Datasets:

electricsheepafrica
/

africa-synth-agriculture-livestock-health-productivity-all

record_id int64 1 6k	livestock_id stringlengths 18 18	country stringclasses 10 values	year int64 2.02k 2.03k	farm_size_ha float64 0.2 10.3	production_system stringclasses 5 values	primary_species stringclasses 6 values	herd_size int64 1 500	breed_type stringclasses 3 values	feed_source stringclasses 5 values	water_access stringclasses 4 values	housing_type stringclasses 4 values	mortality_rate_pct float64 3.5 38.1	animals_died int64 0 127	disease_outbreak bool 2 classes	primary_disease stringclasses 7 values	disease_severity stringclasses 4 values	vaccination_coverage_pct float64 2 60	animals_vaccinated int64 0 207	deworming_frequency stringclasses 4 values	tick_control bool 2 classes	veterinary_access bool 2 classes	vet_visits_per_year int64 0 5	health_insurance bool 2 classes	milk_yield_l_day float64 0 6.91	lactation_length_days int64 0 378	annual_milk_l float64 0 1.85k	weight_gain_kg_day float64 0 0.84	live_weight_kg float64 0.3 695	reproductive_rate float64 0 15	reproductive_health bool 2 classes	fertility_issues bool 2 classes	body_condition_score int64 1 5	nutrition_status stringclasses 2 values	supplementation bool 2 classes	mineral_supplement bool 2 classes	forage_quality stringclasses 3 values	breeding_method stringclasses 3 values	record_keeping bool 2 classes	market_access stringclasses 4 values	price_per_head_usd float64 0.6 3.59k	annual_revenue_usd float64 0.91 51k	feed_cost_usd float64 5.05 25.4k	health_cost_usd int64 0 498	labor_cost_usd float64 5.03 6.27k	total_cost_usd float64 11.2 31.3k	net_income_usd float64 -30,729.35 48.6k	productivity_index int64 35 90	health_index float64 13.1 100	mortality_category stringclasses 3 values	intervention_priority stringclasses 3 values	scenario stringclasses 3 values
1	LVS-MAL-2018-00001	Malawi	2,018	1.3	semi_intensive	pigs	11	crossbreed	grazing	adequate	simple_shelter	18.8	2	false	none	none	23.7	2	quarterly	false	false	0	true	0	0	0	0.366	87.1	9	true	false	5	adequate	false	true	moderate	natural	false	export	191.96	633.46	167.78	4	139.41	311.19	322.27	90	74.2	moderate	moderate	high_burden
2	LVS-UGA-2023-00002	Uganda	2,023	1.45	pastoral	goats	18	local	grazing	seasonal	simple_shelter	12.2	2	false	none	none	10.1	1	biannual	false	true	1	false	0.85	180	152	0.051	38	1.03	true	false	3	adequate	false	false	moderate	natural	false	local_market	107.02	577.91	163.12	27	127.17	317.29	260.62	70	80.7	moderate	moderate	high_burden
3	LVS-NIG-2020-00003	Nigeria	2,020	0.85	pastoral	goats	32	exotic	grazing	limited	simple_shelter	19.2	6	false	none	none	5.8	1	yearly	true	false	0	false	0.58	180	105	0.06	29.8	1.2	false	false	2	poor	false	false	poor	natural	false	export	63.45	609.16	197.35	2	426.52	625.87	-16.71	45	64.6	moderate	moderate	high_burden
4	LVS-ZAM-2021-00004	Zambia	2,021	0.53	pastoral	cattle	26	crossbreed	grazing	poor	improved_shelter	11.8	3	false	none	none	26	6	never	true	false	0	false	2.55	201	513	0.303	260.3	0.4	true	false	2	poor	true	false	good	natural	false	regional	581.68	4,537.09	252.28	12	277.09	541.37	3,995.72	60	89.4	moderate	low	high_burden
5	LVS-TAN-2024-00005	Tanzania	2,024	2.94	extensive	cattle	3	exotic	grazing	limited	improved_shelter	16.6	0	true	parasitic	mild	9.5	0	never	false	false	0	false	3.82	214	818	0.49	492.3	0.49	false	false	3	adequate	false	true	moderate	natural	false	local_market	891.47	802.32	31.8	0	18.58	50.38	751.94	55	56.5	moderate	high	high_burden
6	LVS-ZAM-2021-00006	Zambia	2,021	0.62	intensive	poultry	28	crossbreed	concentrates	adequate	none	16.6	4	false	none	none	16.2	4	biannual	true	false	0	false	0	0	0	0	1.6	0	false	false	4	adequate	false	false	moderate	natural	true	farm_gate	6.3	52.89	1,721.38	8	390.09	2,119.47	-2,066.58	65	74.8	moderate	moderate	high_burden
7	LVS-BUR-2021-00007	Burkina Faso	2,021	1.85	intensive	poultry	35	local	concentrates	seasonal	simple_shelter	10.2	3	false	none	none	11.5	4	biannual	true	false	0	false	0	0	0	0	2.2	0	false	false	1	poor	false	false	poor	natural	true	local_market	5.43	57.01	711.54	8	393.88	1,113.42	-1,056.41	35	85.4	moderate	low	high_burden
8	LVS-KEN-2023-00008	Kenya	2,023	2.56	pastoral	cattle	20	local	grazing	limited	simple_shelter	12.9	2	false	none	none	23.9	4	biannual	true	false	0	false	2.53	216	547	0.264	315.7	0.36	true	false	2	poor	false	false	good	natural	false	farm_gate	618.79	3,712.76	233.79	8	146.73	388.52	3,324.24	60	86.2	moderate	moderate	high_burden
9	LVS-UGA-2020-00009	Uganda	2,020	2.53	semi_intensive	goats	14	local	grazing	adequate	none	14.7	2	true	parasitic	mild	36.6	5	biannual	false	false	0	false	0.47	180	85	0.048	32.1	0.97	false	false	2	poor	true	false	poor	natural	false	farm_gate	114.58	481.22	140.62	10	109.36	259.98	221.24	45	73.8	moderate	high	high_burden
