Datasets:

electricsheepafrica
/

african-agro-processing-value-add

record_id string	firm_id string	country string	product_category string	scenario string	year int64	month int64	raw_input_tons float64	processed_output_tons float64	conversion_rate float64	processing_loss_tons float64	processing_loss_rate float64	by_product_volume_tons float64	by_product_utilization float64	value_addition_margin float64	quality_grade string	grade_premium_multiplier float64	export_readiness_score float64	cold_chain_compliance float64	cold_chain_required bool	energy_cost_per_ton_usd float64	energy_intensity_kwh_per_ton float64	labor_productivity_tons_per_worker float64	capacity_utilization_pct float64	technology_adoption_level float64	raw_commodity_price_usd_per_ton float64	processed_product_price_usd_per_ton float64	raw_input_value_usd float64	processed_output_value_usd float64	value_added_usd float64	value_addition_ratio float64	has_certification int64	is_organic int64	has_haccp_certification int64	has_iso22000_certification int64	num_employees int64	female_employment_share float64	water_usage_m3 float64	wastewater_treatment_rate float64	export_share float64	domestic_share float64	access_to_credit int64	credit_amount_usd float64	interest_rate_pct float64	plant_age_years int64	capex_investment_usd float64	transport_cost_per_ton_usd float64	days_to_nearest_port float64	infrastructure_index float64	electricity_reliability float64	logistics_quality_index float64	trade_facilitation_index float64	regulatory_quality_index float64	skills_development_index float64	processing_maturity_index float64	labor_cost_usd_per_hour float64	energy_cost_usd_per_kwh float64	gdp_agri_share_pct float64	manufacturing_gdp_share_pct float64
SA-MAI-BA-0000-2019-01	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	1	163.38	116.96	0.7159	11.39	0.0697	22.35	0.638	0.83	premium	1.2	73.1	35.2	false	8.42	77.2	8.22	60.8	3.3	116.83	187.69	19,087.95	21,951.91	2,863.96	0.15	0	0	0	0	19	0.298	505.54	0.314	0.118	0.882	0	0	0	19	1,570,250.6	26.61	4.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-02	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	2	141.29	99.18	0.702	7.86	0.0556	25.45	0.743	0.51	grade_1	1.1	70.7	33	false	7.47	73	9.53	54.9	3.8	2,258.94	3,700.64	319,165.47	367,029.65	47,864.18	0.15	0	0	0	0	14	0.563	455.17	0.476	0.147	0.853	0	0	0	4	1,482,373.8	51.59	4.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-03	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	3	132.81	94.09	0.7084	6.62	0.0498	22.53	0.702	0.69	grade_3	0.85	82.5	31.3	false	7.17	85.6	6.96	73.8	3.4	176.21	286.04	23,402.85	26,913.58	3,510.73	0.15	0	0	0	0	19	0.411	438.41	0.504	0.135	0.865	0	0	0	10	2,653,166.38	5	6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-04	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	4	62.88	45.45	0.7228	1.9	0.0302	10.38	0.668	0.57	grade_2	1	68.7	38.9	false	7.49	82.1	8.42	69	3.8	300.57	478.25	18,900.08	21,736.68	2,836.6	0.15	0	0	0	0	7	0.458	175.4	0.401	0.141	0.859	0	0	0	24	641,455.34	31.44	0.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-05	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	5	59.66	41.52	0.6959	3.44	0.0576	10.94	0.744	0.66	grade_2	1	76.4	32.9	false	6.37	94.5	7.55	57.1	3.5	173.11	286.05	10,327.59	11,876.93	1,549.34	0.15	0	0	1	0	7	0.397	184.38	0.445	0.124	0.876	0	0	0	4	4,601,546.43	47.44	1.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-06	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	6	16.74	12.35	0.7376	1.55	0.0929	1.77	0.622	0.45	premium	1.2	88.7	40	false	7.66	90.3	8.51	70.2	3.1	375.8	585.92	6,290.97	7,236.06	945.09	0.15	0	0	0	0	5	0.31	46.29	0.402	0.168	0.832	0	0	0	10	524,347.39	37.98	4.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-07	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	7	20.4	13.88	0.6804	1.38	0.0678	3.41	0.663	0.64	grade_2	1	77.8	34.8	false	8.3	84.5	9.24	55.3	3.8	706.33	1,193.85	14,409.16	16,570.68	2,161.52	0.15	0	0	0	0	5	0.559	56.18	0.595	0.159	0.841	0	0	0	11	1,449,844.32	21.22	2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-08	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	8	135.56	98.73	0.7283	9.82	0.0724	19.53	0.723	0.6	grade_2	1	63.7	32.7	false	6.91	77.2	10.32	65.3	3.4	221.56	349.85	30,034.69	34,540.44	4,505.75	0.15	0	0	0	0	13	0.509	372.24	0.223	0.14	0.86	1	216,338.2	16.84	15	1,844,690.45	37.5	4.