Datasets:

electricsheepafrica
/

fertilizer-application-patterns-africa

record_id int64 1 6k	application_id stringlengths 18 18	country stringclasses 10 values	year int64 2.02k 2.03k	farm_size_ha float64 0.3 20	farm_type stringclasses 3 values	primary_crop stringclasses 10 values	area_fertilized_ha float64 0.09 15.2	mineral_fertilizer_use bool 2 classes	organic_fertilizer_use bool 2 classes	subsidy_access bool 2 classes	subsidy_percent float64 0 70	n_rate_kg_ha float64 0 150	p_rate_kg_ha float64 0 80	k_rate_kg_ha float64 0 80	total_nutrients_kg_ha float64 0 279	recommended_n_kg_ha int64 30 150	application_efficiency_pct float64 0 500	nutrient_gap_pct float64 -400 100	organic_rate_t_ha float64 0 10	organic_n_contribution_kg_ha float64 0 50	organic_p_contribution_kg_ha float64 0 20	organic_k_contribution_kg_ha float64 0 30	total_n_kg_ha float64 0 164	total_p_kg_ha float64 0 86.8	total_k_kg_ha float64 0 95	primary_fertilizer stringclasses 11 values	fertilizer_grade stringclasses 3 values	npk_ratio stringlengths 5 9	application_method stringclasses 6 values	num_applications int64 1 4	first_application_timing stringclasses 3 values	timing_adequate bool 2 classes	application_dates stringdate 2018-01-01 00:00:00 2025-12-28 00:00:00	fertilizer_source stringclasses 6 values	npk_price_usd_kg float64 0.37 4.16	urea_price_usd_kg float64 0.33 3.71	dap_price_usd_kg float64 0.41 4.7	effective_price_usd_kg float64 0.14 4.16	total_cost_usd float64 0 291	effective_cost_usd float64 0 291	cost_per_ha_usd float64 0 32.2	distance_to_dealer_km float64 1 100	credit_access bool 2 classes	fertilizer_knowledge stringclasses 3 values	soil_test_based bool 2 classes	extension_guided bool 2 classes	balanced_npk bool 2 classes	micronutrient_included bool 2 classes	lime_use bool 2 classes	lime_rate_t_ha float64 0.2 5	adulteration_risk bool 2 classes	availability stringclasses 4 values	purchase_quantity_kg float64 0 51.9k	storage_duration_days int64 0 89	storage_condition stringclasses 3 values	nutrient_loss_pct float64 0 29.7	yield_response_pct float64 0 100	value_cost_ratio float64 0 1.19k	environmental_risk stringclasses 2 values	nitrate_leaching_risk bool 2 classes	runoff_risk bool 2 classes	npk_benchmark_met bool 2 classes	gap_to_potential_kg_ha float64 0 150	scenario stringclasses 3 values
1	FRT-MAL-2018-00001	Malawi	2,018	1.77	subsistence	cocoa	0.73	false	true	true	0	0	0	0	0	80	0	100	2.41	12.1	4.8	7.2	6	2.4	3.6	organic_compost	standard	0-0-0	spot_application	1	early_vegetative	true	2018-02-28	local_production	1.28	0.8	1.41	1.28	0	0	0	21.2	true	moderate	false	false	false	false	false	0.2	false	sometimes	1,768	58	moderate	9.7	0	0	low	false	false	false	73.965323	high_burden
2	FRT-NIG-2019-00002	Nigeria	2,019	0.92	subsistence	millet	0.77	true	true	false	0	17	23.8	66.9	107.7	60	28.3	71.7	2.49	12.4	5	7.5	23.2	26.3	70.7	lime	standard	16-23-66	spot_application	1	early_vegetative	true	2019-03-24	agro_dealer	1.4	1.02	2.18	1.4	5.3	5.3	6.91	10.1	false	moderate	false	false	true	false	false	0.2	false	mostly	413	27	moderate	4.5	27	102.5	low	false	false	true	36.805624	high_burden
3	FRT-ETH-2020-00003	Ethiopia	2,020	0.36	subsistence	rice	0.29	false	false	false	0	0	0	0	0	100	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	broadcast	1	early_vegetative	true	2020-11-10	local_production	0.81	1.1	1.92	0.81	0	0	0	3.5	false	low	false	false	false	false	true	1.14	true	sometimes	0	17	moderate	2.8	0	0	low	false	true	false	100	high_burden
4	FRT-ZAM-2022-00004	Zambia	2,022	0.79	subsistence	maize	0.7	true	false	false	0	43	56.2	6.9	106	120	35.8	64.2	0	0	0	0	43	56.2	6.9	dap	standard	42-56-6	fertigation	3	at_planting	true	2022-08-24	ngo	1.32	0.73	1.35	1.32	7.49	7.49	10.74	11.5	false	low	false	false	true	false	true	0.29	false	always	370	49	moderate	8.2	32.9	83.96	low	false	false	true	77.046228	high_burden
5	FRT-KEN-2021-00005	Kenya	2,021	0.52	semi-commercial	beans	0.27	false	false	true	0	0	0	0	0	30	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	pre_plant	false	2021-11-23	local_production	0.89	0.71	1.35	0.89	0	0	0	22.8	false	high	false	false	false	false	false	0.2	false	always	0	45	moderate	7.5	0	0	low	false	false	false	30	high_burden
6	FRT-MAL-2023-00006	Mali	2,023	4.25	subsistence	cassava	4.07	true	false	false	0	95.2	55.8	9.7	160.7	60	158.7	-58.7	0	0	0	0	95.2	55.8	9.7	ssp	substandard	95-55-9	fertigation	1	pre_plant	false	2023-12-01	government_subsidy	0.85	0.96	2.17	0.85	86.65	86.65	21.3	9.7	false	moderate	false	true	true	false	false	0.2	true	always	3,268	16	moderate	2.7	100	134.5	low	false	false	true	0	high_burden
7	FRT-BUR-2022-00007	Burkina Faso	2,022	2.01	semi-commercial	maize	1.8	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	broadcast	1	early_vegetative	true	2022-06-10	local_production	1.3	0.91	1.67	1.3	0	0	0	38.2	false	high	false	false	false	false	false	0.2	true	sometimes	0	73	proper	4.1	0	0	low	false	true	false	120	high_burden
8	FRT-MAL-2019-00008	Malawi	2,019	0.89	commercial	sorghum	0.77	true	false	true	31.8	27.1	33.9	6.3	67.3	80	33.8	66.2	0	0	0	0	27.1	33.9	6.3	dap	premium	27-33-6	broadcast	1	pre_plant	false	2019-09-13	government_subsidy	1.96	1	1.28	1.34	5.43	3.71	4.8	12	false	low	false	false	true	false	false	0.2	false	sometimes	260	45	moderate	7.5	31.3	161.86	low	false	false	true	52.937926	high_burden
9	FRT-MAL-2020-00009	Malawi	2,020	3.2	subsistence	millet	1.26	true	false	true	40.3	7.9	19	11.9	38.9	60	13.2	86.8	0	0	0	0	7.9	19	11.9	npk	premium	7-19-11	spot_application	1	early_vegetative	true	2020-10-28	government_subsidy	1.51	0.78	1.66	0.9	4.77	2.85	2.25	40.4	false	moderate	false	false	true	false	true	0.33	false	always	246	43	proper	2.4	12.9	119.05	low	false	false	false	52.062297	high_burden
