Datasets:

electricsheepafrica
/

african-cement-plant-operations

plant_id stringclasses 99 values	country stringclasses 12 values	region stringclasses 5 values	scenario stringclasses 3 values	timestamp stringdate 2020-01-01 00:00:00 2025-12-01 00:00:00	year int64 2.02k 2.03k	month int64 1 12	plant_age_years float64 4.8 52.6	installed_capacity_mt float64 1 4.09	grinding_capacity_mt float64 1.09 4.98	capacity_utilization float64 0.23 0.84	clinker_production_tons float64 18.8k 222k	cement_production_tons float64 15.1k 176k	electrical_energy_kwh_per_ton float64 60.3 140	thermal_energy_gj_per_ton float64 2.8 4.8	fuel_coal_share float64 0.18 0.82	fuel_gas_share float64 0 0.65	fuel_petcoke_share float64 0.02 0.39	fuel_alternative_share float64 0 0.42	co2_kg_per_ton_cement float64 420 800	total_co2_tons_monthly float64 7.99k 106k	maintenance_downtime_hours float64 22.3 120	quality_compliance_rate float64 0.8 1	cement_type_opc_share float64 0.32 0.7	cement_type_ppc_share float64 0.14 0.52	cement_type_psc_share float64 0.07 0.23	cost_usd_per_ton float64 38 180	export_volumes_tons float64 493 35.9k	domestic_sales_tons float64 12.6k 151k	total_revenue_usd float64 2.02M 20.5M
SOU-001	South Africa	Southern Africa	baseline	2020-01-01	2,020	1	34.5	2.06	2.44	0.6731	115,681.7	87,773.7	83.48	3.491	0.7045	0.0799	0.1318	0.0838	563.25	49,438.53	39.3	0.9467	0.3822	0.4754	0.1424	79.96	5,534.3	82,239.4	7,307,725
SOU-001	South Africa	Southern Africa	baseline	2020-02-01	2,020	2	34.5	2.06	2.44	0.6654	114,365.8	85,938.1	92.66	3.876	0.7249	0.0546	0.137	0.0835	598.3	51,416.4	30.1	0.9513	0.4406	0.4348	0.1246	83.13	7,090.4	78,847.7	7,568,222
SOU-001	South Africa	Southern Africa	baseline	2020-03-01	2,020	3	34.5	2.06	2.44	0.6437	110,628.1	88,958.9	90.62	3.588	0.7207	0.0027	0.1864	0.0902	544.84	48,468.3	39.9	0.9473	0.4161	0.4453	0.1386	81.82	8,110.9	80,848	8,037,134
SOU-001	South Africa	Southern Africa	baseline	2020-04-01	2,020	4	34.5	2.06	2.44	0.714	122,724.5	100,142	86.1	3.178	0.6976	0.0425	0.131	0.1289	551.91	55,269.31	43.2	0.959	0.4184	0.4483	0.1334	80.26	7,968.3	92,173.7	8,475,292
SOU-001	South Africa	Southern Africa	baseline	2020-05-01	2,020	5	34.5	2.06	2.44	0.788	135,439.8	103,964.1	87.31	3.426	0.6468	0.08	0.1743	0.0989	562.8	58,511.27	48.9	0.9385	0.3838	0.4443	0.1719	80.05	8,957.5	95,006.6	9,392,009
SOU-001	South Africa	Southern Africa	baseline	2020-06-01	2,020	6	34.5	2.06	2.44	0.799	137,323.8	104,534.6	90.39	3.384	0.6927	0.0407	0.1337	0.1329	565.44	59,107.88	56.9	0.9601	0.4171	0.4326	0.1503	75.86	8,160.4	96,374.1	8,356,454
SOU-001	South Africa	Southern Africa	baseline	2020-07-01	2,020	7	34.5	2.06	2.44	0.7755	133,295.1	107,534.7	84.39	3.678	0.7881	0	0.1328	0.0791	579.19	62,283.42	38.7	0.9538	0.3932	0.4579	0.1489	70.71	9,573.1	97,961.6	7,584,707
SOU-001	South Africa	Southern Africa	baseline	2020-08-01	2,020	8	34.5	2.06	2.44	0.7331	126,005	99,680.3	96.87	3.678	0.7397	0.0235	0.1519	0.085	597.6	59,569.23	31.6	0.9614	0.4096	0.4293	0.1611	71.37	6,874.6	92,805.6	8,091,423
SOU-001	South Africa	Southern Africa	baseline	2020-09-01	2,020	9	34.5	2.06	2.44	0.7876	135,364.8	107,237.8	87.36	3.284	0.6545	0.0633	0.1722	0.11	605.45	64,927.63	32.6	0.9966	0.4052	0.4704	0.1245	69.76	8,961.2	98,276.6	8,434,152
