04	1,515,000,000	10,908,000,000	9,393,000,000	4.1405	3.62	2,191	876,400,000	18,380,526,348.96	4.6066
377	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,215,900,608.37	1,981,549,125.16	1,433,962,704.69	2,719,612,780.09	1,231,303,106.09	779,617,285.29	15,361,945,609.7	0.8041	drought	0.4113	0.1243	0.156	0.1521	0.0814	0.0358	0.039	0.6839	10,505,494,018.08	54,032	3,000	162,096,000	0.1629	650,122,722.48	34,263,758.94	0.5808	11,970,000,000	5,017,426,610.08	6,952,573,389.92	1,515,000,000	10,908,000,000	9,393,000,000	3.8501	3.55	2,149	859,600,000	17,068,028,091.12	4.2777
378	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,820,679,219.8	2,498,690,517.88	1,573,350,738.52	3,111,720,763.25	1,459,019,527.77	941,990,561	16,405,451,328.22	0.7539	drought	0.3131	0.144	0.1791	0.1894	0.1089	0.0306	0.0349	0.6608	10,840,205,132.34	84,318	3,000	252,954,000	0.2366	943,959,568.9	27,232,260.95	0.6459	11,970,000,000	4,239,020,399.67	7,730,979,600.33	1,515,000,000	10,908,000,000	9,393,000,000	4.1116	2.78	1,687	674,800,000	18,304,397,158.07	4.5876
379	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,945,976,691.66	2,122,229,464.58	1,615,808,912.82	2,897,139,061.87	1,314,543,927.73	678,074,489.96	13,573,772,548.63	0.7354	drought	0.5167	0.102	0.1251	0.0922	0.1057	0.0317	0.0266	0.651	8,836,525,989.61	92,012	3,000	276,036,000	0.1887	752,752,421.4	19,057,084.02	0.5515	11,970,000,000	5,368,666,995.17	6,601,333,004.83	1,515,000,000	10,908,000,000	9,393,000,000	3.4019	3.18	1,926	770,400,000	15,392,018,054.05	3.8576
380	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,439,926,883.81	2,778,309,206.07	1,390,601,551.74	3,118,819,435.37	1,374,952,994.53	775,874,198.75	16,878,484,270.28	0.7014	drought	0.3964	0.1663	0.1527	0.1091	0.0908	0.0456	0.0393	0.7327	12,367,190,534.45	78,719	3,000	236,157,000	0.2034	811,661,494.25	20,231,714.02	0.5804	11,970,000,000	5,022,643,381.15	6,947,356,618.85	1,515,000,000	10,908,000,000	9,393,000,000	4.2302	3.13	1,893	757,200,000	18,703,734,478.55	4.6877
381	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,105,227,951.51	2,328,889,863.28	1,501,963,260.32	2,237,680,592.95	1,303,286,270.42	786,608,441.78	14,263,656,380.26	0.7085	drought	0.3538	0.1591	0.1328	0.146	0.1429	0.0272	0.0382	0.6745	9,620,843,397.5	67,460	3,000	202,380,000	0.199	794,112,877.19	26,515,773.27	0.3656	11,970,000,000	7,593,986,626.92	4,376,013,373.08	1,515,000,000	10,908,000,000	9,393,000,000	3.5749	3.1	1,879	751,600,000	16,038,265,030.72	4.0196
382	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,518,666,621.72	2,330,448,433.9	1,238,006,570.14	2,277,383,078.61	1,872,596,484	996,338,598.42	14,233,439,786.78	0.8084	drought	0.4211	0.163	0.1449	0.1084	0.0942	0.045	0.0234	0.7197	10,243,518,237.56	52,739	3,000	158,217,000	0.2081	830,148,329.02	32,691,275.19	0.5073	11,970,000,000	5,897,259,585.21	6,072,740,414.79	1,515,000,000	10,908,000,000	9,393,000,000	3.5673	4.05	2,451	980,400,000	16,234,896,390.99	4.0689
383	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,564,097,044.67	2,547,633,943.51	1,306,799,100.59	2,544,577,925.03	1,434,528,043.28	807,976,824.32	13,205,612,881.4	0.6597	drought	0.4001	0.1388	0.1464	0.1818	0.0656	0.039	0.0283	0.7818	10,323,874,296.48	59,571	3,000	178,713,000	0.1799	717,809,982.18	32,943,890.56	0.5308	11,970,000,000	5,616,616,738.94	6,353,383,261.06	1,515,000,000	10,908,000,000	9,393,000,000	3.3097	3.47	2,100	840,000,000	14,975,079,754.14	3.7532