10	FRT-ZAM-2020-00010	Zambia	2,020	2.8	semi-commercial	sorghum	1.75	true	true	false	0	13	15	10.5	38.5	80	16.2	83.8	1.89	9.5	3.8	5.7	17.7	16.9	13.3	can	premium	12-15-10	broadcast	3	at_planting	true	2020-12-05	agro_dealer	0.75	1.03	1.51	0.75	6.29	6.29	3.6	59	false	high	false	false	true	false	false	0.2	false	sometimes	336	28	proper	1.6	15.9	103.94	low	false	false	false	62.316755	high_burden
11	FRT-BUR-2018-00011	Burkina Faso	2,018	0.3	subsistence	sorghum	0.2	false	false	true	0	0	0	0	0	80	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	banding	1	at_planting	true	2018-04-20	local_production	0.81	1.04	1.21	0.81	0	0	0	16.9	false	low	false	true	false	false	false	0.2	true	sometimes	0	31	poor	10.3	0	0	low	false	false	false	80	high_burden
12	FRT-ETH-2021-00012	Ethiopia	2,021	0.78	semi-commercial	cassava	0.5	false	false	true	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	spot_application	1	at_planting	true	2021-04-13	local_production	1.27	0.61	1.11	1.27	0	0	0	5.2	false	low	false	false	false	false	false	0.2	false	always	0	49	poor	16.3	0	0	low	false	false	false	60	high_burden
13	FRT-MAL-2020-00013	Mali	2,020	1.52	semi-commercial	millet	1.21	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2020-10-07	local_production	1.31	1.08	1.17	1.31	0	0	0	17.7	false	high	false	false	false	false	true	0.82	false	sometimes	0	46	moderate	7.7	0	0	low	false	false	false	60	high_burden
14	FRT-NIG-2018-00014	Nigeria	2,018	1.91	semi-commercial	cassava	0.99	false	true	false	0	0	0	0	0	60	0	100	3.42	17.1	6.8	10.3	8.5	3.4	5.1	organic_compost	standard	0-0-0	spot_application	1	early_vegetative	true	2018-12-01	local_production	1.88	0.57	0.91	1.88	0	0	0	4.7	false	high	true	false	false	false	false	0.2	false	mostly	3,371	21	poor	7	0	0	low	false	false	false	51.451726	high_burden
15	FRT-KEN-2025-00015	Kenya	2,025	1.56	subsistence	rice	1.36	true	false	false	0	48.3	15.4	7.9	71.7	100	48.3	51.7	0	0	0	0	48.3	15.4	7.9	urea	substandard	48-15-7	spot_application	3	at_planting	true	2025-04-05	agro_dealer	1.44	0.85	2.17	1.44	10.14	10.14	7.44	13.8	true	high	false	false	true	false	false	0.2	true	sometimes	488	3	poor	1	47.9	170.11	low	false	false	true	51.651433	high_burden
16	FRT-TAN-2023-00016	Tanzania	2,023	0.3	subsistence	cassava	0.2	true	true	false	0	52.5	18.2	15.6	86.3	60	87.4	12.6	1.86	9.3	3.7	5.6	57.1	20.1	18.4	urea	standard	52-18-15	spot_application	1	early_vegetative	true	2023-10-13	agro_dealer	1.15	1.33	1.16	1.15	1.86	1.86	9.11	9.9	true	low	true	false	true	false	false	0.2	false	mostly	88	5	proper	0.3	87.2	258.72	low	false	false	true	2.878356	high_burden
17	FRT-UGA-2024-00017	Uganda	2,024	0.95	subsistence	sorghum	0.81	false	false	false	0	0	0	0	0	80	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	basal	1	at_planting	true	2024-01-24	local_production	0.85	0.65	1.43	0.85	0	0	0	9.3	false	moderate	false	false	false	false	false	0.2	false	always	0	61	proper	3.4	0	0	low	false	false	false	80	high_burden
18	FRT-TAN-2020-00018	Tanzania	2,020	5.04	subsistence	cassava	4.63	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	early_vegetative	true	2020-04-04	local_production	0.95	0.83	1.26	0.95	0	0	0	7.4	true	low	false	false	false	false	false	0.2	false	rarely	0	21	moderate	3.5	0	0	low	false	true	false	60	high_burden
19	FRT-MAL-2019-00019	Malawi	2,019	1.14	semi-commercial	beans	1.05	false	false	true	0	0	0	0	0	30	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	broadcast	1	pre_plant	false	2019-08-20	local_production	0.85	0.7	1.53	0.85	0	0	0	10.1	true	low	false	false	false	false	false	0.2	true	mostly	0	27	poor	9	0	0	low	false	true	false	30	high_burden
20	FRT-MAL-2019-00020	Mali	2,019	1.46	semi-commercial	rice	0.51	false	false	false	0	0	0	0	0	100	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2019-03-11	local_production	1.03	0.75	1.69	1.03	0	0	0	14.8	false	low	true	false	false	false	false	0.2	false	mostly	0	88	moderate	14.7	0	0	low	false	false	false	100	high_burden
21	FRT-GHA-2019-00021	Ghana	2,019	0.65	semi-commercial	rice	0.54	false	false	false	0	0	0	0	0	100	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2019-07-08	local_production	1.24	1.2	2.02	1.24	0	0	0	4.4	false	high	false	false	false	false	false	0.2	false	mostly	0	88	proper	4.9	0	0	low	false	true	false	100	high_burden
22	FRT-NIG-2023-00022	Nigeria	2,023	0.9	semi-commercial	cassava	0.53	false	false	true	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	early_vegetative	true	2023-07-20	local_production	1.5	0.98	2.45	1.5	0	0	0	7.2	true	low	true	true	false	false	false	0.2	false	mostly	0	43	poor	14.3	0	0	low	false	false	false	60	high_burden
23	FRT-ZAM-2024-00023	Zambia	2,024	2.9	semi-commercial	millet	1.07	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	broadcast	1	early_vegetative	true	2024-02-05	local_production	1.38	1.08	0.91	1.38	0	0	0	24.3	false	low	false	true	false	false	false	0.2	true	sometimes	0	52	moderate	8.7	0	0	low	false	true	false	60	high_burden
24	FRT-GHA-2024-00024	Ghana	2,024	1.17	semi-commercial	coffee	0.69	true	false	true	47.6	43	9.4	39.4	91.8	100	43	57	0	0	0	0	43	9.4	39.4	organic_compost	substandard	42-9-39	broadcast	2	at_planting	true	2024-08-22	government_subsidy	1.14	1.1	1.29	0.6	4.08	2.14	3.11	16.1	false	low	false	false	true	false	false	0.2	true	mostly	315	38	poor	12.7	37.5	273.57	low	false	true	true	57.036671	high_burden