SOU-001	South Africa	Southern Africa	baseline	2020-10-01	2,020	10	34.5	2.06	2.44	0.7378	126,807.3	100,134.6	95.98	3.476	0.7073	0.0539	0.1107	0.1282	602.88	60,369.34	32.3	0.946	0.4066	0.4652	0.1282	84.01	8,998.6	91,136	8,149,435
SOU-001	South Africa	Southern Africa	baseline	2020-11-01	2,020	11	34.5	2.06	2.44	0.7514	129,145	100,057.8	82.1	3.304	0.6778	0.04	0.1738	0.1084	637.08	63,745.03	38.4	0.9614	0.431	0.4367	0.1323	81.01	8,861.9	91,195.8	7,725,512
SOU-001	South Africa	Southern Africa	baseline	2020-12-01	2,020	12	34.5	2.06	2.44	0.6792	116,737.2	87,932.8	93.42	3.359	0.7115	0.08	0.1374	0.071	565.69	49,742.73	40.3	0.9625	0.4165	0.4286	0.1549	78.36	7,412.2	80,520.7	7,506,752
SOU-001	South Africa	Southern Africa	baseline	2021-01-01	2,021	1	35.5	2.06	2.44	0.6864	117,982.9	91,156.2	84.3	3.674	0.7088	0.0311	0.1551	0.105	575.12	52,425.45	38.7	0.9726	0.3897	0.4523	0.158	85.35	8,122.7	83,033.5	7,975,341
SOU-001	South Africa	Southern Africa	baseline	2021-02-01	2,021	2	35.5	2.06	2.44	0.6816	117,149.4	93,239.5	84.85	3.43	0.7337	0	0.1724	0.0939	577.38	53,834.84	29.2	0.9532	0.4271	0.4461	0.1268	76.48	6,642	86,597.6	6,847,937
SOU-001	South Africa	Southern Africa	baseline	2021-03-01	2,021	3	35.5	2.06	2.44	0.6988	120,108.2	90,310.9	102.27	3.753	0.6864	0.0694	0.1394	0.1049	598.66	54,065.51	33.2	0.9509	0.3828	0.4543	0.1629	86.74	6,862.4	83,448.6	7,686,843
SOU-001	South Africa	Southern Africa	baseline	2021-04-01	2,021	4	35.5	2.06	2.44	0.7233	124,320.4	96,796.7	80.79	3.599	0.6968	0.0579	0.1884	0.0568	621.47	60,156.06	32.8	0.9782	0.3759	0.4598	0.1642	75.1	3,978.8	92,817.9	7,158,215
SOU-001	South Africa	Southern Africa	baseline	2021-05-01	2,021	5	35.5	2.06	2.44	0.7055	121,261.7	94,782.2	78.74	3.213	0.6987	0.084	0.1368	0.0805	578.06	54,789.61	56.5	0.9938	0.3749	0.4693	0.1558	77.22	7,144.3	87,637.9	8,329,975
SOU-001	South Africa	Southern Africa	baseline	2021-06-01	2,021	6	35.5	2.06	2.44	0.6943	119,337.8	95,456	96.32	3.331	0.6944	0.0642	0.1384	0.103	572.25	54,624.75	62.5	0.964	0.3951	0.4597	0.1452	77.3	8,045.4	87,410.6	7,937,487
SOU-001	South Africa	Southern Africa	baseline	2021-07-01	2,021	7	35.5	2.06	2.44	0.7361	126,519	101,128.5	91.39	3.537	0.6793	0.0761	0.1661	0.0785	535.64	54,168.11	50.2	0.9424	0.4139	0.4413	0.1448	88.25	9,077.5	92,051	8,662,489
SOU-001	South Africa	Southern Africa	baseline	2021-08-01	2,021	8	35.5	2.06	2.44	0.7517	129,201.5	97,106.3	94.44	3.347	0.7013	0.0412	0.1691	0.0884	561.89	54,563.11	71.6	0.9614	0.4037	0.411	0.1853	74.59	9,118	87,988.3	8,027,855
SOU-001	South Africa	Southern Africa	baseline	2021-09-01	2,021	9	35.5	2.06	2.44	0.759	130,446.8	97,328.3	85.69	3.435	0.634	0.1026	0.14	0.1235	587.02	57,133.4	30.2	0.9796	0.4145	0.4424	0.1431	82.63	6,142.4	91,185.9	8,947,028
SOU-001	South Africa	Southern Africa	baseline	2021-10-01	2,021	10	35.5	2.06	2.44	0.6953	119,498.4	94,332	96.75	3.087	0.7343	0.0402	0.1473	0.0782	575.8	54,316.73	30.5	0.9646	0.3673	0.4558	0.1769	80.41	8,327.8	86,004.2	7,545,575
SOU-001	South Africa	Southern Africa	baseline	2021-11-01	2,021	11	35.5	2.06	2.44	0.6817	117,166.2	89,087.3	89.82	3.606	0.6515	0.0471	0.1991	0.1023	564.87	50,322.65	42.8	0.9868	0.3963	0.4235	0.1802	75.87	6,486.2	82,601.1	7,048,352