10	LVS-MAL-2023-00010	Malawi	2,023	4.03	agropastoral	donkeys	3	local	fodder_crops	limited	none	7.4	0	true	parasitic	mild	60	1	yearly	true	false	0	false	0	0	0	0	122.7	0	true	false	1	poor	false	false	moderate	natural	true	local_market	187.12	168.41	18.89	2	29.39	50.28	118.13	50	100	low	high	high_burden
11	LVS-KEN-2025-00011	Kenya	2,025	2.06	pastoral	poultry	33	crossbreed	grazing	seasonal	modern	25	8	false	none	none	6.1	2	quarterly	false	true	0	false	0	0	0	0	1.9	0	false	true	2	poor	false	true	poor	natural	false	farm_gate	4.73	46.83	546.68	4	311.38	862.06	-815.23	45	53.1	high	high	high_burden
12	LVS-UGA-2025-00012	Uganda	2,025	1.14	intensive	sheep	38	crossbreed	concentrates	adequate	none	12.5	4	true	parasitic	mild	5.1	1	quarterly	false	true	1	true	0.5	0	0	0.095	29.6	1.1	true	false	2	poor	false	false	moderate	natural	false	local_market	104.75	1,194.11	1,659.45	27	307.62	1,994.07	-799.96	60	62.5	moderate	high	high_burden
13	LVS-MAL-2025-00013	Mali	2,025	0.62	semi_intensive	poultry	58	crossbreed	grazing	limited	improved_shelter	21.6	12	false	none	none	5.2	3	never	false	false	0	false	0	0	0	0	1.3	0	true	false	3	adequate	false	false	poor	natural	false	farm_gate	4.27	74.3	625.27	6	824.55	1,455.82	-1,381.52	70	59.5	high	high	high_burden
14	LVS-MAL-2021-00014	Malawi	2,021	0.71	semi_intensive	goats	22	local	grazing	seasonal	none	11.8	2	false	none	none	15.7	3	quarterly	true	true	2	false	0.95	180	171	0.057	26.8	1.14	true	false	2	poor	false	false	poor	natural	true	local_market	80.43	530.85	167.16	56	122.21	345.37	185.48	60	84.3	moderate	low	high_burden
15	LVS-TAN-2025-00015	Tanzania	2,025	1.96	semi_intensive	poultry	22	crossbreed	crop_residues	adequate	improved_shelter	19	4	false	none	none	43.1	9	yearly	false	true	2	false	0	0	0	0	1.8	0	true	false	1	poor	false	true	moderate	both	false	farm_gate	6.8	44.87	368.96	68	241.35	678.31	-633.45	50	83.5	moderate	moderate	high_burden
16	LVS-GHA-2020-00016	Ghana	2,020	0.79	agropastoral	goats	5	crossbreed	crop_residues	limited	none	16.6	0	false	none	none	15.8	0	yearly	true	true	4	false	0.75	180	136	0.059	13.7	1.19	false	true	1	poor	false	false	good	natural	false	farm_gate	29.13	43.7	97.66	100	47.26	244.91	-201.22	35	74.6	moderate	moderate	high_burden
17	LVS-BUR-2018-00017	Burkina Faso	2,018	0.85	extensive	cattle	1	exotic	grazing	adequate	modern	15.4	0	false	none	none	41.8	0	never	true	false	0	false	4.98	230	1,145	0.542	353.8	0.55	true	false	4	adequate	false	false	moderate	natural	true	regional	898.3	269.49	7.86	0	14.06	21.93	247.56	80	90	moderate	moderate	high_burden
18	LVS-ETH-2020-00018	Ethiopia	2,020	2.12	agropastoral	cattle	2	exotic	grazing	seasonal	simple_shelter	10.9	0	false	none	none	22.7	0	never	true	false	0	true	3.88	284	1,103	0.573	415.1	0.6	true	false	3	adequate	false	false	poor	natural	false	regional	1,773.53	1,064.12	16.52	0	28.51	45.02	1,019.1	70	89.5	moderate	low	high_burden
19	LVS-BUR-2022-00019	Burkina Faso	2,022	2.89	pastoral	goats	85	local	grazing	seasonal	simple_shelter	15.5	13	true	tick_borne	severe	51.5	43	never	true	true	4	false	0.6	180	108	0.044	33.1	0.87	true	false	3	adequate	true	false	moderate	artificial_insemination	false	local_market	49.22	1,255.03	1,633.24	186	429.05	2,248.29	-993.25	70	79.8	moderate	high	high_burden
20	LVS-ZAM-2020-00020	Zambia	2,020	2.43	agropastoral	poultry	188	local	grazing	adequate	none	15.6	29	true	digestive	moderate	18.4	34	yearly	false	false	0	false	0	0	0	0	2	0	true	false	5	adequate	false	false	poor	both	false	regional	3.56	200.96	3,576.9	68	2,082.87	5,727.77	-5,526.82	90	63	moderate	high	high_burden
21	LVS-MAL-2025-00021	Mali	2,025	4.11	extensive	poultry	18	crossbreed	grazing	seasonal	none	27	4	false	none	none	13.6	2	biannual	false	false	0	false	0	0	0	0	1.6	0	false	true	1	poor	true	false	poor	natural	false	farm_gate	3.49	18.87	262.61	4	212.33	478.94	-460.07	35	52.8	high	high	high_burden
22	LVS-MAL-2018-00022	Mali	2,018	1.52	pastoral	cattle	9	local	grazing	adequate	modern	10.4	0	false	none	none	15.8	1	biannual	true	false	0	false	3.05	233	710	0.255	363.6	0.38	true	false	1	poor	false	false	moderate	natural	true	regional	622.48	1,680.69	174.09	2	125.8	301.88	1,378.81	50	87.1	moderate	low	high_burden
23	LVS-TAN-2024-00023	Tanzania	2,024	3.21	agropastoral	sheep	3	local	fodder_crops	limited	simple_shelter	10	0	true	parasitic	mild	35.3	1	biannual	true	false	0	false	0.5	0	0	0.061	16.3	1.1	true	false	4	adequate	true	false	moderate	natural	true	regional	27.83	25.05	23.74	2	29.39	55.13	-30.08	80	82.6	moderate	high	high_burden
24	LVS-GHA-2025-00024	Ghana	2,025	1.13	extensive	goats	29	crossbreed	grazing	limited	modern	17.7	5	false	none	none	19.8	5	never	true	true	0	true	0.87	180	156	0.056	18	1.13	true	false	5	adequate	false	true	moderate	both	false	local_market	76.53	665.84	407.38	10	245.29	662.67	3.17	90	74.4	moderate	moderate	high_burden