25	FRT-ETH-2021-00025	Ethiopia	2,021	0.63	semi-commercial	rice	0.6	true	true	true	68.2	10.3	14.3	33.7	58.3	100	10.3	89.7	5.26	26.3	10.5	15.8	23.5	19.6	41.6	manure	standard	10-14-33	banding	1	early_vegetative	true	2021-09-10	government_subsidy	1.28	0.96	2.11	0.41	2.41	0.77	1.27	11	false	moderate	false	false	true	false	false	0.2	false	always	175	12	proper	0.7	10.3	135.61	low	false	false	true	76.490955	high_burden
26	FRT-ZAM-2023-00026	Zambia	2,023	1.62	semi-commercial	rice	1.05	true	true	false	0	18.7	27.1	11.9	57.7	100	18.7	81.3	1.06	5.3	2.1	3.2	21.3	28.2	13.5	organic_compost	standard	18-27-11	broadcast	2	early_vegetative	true	2023-11-01	agro_dealer	0.93	0.56	1.68	0.93	5.87	5.87	5.61	3.4	true	moderate	false	false	true	false	false	0.2	false	always	302	60	moderate	10	16.8	76.15	low	false	false	true	78.689203	high_burden
27	FRT-MAL-2024-00027	Mali	2,024	0.69	subsistence	cassava	0.26	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	spot_application	1	early_vegetative	true	2024-03-26	local_production	1.6	1.13	1.4	1.6	0	0	0	41.9	true	low	true	false	false	false	false	0.2	false	always	0	68	poor	22.7	0	0	low	false	false	false	60	high_burden
28	FRT-KEN-2022-00028	Kenya	2,022	0.69	semi-commercial	rice	0.37	true	true	false	0	31.4	45.6	12.4	89.4	100	31.4	68.6	0.7	3.5	1.4	2.1	33.1	46.3	13.5	can	standard	31-45-12	broadcast	3	early_vegetative	true	2022-10-06	ngo	1.06	0.98	1.07	1.06	2.95	2.95	7.95	21.7	false	high	true	false	true	false	false	0.2	false	mostly	166	14	poor	4.7	29.9	100.21	low	false	false	true	66.880653	high_burden
29	FRT-ETH-2024-00029	Ethiopia	2,024	2.43	semi-commercial	maize	1.93	true	true	false	0	43.6	18	16.5	78.1	120	36.3	63.7	2.32	11.6	4.6	7	49.4	20.3	20	npk	substandard	43-18-16	banding	1	at_planting	true	2024-11-15	ngo	1.67	0.63	1.03	1.67	8.9	8.9	4.61	100	true	low	false	false	true	false	false	0.2	true	sometimes	754	44	proper	2.4	35.4	189.56	low	false	false	true	70.594958	high_burden
30	FRT-ETH-2018-00030	Ethiopia	2,018	0.66	semi-commercial	cassava	0.24	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	early_vegetative	true	2018-11-28	local_production	1.28	0.67	1.69	1.28	0	0	0	6.2	false	high	false	false	false	false	false	0.2	false	rarely	0	59	moderate	9.8	0	0	low	false	true	false	60	high_burden
31	FRT-MAL-2025-00031	Mali	2,025	0.86	semi-commercial	cassava	0.34	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	spot_application	1	at_planting	true	2025-05-21	local_production	1.18	0.86	1.21	1.18	0	0	0	37	false	low	false	true	false	false	false	0.2	false	mostly	0	64	moderate	10.7	0	0	low	false	false	false	60	high_burden
32	FRT-KEN-2021-00032	Kenya	2,021	0.35	semi-commercial	rice	0.23	false	false	false	0	0	0	0	0	100	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	spot_application	1	at_planting	true	2021-12-03	local_production	1.16	1.36	1.59	1.16	0	0	0	13.2	false	moderate	true	true	false	false	false	0.2	false	mostly	0	37	proper	2.1	0	0	low	false	false	false	100	high_burden
33	FRT-ZAM-2018-00033	Zambia	2,018	1.3	subsistence	maize	0.46	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	spot_application	1	at_planting	true	2018-06-17	local_production	1.38	1.02	1.04	1.38	0	0	0	40.9	false	low	false	false	false	false	false	0.2	true	mostly	0	8	poor	2.7	0	0	low	false	false	false	120	high_burden
34	FRT-BUR-2023-00034	Burkina Faso	2,023	0.96	subsistence	cassava	0.3	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	spot_application	1	at_planting	true	2023-10-14	local_production	1.84	1.02	1.54	1.84	0	0	0	4.4	false	moderate	false	false	false	false	false	0.2	true	rarely	0	16	proper	0.9	0	0	low	false	false	false	60	high_burden
35	FRT-MAL-2019-00035	Mali	2,019	1.66	subsistence	millet	0.82	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	broadcast	1	early_vegetative	true	2019-11-06	local_production	1.32	1.28	1.08	1.32	0	0	0	14.5	false	moderate	false	false	false	false	false	0.2	false	always	0	40	moderate	6.7	0	0	low	false	true	false	60	high_burden
36	FRT-UGA-2019-00036	Uganda	2,019	5.33	semi-commercial	cassava	2.03	true	false	false	0	50.8	13.3	13.4	77.6	60	84.7	15.3	0	0	0	0	50.8	13.3	13.4	urea	standard	50-13-13	spot_application	3	early_vegetative	true	2019-08-24	agro_dealer	1.19	1.1	1.89	1.19	16.48	16.48	8.12	8.5	false	moderate	false	true	true	false	false	0.2	false	mostly	788	15	proper	0.8	84	276.52	low	false	false	true	9.1505	high_burden
37	FRT-BUR-2022-00037	Burkina Faso	2,022	5.22	semi-commercial	cassava	4.48	true	false	false	0	39.5	24	24.6	88.1	60	65.8	34.2	0	0	0	0	39.5	24	24.6	npk	standard	39-24-24	broadcast	1	pre_plant	false	2022-05-21	agro_dealer	1.54	1.08	1.65	1.54	36.87	36.87	8.23	15.5	false	moderate	true	false	true	false	false	0.2	false	always	1,975	54	moderate	9	59.9	194.67	low	false	false	true	20.524739	high_burden
38	FRT-MAL-2025-00038	Malawi	2,025	4.64	subsistence	coffee	4.15	true	false	true	37.7	22.6	7.3	7.5	37.4	100	22.6	77.4	0	0	0	0	22.6	7.3	7.5	urea	substandard	22-7-7	banding	1	early_vegetative	true	2025-11-17	government_subsidy	1.13	1.43	0.76	0.7	15.68	9.76	2.36	17.7	false	high	false	true	true	false	true	0.98	true	sometimes	774	12	proper	0.7	22.5	200.94	low	false	false	false	77.376287	high_burden
39	FRT-ETH-2018-00039	Ethiopia	2,018	1.4	subsistence	maize	1.35	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	spot_application	1	pre_plant	false	2018-04-22	local_production	1.05	1.3	1.17	1.05	0	0	0	14.2	false	moderate	false	true	false	false	false	0.2	false	mostly	0	46	moderate	7.7	0	0	low	false	false	false	120	high_burden