SOU-001	South Africa	Southern Africa	baseline	2021-12-01	2,021	12	35.5	2.06	2.44	0.7051	121,188.2	98,037	79.73	3.108	0.6586	0.0622	0.1659	0.1133	607.74	59,580.74	36.4	0.977	0.4013	0.4145	0.1841	80.38	5,967.2	92,069.8	7,574,742
SOU-001	South Africa	Southern Africa	baseline	2022-01-01	2,022	1	36.5	2.06	2.44	0.65	111,719.5	91,196.3	90.84	3.489	0.7474	0.0595	0.141	0.0522	547.49	49,928.74	44.6	0.9677	0.3543	0.4888	0.1568	79.2	7,422.3	83,774	7,612,609
SOU-001	South Africa	Southern Africa	baseline	2022-02-01	2,022	2	36.5	2.06	2.44	0.6762	116,227.5	92,609	95.64	3.613	0.6973	0.0192	0.1404	0.1431	591.29	54,758.55	32.1	0.9752	0.3987	0.4759	0.1254	82.42	9,078.3	83,530.7	7,856,961
SOU-001	South Africa	Southern Africa	baseline	2022-03-01	2,022	3	36.5	2.06	2.44	0.6893	118,467	90,979.7	94.71	3.493	0.7249	0.0766	0.1467	0.0519	579.07	52,684.08	34.4	0.9658	0.3651	0.4757	0.1592	77.91	6,122	84,857.8	8,004,733
SOU-001	South Africa	Southern Africa	baseline	2022-04-01	2,022	4	36.5	2.06	2.44	0.7667	131,779.9	102,107	87.73	3.36	0.7607	0.0283	0.1478	0.0632	573.8	58,588.58	35.2	0.9883	0.4074	0.4358	0.1567	83.48	8,921.1	93,185.9	8,412,564
SOU-001	South Africa	Southern Africa	baseline	2022-05-01	2,022	5	36.5	2.06	2.44	0.7518	129,223.5	95,936.7	86.51	3.226	0.7891	0.0416	0.1342	0.035	600.47	57,607.03	61	0.9458	0.4383	0.4305	0.1312	77.8	7,909.2	88,027.5	7,492,640
SOU-001	South Africa	Southern Africa	baseline	2022-06-01	2,022	6	36.5	2.06	2.44	0.7397	127,139.7	100,772.2	89.19	3.254	0.7138	0.0281	0.1463	0.1118	594.88	59,947.22	45	0.9599	0.4317	0.4394	0.129	94.5	6,807.5	93,964.8	9,587,777
SOU-001	South Africa	Southern Africa	baseline	2022-07-01	2,022	7	36.5	2.06	2.44	0.7453	128,093.5	100,058.3	96.94	3.212	0.6587	0.0802	0.1546	0.1064	566.14	56,646.67	31.1	0.9566	0.3988	0.4564	0.1448	78.42	7,006.9	93,051.4	8,098,020
SOU-001	South Africa	Southern Africa	baseline	2022-08-01	2,022	8	36.5	2.06	2.44	0.7569	130,097	95,981.1	88.99	3.477	0.718	0.0287	0.1359	0.1175	578.24	55,499.72	40.3	0.936	0.4131	0.4268	0.1602	79.1	5,803.9	90,177.2	7,386,519
SOU-001	South Africa	Southern Africa	baseline	2022-09-01	2,022	9	36.5	2.06	2.44	0.7311	125,664.3	99,576.1	81.27	3.574	0.6599	0.0575	0.2314	0.0512	575.83	57,339.36	30.7	0.9541	0.4178	0.4203	0.1619	76.63	9,688.6	89,887.5	7,968,319
SOU-001	South Africa	Southern Africa	baseline	2022-10-01	2,022	10	36.5	2.06	2.44	0.6583	113,147.5	93,750	83.91	3.466	0.6622	0.0609	0.186	0.0909	578.42	54,227.31	51.4	0.953	0.3908	0.4663	0.1429	86.19	8,480	85,270	8,310,786
SOU-001	South Africa	Southern Africa	baseline	2022-11-01	2,022	11	36.5	2.06	2.44	0.6783	116,576.5	86,896.3	88.1	3.66	0.7262	0	0.194	0.0798	540.31	46,951.33	61.6	0.9602	0.4411	0.3983	0.1606	89.44	8,144.4	78,751.9	7,599,464
SOU-001	South Africa	Southern Africa	baseline	2022-12-01	2,022	12	36.5	2.06	2.44	0.6854	117,794.8	90,474.1	96.14	3.603	0.7263	0.0366	0.1676	0.0695	558.79	50,556.33	48.2	0.961	0.3831	0.4613	0.1556	91.23	6,944.9	83,529.2	9,157,646
SOU-001	South Africa	Southern Africa	baseline	2023-01-01	2,023	1	37.5	2.06	2.44	0.6347	109,088.3	85,803.6	87.15	3.342	0.6451	0.0701	0.1695	0.1153	536.21	46,008.94	34.8	0.964	0.345	0.4926	0.1623	86.97	5,705.4	80,098.1	7,844,378
