Datasets:

electricsheepafrica
/

african-cement-plant-operations

plant_id stringclasses 99 values	country stringclasses 12 values	region stringclasses 5 values	scenario stringclasses 1 value	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 6.7 44	installed_capacity_mt float64 1 4.09	grinding_capacity_mt float64 1.09 4.98	capacity_utilization float64 0.29 0.84	clinker_production_tons float64 24.2k 222k	cement_production_tons float64 19.2k 176k	electrical_energy_kwh_per_ton float64 68.3 124	thermal_energy_gj_per_ton float64 2.8 4.43	fuel_coal_share float64 0.22 0.82	fuel_gas_share float64 0 0.65	fuel_petcoke_share float64 0.02 0.38	fuel_alternative_share float64 0 0.32	co2_kg_per_ton_cement float64 496 733	total_co2_tons_monthly float64 11.2k 106k	maintenance_downtime_hours float64 22.3 120	quality_compliance_rate float64 0.84 1	cement_type_opc_share float64 0.34 0.68	cement_type_ppc_share float64 0.16 0.52	cement_type_psc_share float64 0.08 0.23	cost_usd_per_ton float64 38 148	export_volumes_tons float64 671 35.9k	domestic_sales_tons float64 18.3k 151k	total_revenue_usd float64 2.07M 18.6M
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

End of preview. Expand in Data Studio

YAML Metadata Warning:The task_categories "regression" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

YAML Metadata Warning:The task_categories "classification" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

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	22
Nigeria	West Africa	52.0	14
Algeria	North Africa	28.0	12
Morocco	North Africa	22.0	7
South Africa	Southern Africa	16.5	8
Ethiopia	East Africa	18.0	9
Kenya	East Africa	12.0	6
Tanzania	East Africa	8.5	5
Ghana	West Africa	8.0	5
Senegal	West Africa	6.0	4
Cameroon	Central Africa	5.5	4
Zimbabwe	Southern Africa	3.0	3

Scenarios

baseline

Normal operations reflecting current African cement industry conditions (2024-2025). Parameters calibrated to actual reported industry performance metrics.

energy_crisis

Energy supply disruptions, fuel price spikes, grid instability. Modelled on real-world events including South Africa load-shedding and Nigeria natural gas supply shortages. Features ~22% higher energy intensity, ~35% higher costs, and reduced capacity utilization.

green_transition

Accelerated adoption of alternative fuels, energy efficiency upgrades, and carbon reduction initiatives aligned with the GCCA 2050 net-zero roadmap. Features ~28% lower CO2 emissions, 20pp higher alternative fuel substitution, and ~12% improved energy efficiency.

Features

Feature	Type	Description
`plant_id`	string	Unique plant identifier (e.g., NGA-001)
`country`	string	Country name
`region`	string	African region
`scenario`	string	Scenario name
`timestamp`	date	Monthly timestamp (YYYY-MM-DD)
`year`	int	Year (2020-2025)
`month`	int	Month (1-12)
`plant_age_years`	float	Age of plant in years
`installed_capacity_mt`	float	Installed clinker capacity (million tons/year)
`grinding_capacity_mt`	float	Cement grinding capacity (million tons/year)
`capacity_utilization`	float	Utilization rate (0-1)
`clinker_production_tons`	float	Monthly clinker production (tons)
`cement_production_tons`	float	Monthly cement production (tons)
`electrical_energy_kwh_per_ton`	float	Electrical energy intensity (kWh/ton cement)
`thermal_energy_gj_per_ton`	float	Thermal energy intensity (GJ/ton clinker)
`fuel_coal_share`	float	Coal share of thermal fuel mix (0-1)
`fuel_gas_share`	float	Natural gas share of thermal fuel mix (0-1)
`fuel_petcoke_share`	float	Petroleum coke share of thermal fuel mix (0-1)
`fuel_alternative_share`	float	Alternative fuels share (biomass, waste, etc.) (0-1)
`co2_kg_per_ton_cement`	float	CO2 emissions intensity (kg CO2/ton cement)
`total_co2_tons_monthly`	float	Total monthly CO2 emissions (tons)
`maintenance_downtime_hours`	float	Monthly maintenance downtime (hours)
`quality_compliance_rate`	float	Quality compliance rate (0-1)
`cement_type_opc_share`	float	Ordinary Portland Cement share (0-1)
`cement_type_ppc_share`	float	Portland Pozzolana Cement share (0-1)
`cement_type_psc_share`	float	Portland Slag Cement share (0-1)
`cost_usd_per_ton`	float	Production cost (USD/ton)
`export_volumes_tons`	float	Monthly export volumes (tons)
`domestic_sales_tons`	float	Monthly domestic sales (tons)
`total_revenue_usd`	float	Estimated monthly revenue (USD)

Parameter Calibration

All parameters are calibrated against published industry data:

Capacity utilization: Sourced from Dangote Cement annual reports, Global Cement Magazine, and industry capacity surveys. African plants typically operate at 35-75% of nameplate capacity.
Energy consumption: Electrical energy (88-110 kWh/ton) and thermal energy (3.45-3.95 GJ/ton) calibrated against NRCan Cement Benchmark Guide, IEA data, and peer-reviewed studies.
CO2 emissions: 595-670 kg CO2/ton cement, incorporating IPCC process emission factors (0.52 tCO2/t clinker from calcination) plus fuel combustion emissions.
Fuel mix: Calibrated against GCCA Alternative Fuels reports and country-specific energy availability data.
Cost per ton: Derived from Dangote Cement financial reports, LafargeHolcim Africa data, and industry cost benchmarks.

References

USGS Mineral Industry of Africa (2019-2024)
Dangote Cement Annual Reports 2024-2025
GCCA Cement Industry Net Zero Progress Report 2024/25
IEA Cement Energy System Analysis
African Development Bank Infrastructure Reports
Global Cement Magazine Top 100 2026
Natural Resources Canada: Cement Clinker Energy Benchmark Guide
MDPI: Alternative Fuels Substitution in Cement Industries (2023)
Discover Applied Sciences: Ethiopian GHG Cement Emission Factors (2025)
World Cement: Sub-Saharan Africa Industry Reports (2025)

Usage

import pandas as pd

# Load a specific scenario
df = pd.read_csv("baseline.csv")

# Filter by country
nigeria = df[df["country"] == "Nigeria"]

# Compare scenarios across countries
baseline = pd.read_csv("baseline.csv")
crisis = pd.read_csv("energy_crisis.csv")
green = pd.read_csv("green_transition.csv")

# Example: CO2 emissions by country and scenario
for scenario_name, scenario_df in [("baseline", baseline), ("crisis", crisis), ("green", green)]:
    print(f"\n{scenario_name}:")
    print(scenario_df.groupby("country")["co2_kg_per_ton_cement"].mean().sort_values())

Reproducing the Dataset

pip install -r requirements.txt
python generate_dataset.py
python validate_dataset.py

License

CC-BY-4.0

Downloads last month: 57