40	FRT-UGA-2022-00040	Uganda	2,022	2.63	subsistence	millet	1.29	true	false	false	0	35.9	16.7	8.1	60.8	60	59.9	40.1	0	0	0	0	35.9	16.7	8.1	npk	premium	35-16-8	banding	1	at_planting	true	2022-07-26	ngo	1.46	1	1.03	1.46	6.87	6.87	5.33	4.8	false	low	false	true	true	false	false	0.2	false	always	392	30	poor	10	53.9	255.32	low	false	false	true	24.062274	high_burden
41	FRT-MAL-2023-00041	Malawi	2,023	1.83	semi-commercial	vegetables	1.68	false	false	true	0	0	0	0	0	150	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	basal	1	early_vegetative	true	2023-06-08	local_production	0.92	0.99	1.28	0.92	0	0	0	14.6	false	low	false	false	false	false	false	0.2	true	mostly	0	85	moderate	14.2	0	0	low	false	false	false	150	high_burden
42	FRT-NIG-2023-00042	Nigeria	2,023	1.73	semi-commercial	beans	0.93	false	false	false	0	0	0	0	0	30	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2023-01-27	local_production	1.37	1.05	1.62	1.37	0	0	0	11.7	true	moderate	false	false	false	false	false	0.2	false	mostly	0	54	moderate	9	0	0	low	false	false	false	30	high_burden
43	FRT-GHA-2025-00043	Ghana	2,025	3.33	semi-commercial	millet	1.24	true	false	false	0	19.4	11.6	5.7	36.6	60	32.3	67.7	0	0	0	0	19.4	11.6	5.7	can	standard	19-11-5	broadcast	2	early_vegetative	true	2025-02-20	agro_dealer	1.12	0.99	1.55	1.12	4.6	4.6	3.71	9.6	false	low	false	false	true	true	false	0.2	false	mostly	227	65	moderate	10.8	28.8	183.53	low	false	false	false	40.599476	high_burden
44	FRT-ZAM-2019-00044	Zambia	2,019	0.58	semi-commercial	maize	0.26	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2019-07-17	local_production	2.76	1.04	1.91	2.76	0	0	0	3.2	false	low	false	false	false	false	false	0.2	false	sometimes	0	72	poor	24	0	0	low	false	false	false	120	high_burden
45	FRT-ZAM-2022-00045	Zambia	2,022	1.15	subsistence	maize	0.95	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2022-08-12	local_production	0.78	0.67	1.4	0.78	0	0	0	10.2	false	high	false	false	false	false	false	0.2	false	sometimes	0	26	poor	8.7	0	0	low	false	false	false	120	high_burden
46	FRT-NIG-2018-00046	Nigeria	2,018	1.33	subsistence	sorghum	0.65	true	false	false	0	25	11.4	19.1	55.5	80	31.3	68.7	0	0	0	0	25	11.4	19.1	npk	standard	25-11-19	broadcast	1	at_planting	true	2018-01-28	government_subsidy	1.26	0.93	0.83	1.26	2.15	2.15	3.28	38	false	high	true	false	true	false	false	0.2	false	sometimes	182	87	moderate	14.5	26.7	187.49	low	false	false	true	54.982749	high_burden
47	FRT-GHA-2024-00047	Ghana	2,024	0.72	subsistence	maize	0.36	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2024-09-28	local_production	1.35	1.18	1.22	1.35	0	0	0	21.5	false	moderate	false	false	false	false	true	1.38	false	rarely	0	87	proper	4.8	0	0	low	false	true	false	120	high_burden
48	FRT-MAL-2018-00048	Malawi	2,018	1.57	semi-commercial	sorghum	0.49	false	false	false	0	0	0	0	0	80	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	broadcast	1	at_planting	true	2018-11-04	local_production	1.3	0.8	1.85	1.3	0	0	0	32.5	false	moderate	false	false	false	false	false	0.2	false	mostly	0	66	proper	3.7	0	0	low	false	false	false	80	high_burden
49	FRT-TAN-2021-00049	Tanzania	2,021	1.19	semi-commercial	cotton	1	true	false	false	0	16.3	17.7	5.4	39.4	90	18.1	81.9	0	0	0	0	16.3	17.7	5.4	ssp	substandard	16-17-5	broadcast	3	at_planting	true	2021-07-05	agro_dealer	0.57	1.17	1.04	0.57	3.77	3.77	3.76	10	true	high	false	false	true	false	true	1.63	true	rarely	198	31	proper	1.7	17.8	112.19	low	false	false	false	73.709489	high_burden
50	FRT-BUR-2021-00050	Burkina Faso	2,021	1	semi-commercial	vegetables	0.55	false	false	false	0	0	0	0	0	150	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	spot_application	1	pre_plant	false	2021-09-22	local_production	1.32	1.15	1.68	1.32	0	0	0	16.8	false	low	false	false	false	false	false	0.2	false	rarely	0	21	poor	7	0	0	low	false	false	false	150	high_burden
51	FRT-ETH-2023-00051	Ethiopia	2,023	1.33	semi-commercial	maize	0.81	false	false	true	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2023-12-14	local_production	2.35	0.71	1.31	2.35	0	0	0	9.7	false	high	false	true	false	false	false	0.2	false	always	0	72	poor	24	0	0	low	false	true	false	120	high_burden
52	FRT-MAL-2021-00052	Mali	2,021	1.26	semi-commercial	coffee	0.83	true	false	false	0	18.1	6	13.3	37.4	100	18.1	81.9	0	0	0	0	18.1	6	13.3	ssp	premium	18-6-13	broadcast	4	pre_plant	false	2021-10-01	agro_dealer	0.94	0.88	1.63	0.94	2.14	2.14	2.57	7.5	true	moderate	false	false	true	false	false	0.2	false	always	156	55	moderate	9.2	16.5	138.39	low	false	false	false	81.85483	high_burden
53	FRT-BUR-2020-00053	Burkina Faso	2,020	2.85	semi-commercial	cassava	1.33	false	true	false	0	0	0	0	0	60	0	100	1.75	8.7	3.5	5.2	4.4	1.7	2.6	organic_compost	standard	0-0-0	basal	1	early_vegetative	true	2020-10-14	local_production	1.37	0.83	1.39	1.37	0	0	0	46.2	false	high	true	false	false	false	false	0.2	false	mostly	2,321	20	proper	1.1	0	0	low	false	false	false	55.629421	high_burden
54	FRT-ZAM-2023-00054	Zambia	2,023	2.13	semi-commercial	beans	2.08	true	false	true	60.8	88	25.7	13.7	127.4	30	293.3	-193.3	0	0	0	0	88	25.7	13.7	urea	standard	87-25-13	spot_application	1	early_vegetative	true	2023-04-27	government_subsidy	0.72	0.64	0.66	0.28	15.29	6	2.89	21.4	false	moderate	false	false	true	false	false	0.2	false	always	1,322	8	proper	0.4	100	770.94	low	false	false	true	0	high_burden
55	FRT-MAL-2024-00055	Mali	2,024	1.3	subsistence	rice	1.24	false	true	false	0	0	0	0	0	100	0	100	1.59	7.9	3.2	4.8	4	1.6	2.4	organic_compost	substandard	0-0-0	broadcast	1	early_vegetative	true	2024-12-04	local_production	1.05	0.64	1.25	1.05	0	0	0	5.4	false	high	false	false	false	false	false	0.2	true	rarely	1,968	31	moderate	5.2	0	0	low	false	false	false	96.036089	high_burden