25	LVS-UGA-2019-00025	Uganda	2,019	3.12	extensive	goats	10	local	grazing	adequate	none	13.8	1	false	none	none	8.7	0	never	false	false	0	false	0.69	180	124	0.057	29.2	1.14	true	false	4	adequate	true	true	poor	artificial_insemination	false	farm_gate	68.33	205	181.03	0	133.86	314.89	-109.9	80	76.7	moderate	moderate	high_burden
26	LVS-TAN-2019-00026	Tanzania	2,019	1.17	pastoral	goats	25	exotic	grazing	poor	simple_shelter	23.4	5	false	none	none	11.9	2	biannual	false	true	0	false	0.72	180	130	0.06	36.3	1.2	true	false	4	adequate	false	true	moderate	natural	false	local_market	192.12	1,440.94	460.98	4	309.09	774.07	666.86	80	59.1	high	high	high_burden
27	LVS-ZAM-2021-00027	Zambia	2,021	0.49	pastoral	cattle	2	local	grazing	adequate	simple_shelter	11.6	0	false	none	none	22.4	0	never	false	false	0	false	2.66	220	586	0.375	346	0.44	true	false	1	poor	true	false	moderate	natural	true	local_market	919.35	551.61	19.29	0	21.59	40.89	510.73	50	88.1	moderate	low	high_burden
28	LVS-TAN-2021-00028	Tanzania	2,021	3.71	agropastoral	cattle	53	crossbreed	grazing	poor	simple_shelter	10.1	5	false	none	none	16.9	8	biannual	false	false	0	false	3.54	242	856	0.309	388.7	0.49	false	false	5	adequate	false	false	poor	both	true	farm_gate	795.49	12,648.23	658.9	16	468.03	1,142.93	11,505.3	75	88.3	moderate	low	high_burden
29	LVS-ZAM-2018-00029	Zambia	2,018	1.49	semi_intensive	donkeys	4	local	crop_residues	poor	improved_shelter	5.5	0	false	none	none	19.3	0	never	false	true	3	false	0	0	0	0	123.4	0	true	false	3	adequate	true	false	moderate	natural	true	farm_gate	426.2	511.44	23.1	75	31.8	129.9	381.54	70	98.7	low	low	high_burden
30	LVS-KEN-2025-00030	Kenya	2,025	0.84	semi_intensive	sheep	7	local	concentrates	limited	none	12	0	false	none	none	18.7	1	never	false	false	0	false	0.5	0	0	0.079	38.7	1.1	true	false	1	poor	false	false	good	natural	false	local_market	56.09	117.79	150.66	2	93.6	246.26	-128.46	50	85.3	moderate	moderate	high_burden
31	LVS-TAN-2023-00031	Tanzania	2,023	0.59	semi_intensive	cattle	24	local	mixed	adequate	none	11.5	2	false	none	none	13.9	3	biannual	false	true	4	false	3.27	279	913	0.502	311.6	0.53	true	false	3	adequate	false	false	good	natural	true	farm_gate	835.85	6,018.15	1,164.91	106	230.18	1,501.08	4,517.07	70	84	moderate	low	high_burden
32	LVS-TAN-2024-00032	Tanzania	2,024	1.36	pastoral	cattle	13	crossbreed	grazing	adequate	none	13.7	1	false	none	none	58.7	7	yearly	true	true	0	false	3.4	226	767	0.36	368	0.46	false	false	5	adequate	false	false	moderate	natural	false	farm_gate	610.75	2,381.91	146.31	14	85.26	245.58	2,136.33	75	100	moderate	moderate	high_burden
33	LVS-MAL-2021-00033	Mali	2,021	0.42	semi_intensive	goats	11	crossbreed	crop_residues	adequate	improved_shelter	12.8	1	false	none	none	16.2	1	biannual	true	false	0	false	0.75	180	136	0.066	33.7	1.32	true	false	2	poor	false	true	poor	natural	false	farm_gate	92.58	305.52	194.58	2	128.48	325.06	-19.54	60	82.4	moderate	moderate	high_burden
34	LVS-KEN-2020-00034	Kenya	2,020	0.63	pastoral	cattle	31	local	grazing	limited	simple_shelter	9.9	3	false	none	none	60	18	quarterly	false	true	0	false	2.17	239	518	0.327	367.3	0.44	false	false	2	poor	true	true	poor	natural	false	local_market	850.05	7,905.47	544.57	36	460.95	1,041.53	6,863.95	45	100	low	low	high_burden
35	LVS-BUR-2025-00035	Burkina Faso	2,025	1.9	extensive	goats	11	crossbreed	grazing	seasonal	none	16.9	1	false	none	none	20.5	2	quarterly	false	true	1	false	0.86	180	154	0.063	21.6	1.25	true	false	2	poor	false	false	moderate	natural	true	farm_gate	38.82	128.12	58.3	29	96.65	183.95	-55.83	60	76.4	moderate	moderate	high_burden
36	LVS-GHA-2022-00036	Ghana	2,022	0.62	extensive	goats	25	local	grazing	adequate	none	14.8	3	false	none	none	25.7	6	yearly	true	true	1	false	0.65	180	117	0.057	19.3	1.14	false	false	4	adequate	false	false	poor	natural	true	farm_gate	37.29	279.71	338.66	37	141.48	517.14	-237.43	65	83.2	moderate	moderate	high_burden
37	LVS-UGA-2022-00037	Uganda	2,022	1.13	agropastoral	poultry	39	crossbreed	mixed	limited	improved_shelter	20.3	7	true	reproductive	severe	9.9	3	yearly	true	true	0	false	0	0	0	0	1.8	0	true	false	1	poor	false	false	moderate	natural	false	local_market	4.48	52.39	2,323.14	6	511.61	2,840.75	-2,788.36	50	49.4	high	high	high_burden
38	LVS-MAL-2020-00038	Malawi	2,020	1.48	agropastoral	sheep	5	local	grazing	seasonal	none	14.2	0	true	digestive	severe	9.9	0	never	false	false	0	false	0.5	0	0	0.065	24.7	1.1	false	false	2	poor	true	false	moderate	natural	false	regional	56.6	84.9	67.25	0	66.02	133.28	-48.38	45	61.6	moderate	high	high_burden
39	LVS-MAL-2020-00039	Mali	2,020	1.26	extensive	goats	20	local	grazing	adequate	simple_shelter	14.1	2	false	none	none	3.2	0	yearly	true	true	5	false	0.73	180	132	0.057	27.4	1.14	true	false	1	poor	false	false	good	natural	false	farm_gate	44.77	268.61	278.63	125	227.92	631.55	-362.94	50	73.3	moderate	moderate	high_burden