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-09	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	9	138.29	101.9	0.7368	10.54	0.0762	15.02	0.581	0.76	grade_3	0.85	67.5	35.4	false	7.85	81.8	9.03	72	3.9	246.13	384.14	34,036.82	39,144.13	5,107.31	0.15	0	0	0	0	15	0.382	446.36	0.334	0.145	0.855	0	0	0	1	2,506,187.85	45.81	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-10	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	10	332.53	240.06	0.7219	14.58	0.0438	53.28	0.684	0.49	grade_2	1	94.1	47.7	false	8.69	92	10.12	65.1	3.6	565.9	901.45	188,178.43	216,402.62	28,224.19	0.15	0	0	0	0	32	0.345	1,047.97	0.58	0.123	0.877	1	36,251.94	15.27	16	424,763.58	49.42	9.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-11	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	11	14.54	10.26	0.7055	1.15	0.079	2.11	0.672	0.49	grade_2	1	81.2	32.8	false	6.94	85.8	7.25	64.2	2.9	86.47	140.96	1,257.33	1,446.28	188.95	0.15	0	0	0	1	5	0.593	37.36	0.624	0.15	0.85	0	0	0	3	2,148,502.09	36.19	3.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2019-12	SA-MAI-BA-0000-2019	South Africa	maize	baseline	2,019	12	199.25	152.94	0.7676	8.26	0.0414	21.01	0.552	0.92	below_grade	0.6	78.5	32.1	false	7.28	81	9.28	72.1	3.3	148.74	222.85	29,636.75	34,082.18	4,445.43	0.15	0	0	0	0	21	0.377	646.34	0.544	0.131	0.869	0	0	0	20	1,320,058.57	36.93	7.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-01	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	1	178.77	127.63	0.7139	10.15	0.0567	28.32	0.691	0.76	grade_1	1.1	81.5	33.1	false	8.36	70.8	8.29	72.6	3.4	484.53	780.48	86,617.91	99,610.26	12,992.35	0.15	1	0	0	0	20	0.649	593.42	0.181	0.14	0.86	0	0	0	14	4,383,127.87	24.19	4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-02	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	2	775.94	551.48	0.7107	55.91	0.0721	121.01	0.718	0.69	grade_1	1.1	77	28.9	false	7.29	79.3	9.31	53.4	3.1	137.72	222.84	106,864.84	122,894.73	16,029.89	0.15	0	0	0	0	80	0.394	2,257.44	0.449	0.135	0.865	1	55,698.4	15.29	17	1,174,116.66	36.49	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-03	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	3	61.42	45.06	0.7337	3.75	0.061	8.5	0.674	0.75	grade_2	1	75.4	44.6	false	8.38	91.5	11.91	58.9	3.7	283.35	444.1	17,402.88	20,012.25	2,609.37	0.15	1	1	0	0	5	0.683	169.36	0.324	0.137	0.863	0	0	0	6	1,162,752.9	40.43	8.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-04	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	4	46.4	32.16	0.693	3.13	0.0674	8.25	0.742	0.4	below_grade	0.6	74.4	30.7	false	7.88	77.4	7.52	67.7	3.5	305.06	506.2	14,155.24	16,277.58	2,122.35	0.15	0	0	0	0	5	0.453	139.28	0.457	0.14	0.86	0	0	0	2	3,516,209.42	43.13	5.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-05	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	5	14.71	11.15	0.7583	0.96	0.065	1.9	0.728	0.49	grade_2	1	75.9	34.4	false	8.53	91.7	10.39	66.3	3.2	197.3	299.2	2,901.96	3,337.58	435.62	0.15	1	0	0	0	5	0.368	42.61	0.19	0.182	0.818	0	0	0	29	1,382,428.12	27.51	7.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-06	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	6	137.89	99.22	0.7196	9.92	0.0719	16.3	0.567	0.56	below_grade	0.6	58.5	32.3	false	6.65	85.3	9.9	67.9	3.2	162.21	259.25	22,366.83	25,722.58	3,355.75	0.15	0	0	0	0	13	0.293	395.18	0.379	0.132	0.868	1	25,886.11	13.57	3	914,391.3	5	3.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-07	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	7	171.93	130	0.7561	12.51	0.0728	18.04	0.613	0.51	grade_1	1.1	79.6	30.8	false	5.89	96.5	6.95	75.9	4	200.49	304.92	34,470	39,639.01	5,169.01	0.15	1	1	0	0	24	0.75	573.52	0.431	0.129	0.871	0	0	0	4	810,001.76	25.01	1.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-08	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	8	267.08	192.23	0.7198	21.95	0.0822	32.11	0.607	0.61	grade_2	1	71.5	45.7	false	7.35	90.1	8.1	76.2	3.1	52.93	84.57	14,136.6	16,256.75	2,120.15	0.15	0	0	0	0	32	0.533	749.11	0.377	0.137	0.863	1	16,383.24	3.99	40	3,436,336.86	20.94	2.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-09	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	9	169.13	116.81	0.6907	10.4	0.0615	23.76	0.567	0.71	grade_3	0.85	79.3	28.5	false	6.88	88.6	9.38	43.1	3.3	191.45	318.77	32,379.18	37,236.53	4,857.35	0.15	0	0	0	0	17	0.412	445.94	0.352	0.151	0.849	0	0	0	2	3,538,486.5	48.14	1.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-10	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	10	522.93	337.74	0.6459	25.12	0.048	102.44	0.64	0.69	grade_3	0.85	76.4	33.7	false	8.02	82.6	11.13	64	3.5	152.08	270.79	79,525.8	91,455.11	11,929.32	0.15	0	0	0	0	45	0.491	1,614.26	0.761	0.17	0.83	0	0	0	21	947,800.15	19.37	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-11	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	11	94.79	73.02	0.7703	6.15	0.0649	10.79	0.691	0.57	below_grade	0.6	57.3	25.9	false	7.87	82	9.22	69.6	3.2	177.63	265.19	16,837.69	19,363.32	2,525.63	0.15	0	0	0	0	9	0.442	291.43	0.381	0.131	0.869	1	576,457.54	15.61	26	3,591,986.88	30.89	1.