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

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 granularity)
Firms Simulated	~2,500+ unique processing facilities

Coverage

Countries

South Africa, Nigeria, Kenya, Egypt, Morocco, Ghana, Ethiopia, Tanzania, Uganda, Ivory Coast, Senegal, Cameroon, Zambia, Mozambique, Rwanda

Product Categories

Coffee, Cocoa, Tea, Maize, Cassava, Rice, Sugarcane, Cotton, Palm Oil, Dairy, Meat Processing, Edible Oils, Beverages, Spices, Horticulture

Scenarios

Baseline

Current-state agro-processing operations reflecting existing infrastructure, technology adoption, and market conditions across Africa. Calibrated against:

FAO Agro-Processing Industry Reports (2020-2024)
World Bank Africa Agro-Processing Competitiveness data (2023)

Value Chain Integration

Models the impact of improved coordination between input suppliers, processors, and distributors. Parameters based on:

UNIDO Agro-Processing Value Chain Analysis (2022-2024)
AfDB Agro-Industrialization in Africa studies (2023)

Export Oriented

Optimized for international market access with higher quality standards, certification rates, and export readiness. Calibrated against:

Afreximbank Agro-Processing Financing Reports (2023)
International quality standards (HACCP, ISO 22000, Organic)

Key Metrics Tracked

Production Metrics

Raw commodity input volumes (tons)
Processing conversion rates
Processed output volumes
Processing loss rates and volumes
By-product utilization rates and volumes

Value Addition

Value addition margins (multiplier)
Quality grade distribution (premium, grade 1-3, below grade)
Grade premium multipliers
Value addition ratios
Raw and processed commodity prices (USD/ton)

Operational Efficiency

Capacity utilization (%)
Technology adoption level (1-5 scale)
Labor productivity (tons/worker/month)
Energy cost per ton (USD)
Energy intensity (kWh/ton)

Market & Trade

Export readiness score (0-100)
Cold chain compliance (%)
Export share vs domestic share
Transport cost per ton (USD)
Days to nearest port

Compliance & Certification

Certification status (general, organic, HACCP, ISO 22000)
Wastewater treatment rate
Water usage (m3)

Financial

Raw input value (USD)
Processed output value (USD)
Value added (USD)
Access to credit
Credit amounts and interest rates
CAPEX investment (USD)

Country Context

Infrastructure index
Electricity reliability
Logistics quality index
Trade facilitation index
Regulatory quality index
Skills development index
Processing maturity index
Labor and energy costs

Social

Number of employees
Female employment share

Literature Calibration

All parameters are calibrated against peer-reviewed sources and institutional reports:

Parameter	Source
Conversion rates	FAO Agro-Processing Reports, UNIDO Value Chain Analysis
Value addition margins	AfDB Agro-Industrialization Studies, World Bank Competitiveness Data
Processing loss rates	FAO Post-Harvest Loss assessments, UNIDO
Energy intensity	World Bank Enterprise Surveys, AfDB Infrastructure Reports
Labor productivity	ILO Africa Employment Reports, World Bank
Export readiness	Afreximbank Trade Finance Reports, WTO Trade Facilitation
Certification rates	ITC Standards Map, UNIDO Quality Infrastructure
Country infrastructure	AfDB African Economic Outlook, World Bank LPI
Cold chain coverage	FAO Cold Chain Assessments, AfDB
By-product utilization	UNIDO Circular Economy in Agro-Processing

Usage

Python

import pandas as pd

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

# Load combined dataset
df = pd.read_csv("african_agro_processing_combined.csv")

# Filter by country and product
kenya_coffee = df[(df["country"] == "Kenya") & (df["product_category"] == "coffee")]

# Compare scenarios
for scenario in df["scenario"].unique():
    subset = df[df["scenario"] == scenario]
    print(f"{scenario}: Mean value addition ratio = {subset['value_addition_ratio'].mean():.3f}")

HuggingFace Datasets

from datasets import load_dataset

# Load specific config
ds = load_dataset("electricsheepafrica/african-agro-processing-value-add", "baseline")

# Load combined
ds = load_dataset("electricsheepafrica/african-agro-processing-value-add", "combined")

File Structure

african-agro-processing-value-add/
├── african_agro_processing_baseline.csv          (64,386 records)
├── african_agro_processing_value_chain_integration.csv  (68,346 records)
├── african_agro_processing_export_oriented.csv   (50,364 records)
├── african_agro_processing_combined.csv          (183,096 records)
├── generate_dataset.py                           # Dataset generation script
├── validate_dataset.py                           # Validation script
├── requirements.txt                              # Python dependencies
└── README.md                                     # This file

Validation

Run the validation script to verify data integrity:

pip install -r requirements.txt
python validate_dataset.py

All 58 expected columns pass range checks for:

Conversion rates (0.05-0.95)
Processing loss rates (0.01-0.35)
By-product utilization (0.0-0.95)
Value addition margins (0.1-5.0)
Export readiness scores (5-100)
Cold chain compliance (0-100)
Energy costs, labor productivity, capacity utilization
Technology adoption levels (1-5)
All country and product indices

Citation

If you use this dataset in your research or analysis, please cite:

Electric Sheep Africa. (2024). African Agro-Processing Value Addition Dataset.
Parameters calibrated against FAO, AfDB, UNIDO, Afreximbank, and World Bank reports.

License

Apache-2.0

Disclaimer

This dataset is synthetically generated using literature-calibrated parameters for research and analytical purposes. While parameters are grounded in published institutional data, individual records do not represent specific real-world firms. Users should validate findings against primary data before making investment or policy decisions.

Downloads last month: 4

Size of downloaded dataset files:

132 MB

Size of the auto-converted Parquet files:

58 MB

Number of rows:

366,192