Datasets:

electricsheepafrica
/

africa-synth-climate-biodiversity-conservation-africa-all

record_id stringlengths 10 10	country stringclasses 15 values	year int64 2.02k 2.03k	species_group stringclasses 7 values	ecosystem_type stringclasses 9 values	habitat_extent_km2 int64 100 368k	habitat_loss_rate_pct_year float64 0.1 5.34	habitat_fragmentation_index float64 0.1 1	species_count_total int64 28 3.41k	endemic_species_count int64 5 4.03k	threatened_species_count int64 8 500	primary_threat stringclasses 6 values	poaching_pressure_index float64 0.02 10	human_wildlife_conflict_incidents_year int64 46 186	climate_vulnerability_score float64 0.52 10	iucn_status_majority stringclasses 5 values	population_trend stringclasses 4 values	population_estimate int64 100 428k	extinction_risk_index float64 0.12 1	protected_area_coverage_pct float64 2 35.7	protected_areas_count int64 4 57	kba_coverage_pct float64 5 60	management_effectiveness_score float64 10 95	conservation_funding_million_usd float64 4.75 187	funding_per_km2_usd int64 711 6.16M	ranger_density_per_1000km2 float64 0.5 30	community_conservation_areas int64 0 19	anti_poaching_patrols_year int64 10 1.61k	reintroduction_programs int64 0 3	captive_breeding_programs int64 0 2	invasive_species_present int64 0 18	invasive_species_control_pct float64 0 40	conservation_success_index float64 0.1 0.86	biodiversity_intactness_index float64 0.1 0.89
BIO_000000	Niger	2,020	fish	desert	21,071	3.67	1	120	55	47	invasive_species	3.62	156	9.56	Near_Threatened	Decreasing	1,244	1	14	19	27.5	32.7	29.44	9,976	3.1	2	86	0	0	5	7.5	0.115	0.284
BIO_000001	Uganda	2,022	invertebrates	savanna	38,936	1.99	0.603	1,615	1,117	500	poaching	2.65	159	6.44	Vulnerable	Stable	18,084	0.941	21.1	23	45	14.7	49.1	5,976	0.5	10	21	0	0	4	2	0.137	0.649
BIO_000002	DRC	2,021	birds	montane	68,415	2	0.719	763	825	265	habitat_loss	2.84	156	4.41	Near_Threatened	Stable	9,494	0.855	18.4	20	32	26.2	38.1	3,026	6.3	6	231	0	1	7	6.6	0.15	0.735
BIO_000003	Ghana	2,018	birds	coastal	8,595	2.53	0.996	450	355	163	pollution	3.79	170	7.32	Least_Concern	Decreasing	20,868	1	14.6	26	29.1	24.3	32.7	26,038	2.8	6	81	0	2	8	15.4	0.111	0.434
BIO_000004	Rwanda	2,023	plants	montane	68,585	2.55	0.843	1,711	859	500	poaching	10	166	5.98	Critically_Endangered	Decreasing	1,213	1	19.3	41	35.7	15.5	40.27	3,042	1.8	4	69	0	0	7	6.4	0.1	0.316
BIO_000005	Malawi	2,024	plants	wetland	5,156	2.9	0.775	1,629	995	500	habitat_loss	5.38	125	6.54	Least_Concern	Decreasing	107	1	24.8	36	36.4	20.6	60.31	47,129	0.7	8	34	2	1	4	14.1	0.119	0.37
BIO_000006	Uganda	2,025	reptiles	tropical_forest	8,451	2.11	0.558	168	97	58	human_wildlife_conflict	6.26	144	4.67	Vulnerable	Stable	53,691	1	21	34	34.6	43.3	49.67	27,972	4	4	168	0	0	8	13.1	0.154	0.563
BIO_000007	South Africa	2,024	birds	wetland	145,766	2.14	0.843	738	531	259	invasive_species	3.49	148	4.2	Vulnerable	Stable	3,531	1	13.6	21	25	20.4	49.77	2,510	1.7	8	46	0	1	3	12.8	0.102	0.61