40	LVS-ETH-2021-00040	Ethiopia	2,021	1.19	semi_intensive	poultry	38	local	crop_residues	adequate	none	18.5	7	false	none	none	37.3	14	yearly	false	false	0	false	0	0	0	0	1.8	0	true	false	2	poor	true	false	moderate	both	false	farm_gate	4.51	51.44	666.75	28	558.19	1,252.94	-1,201.5	60	81.7	moderate	moderate	high_burden
41	LVS-TAN-2023-00041	Tanzania	2,023	1.08	agropastoral	pigs	6	crossbreed	fodder_crops	seasonal	simple_shelter	18.7	1	false	none	none	11.3	0	never	false	false	0	false	0	0	0	0.385	73.5	9	false	false	2	poor	false	false	good	natural	true	farm_gate	181.44	326.59	78.16	0	61.61	139.77	186.81	45	68.2	moderate	moderate	high_burden
42	LVS-KEN-2024-00042	Kenya	2,024	0.5	semi_intensive	poultry	41	crossbreed	fodder_crops	limited	none	25.3	10	false	none	none	30	12	quarterly	false	false	0	false	0	0	0	0	2.2	0	false	false	3	adequate	true	false	moderate	both	true	farm_gate	4.57	56.21	609.68	24	328.25	961.93	-905.73	55	64.3	high	high	high_burden
43	LVS-MAL-2020-00043	Mali	2,020	0.78	pastoral	sheep	22	crossbreed	grazing	adequate	simple_shelter	18.4	4	false	none	none	54.5	11	yearly	true	false	0	false	0.5	0	0	0.075	35.3	1.1	true	false	2	poor	false	true	moderate	natural	false	regional	63.65	420.08	157.45	22	173.72	353.17	66.91	60	90.5	moderate	moderate	high_burden
44	LVS-ZAM-2020-00044	Zambia	2,020	0.62	extensive	cattle	5	local	grazing	limited	improved_shelter	12.2	0	false	none	none	39.6	1	yearly	false	false	0	false	2.49	197	490	0.271	361.1	0.49	true	false	4	adequate	true	true	poor	natural	false	local_market	701.8	1,052.7	46.47	2	27.21	75.69	977.01	80	95.5	moderate	moderate	high_burden
45	LVS-GHA-2019-00045	Ghana	2,019	0.93	agropastoral	goats	62	local	mixed	adequate	none	15.3	9	false	none	none	37.5	23	quarterly	false	false	0	false	0.65	180	117	0.066	30.5	1.32	true	false	4	adequate	false	false	poor	natural	false	local_market	90.39	1,681.17	2,261.05	46	908.86	3,215.91	-1,534.74	80	88.2	moderate	moderate	high_burden
46	LVS-ZAM-2024-00046	Zambia	2,024	1.15	pastoral	cattle	1	local	grazing	seasonal	modern	8.3	0	true	digestive	mild	8.1	0	biannual	false	false	0	false	2.67	179	479	0.228	248.7	0.39	false	false	5	adequate	false	false	moderate	natural	false	local_market	668.91	200.67	12.04	0	6.6	18.64	182.03	75	72.4	low	high	high_burden
47	LVS-NIG-2023-00047	Nigeria	2,023	0.44	extensive	sheep	13	exotic	grazing	adequate	improved_shelter	19.8	2	false	none	none	12.4	1	never	false	false	0	false	0.5	0	0	0.099	31.6	1.1	false	true	5	adequate	true	false	moderate	natural	false	local_market	79.19	308.83	125.29	2	95.75	223.03	85.8	75	66.7	moderate	moderate	high_burden
48	LVS-TAN-2025-00048	Tanzania	2,025	3.88	pastoral	cattle	3	exotic	grazing	poor	none	17.3	0	false	none	none	14.3	0	never	false	false	0	false	3.36	229	769	0.332	502.6	0.57	true	false	2	poor	false	false	moderate	both	true	local_market	1,398.28	1,258.45	32.32	0	27.38	59.7	1,198.75	60	72.5	moderate	moderate	high_burden
49	LVS-MAL-2020-00049	Malawi	2,020	0.8	agropastoral	cattle	9	crossbreed	crop_residues	poor	simple_shelter	14	1	false	none	none	4.1	0	yearly	false	false	0	false	2.83	252	714	0.501	376.3	0.56	true	false	3	adequate	false	false	moderate	natural	false	farm_gate	1,056.01	2,851.22	170.71	0	114.32	285.03	2,566.2	70	74	moderate	moderate	high_burden
50	LVS-NIG-2024-00050	Nigeria	2,024	1.12	extensive	poultry	44	crossbreed	grazing	seasonal	improved_shelter	28	12	false	none	none	5.5	2	yearly	true	true	1	false	0	0	0	0	1.5	0	true	false	5	adequate	false	false	moderate	natural	false	local_market	3.42	45.12	448.1	29	581.24	1,058.34	-1,013.22	90	46.8	high	high	high_burden
51	LVS-GHA-2022-00051	Ghana	2,022	1.96	extensive	donkeys	1	crossbreed	grazing	seasonal	simple_shelter	8.9	0	true	parasitic	moderate	32.2	0	biannual	false	false	0	false	0	0	0	0	144.2	0	false	false	1	poor	false	false	moderate	natural	false	farm_gate	720.8	216.24	15.91	0	11.88	27.79	188.45	35	83.2	low	high	high_burden
52	LVS-TAN-2020-00052	Tanzania	2,020	2.57	agropastoral	donkeys	10	local	crop_residues	limited	simple_shelter	6.3	0	false	none	none	52.5	5	never	false	false	0	false	0	0	0	0	144	0	false	false	1	poor	false	false	poor	natural	false	regional	327.21	981.63	65.11	10	89.1	164.21	817.42	35	100	low	low	high_burden
53	LVS-UGA-2021-00053	Uganda	2,021	2.12	extensive	cattle	7	local	grazing	adequate	none	10.2	0	false	none	none	16.2	1	yearly	false	false	0	false	3.2	209	669	0.435	297.6	0.51	true	false	4	adequate	false	true	poor	natural	false	regional	859.07	1,804.06	51.29	2	104.07	157.37	1,646.69	80	87.7	moderate	low	high_burden
54	LVS-KEN-2025-00054	Kenya	2,025	1.16	pastoral	goats	7	local	grazing	adequate	simple_shelter	15.2	1	false	none	none	24.1	1	biannual	false	false	0	false	0.73	180	131	0.051	19.3	1.03	false	false	5	adequate	false	false	moderate	natural	false	farm_gate	23.94	50.28	119.04	2	79.27	200.31	-150.03	75	81.5	moderate	moderate	high_burden