56	FRT-KEN-2023-00056	Kenya	2,023	1.16	subsistence	rice	0.45	false	false	false	0	0	0	0	0	100	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	foliar	1	at_planting	true	2023-10-21	local_production	1.51	0.81	1.44	1.51	0	0	0	17.4	false	low	false	false	false	false	false	0.2	false	rarely	0	23	proper	1.3	0	0	low	false	false	false	100	high_burden
57	FRT-UGA-2019-00057	Uganda	2,019	0.69	semi-commercial	cassava	0.25	false	false	true	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	banding	1	early_vegetative	true	2019-05-28	local_production	0.76	1.09	1.37	0.76	0	0	0	13.8	false	moderate	false	false	false	false	false	0.2	false	mostly	0	82	proper	4.6	0	0	low	false	false	false	60	high_burden
58	FRT-ZAM-2019-00058	Zambia	2,019	0.77	subsistence	coffee	0.76	false	false	false	0	0	0	0	0	100	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	foliar	1	at_planting	true	2019-02-07	local_production	0.92	1.01	1.87	0.92	0	0	0	11.5	false	high	true	false	false	false	false	0.2	true	rarely	0	61	poor	20.3	0	0	low	false	false	false	100	high_burden
59	FRT-ETH-2018-00059	Ethiopia	2,018	5.16	commercial	cassava	1.91	true	false	false	0	20.8	24.2	14.6	59.6	60	34.6	65.4	0	0	0	0	20.8	24.2	14.6	npk	substandard	20-24-14	banding	1	at_planting	true	2018-01-01	agro_dealer	0.82	0.92	1.39	0.82	10.12	10.12	5.3	9.2	false	moderate	false	false	true	false	false	0.2	true	mostly	569	67	poor	22.3	26.9	128.16	low	false	false	true	39.219975	high_burden
60	FRT-KEN-2021-00060	Kenya	2,021	1.1	commercial	cotton	0.86	true	false	false	0	42.5	17.6	80	140.1	90	47.2	52.8	0	0	0	0	42.5	17.6	80	npk	standard	42-17-80	broadcast	2	at_planting	true	2021-05-09	agro_dealer	1.29	1.08	1.03	1.29	5.5	5.5	6.4	15.3	false	moderate	false	false	true	false	false	0.2	false	sometimes	601	0	proper	0	47.2	191.4	low	false	false	true	47.49583	high_burden
61	FRT-GHA-2018-00061	Ghana	2,018	1.08	semi-commercial	maize	1	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	pre_plant	false	2018-08-05	local_production	1.33	0.84	0.92	1.33	0	0	0	16.5	false	low	true	true	false	false	false	0.2	false	sometimes	0	68	moderate	11.3	0	0	low	false	false	false	120	high_burden
62	FRT-MAL-2020-00062	Malawi	2,020	0.79	subsistence	vegetables	0.44	false	true	false	0	0	0	0	0	150	0	100	3.65	18.3	7.3	11	9.1	3.7	5.5	organic_compost	substandard	0-0-0	basal	1	at_planting	true	2020-05-03	local_production	1.62	1.02	0.88	1.62	0	0	0	10.7	false	moderate	false	false	false	false	false	0.2	true	sometimes	1,608	5	moderate	0.8	0	0	low	false	false	false	140.867259	high_burden
63	FRT-ETH-2024-00063	Ethiopia	2,024	1.78	semi-commercial	millet	1.74	true	false	false	0	7.3	26.4	9.5	43.2	60	12.2	87.8	0	0	0	0	7.3	26.4	9.5	dap	premium	7-26-9	spot_application	2	early_vegetative	true	2024-08-11	cooperative	0.94	0.88	1.36	0.94	7.36	7.36	4.24	8.7	false	moderate	false	false	true	false	false	0.2	false	sometimes	376	83	poor	27.7	8.8	50.53	low	false	false	false	52.6855	high_burden
64	FRT-ETH-2023-00064	Ethiopia	2,023	2.56	subsistence	vegetables	2.01	false	true	false	0	0	0	0	0	150	0	100	2.68	13.4	5.4	8	6.7	2.7	4	organic_compost	standard	0-0-0	broadcast	1	at_planting	true	2023-09-15	local_production	1.44	0.9	1.99	1.44	0	0	0	13.5	false	high	false	false	false	false	true	1.41	false	always	5,402	51	moderate	8.5	0	0	low	false	false	false	143.296792	high_burden
65	FRT-BUR-2020-00065	Burkina Faso	2,020	2.65	subsistence	rice	1.47	false	true	false	0	0	0	0	0	100	0	100	2.49	12.4	5	7.5	6.2	2.5	3.7	organic_compost	standard	0-0-0	broadcast	1	early_vegetative	true	2020-08-13	local_production	0.83	1.67	1.23	0.83	0	0	0	5.2	false	moderate	false	false	false	false	false	0.2	false	mostly	3,659	40	moderate	6.7	0	0	low	false	false	false	93.781675	high_burden
66	FRT-MAL-2023-00066	Malawi	2,023	3.07	subsistence	maize	1.74	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	foliar	1	at_planting	true	2023-01-09	local_production	1.06	0.85	1.15	1.06	0	0	0	15.2	true	low	false	false	false	false	false	0.2	false	rarely	0	15	proper	0.8	0	0	low	false	false	false	120	high_burden
67	FRT-KEN-2023-00067	Kenya	2,023	0.69	subsistence	maize	0.42	true	false	false	0	43	7.1	17.6	67.7	120	35.8	64.2	0	0	0	0	43	7.1	17.6	organic_compost	substandard	42-7-17	spot_application	3	pre_plant	false	2023-12-04	agro_dealer	1.13	0.84	1.95	1.13	2.11	2.11	4.97	6	false	high	false	false	true	false	false	0.2	true	sometimes	143	32	poor	10.7	32	160.65	low	false	false	true	77.0235	high_burden
68	FRT-NIG-2025-00068	Nigeria	2,025	1.6	semi-commercial	cassava	1.1	false	false	true	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	early_vegetative	true	2025-02-07	local_production	1.45	0.57	1.36	1.45	0	0	0	18.3	false	moderate	false	false	false	false	false	0.2	false	sometimes	0	46	moderate	7.7	0	0	low	false	true	false	60	high_burden
69	FRT-NIG-2025-00069	Nigeria	2,025	3.36	semi-commercial	coffee	1.04	true	true	false	0	14	20.6	18.9	53.5	100	14	86	3.62	18.1	7.2	10.9	23.1	24.2	24.3	urea	standard	14-20-18	banding	1	pre_plant	false	2025-07-11	ngo	0.98	0.93	1.37	0.98	4.28	4.28	4.11	6	false	low	false	false	true	true	false	0.2	false	mostly	278	73	moderate	12.2	12.3	72.32	low	false	false	true	76.94136	high_burden
70	FRT-KEN-2020-00070	Kenya	2,020	1.1	semi-commercial	millet	1.1	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	spot_application	1	at_planting	true	2020-05-26	local_production	2.7	1.72	1.47	2.7	0	0	0	5.5	false	moderate	false	false	false	false	true	0.63	true	sometimes	0	50	poor	16.7	0	0	low	false	false	false	60	high_burden