384	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,647,033,154.35	2,567,833,232.57	1,262,423,525.66	2,807,324,154.42	1,423,355,897.95	966,520,873.76	16,674,490,838.71	0.7018	drought	0.4248	0.1171	0.1672	0.1592	0.0607	0.0361	0.0349	0.6806	11,349,314,023.35	72,660	3,000	217,980,000	0.1992	794,714,262.8	30,153,837.45	0.4493	11,970,000,000	6,592,418,387.66	5,377,581,612.34	1,515,000,000	10,908,000,000	9,393,000,000	4.1791	3.68	2,230	892,000,000	18,609,338,938.96	4.664
385	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,742,255,639.57	2,227,604,446.73	1,352,158,272.7	3,203,189,722.56	1,445,119,284.09	1,005,016,750.23	15,975,344,115.88	0.7283	drought	0.3501	0.1259	0.2084	0.1641	0.0755	0.0365	0.0396	0.7217	11,529,745,982.22	69,396	3,000	208,188,000	0.1961	782,504,189.49	27,696,253.76	0.5202	11,970,000,000	5,743,800,662.67	6,226,199,337.33	1,515,000,000	10,908,000,000	9,393,000,000	4.0038	4.38	2,653	1,061,200,000	18,054,932,559.13	4.525
386	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,115,364,823.48	2,127,104,246.76	1,265,432,322.68	2,950,543,358.91	1,110,460,822	839,212,849.65	15,408,118,423.48	0.8321	drought	0.3831	0.143	0.1765	0.1147	0.1256	0.0312	0.0258	0.6981	10,756,223,036.02	62,882	3,000	188,646,000	0.1832	730,951,318.49	27,168,430.54	0.4833	11,970,000,000	6,184,389,083.07	5,785,610,916.93	1,515,000,000	10,908,000,000	9,393,000,000	3.8617	3.37	2,043	817,200,000	17,172,084,172.51	4.3038
387	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,065,826,751.49	3,118,902,420.03	1,431,546,192.9	2,546,408,378.07	1,591,410,749.11	708,192,217.29	15,462,286,708.88	0.6891	drought	0.3616	0.1139	0.1115	0.2295	0.1111	0.0348	0.0377	0.6354	9,824,213,439.75	78,346	3,000	235,038,000	0.2034	811,397,370.57	36,765,500.41	0.5622	11,970,000,000	5,240,780,166.33	6,729,219,833.67	1,515,000,000	10,908,000,000	9,393,000,000	3.8753	3.29	1,996	798,400,000	17,343,887,579.87	4.3468
388	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,923,273,446.98	2,461,258,362.13	1,270,337,910.03	2,780,757,049.07	1,319,028,875.96	777,384,641.82	15,532,040,285.98	0.8243	drought	0.3455	0.1242	0.1764	0.1218	0.1758	0.0278	0.0284	0.7117	11,054,682,426.03	84,148	3,000	252,444,000	0.2299	917,177,194.32	25,137,180.13	0.5658	11,970,000,000	5,196,804,223.82	6,773,195,776.18	1,515,000,000	10,908,000,000	9,393,000,000	3.8927	3.95	2,395	958,000,000	17,684,798,660.43	4.4323
389	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,580,741,654.87	2,797,554,685.28	1,197,306,419.99	2,784,028,445.07	1,551,491,469.21	873,824,293.81	16,784,946,968.23	0.8833	drought	0.3923	0.13	0.1744	0.1632	0.0811	0.0317	0.0275	0.631	10,591,931,435.15	83,544	3,000	250,632,000	0.2247	896,735,934.28	31,240,389.73	0.5398	11,970,000,000	5,508,806,902.4	6,461,193,097.6	1,515,000,000	10,908,000,000	9,393,000,000	4.2068	3.35	2,030	812,000,000	18,775,555,292.25	4.7057
390	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,874,142,757.4	2,927,178,252.02	1,419,304,119.08	3,757,803,014.46	1,281,524,128.29	885,694,921.88	16,145,647,193.13	0.7586	drought	0.3694	0.1262	0.221	0.1141	0.105	0.0384	0.0259	0.6745	10,890,039,669.93	71,883	3,000	215,649,000	0.2239	893,268,672.03	25,722,561.65	0.5103	11,970,000,000	5,861,385,648.34	6,108,614,351.66	1,515,000,000	10,908,000,000	9,393,000,000	4.0465	3.05	1,846	738,400,000	18,018,687,426.81	4.516