55	LVS-KEN-2018-00055	Kenya	2,018	1.1	agropastoral	sheep	61	local	grazing	seasonal	none	11.7	7	false	none	none	23.3	14	never	true	true	1	false	0.5	0	0	0.076	20.2	1.1	true	false	4	adequate	false	false	moderate	natural	false	farm_gate	52.51	960.9	636.51	53	634.18	1,323.68	-362.79	80	88.3	moderate	low	high_burden
56	LVS-KEN-2020-00056	Kenya	2,020	1.5	pastoral	donkeys	1	exotic	grazing	seasonal	improved_shelter	10.6	0	false	none	none	9.6	0	yearly	false	false	0	false	0	0	0	0	119.7	0	true	false	3	adequate	false	false	moderate	both	false	regional	248.39	74.52	19.67	0	9.42	29.08	45.43	70	83.7	moderate	low	high_burden
57	LVS-ZAM-2019-00057	Zambia	2,019	1.07	intensive	poultry	21	crossbreed	concentrates	adequate	none	19.5	4	false	none	none	16.4	3	quarterly	true	false	0	false	0	0	0	0	2.1	0	false	false	5	adequate	false	true	poor	both	false	local_market	4.99	31.43	745.53	6	234.35	985.87	-954.45	75	69.2	moderate	moderate	high_burden
58	LVS-KEN-2018-00058	Kenya	2,018	1.14	agropastoral	cattle	24	local	crop_residues	poor	improved_shelter	7.8	1	true	tick_borne	moderate	60	14	yearly	false	false	0	false	2.79	307	856	0.301	310	0.38	true	false	1	poor	false	false	good	natural	false	local_market	564.46	4,064.12	307.07	28	274.58	609.65	3,454.47	50	99.4	low	high	high_burden
59	LVS-TAN-2018-00059	Tanzania	2,018	3.47	pastoral	sheep	4	crossbreed	grazing	seasonal	simple_shelter	14.6	0	false	none	none	18.8	0	never	true	false	0	false	0.5	0	0	0.075	37.1	1.1	false	false	5	adequate	true	true	moderate	natural	true	farm_gate	124.23	149.08	53.13	0	32.8	85.93	63.15	75	80.2	moderate	moderate	high_burden
60	LVS-UGA-2021-00060	Uganda	2,021	0.5	extensive	cattle	16	local	grazing	adequate	simple_shelter	10.5	1	false	none	none	38.1	6	never	false	false	0	false	3.3	215	709	0.298	308.5	0.43	true	false	3	adequate	false	false	good	natural	false	regional	1,053.88	5,058.62	263.9	12	205.68	481.58	4,577.04	70	98.1	moderate	low	high_burden
61	LVS-MAL-2020-00061	Malawi	2,020	1.09	extensive	goats	14	crossbreed	grazing	seasonal	improved_shelter	15.1	2	true	tick_borne	severe	32.9	4	quarterly	true	true	5	false	0.73	180	131	0.053	15.6	1.07	true	false	4	adequate	false	false	moderate	natural	false	regional	52.92	222.24	239.53	133	209.79	582.32	-360.08	80	71.3	moderate	high	high_burden
62	LVS-BUR-2024-00062	Burkina Faso	2,024	2.14	extensive	sheep	4	local	grazing	adequate	improved_shelter	13.7	0	true	tick_borne	severe	11.7	0	biannual	false	true	0	false	0.5	0	0	0.065	21.8	1.1	true	false	3	adequate	true	false	poor	natural	false	local_market	50.44	60.52	53.86	0	51.7	105.56	-45.03	70	63.4	moderate	high	high_burden
63	LVS-ZAM-2024-00063	Zambia	2,024	1.08	agropastoral	pigs	20	local	concentrates	seasonal	improved_shelter	12.1	2	false	none	none	9.1	1	yearly	false	true	3	false	0	0	0	0.385	100.5	7	true	false	2	poor	false	false	poor	natural	true	farm_gate	218.19	1,309.15	851.38	77	276.69	1,205.07	104.08	60	80.5	moderate	moderate	high_burden
64	LVS-ZAM-2025-00064	Zambia	2,025	0.8	extensive	sheep	20	local	grazing	adequate	simple_shelter	15	2	false	none	none	60	12	never	true	false	0	false	0.5	0	0	0.076	40.3	1.1	false	false	3	adequate	false	false	poor	natural	false	export	110.87	665.21	372.44	24	212.19	608.63	56.57	55	100	moderate	moderate	high_burden
65	LVS-NIG-2023-00065	Nigeria	2,023	1.07	agropastoral	poultry	26	local	concentrates	limited	improved_shelter	16.4	4	false	none	none	16.3	4	biannual	false	true	2	false	0	0	0	0	1.4	0	true	false	2	poor	false	false	moderate	both	false	regional	3.86	30.1	780.81	58	345.28	1,184.09	-1,154	60	75.4	moderate	moderate	high_burden
66	LVS-MAL-2025-00066	Mali	2,025	1.01	extensive	sheep	23	local	grazing	poor	none	12.9	2	false	none	none	10.6	2	biannual	false	true	2	false	0.5	0	0	0.068	39	1.1	true	false	3	adequate	false	false	good	natural	false	local_market	103.16	711.79	185.14	54	179.65	418.79	293	70	79.6	moderate	moderate	high_burden
67	LVS-UGA-2024-00067	Uganda	2,024	2.18	extensive	goats	6	crossbreed	grazing	seasonal	simple_shelter	21	1	true	parasitic	moderate	23.5	1	never	false	true	5	false	0.63	180	113	0.053	32.9	1.07	true	false	4	adequate	false	false	moderate	natural	false	local_market	91.02	163.84	87.44	127	69.57	284	-120.16	80	54.7	high	high	high_burden
68	LVS-KEN-2025-00068	Kenya	2,025	1.81	semi_intensive	goats	33	local	grazing	seasonal	none	14.6	4	false	none	none	10.8	3	never	false	false	0	false	0.69	180	124	0.057	26.2	1.14	true	false	2	poor	true	false	moderate	natural	false	local_market	46.64	461.77	518.32	6	254.96	779.28	-317.51	60	76.2	moderate	moderate	high_burden
69	LVS-ETH-2018-00069	Ethiopia	2,018	0.74	semi_intensive	goats	15	crossbreed	grazing	poor	none	17.3	2	false	none	none	16.7	2	biannual	true	true	3	false	0.92	180	165	0.056	32.1	1.13	true	false	5	adequate	false	false	good	natural	true	local_market	93.62	421.31	248.25	79	126.04	453.28	-31.97	90	73.8	moderate	moderate	high_burden