SOU-001	South Africa	Southern Africa	baseline	2023-02-01	2,023	2	37.5	2.06	2.44	0.6608	113,575	91,496.5	89.7	3.743	0.6868	0.0541	0.1562	0.1029	548.55	50,190.31	42.1	0.9829	0.4039	0.4413	0.1548	87.75	5,461.5	86,035	7,715,263
SOU-001	South Africa	Southern Africa	baseline	2023-03-01	2,023	3	37.5	2.06	2.44	0.7233	124,324.5	89,127.3	95.2	3.337	0.7347	0	0.1449	0.1203	602.35	53,685.41	37.3	0.9482	0.4163	0.4297	0.154	85.45	7,072.1	82,055.2	8,629,017
SOU-001	South Africa	Southern Africa	baseline	2023-04-01	2,023	4	37.5	2.06	2.44	0.7331	125,999.9	96,667.6	79.55	3.262	0.7252	0.0264	0.147	0.1014	578.52	55,924.38	41.6	0.9602	0.3983	0.4549	0.1468	83.35	7,695.4	88,972.2	8,564,674
SOU-001	South Africa	Southern Africa	baseline	2023-05-01	2,023	5	37.5	2.06	2.44	0.7081	121,699.2	97,590	96.9	2.98	0.7319	0.0147	0.1316	0.1218	579.74	56,576.81	70.6	0.9563	0.3922	0.4677	0.1401	99.61	9,296.3	88,293.7	9,287,225
SOU-001	South Africa	Southern Africa	baseline	2023-06-01	2,023	6	37.5	2.06	2.44	0.7184	123,475.6	98,090.6	85.54	3.454	0.7184	0.0671	0.1222	0.0923	570.4	55,950.55	32.7	0.9702	0.403	0.4282	0.1688	79.8	8,545.4	89,545.2	7,457,042
SOU-001	South Africa	Southern Africa	baseline	2023-07-01	2,023	7	37.5	2.06	2.44	0.7357	126,441.6	97,012.2	80.49	3.74	0.7164	0.0276	0.2048	0.0512	596.8	57,896.76	36.2	0.9397	0.34	0.5046	0.1554	86.68	8,225.6	88,786.5	9,449,602
SOU-001	South Africa	Southern Africa	baseline	2023-08-01	2,023	8	37.5	2.06	2.44	0.768	131,994.9	99,934.2	89.28	3.379	0.6691	0.1036	0.1538	0.0735	567.67	56,729.59	54.5	0.9603	0.4194	0.4433	0.1374	88.73	8,484.3	91,449.9	9,578,913
SOU-001	South Africa	Southern Africa	baseline	2023-09-01	2,023	9	37.5	2.06	2.44	0.6745	115,931.1	90,932.9	86.93	3.527	0.6926	0.0898	0.1109	0.1067	570.79	51,903.32	35.6	0.9716	0.3842	0.4542	0.1616	82.29	6,450.4	84,482.6	7,475,721
SOU-001	South Africa	Southern Africa	baseline	2023-10-01	2,023	10	37.5	2.06	2.44	0.6599	113,417.2	88,210.5	85.16	3.667	0.6731	0.0672	0.0973	0.1624	562.61	49,627.74	68.3	0.9476	0.4184	0.4301	0.1515	105.25	8,273.4	79,937.1	9,018,043
SOU-001	South Africa	Southern Africa	baseline	2023-11-01	2,023	11	37.5	2.06	2.44	0.6625	113,861.3	88,613.5	90.41	3.379	0.7599	0.0486	0.1034	0.0881	587.56	52,066.09	45.7	0.9677	0.4375	0.421	0.1415	85.63	7,749.1	80,864.4	7,489,546
SOU-001	South Africa	Southern Africa	baseline	2023-12-01	2,023	12	37.5	2.06	2.44	0.6946	119,380	96,058.4	90.09	3.577	0.6682	0.0824	0.1691	0.0803	591.33	56,801.99	38.3	0.9662	0.4108	0.4633	0.1259	79.8	7,639.1	88,419.3	8,604,283
SOU-001	South Africa	Southern Africa	baseline	2024-01-01	2,024	1	38.5	2.06	2.44	0.673	115,672.2	90,947.1	86.95	3.589	0.6713	0.0664	0.1212	0.1412	565.43	51,424.51	34.1	0.9619	0.4144	0.4261	0.1595	79.73	8,246.7	82,700.4	7,226,221
SOU-001	South Africa	Southern Africa	baseline	2024-02-01	2,024	2	38.5	2.06	2.44	0.6796	116,806.2	90,338.7	89.7	3.647	0.7408	0.0378	0.0823	0.1391	578.76	52,284.04	88	0.9536	0.4105	0.4603	0.1291	87.44	5,769.6	84,569	7,972,238
SOU-001	South Africa	Southern Africa	baseline	2024-03-01	2,024	3	38.5	2.06	2.44	0.6512	111,926.5	85,632.4	79.07	3.229	0.6967	0.0735	0.1513	0.0785	630.19	53,964.4	31.3	0.9504	0.3949	0.4532	0.1519	108.25	6,304.9	79,327.5	9,215,200