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2020-12	SA-MAI-BA-0000-2020	South Africa	maize	baseline	2,020	12	145.82	108.3	0.7427	6.74	0.0462	22.1	0.718	0.73	grade_3	0.85	61.9	35.2	false	6.84	94.1	8.31	66.4	3.7	119.98	185.78	17,495.14	20,120.29	2,625.15	0.15	0	0	0	0	17	0.15	544.44	0.469	0.152	0.848	0	0	0	31	3,139,969.29	42.45	8.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-01	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	1	645.54	454.89	0.7047	29.15	0.0452	105.46	0.653	0.58	grade_2	1	83.8	28.3	false	7.55	83.2	10.45	60.3	3.7	38.22	62.38	24,673.8	28,374.86	3,701.06	0.15	0	0	0	0	58	0.38	2,259.85	0.411	0.116	0.884	1	59,279.56	8.72	7	1,967,697.53	63.94	6.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-02	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	2	25.29	20.16	0.7972	1.54	0.0609	2.33	0.649	0.6	grade_1	1.1	74.1	34.2	false	9.62	88.3	7.51	76.1	2.7	46.4	66.93	1,173.53	1,349.48	175.95	0.15	0	0	0	0	5	0.271	65.2	0.333	0.125	0.875	1	829,356.74	15.94	13	1,277,992.67	17.49	2.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-03	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	3	22.02	16.32	0.7414	1.24	0.0564	3.05	0.686	0.54	grade_3	0.85	78.6	46.2	false	6.88	81.3	8.11	57.5	3	1,004	1,557.35	22,104.32	25,422.16	3,317.84	0.15	0	0	0	0	5	0.335	56.74	0.217	0.164	0.836	0	0	0	7	521,787.88	38.39	3.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-04	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	4	154.04	110.74	0.7189	11.79	0.0765	20.73	0.658	0.62	grade_2	1	92.2	38.4	false	7.17	80.1	8.44	54.7	3.5	66.44	106.29	10,234.63	11,770.24	1,535.61	0.15	0	0	0	0	17	0.486	473.95	0.597	0.187	0.813	1	274,184.11	13.37	6	3,483,344.44	35.51	5.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-05	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	5	119.39	83.25	0.6973	6.06	0.0508	18.16	0.604	0.39	grade_3	0.85	64.2	37.6	false	6.31	89.8	11.81	62.6	3.5	282.37	465.67	33,711.91	38,768.09	5,056.18	0.15	0	0	1	0	9	0.351	362.53	0.834	0.148	0.852	0	0	0	18	2,738,653.44	25.32	8.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-06	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	6	48.58	35.9	0.739	3.63	0.0746	5.17	0.571	0.69	grade_2	1	64.4	31.2	false	8.46	89.6	9.16	71.5	3.7	684.72	1,065.58	33,263.72	38,256.56	4,992.83	0.15	0	0	0	0	5	0.547	152	0.481	0.156	0.844	0	0	0	1	583,765.82	51.53	3.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-07	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	7	98.72	71.17	0.7209	7.31	0.0741	13.26	0.655	0.52	grade_1	1.1	71.3	24.7	false	8.63	82	8.65	66.1	3.6	52.26	83.37	5,159.1	5,933.25	774.15	0.15	0	0	0	0	10	0.452	322.5	0.462	0.174	0.826	0	0	0	20	1,758,724.94	70.96	3.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-08	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	8	545.85	418.88	0.7674	28.47	0.0522	62.65	0.636	0.54	grade_2	1	67	24.6	false	6.17	81.2	7.37	56.4	3.7	214.31	321.16	116,980.23	134,528.63	17,548.4	0.15	0	0	0	0	69	0.321	1,453.69	0.507	0.154	0.846	0	0	0	9	2,696,923.63	26.82	2.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-09	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	9	44.4	33.56	0.7557	3.61	0.0813	4.4	0.608	0.51	grade_3	0.85	78.8	27.4	false	7.11	84.9	12.18	72.5	3.2	279.15	424.82	12,395.32	14,256.85	1,861.53	0.15	0	0	0	0	5	0.454	137.66	0.549	0.195	0.805	1	4,346.73	8.97	4	2,752,611.28	27.03	4.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-10	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	10	397.16	316.06	0.7958	20.67	0.052	42.42	0.702	0.53	grade_3	0.85	61.9	36.7	false	7.83	93.7	9.41	72.5	3.6	338.49	489.14	134,434.89	154,598.4	20,163.51	0.15	0	0	0	0	39	0.506	1,356.16	0.547	0.146	0.854	0	0	0	17	2,513,398.1	28.96	4.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-11	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	11	120.01	86.58	0.7214	4.75	0.0396	19.57	0.682	0.71	grade_3	0.85	92.3	35.1	false	7.34	81.2	9.73	65.4	3.8	77.23	123.12	9,268.78	10,659.59	1,390.82	0.15	0	0	0	0	11	0.366	367.02	0.611	0.127	0.873	1	3,964.21	17.86	12	1,426,466.77	59.52	3.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2021-12	SA-MAI-BA-0000-2021	South Africa	maize	baseline	2,021	12	912.01	617.04	0.6766	24.64	0.027	168.96	0.625	0.67	grade_3	0.85	84	43.5	false	7.48	88	7.45	64.1	3.7	91.67	155.82	83,604.01	96,145.43	12,541.42	0.15	0	0	0	0	115	0.619	2,670.03	0.503	0.122	0.878	0	0	0	8	4,274,180.28	42.23	5.