70	LVS-ETH-2021-00070	Ethiopia	2,021	1.63	extensive	goats	13	local	grazing	adequate	none	18.6	2	false	none	none	9.8	1	yearly	false	true	5	true	0.98	180	176	0.057	29	1.14	false	false	2	poor	false	true	moderate	natural	true	export	80.75	314.91	78.33	127	115.68	321.01	-6.1	45	67.8	moderate	moderate	high_burden
71	LVS-TAN-2021-00071	Tanzania	2,021	2.37	semi_intensive	pigs	10	crossbreed	grazing	seasonal	none	19.6	1	false	none	none	49.2	4	biannual	false	true	5	false	0	0	0	0.366	92.7	6	false	true	2	poor	false	false	moderate	natural	false	local_market	178.18	534.54	134.33	133	113.6	380.93	153.61	45	85.4	moderate	moderate	high_burden
72	LVS-NIG-2022-00072	Nigeria	2,022	1.67	agropastoral	poultry	28	local	grazing	adequate	modern	17.3	4	true	respiratory	mild	14.1	3	never	false	true	0	false	0	0	0	0	1.7	0	true	false	1	poor	false	true	moderate	natural	false	farm_gate	5.43	45.61	493.8	6	308.4	808.2	-762.59	50	57.4	moderate	high	high_burden
73	LVS-ZAM-2025-00073	Zambia	2,025	4.89	extensive	pigs	20	crossbreed	grazing	limited	simple_shelter	23.4	4	true	tick_borne	mild	36.2	7	never	false	false	0	false	0	0	0	0.28	70.9	5	true	false	1	poor	false	false	moderate	natural	true	farm_gate	143.26	859.53	397.4	14	131.03	542.43	317.11	50	56.3	high	high	high_burden
74	LVS-ETH-2022-00074	Ethiopia	2,022	0.99	semi_intensive	donkeys	1	crossbreed	crop_residues	seasonal	simple_shelter	7.4	0	true	digestive	moderate	2	0	biannual	false	false	0	false	0	0	0	0	165.3	0	true	false	5	adequate	true	false	poor	both	false	farm_gate	320.82	96.25	19.13	0	6.77	25.9	70.35	90	71.2	low	high	high_burden
75	LVS-BUR-2023-00075	Burkina Faso	2,023	0.31	semi_intensive	cattle	2	local	mixed	adequate	simple_shelter	8	0	false	none	none	25.6	0	yearly	true	false	0	false	3.22	203	653	0.384	237.9	0.63	true	false	1	poor	false	true	poor	natural	false	regional	438.2	262.92	52.52	0	11.96	64.48	198.44	50	96.8	low	low	high_burden
76	LVS-KEN-2024-00076	Kenya	2,024	0.61	extensive	cattle	13	crossbreed	grazing	adequate	none	16.4	2	false	none	none	11.2	1	yearly	false	true	1	false	3.72	236	878	0.488	360.8	0.51	true	false	1	poor	false	false	moderate	natural	false	regional	858.77	3,349.2	219.22	27	160.28	406.5	2,942.7	50	72.8	moderate	moderate	high_burden
77	LVS-BUR-2021-00077	Burkina Faso	2,021	1.83	semi_intensive	sheep	17	exotic	grazing	seasonal	none	17	2	false	none	none	14.6	2	quarterly	true	false	0	false	0.5	0	0	0.099	31.3	1.1	true	false	2	poor	false	true	good	natural	false	local_market	53.66	273.68	211.35	4	181.43	396.78	-123.09	60	73.3	moderate	moderate	high_burden
78	LVS-NIG-2023-00078	Nigeria	2,023	1.39	intensive	goats	16	crossbreed	concentrates	adequate	none	10	1	false	none	none	31.2	4	never	false	false	0	true	1.12	180	201	0.083	28.4	1.67	false	false	5	adequate	false	false	poor	natural	true	farm_gate	80.28	385.36	632.69	8	228.17	868.86	-483.51	75	95.5	moderate	low	high_burden
79	LVS-ZAM-2023-00079	Zambia	2,023	5.28	extensive	sheep	40	local	grazing	limited	none	17.5	7	false	none	none	15.8	6	never	false	true	5	false	0.5	0	0	0.068	25.4	1.1	true	false	1	poor	true	false	good	natural	false	farm_gate	59.69	716.29	415.51	137	515.57	1,068.07	-351.78	50	72.8	moderate	moderate	high_burden
80	LVS-KEN-2022-00080	Kenya	2,022	1.42	extensive	donkeys	1	local	grazing	adequate	simple_shelter	6.9	0	true	tick_borne	moderate	60	0	never	false	true	0	false	0	0	0	0	129.6	0	false	false	5	adequate	true	false	moderate	natural	false	farm_gate	359.05	107.72	17.52	0	10.3	27.82	79.9	75	100	low	high	high_burden
81	LVS-TAN-2020-00081	Tanzania	2,020	1.64	semi_intensive	poultry	21	crossbreed	concentrates	adequate	simple_shelter	18.7	3	false	none	none	3.3	0	never	false	true	3	false	0	0	0	0	2.2	0	true	false	4	adequate	true	false	poor	natural	false	local_market	4.57	28.79	716.52	75	112.82	904.34	-875.55	80	64.2	moderate	moderate	high_burden
82	LVS-MAL-2022-00082	Malawi	2,022	1.15	extensive	goats	15	local	grazing	adequate	none	13	1	false	none	none	19	2	yearly	true	false	0	false	0.89	180	160	0.057	28.6	1.14	false	false	1	poor	false	true	moderate	natural	true	farm_gate	62.53	281.41	299.84	4	120.11	423.95	-142.54	35	83.5	moderate	moderate	high_burden
83	LVS-MAL-2019-00083	Malawi	2,019	1.79	extensive	cattle	6	local	grazing	limited	none	14.9	0	false	none	none	60	3	yearly	false	false	0	false	3.46	313	1,084	0.37	457.1	0.38	true	false	3	adequate	false	false	poor	natural	false	farm_gate	709.99	1,277.98	79.23	6	41.25	126.48	1,151.5	70	100	moderate	moderate	high_burden
84	LVS-UGA-2025-00084	Uganda	2,025	2.23	agropastoral	goats	6	local	grazing	adequate	simple_shelter	11.8	0	false	none	none	25	1	biannual	false	true	3	false	0.75	180	135	0.057	26.7	1.14	true	false	3	adequate	true	true	poor	natural	false	local_market	96.12	173.02	92.82	77	67.14	236.95	-63.94	70	88.9	moderate	low	high_burden
85	LVS-KEN-2019-00085	Kenya	2,019	0.33	intensive	sheep	6	local	mixed	adequate	simple_shelter	8.4	0	false	none	none	9	0	biannual	true	false	0	false	0.5	0	0	0.101	34.5	1.1	true	false	5	adequate	false	false	moderate	both	true	regional	92.18	165.92	312.92	0	47.58	360.5	-194.59	90	87.7	low	low	high_burden