SOU-001	South Africa	Southern Africa	baseline	2024-04-01	2,024	4	38.5	2.06	2.44	0.7124	122,451.1	100,657.7	86.1	3.351	0.7147	0.0399	0.118	0.1274	596.62	60,054.57	31.1	0.952	0.4212	0.4585	0.1203	101.68	7,312.4	93,345.3	11,542,545
SOU-001	South Africa	Southern Africa	baseline	2024-05-01	2,024	5	38.5	2.06	2.44	0.7067	121,470.3	101,929.4	92.36	3.623	0.76	0.0599	0.1099	0.0702	598.04	60,958.07	38.5	0.9463	0.388	0.4609	0.1511	99.08	7,505	94,424.3	11,260,155
SOU-001	South Africa	Southern Africa	baseline	2024-06-01	2,024	6	38.5	2.06	2.44	0.772	132,687.6	105,510.5	83.37	3.155	0.6746	0.0541	0.1504	0.1209	582.84	61,495.5	57.6	0.9718	0.3878	0.4502	0.162	100.48	8,229.2	97,281.2	10,782,669
SOU-001	South Africa	Southern Africa	baseline	2024-07-01	2,024	7	38.5	2.06	2.44	0.7431	127,722.6	98,703.7	85.75	3.522	0.7	0.0609	0.1407	0.0983	593.96	58,626.32	85.6	0.9386	0.3612	0.475	0.1638	106.14	8,155.9	90,547.9	11,547,001
SOU-001	South Africa	Southern Africa	baseline	2024-08-01	2,024	8	38.5	2.06	2.44	0.749	128,726.4	101,542.8	89.7	3.644	0.678	0.0571	0.1675	0.0975	565.92	57,464.67	46.3	0.9619	0.385	0.4936	0.1214	86.43	10,031	91,511.8	9,537,372
SOU-001	South Africa	Southern Africa	baseline	2024-09-01	2,024	9	38.5	2.06	2.44	0.716	123,059.2	91,593.3	80.32	3.367	0.6586	0.0444	0.1683	0.1287	598.18	54,789.06	33.3	0.9789	0.3982	0.4243	0.1774	82.73	6,567	85,026.3	8,690,310
SOU-001	South Africa	Southern Africa	baseline	2024-10-01	2,024	10	38.5	2.06	2.44	0.722	124,092.3	100,651.6	88.34	3.315	0.6774	0.052	0.1426	0.128	564.69	56,837.41	37.9	0.9649	0.3979	0.4492	0.1529	95.13	8,289.5	92,362.1	10,621,854
SOU-001	South Africa	Southern Africa	baseline	2024-11-01	2,024	11	38.5	2.06	2.44	0.6952	119,491.6	91,938.8	83.92	3.428	0.758	0.0291	0.1164	0.0965	558.26	51,326.19	41.2	0.9598	0.4266	0.4318	0.1415	76.8	4,680.9	87,257.9	7,555,461
SOU-001	South Africa	Southern Africa	baseline	2024-12-01	2,024	12	38.5	2.06	2.44	0.6878	118,215	92,282.1	83.58	3.501	0.7226	0.0498	0.1344	0.0932	566.32	52,260.96	90.6	0.9599	0.3553	0.4817	0.163	88.88	7,613.3	84,668.7	7,936,117
SOU-001	South Africa	Southern Africa	baseline	2025-01-01	2,025	1	39.5	2.06	2.44	0.5967	102,551.8	81,666	88	3.422	0.7338	0.0296	0.1646	0.072	600.3	49,024.16	31.9	0.969	0.4127	0.4461	0.1412	88.76	6,918.9	74,747.1	7,921,092
SOU-001	South Africa	Southern Africa	baseline	2025-02-01	2,025	2	39.5	2.06	2.44	0.6401	110,016.4	84,335.9	95.29	3.456	0.6782	0.041	0.1764	0.1043	624.79	52,692.39	47.5	0.9506	0.3916	0.4474	0.161	97.51	6,722.2	77,613.7	8,726,278
SOU-001	South Africa	Southern Africa	baseline	2025-03-01	2,025	3	39.5	2.06	2.44	0.7279	125,110.7	98,243.4	84.44	3.566	0.6837	0.0687	0.1385	0.1091	599.26	58,873.62	47.3	0.9584	0.3824	0.4932	0.1245	82.63	9,093.9	89,149.5	8,424,570
SOU-001	South Africa	Southern Africa	baseline	2025-04-01	2,025	4	39.5	2.06	2.44	0.6883	118,299.2	90,414.2	99	3.156	0.6641	0.072	0.1511	0.1128	545.1	49,284.88	43	0.951	0.3991	0.4504	0.1504	89.48	7,205.4	83,208.8	8,085,718
SOU-001	South Africa	Southern Africa	baseline	2025-05-01	2,025	5	39.5	2.06	2.44	0.7453	128,104	99,780.5	88.61	3.619	0.6918	0.0624	0.1261	0.1198	581.86	58,057.87	33	0.9587	0.3661	0.4914	0.1426	96.19	8,553.6	91,226.8	9,571,565