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-01	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	1	212.18	161.23	0.7599	13.35	0.0629	24.29	0.646	0.71	grade_1	1.1	86.5	36	false	7.07	85	7.17	62.5	3.3	241.91	366.11	51,328.47	59,028.86	7,700.39	0.15	0	0	0	0	27	0.366	516.26	0.382	0.095	0.905	0	0	0	5	4,247,482.22	20.02	3.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-02	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	2	24.44	18.69	0.7651	1.79	0.0732	2.57	0.651	0.57	grade_2	1	68	33.3	false	7.44	81.4	8.88	63.6	3.3	286.1	430.02	6,991.57	8,038.62	1,047.05	0.15	0	0	0	0	5	0.292	83.57	0.589	0.151	0.849	0	0	0	25	1,457,291.76	45.01	6.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-03	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	3	476.78	346.11	0.7259	43.45	0.0911	64.29	0.737	0.5	grade_1	1.1	76.6	24.7	false	7.25	86.5	9.84	74	4.4	226.49	358.8	107,984.77	124,183.21	16,198.44	0.15	0	0	0	0	44	0.425	1,447.5	0.542	0.127	0.873	1	307,604.19	13.56	16	1,853,338.35	15.98	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-04	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	4	344.71	265.61	0.7705	18.31	0.0531	39.39	0.648	0.76	below_grade	0.6	61.9	28.4	false	8.26	77.4	9.24	69.3	3.1	736.16	1,098.72	253,762.37	291,831.19	38,068.83	0.15	0	0	0	0	34	0.513	977.23	0.349	0.149	0.851	1	347,699.38	13.37	9	4,919,012.56	7.96	3.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-05	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	5	20.75	15.66	0.7548	1.1	0.053	2.58	0.648	0.65	grade_1	1.1	78.8	16.2	false	7.84	89.9	8.65	74.9	3.7	80.35	122.42	1,667.57	1,917.45	249.88	0.15	0	0	0	0	5	0.381	75.19	0.507	0.16	0.84	0	0	0	25	1,622,480.87	33.98	3.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-06	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	6	104.43	77.49	0.742	6.14	0.0588	11.44	0.55	0.61	premium	1.2	76.1	36.6	false	7.55	87.1	10.47	48.2	4.4	121.89	188.91	12,729	14,638.55	1,909.55	0.15	1	0	0	0	9	0.468	321.96	0.352	0.174	0.826	1	46,819.67	17.48	35	3,080,054.61	66.35	6.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-07	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	7	57.26	41.34	0.722	3.61	0.063	7.34	0.596	0.67	grade_3	0.85	80.3	46.1	false	6.77	85.8	9.41	59	3.5	318.3	506.98	18,225.41	20,960.34	2,734.93	0.15	0	0	0	0	5	0.488	177.88	0.197	0.129	0.871	0	0	0	20	4,189,128.66	55.22	3.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-08	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	8	28.56	19.47	0.6817	1.01	0.0353	5.89	0.728	0.47	grade_2	1	69.9	22.4	false	8.91	87.7	10.36	59.5	4.2	536.69	905.42	15,326.66	17,626.18	2,299.52	0.15	0	0	0	1	5	0.381	75.77	0.22	0.183	0.817	0	0	0	12	544,368.62	44.08	3.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-09	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	9	78.22	57.62	0.7366	4.65	0.0595	9.67	0.606	0.46	grade_2	1	67.1	34.4	false	8.71	88.2	10.24	52.4	3.2	519.37	810.86	40,624.31	46,719.85	6,095.54	0.15	0	0	0	0	7	0.304	247.58	0.727	0.155	0.845	1	5,489.04	15.76	40	3,939,884.67	26.07	4.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-10	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	10	115.95	87.68	0.7562	7.63	0.0658	13.83	0.67	0.56	grade_1	1.1	63.8	47	false	6.7	86.8	8.06	59.3	3.7	193.26	293.91	22,409.4	25,769.87	3,360.47	0.15	0	0	0	0	13	0.57	425.19	0.264	0.162	0.838	0	0	0	3	1,433,148.32	60.42	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-11	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	11	565.42	378.51	0.6694	36.59	0.0647	100.86	0.671	0.6	grade_2	1	68.8	46.4	false	7.23	93.3	9.77	78	3.4	207.92	357.17	117,559.15	135,193.43	17,634.28	0.15	1	0	0	0	53	0.342	1,488.63	0.455	0.133	0.867	1	23,559.22	16.81	10	3,166,906.2	5	4.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2022-12	SA-MAI-BA-0000-2022	South Africa	maize	baseline	2,022	12	22.98	17.7	0.7702	1.53	0.0663	2.43	0.647	0.49	grade_2	1	67.1	38	false	6.95	84	9.11	77.7	3.4	700.09	1,045.35	16,086.09	18,504.32	2,418.23	0.15	0	0	0	0	5	0.274	61.4	0.403	0.177	0.823	0	0	0	12	2,420,740.98	30.28	4.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-01	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	1	235.82	176.56	0.7487	11.37	0.0482	26.72	0.558	0.4	grade_2	1	79.1	50.2	false	6.78	88.6	10.13	65.3	3.6	244.39	375.38	57,630.74	66,275.78	8,645.03	0.15	0	0	0	0	20	0.43	700.45	0.588	0.143	0.857	0	0	0	20	1,456,305.97	32.37	2.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-02	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	2	34.31	24.73	0.7208	2.05	0.0599	5.07	0.674	0.76	grade_1	1.1	94.7	30.6	false	7.15	76.3	9.72	44.8	3.5	181.75	289.95	6,235.03	7,170.44	935.41	0.15	1	1	0	0	5	0.301	108.15	0.458	0.109	0.891	0	0	0	7	1,306,031.62	22.72	5.