86	LVS-TAN-2022-00086	Tanzania	2,022	2.08	extensive	cattle	8	local	grazing	seasonal	modern	11.3	0	false	none	none	6.5	0	quarterly	true	false	0	false	2.79	206	575	0.298	279.3	0.56	true	false	4	adequate	false	false	moderate	natural	false	local_market	411.76	988.23	87.97	0	72.51	160.48	827.75	80	80.7	moderate	low	high_burden
87	LVS-MAL-2023-00087	Mali	2,023	1.59	agropastoral	poultry	21	local	concentrates	adequate	simple_shelter	16	3	false	none	none	16.4	3	never	false	true	3	false	0	0	0	0	1.5	0	true	false	2	poor	true	true	moderate	natural	false	farm_gate	5.2	32.75	1,318.85	81	232.61	1,632.46	-1,599.71	60	76.2	moderate	moderate	high_burden
88	LVS-MAL-2018-00088	Mali	2,018	0.6	extensive	sheep	31	local	grazing	adequate	none	15.5	4	false	none	none	7.9	2	biannual	true	false	0	false	0.5	0	0	0.076	29.5	1.1	true	false	1	poor	false	false	moderate	natural	true	farm_gate	74.59	693.68	457.21	4	370.46	831.67	-138	50	73	moderate	moderate	high_burden
89	LVS-TAN-2024-00089	Tanzania	2,024	0.32	extensive	poultry	45	local	grazing	limited	improved_shelter	18.5	8	false	none	none	41.6	18	never	false	false	0	false	0	0	0	0	1.6	0	true	false	1	poor	true	false	moderate	artificial_insemination	false	export	3.07	41.42	426.36	36	233.19	695.56	-654.13	50	83.7	moderate	moderate	high_burden
90	LVS-GHA-2019-00090	Ghana	2,019	0.98	intensive	cattle	40	crossbreed	concentrates	seasonal	none	9.7	3	false	none	none	17.3	6	yearly	false	false	0	false	5.57	235	1,308	0.621	287.7	0.83	true	false	2	poor	false	false	poor	natural	false	farm_gate	1,143.94	13,727.27	837.24	12	582.33	1,431.57	12,295.7	60	89.2	low	low	high_burden
91	LVS-BUR-2025-00091	Burkina Faso	2,025	1.06	pastoral	pigs	14	local	grazing	limited	simple_shelter	19	2	true	tick_borne	severe	39.1	5	biannual	false	true	2	false	0	0	0	0.229	76	4	true	false	1	poor	false	false	good	natural	false	local_market	241.37	1,013.74	155.63	60	154.02	369.65	644.1	50	66.5	moderate	high	high_burden
92	LVS-UGA-2022-00092	Uganda	2,022	0.53	extensive	goats	11	local	grazing	seasonal	none	17.3	1	false	none	none	3.2	0	biannual	false	false	0	false	0.72	180	129	0.057	32.7	1.14	false	false	4	adequate	false	false	good	both	true	export	73.62	242.93	82.19	0	88.74	170.93	72	65	67.1	moderate	moderate	high_burden
93	LVS-UGA-2021-00093	Uganda	2,021	3.17	semi_intensive	cattle	15	crossbreed	grazing	limited	improved_shelter	8.9	1	false	none	none	10.8	1	never	false	false	0	false	2.87	202	580	0.371	295.4	0.53	true	false	3	adequate	true	false	moderate	both	true	local_market	1,003.66	4,516.49	233.28	2	158.62	393.9	4,122.59	70	87.6	low	low	high_burden
94	LVS-TAN-2018-00094	Tanzania	2,018	7.94	extensive	goats	55	local	grazing	seasonal	none	14.9	8	false	none	none	27.5	15	yearly	false	false	0	false	0.9	180	162	0.057	45.8	1.14	false	false	2	poor	false	false	moderate	both	true	local_market	181	2,986.51	574.07	30	281.32	885.4	2,101.11	45	84	moderate	moderate	high_burden
95	LVS-GHA-2021-00095	Ghana	2,021	1.68	semi_intensive	pigs	3	local	crop_residues	adequate	improved_shelter	13	0	false	none	none	25.8	0	quarterly	false	true	1	false	0	0	0	0.35	96.3	8	true	false	4	adequate	true	false	good	natural	true	regional	272.13	244.91	40.08	25	15.07	80.15	164.76	80	86.9	moderate	moderate	high_burden
96	LVS-MAL-2019-00096	Mali	2,019	2.07	agropastoral	goats	6	crossbreed	crop_residues	poor	modern	11	0	false	none	none	8.4	0	yearly	true	true	3	false	0.85	180	154	0.059	30.1	1.19	false	false	5	adequate	false	true	good	natural	false	farm_gate	80.28	144.5	30.8	75	54.81	160.61	-16.11	75	82.2	moderate	low	high_burden
97	LVS-UGA-2023-00097	Uganda	2,023	0.99	pastoral	pigs	12	local	grazing	seasonal	none	17.7	2	false	none	none	54.8	6	never	false	true	5	false	0	0	0	0.299	81.6	5	true	false	2	poor	false	false	moderate	natural	false	export	147.16	529.79	84.29	137	125.5	346.79	183	60	92.1	moderate	moderate	high_burden
98	LVS-KEN-2020-00098	Kenya	2,020	0.64	extensive	cattle	4	local	grazing	limited	none	12.6	0	false	none	none	7.8	0	biannual	true	false	0	false	3.03	271	821	0.385	211.5	0.47	false	false	3	adequate	false	false	good	natural	false	local_market	546.85	656.22	31.39	0	46.32	77.71	578.51	55	78.6	moderate	moderate	high_burden
99	LVS-ZAM-2018-00099	Zambia	2,018	0.54	semi_intensive	cattle	33	crossbreed	mixed	limited	simple_shelter	12.3	4	false	none	none	60	19	never	true	true	0	false	4.49	238	1,069	0.494	414.4	0.65	true	false	1	poor	true	false	good	both	true	local_market	1,239.12	12,267.26	949.04	38	454.77	1,441.8	10,825.46	50	100	moderate	moderate	high_burden
100	LVS-ZAM-2019-00100	Zambia	2,019	0.88	intensive	donkeys	1	local	mixed	limited	none	5.5	0	false	none	none	39.6	0	yearly	true	false	0	false	0	0	0	0	122.7	0	true	false	4	adequate	false	false	moderate	natural	false	local_market	328.91	98.67	48.47	0	9.61	58.08	40.59	80	100	low	low	high_burden