SOU-001	South Africa	Southern Africa	baseline	2025-06-01	2,025	6	39.5	2.06	2.44	0.6662	114,499.5	89,949.4	90.81	3.392	0.7448	0.0702	0.1094	0.0756	589.16	52,994.34	31.3	0.9554	0.4271	0.4263	0.1465	101.31	6,916.3	83,033.1	9,149,198
SOU-001	South Africa	Southern Africa	baseline	2025-07-01	2,025	7	39.5	2.06	2.44	0.7269	124,939	103,557.9	89.71	3.319	0.7156	0.0195	0.1483	0.1166	560.04	57,996.66	31	0.9601	0.4041	0.4352	0.1607	71.91	8,111.2	95,446.7	7,282,786
SOU-001	South Africa	Southern Africa	baseline	2025-08-01	2,025	8	39.5	2.06	2.44	0.6998	120,281.7	96,776.9	92.9	3.484	0.6644	0.0803	0.1417	0.1137	552.76	53,494.04	54.8	0.9622	0.3798	0.4826	0.1376	95.11	9,026	87,750.9	9,140,861
SOU-001	South Africa	Southern Africa	baseline	2025-09-01	2,025	9	39.5	2.06	2.44	0.7457	128,174	101,767.5	83.6	3.717	0.6713	0.0584	0.1787	0.0917	583.58	59,389.24	47.9	0.9807	0.3756	0.4581	0.1662	84.41	8,997.7	92,769.8	9,531,095
SOU-001	South Africa	Southern Africa	baseline	2025-10-01	2,025	10	39.5	2.06	2.44	0.7269	124,928.9	104,029.2	88.04	3.457	0.7827	0.0136	0.1178	0.0859	612.02	63,668.36	37.2	0.9508	0.3499	0.4848	0.1653	88.45	9,547.9	94,481.3	9,696,252
SOU-001	South Africa	Southern Africa	baseline	2025-11-01	2,025	11	39.5	2.06	2.44	0.6618	113,738.7	88,993.5	87.01	3.433	0.7327	0.0044	0.213	0.0499	633.36	56,365.06	49.4	0.9704	0.3947	0.4493	0.156	95.71	7,052.6	81,940.9	8,193,978
SOU-001	South Africa	Southern Africa	baseline	2025-12-01	2,025	12	39.5	2.06	2.44	0.6503	111,776	86,597.7	92.42	3.431	0.7106	0.0253	0.1275	0.1366	557.67	48,293.22	39.8	0.9732	0.3746	0.4462	0.1792	86.24	7,499.4	79,098.3	7,366,049
SOU-002	South Africa	Southern Africa	baseline	2020-01-01	2,020	1	36.5	2.06	2.35	0.6855	117,817.6	92,157.2	89.9	3.198	0.7538	0.0266	0.1392	0.0804	548.54	50,552.35	41	0.9376	0.4391	0.4125	0.1483	68.71	6,577.4	85,579.8	7,043,452
SOU-002	South Africa	Southern Africa	baseline	2020-02-01	2,020	2	36.5	2.06	2.35	0.6399	109,984.5	85,788.4	94.56	3.517	0.7012	0.0051	0.1712	0.1225	547.15	46,938.9	60.1	0.9745	0.3934	0.4655	0.1411	75.72	8,047.6	77,740.8	7,047,669
SOU-002	South Africa	Southern Africa	baseline	2020-03-01	2,020	3	36.5	2.06	2.35	0.7202	123,792.9	97,766.2	84.65	3.281	0.747	0.0097	0.1403	0.103	573.55	56,074.16	68.9	0.9745	0.3705	0.4622	0.1673	77.41	8,269.4	89,496.8	8,293,066
SOU-002	South Africa	Southern Africa	baseline	2020-04-01	2,020	4	36.5	2.06	2.35	0.6963	119,683.7	97,110.1	81.55	3.474	0.6601	0.053	0.2132	0.0737	554.42	53,839.48	36.7	0.971	0.3914	0.4497	0.1589	78.47	6,961.5	90,148.6	8,606,582
SOU-002	South Africa	Southern Africa	baseline	2020-05-01	2,020	5	36.5	2.06	2.35	0.7315	125,733.5	99,317.3	90.84	3.393	0.7407	0.0364	0.15	0.073	572.82	56,891.2	33.3	0.9743	0.3881	0.4452	0.1668	74.47	8,340.4	90,976.8	8,036,472
SOU-002	South Africa	Southern Africa	baseline	2020-06-01	2,020	6	36.5	2.06	2.35	0.7617	130,918.4	104,618.9	88.91	3.058	0.6787	0.1121	0.134	0.0753	581.99	60,887.03	31.3	0.9645	0.3844	0.4466	0.1689	82.84	7,834.4	96,784.5	8,461,412
SOU-002	South Africa	Southern Africa	baseline	2020-07-01	2,020	7	36.5	2.06	2.35	0.7946	136,576.6	107,206	93.52	3.219	0.7055	0.0468	0.1482	0.0995	567.88	60,880.42	38.6	0.9549	0.4169	0.4446	0.1385	69.61	8,693.7	98,512.3	7,991,357