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-03	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	3	31.61	23.15	0.7325	1.57	0.0497	4.28	0.622	0.59	grade_1	1.1	71.7	28.1	false	7.42	91	8.48	66.4	3.5	245.29	385.09	7,752.7	8,914.92	1,162.22	0.15	0	0	0	0	5	0.48	116.52	0.293	0.145	0.855	0	0	0	8	1,059,242.98	53.94	3.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-04	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	4	251.63	180.95	0.7191	14.44	0.0574	36.5	0.649	0.54	grade_1	1.1	70.6	36.1	false	6.52	86.4	9.25	64.9	3.7	269.26	430.6	67,753.11	77,915.62	10,162.51	0.15	0	0	0	0	24	0.303	664.83	0.444	0.176	0.824	0	0	0	6	856,717.3	5	4.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-05	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	5	397.07	272.54	0.6864	14.3	0.036	71.21	0.646	0.54	grade_2	1	82.4	38.9	false	7.88	86.9	10.76	77.5	3.5	133.92	224.38	53,177.32	61,153.76	7,976.44	0.15	0	0	0	0	32	0.393	1,201.95	0.486	0.14	0.86	1	7,937.16	10.11	6	4,428,700.43	28.06	3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-06	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	6	43.12	30.04	0.6965	3.16	0.0732	7.11	0.716	0.69	grade_2	1	72.4	31	false	8.67	71.8	9.75	68.6	4.1	146.23	241.43	6,305.47	7,252.07	946.6	0.15	0	0	0	0	5	0.531	139	0.539	0.131	0.869	0	0	0	32	2,446,485.06	15.11	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-07	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	7	202.08	146.4	0.7244	10.66	0.0527	29.77	0.661	0.55	grade_2	1	73.7	39.9	false	7.2	85.2	8.77	67.3	3.4	885.26	1,405.3	178,893.87	205,729.41	26,835.54	0.15	0	0	0	0	20	0.295	636.73	0.499	0.151	0.849	0	0	0	1	1,894,879.56	47.78	5.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-08	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	8	16.82	12.36	0.7348	1.19	0.0709	2.3	0.704	0.95	grade_2	1	79.5	18.9	false	8.23	80.9	9.51	75.3	3.7	219.04	342.79	3,684.71	4,238.49	553.78	0.15	1	1	0	0	5	0.273	49.41	0.322	0.137	0.863	0	0	0	16	2,541,150.11	42.04	6.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-09	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	9	85.84	61.84	0.7204	4.14	0.0482	12.79	0.644	0.7	grade_2	1	78.4	29.4	false	7.02	92	7.9	48.2	3.7	320.85	512.16	27,540.81	31,669.31	4,128.5	0.15	0	0	0	0	9	0.237	290.02	0.367	0.208	0.792	0	0	0	1	5,604,874.31	67.26	6.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-10	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	10	205.27	152.59	0.7434	10.62	0.0517	27.34	0.65	0.48	premium	1.2	83.9	27.8	false	8.38	92.4	9.92	42.8	3.7	173.22	267.98	35,557.52	40,890.75	5,333.23	0.15	0	0	0	0	18	0.314	709.03	0.545	0.127	0.873	0	0	0	19	3,818,812.72	20.13	3.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-11	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	11	967.61	741.47	0.7663	50.96	0.0527	115.09	0.657	0.43	grade_1	1.1	60.9	41.3	false	7.5	84.3	8.5	68.2	3.4	744.27	1,116.94	720,162.26	828,180.48	108,018.22	0.15	0	0	0	0	101	0.417	3,417.3	0.699	0.14	0.86	0	0	0	3	987,405.72	47.05	6.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2023-12	SA-MAI-BA-0000-2023	South Africa	maize	baseline	2,023	12	78.96	54.77	0.6937	3.76	0.0476	13.65	0.668	0.57	grade_1	1.1	72.6	45.5	false	7.25	75.8	8.98	65.8	3.1	59.72	99.01	4,715.8	5,422.84	707.03	0.15	0	0	1	0	7	0.297	238.47	0.527	0.115	0.885	0	0	0	40	1,575,112.91	15.53	4.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-01	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	1	181.18	130.26	0.7189	6.49	0.0358	27.24	0.613	0.77	grade_3	0.85	68.5	41.1	false	9.69	80.7	8.6	66.2	3.6	1,042.32	1,667.29	188,850.07	217,182.28	28,332.22	0.15	1	0	0	0	18	0.366	652.8	0.715	0.127	0.873	0	0	0	1	4,045,610.51	25	3.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-02	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	2	213.3	149.04	0.6987	11.17	0.0523	32.5	0.612	0.77	grade_2	1	77.6	31	false	7.43	83.7	6.89	72.1	3.5	211.79	348.58	45,176.17	51,952.49	6,776.32	0.15	0	0	0	0	26	0.75	723.7	0.365	0.109	0.891	0	0	0	11	3,025,755.74	43.47	5.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-03	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	3	23.97	17.34	0.7235	1.79	0.0747	3.35	0.692	0.7	below_grade	0.6	71.6	30.3	false	7.34	86.3	7.71	68.4	4.1	104.16	165.56	2,496.41	2,871.18	374.77	0.15	1	0	0	0	5	0.41	75.15	0.291	0.16	0.84	0	0	0	7	6,071,650.91	44.14	4.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-04	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	4	67.76	49.47	0.7302	3.76	0.0556	10.4	0.716	0.63	grade_3	0.85	72.6	17.4	false	7.52	82.1	10.76	64.3	2.8	164.24	258.67	11,128.37	12,797.41	1,669.04	0.15	0	0	0	0	5	0.539	198.42	0.395	0.141	0.859	0	0	0	17	1,231,494.76	58.83	6.