BIO_000008	Senegal	2,020	amphibians	savanna	67,951	2.94	0.901	55	15	20	poaching	3.85	135	7.23	Least_Concern	Decreasing	594	1	15.8	21	27.6	12.3	32.25	3,004	3.5	5	110	0	0	4	4.7	0.1	0.482
BIO_000009	Nigeria	2,019	amphibians	savanna	33,323	2.23	0.719	66	36	23	habitat_loss	4.43	138	6.39	Least_Concern	Stable	57,806	1	12.7	12	18.7	44.3	53.32	12,596	3.3	4	83	0	0	2	5.6	0.133	0.625
BIO_000010	South Africa	2,019	mammals	coastal	67,811	1.33	0.538	282	311	92	pollution	3.99	145	5.86	Critically_Endangered	Stable	33,901	1	11.8	15	31.7	45	32.39	4,047	0.9	10	21	2	0	7	20	0.17	0.672
BIO_000011	DRC	2,024	birds	grassland	38,661	1.84	0.853	714	756	245	poaching	1.97	148	4.02	Near_Threatened	Stable	36,252	0.735	17.7	25	35.3	36.3	47.74	6,975	1.4	12	49	0	2	5	18.5	0.219	0.686
BIO_000012	Kenya	2,023	mammals	wetland	35,712	0.43	0.35	268	146	81	poaching	10	142	4.17	Least_Concern	Increasing	55,004	1	19.4	23	40.4	10	67.48	9,739	6.1	7	236	0	0	6	0.1	0.1	0.686
BIO_000013	Nigeria	2,022	mammals	marine	18,318	1.23	0.526	225	101	73	climate_change	3.16	156	4.18	Least_Concern	Stable	2,344	0.823	19.1	19	29.2	53.4	43.25	12,358	0.9	4	34	0	0	2	38.2	0.206	0.601
BIO_000014	Uganda	2,025	mammals	montane	24,368	1.5	0.727	227	87	75	climate_change	4.43	176	5.83	Endangered	Stable	29,819	0.955	21.9	19	32.4	34	51.84	9,712	2.6	6	113	0	1	9	7.5	0.146	0.52
BIO_000015	Ethiopia	2,021	reptiles	savanna	23,483	0.72	0.479	156	73	48	habitat_loss	5.95	145	4.25	Near_Threatened	Increasing	6,271	0.815	17.5	19	22.7	10	40.31	9,807	0.5	6	17	0	0	6	4	0.111	0.692
BIO_000016	Malawi	2,025	mammals	freshwater	32,859	2.98	0.834	207	116	77	habitat_loss	1.85	135	5.92	Critically_Endangered	Decreasing	100	0.961	24.2	25	44.2	53	59.25	7,450	1.5	4	72	1	0	6	8.6	0.196	0.348
BIO_000017	Niger	2,021	invertebrates	desert	29,891	3.97	1	681	124	275	invasive_species	4.66	159	8.07	Vulnerable	Decreasing	5,966	1	10.3	17	25.4	10	32.22	10,462	5.5	5	113	0	2	5	28.4	0.1	0.198
BIO_000018	Mali	2,023	fish	marine	64,809	2.55	0.902	208	56	75	human_wildlife_conflict	2.57	135	7.49	Endangered	Decreasing	19,789	1	12	14	14.9	16.5	30.08	3,867	0.5	5	12	1	0	5	17.7	0.1	0.272
BIO_000019	Rwanda	2,018	plants	montane	5,690	3.36	1	1,457	616	500	habitat_loss	3.56	123	9.38	Near_Threatened	Decreasing	1,873	1	18.2	16	29.2	10	42.76	41,251	7.6	4	276	0	0	4	7.6	0.1	0.483
BIO_000020	Malawi	2,020	mammals	desert	5,236	3.41	0.766	171	104	66	invasive_species	5.19	154	7.27	Critically_Endangered	Decreasing	5,387	1	21	30	36.6	33.9	45.53	41,370	3	6	126	3	1	4	4.5	0.142	0.351
BIO_000021	South Africa	2,021	amphibians	grassland	42,696	2.19	0.777	94	107	33	human_wildlife_conflict	2.83	158	6.78	Vulnerable	Stable	5,105	1	10.1	29	10.6	62.3	27.34	6,339	1	7	20	1	0	1	12.1	0.169	0.708
BIO_000022	Ethiopia	2,019	fish	tropical_forest	35,359	1.68	0.77	301	297	101	poaching	4.04	124	3.9	Vulnerable	Stable	27,351	0.791	25.9	29	36.8	13.6	53.17	5,805	0.5	9	25	2	1	1	6.2	0.152	0.587
BIO_000023	Malawi	2,023	mammals	freshwater	8,703	2.69	0.909	160	116	58	pollution	1.26	141	7.97	Vulnerable	Decreasing	13,397	1	19.3	29	28.4	18.5	54.65	32,517	2.1	5	81	0	1	3	9	0.1	0.351