SOU-002	South Africa	Southern Africa	baseline	2020-08-01	2,020	8	36.5	2.06	2.35	0.8121	139,587.2	104,352.8	95.67	3.388	0.6454	0.0678	0.1681	0.1187	589.52	61,517.79	48	0.9555	0.4068	0.4366	0.1566	79.17	9,341.6	95,011.2	8,259,479
SOU-002	South Africa	Southern Africa	baseline	2020-09-01	2,020	9	36.5	2.06	2.35	0.7374	126,746.8	98,934.9	90.51	3.325	0.7322	0.062	0.1495	0.0563	544.81	53,900.58	35.3	0.9208	0.408	0.4291	0.1629	70.9	8,169.8	90,765.1	7,499,052
SOU-002	South Africa	Southern Africa	baseline	2020-10-01	2,020	10	36.5	2.06	2.35	0.7038	120,969.2	94,348.2	80.13	3.109	0.6515	0.0645	0.1577	0.1263	541.68	51,106.54	33.5	0.9266	0.3762	0.4669	0.1569	67.57	7,571.7	86,776.5	7,229,734
SOU-002	South Africa	Southern Africa	baseline	2020-11-01	2,020	11	36.5	2.06	2.35	0.6856	117,839.1	94,141.1	88.02	3.351	0.6846	0.0296	0.1719	0.1138	573.9	54,027.87	37.4	0.9605	0.4088	0.4579	0.1333	87.08	7,411	86,730.1	9,103,794
SOU-002	South Africa	Southern Africa	baseline	2020-12-01	2,020	12	36.5	2.06	2.35	0.6702	115,190.2	86,017.7	85.18	3.078	0.6559	0.1038	0.1477	0.0927	579.28	49,828.33	49.6	0.9598	0.4225	0.416	0.1615	74.49	6,347.6	79,670.1	7,136,346
SOU-002	South Africa	Southern Africa	baseline	2021-01-01	2,021	1	37.5	2.06	2.35	0.6983	120,018.6	90,641.8	86.21	3.281	0.764	0	0.1852	0.0508	547.27	49,605.39	59.6	0.9598	0.4277	0.4285	0.1438	74.26	6,250	84,391.7	7,449,293
SOU-002	South Africa	Southern Africa	baseline	2021-02-01	2,021	2	37.5	2.06	2.35	0.6638	114,088.5	86,714	90.55	3.263	0.672	0.0849	0.1596	0.0835	578.6	50,172.93	29.4	0.9565	0.4314	0.4362	0.1324	75.34	5,415	81,299	6,720,158
SOU-002	South Africa	Southern Africa	baseline	2021-03-01	2,021	3	37.5	2.06	2.35	0.6591	113,279.2	88,106.9	89.72	3.262	0.7322	0.0522	0.0931	0.1225	587.78	51,787.78	44.3	0.9624	0.3863	0.4703	0.1434	77.85	6,906.7	81,200.2	6,575,502
SOU-002	South Africa	Southern Africa	baseline	2021-04-01	2,021	4	37.5	2.06	2.35	0.726	124,783.6	93,683.1	86.75	3.212	0.6879	0.0581	0.1486	0.1055	555.5	52,040.82	43.6	0.9769	0.3948	0.4471	0.1581	86.71	6,249.1	87,434	8,750,086
SOU-002	South Africa	Southern Africa	baseline	2021-05-01	2,021	5	37.5	2.06	2.35	0.7071	121,536.2	96,315.9	86.75	3.626	0.7452	0.022	0.1474	0.0854	556.28	53,578.96	34.4	0.977	0.4293	0.4009	0.1698	77.96	9,335.2	86,980.7	7,403,621
SOU-002	South Africa	Southern Africa	baseline	2021-06-01	2,021	6	37.5	2.06	2.35	0.747	128,389.4	101,564.5	95.78	3.225	0.7175	0.0473	0.1126	0.1226	552.82	56,146.9	31.5	0.9572	0.4021	0.463	0.1349	80.82	7,865	93,699.5	8,063,968
SOU-002	South Africa	Southern Africa	baseline	2021-07-01	2,021	7	37.5	2.06	2.35	0.7668	131,788.7	97,645.6	97.68	3.438	0.7603	0.0086	0.1612	0.0699	539.99	52,727.63	50	0.9655	0.379	0.4485	0.1725	79.56	8,683.3	88,962.3	8,808,496
SOU-002	South Africa	Southern Africa	baseline	2021-08-01	2,021	8	37.5	2.06	2.35	0.7263	124,837.4	100,860.1	79.04	3.262	0.7399	0.0701	0.0892	0.1008	574.47	57,940.89	50.1	0.9722	0.3694	0.464	0.1666	79.7	7,396.7	93,463.4	9,149,297
SOU-002	South Africa	Southern Africa	baseline	2021-09-01	2,021	9	37.5	2.06	2.35	0.7767	133,490.5	109,186.8	92.66	3.488	0.6835	0.032	0.1404	0.1442	546.04	59,619.94	37.9	0.9493	0.4325	0.41	0.1575	83.05	7,877.5	101,309.3	9,971,989