391	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,492,795,418.99	2,269,983,335.65	1,239,333,270.99	2,615,849,860.69	1,215,256,539.72	807,647,629.96	13,640,866,056	0.7747	drought	0.381	0.13	0.1832	0.1357	0.0955	0.0348	0.0399	0.7689	10,488,775,496.31	100,934	3,000	302,802,000	0.165	658,412,358.86	28,879,842.8	0.5411	11,970,000,000	5,493,046,939.1	6,476,953,060.9	1,515,000,000	10,908,000,000	9,393,000,000	3.4188	3.58	2,170	868,000,000	15,498,960,257.66	3.8845
392	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,809,553,164.62	2,856,959,987.02	1,296,723,376.3	2,652,180,926.31	1,438,231,923.84	1,045,507,833.6	16,099,157,211.7	0.7504	drought	0.3782	0.1283	0.1458	0.1697	0.1088	0.0349	0.0343	0.6912	11,127,137,465.27	75,553	3,000	226,659,000	0.1783	711,330,990.89	23,818,758.61	0.5872	11,970,000,000	4,940,865,040.51	7,029,134,959.49	1,515,000,000	10,908,000,000	9,393,000,000	4.0349	3.85	2,335	934,000,000	17,994,965,961.2	4.51
393	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	6,165,954,634.83	2,350,373,201.19	1,541,399,179.11	2,395,310,997.59	1,580,883,320.03	1,093,567,266.16	15,127,488,598.93	0.7088	drought	0.4631	0.1047	0.1509	0.1205	0.0964	0.0217	0.0428	0.7028	10,631,420,040.89	63,846	3,000	191,538,000	0.1936	772,354,654.17	41,243,053.22	0.5346	11,970,000,000	5,570,581,493.14	6,399,418,506.86	1,515,000,000	10,908,000,000	9,393,000,000	3.7914	3.69	2,238	895,200,000	17,027,824,306.32	4.2676
394	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	8,470,640,522.97	2,570,059,067.64	1,129,221,861.64	2,308,018,005.73	1,162,075,479.63	753,539,215.12	16,393,554,152.74	0.7963	drought	0.3232	0.2095	0.1553	0.127	0.1144	0.0318	0.0387	0.7324	12,006,809,583.53	57,715	3,000	173,145,000	0.215	858,010,812.93	36,619,430.62	0.6451	11,970,000,000	4,247,818,914.17	7,722,181,085.83	1,515,000,000	10,908,000,000	9,393,000,000	4.1087	5.38	3,259	1,303,600,000	18,764,929,396.29	4.703
395	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,106,250,992.53	2,425,270,054.81	1,693,515,323.33	2,519,968,531.08	1,271,603,252.36	942,661,792.73	13,959,269,946.84	0.8119	drought	0.3523	0.0901	0.1665	0.2078	0.1166	0.0305	0.0361	0.6338	8,847,259,819.58	81,738	3,000	245,214,000	0.1947	776,886,825.11	26,063,485.16	0.603	11,970,000,000	4,752,119,823.4	7,217,880,176.6	1,515,000,000	10,908,000,000	9,393,000,000	3.4986	2.93	1,773	709,200,000	15,716,634,257.1	3.939
396	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,979,342,213.35	2,123,313,533.62	1,480,369,831.85	2,131,283,986.24	1,470,988,002.41	868,485,364.12	13,053,782,931.58	0.7576	drought	0.4259	0.1099	0.1647	0.1335	0.0966	0.0307	0.0387	0.6889	8,992,295,240.38	84,875	3,000	254,625,000	0.2163	863,008,539.55	27,184,294.89	0.5782	11,970,000,000	5,048,473,720.11	6,921,526,279.89	1,515,000,000	10,908,000,000	9,393,000,000	3.2716	3.39	2,054	821,600,000	15,020,200,766.03	3.7645
397	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	7,576,625,676.17	2,996,428,462.83	1,156,599,582.78	3,083,872,354.35	1,186,864,985.07	960,571,797.48	16,960,962,858.68	0.708	drought	0.435	0.0982	0.1692	0.0785	0.1489	0.0413	0.0289	0.7057	11,968,998,642.91	77,428	3,000	232,284,000	0.1724	687,903,191.67	29,105,949.88	0.6173	11,970,000,000	4,580,957,897.81	7,389,042,102.19	1,515,000,000	10,908,000,000	9,393,000,000	4.2509	3.41	2,066	826,400,000	18,736,656,000.23	4.6959