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-05	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	5	168.05	120.88	0.7193	7.81	0.0464	23.26	0.591	0.65	grade_3	0.85	84.5	29.8	false	8.05	84.1	8.31	71.2	3.9	550.07	879.46	92,438.18	106,306.4	13,868.22	0.15	0	0	0	0	17	0.482	513.2	0.503	0.161	0.839	0	0	0	14	2,753,217.97	45.59	8.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-06	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	6	32.14	24.21	0.7532	1.87	0.0582	4.2	0.692	0.27	below_grade	0.6	73.5	25.5	false	7.48	82.6	9.57	61.5	3.7	286.23	437.01	9,200	10,578.85	1,378.85	0.15	0	0	1	0	5	0.458	87.41	0.613	0.138	0.862	0	0	0	2	4,278,372.06	63.78	3.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-07	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	7	101.13	71.9	0.7109	7.28	0.072	13.11	0.597	0.36	grade_3	0.85	66.5	36.4	false	8.34	95	10.22	66.7	3.7	145.55	235.45	14,719.84	16,928.64	2,208.8	0.15	1	0	0	0	8	0.332	304.49	0.502	0.176	0.824	1	258,537.61	16	26	5,409,564.18	6.86	2.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-08	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	8	67.85	50.66	0.7466	4.3	0.0635	7.66	0.594	0.92	grade_2	1	88.1	38.9	false	7.71	76.6	6.84	63	3.2	1,389.58	2,140.46	94,282.75	108,430.41	14,147.66	0.15	0	0	0	0	8	0.399	250.18	0.466	0.148	0.852	0	0	0	8	1,714,611.78	5	5.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-09	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	9	35.4	24.77	0.6999	2.01	0.0569	6.06	0.704	0.6	grade_2	1	70.4	18	false	7.74	91.3	8.78	70.4	3.5	134.08	220.3	4,745.97	5,456.99	711.02	0.15	0	0	0	0	5	0.418	117.62	0.39	0.135	0.865	0	0	0	7	3,854,817.34	47.14	7.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-10	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	10	53.99	39.11	0.7243	2.74	0.0508	8.1	0.667	0.49	grade_2	1	57.8	27.2	false	7.49	80.6	7.67	63.9	3.5	204.41	324.53	11,036.47	12,692.66	1,656.2	0.15	0	0	0	0	6	0.342	181.03	0.19	0.155	0.845	0	0	0	16	3,875,910.87	23.48	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-11	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	11	2,574.71	1,816.28	0.7054	78.81	0.0306	470.98	0.693	0.71	grade_3	0.85	85.3	27.8	false	9.01	78.4	7.39	72.4	3.8	143.09	233.27	368,426.6	423,689.47	55,262.87	0.15	0	0	0	0	302	0.202	7,188.71	0.175	0.176	0.824	0	0	0	15	1,218,620.23	31.15	1.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0000-2024-12	SA-MAI-BA-0000-2024	South Africa	maize	baseline	2,024	12	61.78	44.57	0.7215	3.55	0.0576	9.71	0.711	0.39	premium	1.2	61.5	26.6	false	8.39	86.6	11.18	55.1	3.3	239.58	381.87	14,800.59	17,021.43	2,220.83	0.15	0	0	0	0	5	0.454	185.44	0.379	0.148	0.852	1	110,623.47	13.65	3	986,992.3	29.56	3.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-01	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	1	120	89.65	0.7471	4.43	0.0369	17.52	0.676	0.38	grade_1	1.1	58.7	46.9	false	9.36	87	9.86	69	2.9	158.52	244	19,022.02	21,874.32	2,852.3	0.15	0	0	0	0	12	0.269	328.86	0.459	0.161	0.839	0	0	0	11	1,409,778.48	31.9	9.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-02	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	2	264.9	206.31	0.7788	20.37	0.0769	22.4	0.586	0.53	premium	1.2	96.2	21	false	7.84	80.1	9.63	73.7	3.5	313.07	462.28	82,933.37	95,373.56	12,440.19	0.15	0	0	0	0	27	0.373	784.8	0.274	0.15	0.85	0	0	0	11	2,023,187.09	21.95	5.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-03	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	3	120.13	77.77	0.6474	12.1	0.1007	21.48	0.71	0.56	grade_3	0.85	72.3	37.4	false	7.72	82.2	8.73	63.8	3.4	606.08	1,076.59	72,808.69	83,726.68	10,917.99	0.15	0	0	0	0	13	0.404	396.56	0.8	0.154	0.846	0	0	0	1	3,806,868.47	49.95	6.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-04	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	4	36.73	27.71	0.7544	1.91	0.052	4.38	0.616	0.47	below_grade	0.6	82.6	37.1	false	8.2	84.1	9.7	59.9	3.6	464.21	707.67	17,050.27	19,609.44	2,559.17	0.15	0	0	0	0	5	0.511	101.74	0.482	0.132	0.868	0	0	0	7	1,962,052.54	26.54	4.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-05	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	5	93.34	68.91	0.7383	4.95	0.0531	14.08	0.723	0.57	grade_3	0.85	75	20.1	false	7.07	80.6	7.96	57.5	3.7	209.55	326.41	19,558.94	22,493.1	2,934.16	0.15	0	0	0	0	11	0.429	280.67	0.202	0.177	0.823	0	0	0	2	2,513,873.25	69.22	0.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-06	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	6	112.95	77.58	0.6868	8.1	0.0717	18.49	0.678	0.73	grade_3	0.85	83.5	55.1	false	7.95	81.7	8.31	64.8	2.9	140.36	235.01	15,853.96	18,232.41	2,378.45	0.15	0	0	1	0	13	0.371	317.63	0.452	0.171	0.829	1	12,717.02	17.3	5	978,683.17	22.97	5.