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⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

Livestock Health and Productivity - Sub-Saharan Africa

Synthetic dataset capturing livestock health, productivity, and management practices across smallholder farms in Sub-Saharan Africa. Covers cattle, goats, sheep, poultry, pigs, and donkeys with production and health metrics.

Dataset Statistics

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

Key Metrics:

10 countries with diverse livestock systems
Years: 2018-2025
52 columns covering health, productivity, and economics
Cattle mortality: 8-15% in smallholder systems
Milk yields: 2-5L/day vs 15-25L potential

Column Descriptions

Column	Description
`record_id`	Unique record identifier
`livestock_id`	Unique livestock record identifier
`country`	Country name
`year`	Year of record
`farm_size_ha`	Farm size in hectares
`production_system`	Production system type
`primary_species`	Primary livestock species
`herd_size`	Herd/flock size
`breed_type`	Breed type (local/crossbreed/exotic)
`feed_source`	Primary feed source
`water_access`	Water access quality
`housing_type`	Housing type
`mortality_rate_pct`	Mortality rate percentage
`animals_died`	Number of animals died
`disease_outbreak`	Disease outbreak occurred (boolean)
`primary_disease`	Primary disease type
`disease_severity`	Disease severity level
`vaccination_coverage_pct`	Vaccination coverage (%)
`animals_vaccinated`	Number vaccinated
`deworming_frequency`	Deworming frequency
`tick_control`	Tick control practiced (boolean)
`veterinary_access`	Veterinary access (boolean)
`vet_visits_per_year`	Veterinary visits per year
`health_insurance`	Health insurance (boolean)
`milk_yield_l_day`	Milk yield (L/day)
`lactation_length_days`	Lactation length (days)
`annual_milk_l`	Annual milk production (L)
`weight_gain_kg_day`	Weight gain (kg/day)
`live_weight_kg`	Live weight (kg)
`reproductive_rate`	Reproductive rate
`reproductive_health`	Reproductive health status (boolean)
`fertility_issues`	Fertility issues (boolean)
`body_condition_score`	Body condition score (1-5)
`nutrition_status`	Nutrition status
`supplementation`	Feed supplementation (boolean)
`mineral_supplement`	Mineral supplement (boolean)
`forage_quality`	Forage quality
`breeding_method`	Breeding method
`record_keeping`	Record keeping (boolean)
`market_access`	Market access level
`price_per_head_usd`	Price per head (USD)
`annual_revenue_usd`	Annual revenue (USD)
`feed_cost_usd`	Feed cost (USD)
`health_cost_usd`	Health cost (USD)
`labor_cost_usd`	Labor cost (USD)
`total_cost_usd`	Total cost (USD)
`net_income_usd`	Net income (USD)
`productivity_index`	Productivity index (0-100)
`health_index`	Health index (0-100)
`mortality_category`	Mortality category
`intervention_priority`	Intervention priority level
`scenario`	Burden scenario

Usage Example

import pandas as pd

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

# Mortality by species
mortality = df.groupby('primary_species')['mortality_rate_pct'].mean()
print(f"Mortality by species:\n{mortality}")

# Milk yield by production system
milk = df[df['primary_species'] == 'cattle'].groupby('production_system')['milk_yield_l_day'].mean()
print(milk)

# Economic analysis by breed type
economics = df.groupby('breed_type')[['net_income_usd', 'productivity_index']].mean()
print(economics)

Research Sources

FAO 2024: Cattle mortality 8-15% in smallholder systems
ILRI 2023: Milk yields 2-5L/day vs 15-25L potential
World Bank 2023: Poultry mortality 15-30% in traditional systems
AU-IBAR 2023: Disease prevalence 20-40% for endemic diseases
GALVmed 2023: Vaccination coverage 10-30% for priority diseases

Author: Electric Sheep Africa

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