71	FRT-KEN-2025-00071	Kenya	2,025	5.7	subsistence	maize	2.97	true	false	false	0	26	12.2	10	48.2	120	21.7	78.3	0	0	0	0	26	12.2	10	ssp	substandard	26-12-9	spot_application	2	at_planting	true	2025-09-28	agro_dealer	1.19	0.83	1.05	1.19	10.2	10.2	3.44	44.9	true	low	false	false	true	false	false	0.2	true	mostly	715	20	proper	1.1	21.5	145	low	false	false	false	93.964199	high_burden
72	FRT-TAN-2023-00072	Tanzania	2,023	4.29	subsistence	cotton	2.97	false	true	false	0	0	0	0	0	90	0	100	2.53	12.6	5.1	7.6	6.3	2.5	3.8	organic_compost	substandard	0-0-0	spot_application	1	at_planting	true	2023-04-21	local_production	1.82	0.83	0.62	1.82	0	0	0	29.2	false	moderate	false	false	false	false	true	2.03	true	mostly	7,497	23	moderate	3.8	0	0	low	false	false	false	83.687172	high_burden
73	FRT-ETH-2022-00073	Ethiopia	2,022	2.53	subsistence	vegetables	1.39	false	false	true	0	0	0	0	0	150	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	banding	1	early_vegetative	true	2022-10-02	local_production	1.09	0.9	1.19	1.09	0	0	0	23.3	false	moderate	false	false	false	false	false	0.2	false	mostly	0	68	poor	22.7	0	0	low	false	false	false	150	high_burden
74	FRT-KEN-2021-00074	Kenya	2,021	0.45	subsistence	maize	0.27	true	false	false	0	132	7.8	17.1	156.8	120	110	-10	0	0	0	0	132	7.8	17.1	npk	standard	131-7-17	broadcast	3	at_planting	true	2021-03-25	agro_dealer	1.17	0.72	0.93	1.17	2.8	2.8	10.27	21.7	false	moderate	false	true	true	false	false	0.2	false	rarely	214	53	moderate	8.8	100	266.26	moderate	true	true	true	0	high_burden
75	FRT-ZAM-2018-00075	Zambia	2,018	3.14	subsistence	cassava	1.11	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	spot_application	1	at_planting	true	2018-06-23	local_production	1.18	1.04	1.44	1.18	0	0	0	10.6	false	high	false	false	false	false	false	0.2	false	mostly	0	14	moderate	2.3	0	0	low	false	false	false	60	high_burden
76	FRT-UGA-2023-00076	Uganda	2,023	1.3	subsistence	maize	0.86	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2023-05-15	local_production	1.26	1.16	1.01	1.26	0	0	0	4.5	true	moderate	false	false	false	false	false	0.2	false	mostly	0	69	proper	3.8	0	0	low	false	false	false	120	high_burden
77	FRT-GHA-2019-00077	Ghana	2,019	1.95	subsistence	cotton	0.73	false	false	false	0	0	0	0	0	90	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	banding	1	pre_plant	false	2019-06-28	local_production	0.98	0.78	2.21	0.98	0	0	0	18	false	moderate	false	false	false	false	false	0.2	false	always	0	46	moderate	7.7	0	0	low	false	false	false	90	high_burden
78	FRT-ZAM-2024-00078	Zambia	2,024	1.73	semi-commercial	cassava	1.01	true	true	false	0	28.6	9.9	11.8	50.3	60	47.7	52.3	1.28	6.4	2.6	3.8	31.8	11.1	13.7	urea	standard	28-9-11	broadcast	2	pre_plant	false	2024-06-24	agro_dealer	0.72	1.04	1.14	0.72	4.14	4.14	4.1	6.2	false	moderate	true	false	true	false	true	0.26	false	always	254	30	moderate	5	45.3	266.91	low	false	false	true	28.161342	high_burden
79	FRT-MAL-2021-00079	Mali	2,021	1.32	subsistence	vegetables	0.65	true	true	false	0	34.2	44	9.6	87.8	150	22.8	77.2	0.95	4.8	1.9	2.9	36.6	44.9	11	ssp	standard	34-43-9	spot_application	1	early_vegetative	true	2021-02-18	agro_dealer	1.43	1.42	1.15	1.43	6.41	6.41	9.92	1.8	false	moderate	false	false	true	false	false	0.2	false	sometimes	283	53	proper	2.9	22.2	60.87	low	false	false	true	113.380002	high_burden
80	FRT-BUR-2024-00080	Burkina Faso	2,024	1.37	subsistence	maize	0.64	false	false	true	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	at_planting	true	2024-12-08	local_production	1.05	1.17	1.17	1.05	0	0	0	19.6	true	low	false	false	false	false	false	0.2	false	always	0	71	moderate	11.8	0	0	low	false	false	false	120	high_burden
81	FRT-ZAM-2018-00081	Zambia	2,018	2.88	semi-commercial	sorghum	1.22	true	true	false	0	117.4	14.4	15.5	147.3	80	146.8	-46.8	2.62	13.1	5.2	7.8	124	17	19.4	mop	substandard	117-14-15	banding	1	pre_plant	false	2018-02-10	agro_dealer	1.5	1.33	1.52	1.5	21.77	21.77	17.82	5.1	false	low	false	false	true	false	false	0.2	true	sometimes	900	38	proper	2.1	100	159.43	moderate	false	false	true	0	high_burden
82	FRT-UGA-2024-00082	Uganda	2,024	7.7	subsistence	rice	3.89	true	false	false	0	43.1	72.1	6.5	121.7	100	43.1	56.9	0	0	0	0	43.1	72.1	6.5	dap	premium	43-72-6	broadcast	1	at_planting	true	2024-01-02	cooperative	0.43	1.27	1.01	0.43	49.83	49.83	12.79	12.8	false	moderate	false	false	true	false	false	0.2	false	rarely	2,371	5	moderate	0.8	42.7	92.95	low	false	true	true	56.903098	high_burden
83	FRT-BUR-2025-00083	Burkina Faso	2,025	2.28	subsistence	rice	1.57	true	false	false	0	66.9	39	18	123.9	100	66.9	33.1	0	0	0	0	66.9	39	18	npk	standard	66-39-17	banding	3	at_planting	true	2025-10-07	agro_dealer	1.17	1.75	1.02	1.17	24.62	24.62	15.69	4.7	false	high	false	false	true	false	true	1.15	false	mostly	972	38	moderate	6.3	62.7	112.68	low	false	false	true	33.073235	high_burden
84	FRT-UGA-2021-00084	Uganda	2,021	2.85	subsistence	maize	1	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	substandard	0-0-0	broadcast	1	at_planting	true	2021-12-13	local_production	0.83	1.4	1.05	0.83	0	0	0	11.7	false	low	false	false	false	false	false	0.2	true	sometimes	0	8	proper	0.4	0	0	low	false	false	false	120	high_burden
85	FRT-NIG-2023-00085	Nigeria	2,023	5.23	subsistence	millet	2.87	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	banding	1	at_planting	true	2023-12-13	local_production	1.47	1.25	0.96	1.47	0	0	0	17.1	false	low	false	false	false	false	false	0.2	false	sometimes	0	86	proper	4.8	0	0	low	false	false	false	60	high_burden