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-07	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	7	308.87	216.24	0.7001	17.79	0.0576	47.82	0.639	0.74	below_grade	0.6	81	35.1	false	7.2	75.2	5.71	63.9	3.9	513.36	843.27	158,560.71	182,347.93	23,787.22	0.15	1	1	0	0	54	0.431	944.89	0.357	0.143	0.857	0	0	0	13	1,691,801.62	35.11	5.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-08	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	8	5.72	4.02	0.7035	0.24	0.0417	0.94	0.643	0.52	grade_3	0.85	84.9	30.4	false	7.35	89.1	9.65	62	4.1	196.68	321.52	1,125.02	1,292.51	167.49	0.149	0	0	0	0	5	0.464	17.81	0.315	0.13	0.87	0	0	0	7	3,279,503.41	45.06	3.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-09	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	9	46.86	33.51	0.7151	2.84	0.0606	7.22	0.687	0.45	premium	1.2	70.9	20.8	false	6.78	82.6	8.71	43.9	3.7	35.59	57.23	1,667.79	1,917.94	250.15	0.15	0	0	1	0	5	0.423	148.27	0.273	0.175	0.825	0	0	0	18	2,971,613.06	45.6	5.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-10	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	10	45.23	32.7	0.7231	3.76	0.0832	5.06	0.577	0.41	premium	1.2	82.9	22.2	false	8.16	82.8	9.91	46.8	3.2	178.28	283.54	8,063.46	9,271.89	1,208.43	0.15	0	0	0	0	5	0.398	133.3	0.699	0.15	0.85	0	0	0	1	1,872,909.49	25.48	3.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-11	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	11	419.04	308.72	0.7367	18.16	0.0433	62.21	0.675	0.64	grade_2	1	84.1	23.6	false	8.3	70	9.86	63.1	3.4	56.34	87.95	23,609.33	27,150.76	3,541.43	0.15	0	0	0	0	42	0.32	1,519.8	0.209	0.154	0.846	0	0	0	14	1,657,206.28	32.29	7.3	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2019-12	SA-MAI-BA-0001-2019	South Africa	maize	baseline	2,019	12	566.86	383.92	0.6773	31.74	0.056	102.66	0.679	0.54	below_grade	0.6	75.4	35.7	false	7.33	88.2	6.82	59.3	3.5	278.72	473.25	157,993.3	181,690.56	23,697.26	0.15	0	0	0	0	83	0.425	1,773.01	0.453	0.136	0.864	0	0	0	16	3,523,370.89	14.92	1.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-01	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	1	550.32	402.1	0.7307	30.44	0.0553	69.14	0.587	0.6	grade_2	1	79.8	36.8	false	8.2	71.6	8.79	58	3.5	165.79	260.94	91,238.63	104,924.74	13,686.11	0.15	0	0	0	0	60	0.509	1,621.03	0.353	0.18	0.82	0	0	0	17	556,536.07	24.42	5.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-02	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	2	270.61	185.01	0.6837	19.2	0.071	39.97	0.602	0.6	grade_1	1.1	76.7	31.5	false	6.47	82.1	11.68	69.4	4.3	128.5	216.15	34,773.06	39,989.18	5,216.13	0.15	0	0	0	0	22	0.535	796.48	0.588	0.147	0.853	0	0	0	3	2,998,085.24	40.77	6.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-03	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	3	4.07	2.96	0.726	0.27	0.0666	0.6	0.712	0.66	grade_3	0.85	66.4	25.4	false	7.97	77.8	9.15	73.4	3.3	64.5	102.18	262.43	302.05	39.61	0.151	1	1	0	1	5	0.503	9.08	0.34	0.127	0.873	0	0	0	4	4,656,444.34	31.17	6.7	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-04	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	4	22.01	16.42	0.7459	1.51	0.0687	2.42	0.593	0.53	below_grade	0.6	70.2	44.4	false	8.98	84.5	10.32	65.7	3.2	125.92	194.14	2,771.63	3,187.37	415.74	0.15	0	0	0	0	5	0.483	55.55	0.569	0.172	0.828	1	199,795.09	21.98	6	4,865,553.65	50.63	6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-05	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	5	341.9	255.65	0.7477	18.34	0.0537	42.3	0.623	0.7	grade_2	1	79.3	36.5	false	8.25	86.7	9.62	78.4	3.5	417.8	642.57	142,843.71	164,270.4	21,426.7	0.15	0	0	0	0	34	0.335	1,173.85	0.441	0.16	0.84	1	227,652.3	16.3	10	4,031,949.12	31.39	4.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-06	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	6	489.64	337.9	0.6901	27.33	0.0558	74.52	0.599	0.43	grade_3	0.85	83.5	37.9	false	8.17	80.5	7.16	74.7	3.6	182.1	303.46	89,165.69	102,539.39	13,373.71	0.15	0	0	0	0	66	0.437	1,652.51	0.223	0.177	0.823	0	0	0	1	888,827.95	49.64	8.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-07	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	7	55.2	39.47	0.7151	3.76	0.0681	8.6	0.719	0.58	grade_2	1	84.2	30.1	false	6.64	73.1	8.44	67.1	3.2	113.78	182.98	6,280.48	7,222.12	941.65	0.15	0	0	0	0	6	0.261	166.88	0.677	0.136	0.864	0	0	0	7	569,458.37	22.18	2.4	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-08	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	8	79.52	59.51	0.7485	3.23	0.0407	11.24	0.67	0.61	premium	1.2	70.6	30.8	false	8.93	83.3	10.81	54.6	3.7	468.3	719.55	37,237.64	42,822.85	5,585.21	0.15	0	0	0	0	7	0.282	254.18	0.22	0.145	0.855	0	0	0	15	2,149,764.15	61.55	4.1	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-09	