BIO_000024	Malawi	2,025	fish	savanna	5,263	2.4	0.659	272	97	97	climate_change	1.62	147	4.6	Vulnerable	Stable	3,460	0.771	11	15	24.4	10	41.96	72,354	2.8	6	61	0	0	3	10.5	0.122	0.351
BIO_000025	South Africa	2,025	invertebrates	freshwater	20,770	1.16	0.555	2,126	1,239	500	invasive_species	5.45	137	2.76	Vulnerable	Stable	16,074	0.885	9.8	30	19	31.5	21	10,312	3.7	7	72	0	0	6	13.9	0.139	0.627
BIO_000026	South Africa	2,020	plants	coastal	37,564	1.3	0.716	3,064	3,571	500	habitat_loss	6.22	156	5.66	Near_Threatened	Stable	864	1	17.8	20	34.8	19.9	39.84	5,957	4.8	7	170	3	0	8	7.2	0.112	0.699
BIO_000027	Mozambique	2,020	amphibians	wetland	26,146	1.94	0.635	80	29	27	poaching	0.8	142	5.38	Endangered	Stable	10,521	0.805	17.2	15	29	16.1	39.29	8,735	1.1	5	37	3	2	7	6.9	0.132	0.496
BIO_000028	Senegal	2,024	birds	montane	15,724	3.17	1	472	138	180	poaching	5.47	147	8.76	Vulnerable	Decreasing	132	1	15.2	19	31.6	10	39.84	16,662	7.1	11	215	3	1	5	7.5	0.1	0.335
BIO_000029	Niger	2,022	invertebrates	desert	65,418	3.27	1	720	123	277	poaching	9.29	170	8.13	Least_Concern	Decreasing	7,044	1	11.5	26	27.2	10	27.57	3,664	15.4	3	354	0	1	4	3.8	0.1	0.284
BIO_000030	Malawi	2,021	birds	grassland	21,142	3.35	0.939	381	258	147	invasive_species	0.77	137	6.8	Least_Concern	Decreasing	1,223	0.999	20.5	23	26.2	24.2	42.3	9,758	0.5	6	20	0	0	8	8.2	0.107	0.423
BIO_000031	Kenya	2,020	plants	marine	100	1.38	0.711	2,943	2,075	500	pollution	3.31	123	4.33	Near_Threatened	Stable	6,902	0.79	21.4	17	37	10	43.79	1,954,911	3.1	11	132	0	1	5	21	0.151	0.591
BIO_000032	Senegal	2,021	mammals	desert	22,925	2.37	0.823	132	47	47	human_wildlife_conflict	5.83	159	6.11	Least_Concern	Stable	11,736	1	20.7	20	32.4	22.6	41.78	8,802	0.5	5	20	1	0	1	0	0.109	0.33
BIO_000033	Mali	2,020	plants	wetland	44,186	4.14	1	1,346	524	500	invasive_species	2.28	147	8.57	Least_Concern	Rapidly_Declining	25,091	1	17.2	26	27.8	11.3	38	4,999	12.4	5	426	0	1	3	3.1	0.1	0.3
BIO_000034	Uganda	2,019	invertebrates	tropical_forest	11,029	1.57	0.668	1,387	1,015	465	climate_change	4.36	134	5.78	Critically_Endangered	Stable	29,557	0.956	20.6	33	34.9	35	42.48	18,689	1.7	8	70	0	0	8	0.3	0.157	0.663
BIO_000035	Mozambique	2,021	invertebrates	savanna	2,743	2.5	0.875	1,627	677	500	poaching	3.01	117	6.71	Near_Threatened	Decreasing	154	1	10.9	21	14.5	10	31.56	105,205	0.7	3	15	0	1	7	24.2	0.1	0.476
BIO_000036	Senegal	2,023	mammals	savanna	11,786	2.9	0.866	184	76	68	habitat_loss	4.26	144	6.84	Critically_Endangered	Decreasing	2,089	1	19.4	23	23.5	18.2	46.2	20,197	5.4	3	209	1	0	8	3.7	0.1	0.408
BIO_000037	Zambia	2,023	invertebrates	coastal	4,096	2.5	0.572	1,276	1,028	462	habitat_loss	3.53	124	5.89	Near_Threatened	Decreasing	12,676	0.865	29.7	19	47.3	39.6	67.77	55,663	6.5	4	386	0	0	4	4.8	0.193	0.46
BIO_000038	DRC	2,019	amphibians	savanna	4,137	1.34	0.648	93	70	30	habitat_loss	1.77	117	4.15	Least_Concern	Stable	68,693	0.654	17.2	26	33.6	13.1	35.28	49,511	0.5	7	17	1	0	7	7.6	0.17	0.739