86	FRT-BUR-2018-00086	Burkina Faso	2,018	1.53	subsistence	maize	1.2	true	false	false	0	9.2	13	31.8	53.9	120	7.6	92.4	0	0	0	0	9.2	13	31.8	can	premium	9-12-31	spot_application	2	early_vegetative	true	2018-04-27	ngo	1.02	1.55	0.74	1.02	2.86	2.86	2.38	13.4	false	moderate	false	true	true	false	false	0.2	false	mostly	325	58	poor	19.3	6.2	54.72	low	false	false	true	110.834215	high_burden
87	FRT-UGA-2025-00087	Uganda	2,025	1.01	subsistence	maize	0.74	true	true	false	0	83.2	31.5	42	156.7	120	69.3	30.7	3.09	15.4	6.2	9.3	90.9	34.6	46.6	npk	standard	83-31-41	spot_application	3	at_planting	true	2025-03-09	local_production	1.67	0.73	1.91	1.67	8.93	8.93	12.06	5.7	false	low	false	false	true	true	false	0.2	false	always	581	52	poor	17.3	57.3	131.69	low	false	false	true	29.081628	high_burden
88	FRT-BUR-2020-00088	Burkina Faso	2,020	1.64	subsistence	maize	0.91	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	broadcast	1	early_vegetative	true	2020-02-26	local_production	1.1	1.08	1.67	1.1	0	0	0	13.1	false	low	true	true	false	false	false	0.2	false	always	0	14	moderate	2.3	0	0	low	false	true	false	120	high_burden
89	FRT-ETH-2025-00089	Ethiopia	2,025	1.23	semi-commercial	beans	0.48	false	false	false	0	0	0	0	0	30	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	spot_application	1	pre_plant	false	2025-07-04	local_production	1.33	0.7	1.16	1.33	0	0	0	2.7	false	moderate	false	true	false	false	false	0.2	false	always	0	28	proper	1.6	0	0	low	false	false	false	30	high_burden
90	FRT-MAL-2020-00090	Malawi	2,020	0.86	semi-commercial	maize	0.66	false	true	false	0	0	0	0	0	120	0	100	1.99	9.9	4	6	5	2	3	organic_compost	standard	0-0-0	broadcast	1	early_vegetative	true	2020-08-14	local_production	1.82	0.92	0.58	1.82	0	0	0	15.6	true	low	true	false	false	false	false	0.2	false	mostly	1,314	65	proper	3.6	0	0	low	false	false	false	115.03139	high_burden
91	FRT-ETH-2025-00091	Ethiopia	2,025	1.64	subsistence	maize	0.76	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	spot_application	1	early_vegetative	true	2025-04-15	local_production	1.35	1.02	2.16	1.35	0	0	0	3.6	false	high	true	false	false	false	false	0.2	false	always	0	33	poor	11	0	0	low	false	false	false	120	high_burden
92	FRT-GHA-2019-00092	Ghana	2,019	2.57	subsistence	maize	0.93	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	broadcast	1	early_vegetative	true	2019-03-12	local_production	1.15	1.6	0.89	1.15	0	0	0	43.7	false	low	false	false	false	false	false	0.2	false	always	0	44	proper	2.4	0	0	low	false	false	false	120	high_burden
93	FRT-UGA-2019-00093	Uganda	2,019	0.84	semi-commercial	maize	0.74	false	true	false	0	0	0	0	0	120	0	100	3.3	16.5	6.6	9.9	8.2	3.3	4.9	organic_compost	substandard	0-0-0	fertigation	1	at_planting	true	2019-07-22	local_production	0.9	1.14	1.38	0.9	0	0	0	37.6	false	moderate	false	false	false	false	false	0.2	true	mostly	2,442	45	moderate	7.5	0	0	low	false	false	false	111.755791	high_burden
94	FRT-TAN-2020-00094	Tanzania	2,020	0.81	subsistence	maize	0.26	false	false	false	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	spot_application	1	at_planting	true	2020-09-14	local_production	2.38	0.81	0.67	2.38	0	0	0	13.1	false	moderate	false	false	false	false	false	0.2	false	mostly	0	57	moderate	9.5	0	0	low	false	false	false	120	high_burden
95	FRT-ZAM-2024-00095	Zambia	2,024	2.79	subsistence	vegetables	1.61	false	false	false	0	0	0	0	0	150	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	banding	1	early_vegetative	true	2024-05-11	local_production	0.88	1.57	0.85	0.88	0	0	0	13.9	false	moderate	false	false	false	false	false	0.2	false	always	0	69	proper	3.8	0	0	low	false	false	false	150	high_burden
96	FRT-BUR-2022-00096	Burkina Faso	2,022	4.34	semi-commercial	millet	2.79	false	true	false	0	0	0	0	0	60	0	100	3.85	19.3	7.7	11.6	9.6	3.9	5.8	organic_compost	standard	0-0-0	broadcast	1	early_vegetative	true	2022-11-19	local_production	1.25	0.96	1.06	1.25	0	0	0	12.8	false	moderate	false	true	false	false	false	0.2	false	always	10,741	44	moderate	7.3	0	0	low	false	false	false	50.367649	high_burden
97	FRT-MAL-2018-00097	Malawi	2,018	1.04	semi-commercial	cassava	0.42	false	true	false	0	0	0	0	0	60	0	100	1.62	8.1	3.2	4.9	4.1	1.6	2.4	organic_compost	premium	0-0-0	broadcast	1	at_planting	true	2018-05-28	local_production	0.99	1.37	1.19	0.99	0	0	0	9.1	true	high	false	false	false	false	false	0.2	false	mostly	685	2	poor	0.7	0	0	low	false	false	false	55.943292	high_burden
98	FRT-MAL-2025-00098	Mali	2,025	2.82	subsistence	cassava	0.88	false	false	false	0	0	0	0	0	60	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	fertigation	1	pre_plant	false	2025-05-24	local_production	1.62	0.6	1.81	1.62	0	0	0	4.8	false	low	false	false	false	false	false	0.2	false	mostly	0	64	poor	21.3	0	0	low	false	false	false	60	high_burden
99	FRT-UGA-2021-00099	Uganda	2,021	1.03	subsistence	maize	0.94	false	false	true	0	0	0	0	0	120	0	100	0	0	0	0	0	0	0	none	premium	0-0-0	broadcast	1	pre_plant	false	2021-08-23	local_production	0.95	1.1	0.68	0.95	0	0	0	8.6	false	moderate	false	false	false	false	false	0.2	false	sometimes	0	76	moderate	12.7	0	0	low	false	false	false	120	high_burden
100	FRT-UGA-2019-00100	Uganda	2,019	3.47	semi-commercial	sorghum	2.91	false	false	false	0	0	0	0	0	80	0	100	0	0	0	0	0	0	0	none	standard	0-0-0	broadcast	1	pre_plant	false	2019-11-17	local_production	1.35	0.9	1.16	1.35	0	0	0	2.1	false	moderate	false	false	false	false	false	0.2	false	sometimes	0	11	poor	3.7	0	0	low	false	false	false	80	high_burden