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	9	62.61	42.03	0.6713	3.66	0.0584	10.68	0.631	0.67	grade_3	0.85	78.4	32.8	false	7.52	96.6	9.3	62	3.4	473.82	811.71	29,667.92	34,119.85	4,451.93	0.15	0	0	0	0	6	0.422	186.21	0.685	0.179	0.821	1	28,156.62	15.05	3	3,092,212.13	24.2	1.9	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-10	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	10	64.62	49.66	0.7684	4.84	0.075	6.81	0.673	0.66	grade_3	0.85	75.6	38.9	false	8.02	78.1	7.33	72	3.7	132.87	198.84	8,586.35	9,873.79	1,287.44	0.15	0	0	0	0	8	0.425	160.57	0.493	0.168	0.832	0	0	0	19	2,391,506.38	23.39	6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-11	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	11	13.35	8.8	0.6589	0.91	0.0681	2.28	0.626	0.63	premium	1.2	60.8	33.2	false	6.18	70.4	8.98	59.5	3.3	776.58	1,355.33	10,366.48	11,921.75	1,555.27	0.15	0	0	0	0	5	0.485	35.89	0.47	0.154	0.846	0	0	0	2	717,564.7	36.65	0.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2020-12	SA-MAI-BA-0001-2020	South Africa	maize	baseline	2,020	12	175.73	132.06	0.7515	9.31	0.053	24.05	0.7	0.5	below_grade	0.6	74	35.6	false	7.72	90.1	6	63.2	3.2	281.51	430.81	49,469.33	56,890.56	7,421.22	0.15	0	0	0	0	28	0.75	536.4	0.475	0.141	0.859	0	0	0	3	3,209,752.93	43.44	1.5	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2021-01	SA-MAI-BA-0001-2021	South Africa	maize	baseline	2,021	1	109.16	84.31	0.7723	6.08	0.0558	11.46	0.611	0.66	grade_1	1.1	72.7	52.4	false	7.98	82.7	7.14	60.5	3.8	1,300.83	1,936.91	141,996.53	163,305.27	21,308.75	0.15	0	0	0	0	14	0.55	362.03	0.45	0.121	0.879	0	0	0	25	4,671,111.99	39.03	1.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2021-02	SA-MAI-BA-0001-2021	South Africa	maize	baseline	2,021	2	37	27.13	0.733	1.77	0.0479	4.75	0.586	0.53	grade_3	0.85	75.3	21.4	false	7.42	83	8.93	86	3.1	789.45	1,238.56	29,213.44	33,596.51	4,383.07	0.15	0	0	1	0	5	0.54	124.83	0.47	0.158	0.842	0	0	0	5	2,600,696.25	57.41	4.8	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2021-03	SA-MAI-BA-0001-2021	South Africa	maize	baseline	2,021	3	85.64	64.29	0.7507	4.9	0.0572	10.46	0.636	0.5	grade_2	1	82.5	28.1	false	7.81	94.5	10.62	61.1	2.9	401.73	615.4	34,402.73	39,563.67	5,160.94	0.15	0	0	0	0	7	0.398	241.04	0.714	0.144	0.856	0	0	0	15	2,500,492.48	39.29	7.6	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12
SA-MAI-BA-0001-2021-04	SA-MAI-BA-0001-2021	South Africa	maize	baseline	2,021	4	156.93	116.53	0.7425	10.89	0.0694	19.28	0.653	0.43	grade_3	0.85	86.2	38.6	false	7.31	80.3	8.35	67.4	3.6	286.53	443.76	44,965.59	51,709.42	6,743.83	0.15	0	0	0	0	17	0.457	558.59	0.616	0.148	0.852	0	0	0	4	682,370.4	19.37	2.2	0.78	0.65	0.72	0.68	0.65	0.6	0.82	4.5	0.09	2.5	12

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African Agro-Processing Value Addition Dataset | Africa (Electric Sheep Africa metadata inventory)

Size category: 100K<n<1M - Formats: csv - Sector: agriculture_food - 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 Agro-Processing Value Addition Dataset A comprehensive dataset of agro-processing value chain metrics across 15 African countries, designed for AgriTech investors, private equity analysts, development finance institutions, and policy researchers. Dataset Overview Metric Value Total Records 183,096 Countries 15 Product Categories 15 Scenarios 3 (baseline, value_chain_integration, export_oriented) Columns 59 Time Period 2019-2024 (monthly… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/african-agro-processing-value-add.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/african-agro-processing-value-add`
Sector	agriculture_food
Topic tags	agriculture, agro-processing, value-addition, agritech, private-equity, manufacturing, supply-chain, export-readiness, value-chain, food-processing, emerging-markets
Modalities	`tabular`, `text`
Formats	`csv`
Size category	`100K<n<1M`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2026-04-03 00:46:24+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-agro-processing-value-add")
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: apache-2.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/african-agro-processing-value-add
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_agro_processing_value_add_2026,
  title        = {African Agro-Processing Value Addition Dataset | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/african-agro-processing-value-add},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/african-agro-processing-value-add}}
}

License

Released under apache-2.0.

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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