398	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	4,630,494,649.64	2,624,682,736.76	1,124,546,984.76	2,717,014,421.01	1,324,154,308.07	762,199,476.72	13,183,092,576.95	0.8094	drought	0.2716	0.1446	0.2351	0.1313	0.153	0.0337	0.0307	0.7322	9,652,963,439.25	88,391	3,000	265,173,000	0.2002	798,707,157.9	17,548,962.09	0.5989	11,970,000,000	4,801,243,445.08	7,168,756,554.92	1,515,000,000	10,908,000,000	9,393,000,000	3.304	3.36	2,036	814,400,000	15,078,921,696.94	3.7792
399	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,662,742,321.83	3,213,363,257.8	1,242,278,910.84	2,837,989,854.88	1,144,725,149.94	819,236,462.24	14,920,335,957.53	0.8048	drought	0.3674	0.1272	0.1869	0.1233	0.1302	0.0382	0.0267	0.6848	10,217,424,073.36	67,064	3,000	201,192,000	0.224	893,716,907.87	37,271,357.95	0.5822	11,970,000,000	5,000,653,152.73	6,969,346,847.27	1,515,000,000	10,908,000,000	9,393,000,000	3.7394	3.17	1,922	768,800,000	16,821,316,223.35	4.2159
400	South Africa	Southern Africa	upper_middle	current_policies	2,030	60,600,000	399,000,000,000	7	5,414,811,557.71	2,330,624,996.05	1,381,321,228.47	3,374,332,162	1,290,158,185.98	773,791,915	14,565,040,045.21	0.7644	drought	0.3953	0.0881	0.2209	0.13	0.0773	0.0424	0.0461	0.6859	9,990,401,146	77,600	3,000	232,800,000	0.212	845,700,574.54	33,824,435.55	0.5488	11,970,000,000	5,401,035,467.66	6,568,964,532.34	1,515,000,000	10,908,000,000	9,393,000,000	3.6504	4.48	2,712	1,084,800,000	16,762,165,055.3	4.201

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African Loss and Damage Quantification | Africa (original)

Size category: 10K<n<100K - Formats: csv - Sector: climate_environment - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: African Loss & Damage Quantification Dataset Overview A comprehensive quantification of climate-related loss and damage across 25 African nations, spanning three emission scenarios (low_emissions, current_policies, high_emissions) and three time horizons (2030, 2040, 2050). This dataset is designed to support COP/UNFCCC negotiations, national adaptation planning, and climate finance allocation. Dataset Statistics Metric Value Total Records 20,000+… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/african-loss-damage-quantification.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/african-loss-damage-quantification`
Sector	climate_environment
Topic tags	climate_environment
Modalities	`tabular`, `text`
Formats	`csv`
Size category	`10K<n<100K`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-04-03 02:40:07+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/african-loss-damage-quantification")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: country, upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: original
Publisher/source attribution: original
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/african-loss-damage-quantification
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_african_loss_damage_quantification_2026,
  title        = {African Loss and Damage Quantification | Africa (original)},
  author       = {original},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/african-loss-damage-quantification},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/african-loss-damage-quantification}}
}

License

Released under CC BY 4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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