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Fertilizer Application Patterns - Sub-Saharan Africa

Synthetic dataset capturing fertilizer use patterns among smallholder farmers across Sub-Saharan Africa. Includes mineral and organic fertilizer application rates, timing, costs, and efficiency metrics for major crops.

Dataset Statistics

Scenario	Records
Low Burden	4,000
Moderate Burden	5,000
High Burden	6,000
Total	15,000

Key Metrics:

10 countries with varying subsidy programs
Years: 2018-2025
60 columns covering application rates, costs, and outcomes
Mineral fertilizer use: 30-40% of farmers
Average nutrient application: 8-15 kg/ha

Column Descriptions

Column	Description
`record_id`	Unique record identifier
`application_id`	Unique application identifier
`country`	Country name
`year`	Year of application
`farm_size_ha`	Farm size in hectares
`farm_type`	Farm classification
`primary_crop`	Main crop fertilized
`area_fertilized_ha`	Area fertilized in hectares
`mineral_fertilizer_use`	Uses mineral fertilizer (boolean)
`organic_fertilizer_use`	Uses organic fertilizer (boolean)
`subsidy_access`	Has subsidy access (boolean)
`subsidy_percent`	Subsidy percentage
`n_rate_kg_ha`	Nitrogen rate (kg/ha)
`p_rate_kg_ha`	Phosphorus rate (kg/ha)
`k_rate_kg_ha`	Potassium rate (kg/ha)
`total_nutrients_kg_ha`	Total nutrients (kg/ha)
`recommended_n_kg_ha`	Recommended N rate (kg/ha)
`application_efficiency_pct`	Application efficiency (%)
`nutrient_gap_pct`	Nutrient gap percentage
`organic_rate_t_ha`	Organic fertilizer rate (t/ha)
`organic_n_contribution_kg_ha`	Organic N contribution (kg/ha)
`organic_p_contribution_kg_ha`	Organic P contribution (kg/ha)
`organic_k_contribution_kg_ha`	Organic K contribution (kg/ha)
`total_n_kg_ha`	Total N applied (kg/ha)
`total_p_kg_ha`	Total P applied (kg/ha)
`total_k_kg_ha`	Total K applied (kg/ha)
`primary_fertilizer`	Primary fertilizer type
`fertilizer_grade`	Quality grade
`npk_ratio`	NPK ratio applied
`application_method`	Method of application
`num_applications`	Number of applications
`first_application_timing`	Timing of first application
`timing_adequate`	Timing adequacy (boolean)
`application_dates`	Application date
`fertilizer_source`	Source of fertilizer
`npk_price_usd_kg`	NPK price (USD/kg)
`urea_price_usd_kg`	Urea price (USD/kg)
`dap_price_usd_kg`	DAP price (USD/kg)
`effective_price_usd_kg`	Effective price (USD/kg)
`total_cost_usd`	Total cost in USD
`effective_cost_usd`	Effective cost in USD
`cost_per_ha_usd`	Cost per hectare (USD)
`distance_to_dealer_km`	Distance to dealer (km)
`credit_access`	Has credit access (boolean)
`fertilizer_knowledge`	Knowledge level
`soil_test_based`	Soil test based (boolean)
`extension_guided`	Extension guided (boolean)
`balanced_npk`	Balanced NPK (boolean)
`micronutrient_included`	Micronutrient included (boolean)
`lime_use`	Uses lime (boolean)
`lime_rate_t_ha`	Lime rate (t/ha)
`adulteration_risk`	Adulteration risk (boolean)
`availability`	Availability rating
`purchase_quantity_kg`	Purchase quantity (kg)
`storage_duration_days`	Storage duration (days)
`storage_condition`	Storage condition
`nutrient_loss_pct`	Nutrient loss (%)
`yield_response_pct`	Yield response (%)
`value_cost_ratio`	Value-cost ratio
`environmental_risk`	Environmental risk level
`nitrate_leaching_risk`	Nitrate leaching risk (boolean)
`runoff_risk`	Runoff risk (boolean)
`npk_benchmark_met`	NPK benchmark met (boolean)
`gap_to_potential_kg_ha`	Gap to potential (kg/ha)
`scenario`	Burden scenario

Usage Example

import pandas as pd

# Load the dataset
df = pd.read_csv('fertilizer_application_patterns_africa_moderate_burden.csv')

# Analyze fertilizer use by country
use_by_country = df.groupby('country')['mineral_fertilizer_use'].mean() * 100
print(f"Fertilizer use rates by country:\n{use_by_country}")

# Compare organic vs mineral fertilizer users
comparison = df.groupby('mineral_fertilizer_use')['total_nutrients_kg_ha'].describe()
print(comparison)

# Analyze subsidy impact
subsidy_impact = df[df['subsidy_access']]['effective_cost_usd'].mean()
no_subsidy = df[~df['subsidy_access']]['effective_cost_usd'].mean()
print(f"Subsidy savings: ${no_subsidy - subsidy_impact:.2f}")

Research Sources

FAO 2024: Average fertilizer use 8-15 kg/ha nutrients in SSA
IFDC 2023: Only 30-40% of farmers use mineral fertilizer
AGRA 2023: NPK ratios vary 15-15-15 to 23-10-10 for maize
World Bank 2023: Fertilizer subsidy programs cover 10-30% of farmers
Africa Fertilizer 2024: Organic fertilizer use 20-35% of farms

Author: Electric Sheep Africa

Downloads last month: 13

Size of downloaded dataset files:

6.06 MB

Size of the auto-converted Parquet files:

1.75 MB

Number of rows:

15,000