SOU-002	South Africa	Southern Africa	baseline	2021-10-01	2,021	10	37.5	2.06	2.35	0.6877	118,190.1	92,690.3	80.87	3.399	0.6702	0.0639	0.1715	0.0944	614.2	56,930.09	33.4	0.9632	0.3766	0.4549	0.1685	73.41	8,766.6	83,923.6	6,672,931
SOU-002	South Africa	Southern Africa	baseline	2021-11-01	2,021	11	37.5	2.06	2.35	0.7114	122,275.8	95,125.4	97.01	3.566	0.6732	0.0482	0.1505	0.128	538.51	51,225.85	30.2	0.9745	0.3977	0.4155	0.1868	88.68	8,584.2	86,541.2	8,162,419
SOU-002	South Africa	Southern Africa	baseline	2021-12-01	2,021	12	37.5	2.06	2.35	0.6671	114,661.6	91,015.5	91.73	3.487	0.7329	0.0123	0.1753	0.0794	623.13	56,714.09	32.4	0.9682	0.4315	0.4055	0.163	86.83	7,189.6	83,825.9	8,644,818
SOU-002	South Africa	Southern Africa	baseline	2022-01-01	2,022	1	38.5	2.06	2.35	0.6673	114,689.6	90,476.5	92.97	3.311	0.6942	0.0579	0.0911	0.1567	595.58	53,885.82	31.8	0.981	0.3699	0.4712	0.1589	75.65	8,450	82,026.4	7,327,134
SOU-002	South Africa	Southern Africa	baseline	2022-02-01	2,022	2	38.5	2.06	2.35	0.7122	122,406.4	95,490.1	105.67	3.223	0.7387	0	0.174	0.0873	616.42	58,861.88	37.6	0.9488	0.4247	0.4099	0.1654	82.93	8,578.7	86,911.4	8,042,160
SOU-002	South Africa	Southern Africa	baseline	2022-03-01	2,022	3	38.5	2.06	2.35	0.6301	108,299.9	82,928.3	87.16	3.695	0.722	0.0245	0.1514	0.1021	581.89	48,254.74	43.1	0.9586	0.3799	0.4609	0.1591	79.42	8,202	74,726.3	6,338,540
SOU-002	South Africa	Southern Africa	baseline	2022-04-01	2,022	4	38.5	2.06	2.35	0.7093	121,910.2	94,301.7	83.61	3.448	0.707	0.0331	0.1374	0.1225	557.53	52,575.6	37.9	0.9587	0.4167	0.4674	0.1159	76.68	6,620.7	87,681	7,013,173

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African Cement Plant Operations | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: csv - Sector: energy - 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 Cement Plant Operations Dataset Comprehensive dataset of cement plant operations across 12 African countries with 3 operational scenarios, covering 2020-2025 at monthly granularity. Overview Statistic Value Total Records 21,384 Countries 12 Plants 99 Scenarios 3 Time Range January 2020 - December 2025 Features per Record 30 Countries Covered Country Region Installed Capacity (Mt/yr) Plants Egypt North Africa 90.0… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/african-cement-plant-operations.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/african-cement-plant-operations`
Sector	energy
Topic tags	cement, manufacturing, energy, emissions, industrial-operations, sustainability
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 00:50:47+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-cement-plant-operations")
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: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: CC BY 4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/african-cement-plant-operations
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_cement_plant_operations_2026,
  title        = {African Cement Plant Operations | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/african-cement-plant-operations},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/african-cement-plant-operations}}
}

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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