BIO_000039	Nigeria	2,023	birds	savanna	58,131	2.3	0.701	547	398	195	poaching	3.79	155	6.11	Least_Concern	Stable	9,364	1	8.5	28	17.8	45	17.61	3,563	8.5	8	144	0	0	4	1.1	0.145	0.391
BIO_000040	South Africa	2,022	plants	marine	59,579	1.52	0.706	2,503	2,179	500	invasive_species	8.08	117	4.88	Endangered	Stable	1,152	1	11.8	12	30.4	32.3	41.91	5,960	2.3	12	54	0	0	3	4.4	0.147	0.701
BIO_000041	Nigeria	2,019	fish	montane	5,193	2.17	0.698	244	80	86	human_wildlife_conflict	4.77	158	5.06	Least_Concern	Stable	860	1	19	13	27.9	10	40.29	40,793	0.5	5	19	0	0	10	15.9	0.1	0.559
BIO_000042	Mali	2,025	invertebrates	tropical_forest	7,720	3.65	1	1,071	391	423	habitat_loss	2.33	116	7.88	Vulnerable	Decreasing	100	1	10.3	9	20	10	36.94	46,398	0.7	3	14	3	2	2	19.4	0.1	0.269
BIO_000043	DRC	2,021	birds	desert	2,841	1.77	0.655	909	937	310	invasive_species	3.4	151	4.22	Near_Threatened	Stable	27,612	0.848	16	19	33.1	27.5	45.19	99,197	2	13	64	0	0	2	29.8	0.176	0.632
BIO_000044	Rwanda	2,021	amphibians	savanna	12,420	3.13	0.704	49	33	18	habitat_loss	5.51	151	5.78	Near_Threatened	Decreasing	22,534	1	13.1	18	30.7	54	28.09	17,254	1.1	6	28	0	0	4	9.2	0.177	0.429
BIO_000045	Uganda	2,021	mammals	tropical_forest	46,550	1.84	0.777	224	143	76	habitat_loss	3.1	140	6.74	Near_Threatened	Stable	3,997	0.973	17	17	29.4	41.2	35.82	4,526	2	6	68	1	2	4	20.6	0.153	0.554
BIO_000046	Niger	2,024	amphibians	tropical_forest	43,895	4.08	1	31	6	12	habitat_loss	6.33	149	9.47	Endangered	Rapidly_Declining	100	1	13.8	14	22.1	31.8	33.32	5,500	2.1	3	57	0	0	9	15.6	0.108	0.172
BIO_000047	Senegal	2,021	mammals	wetland	41,387	2.81	0.861	143	45	53	habitat_loss	1.25	118	6.91	Least_Concern	Decreasing	2,713	1	14	16	23.2	41.2	28.52	4,921	4.7	6	131	0	0	3	1.4	0.139	0.345
BIO_000048	South Africa	2,022	amphibians	marine	24,010	1.87	0.834	100	127	34	habitat_loss	7.32	144	1.93	Near_Threatened	Stable	20,843	1	13.8	20	24.8	17.9	28.27	8,529	4.2	9	115	0	0	5	2.5	0.1	0.623
BIO_000049	Ghana	2,019	mammals	montane	335,207	3.34	0.977	162	52	62	pollution	2.19	141	7.12	Near_Threatened	Decreasing	57,084	1	11.4	11	32.7	10	57.7	1,510	0.5	7	11	1	1	2	18	0.1	0.407
BIO_000050	Ghana	2,023	plants	montane	84,268	3.25	0.878	2,145	1,331	500	pollution	5.62	117	5.39	Least_Concern	Decreasing	3,756	1	17	25	35.9	33.9	43.81	3,058	0.5	9	17	0	1	4	1.4	0.15	0.426
BIO_000051	Tanzania	2,023	fish	tropical_forest	2,442	1.86	0.592	321	234	110	invasive_species	1.41	147	4.74	Least_Concern	Stable	1,829	0.632	23.8	30	45.8	20.9	49.42	84,886	0.5	9	23	0	2	7	29.7	0.215	0.647
BIO_000052	DRC	2,021	mammals	savanna	54,684	1.88	0.645	301	243	103	poaching	5.77	154	3.07	Critically_Endangered	Stable	1,855	0.958	19.5	24	32	47.1	50.96	4,779	0.5	10	19	0	2	6	1.6	0.184	0.625
BIO_000053	South Africa	2,023	birds	savanna	41,307	2.12	0.809	724	980	254	climate_change	1.16	144	4.35	Critically_Endangered	Stable	32,536	0.819	12.7	31	22.2	19.1	31.01	5,910	14.2	6	360	1	0	3	0.8	0.129	0.678
BIO_000054	South Africa	2,024	plants	wetland	25,765	1.28	0.594	2,197	3,235	500	invasive_species	4.71	152	2.76	Endangered	Stable	12,446	0.843	8.8	15	17.1	29.7	17.78	7,838	3.1	9	54	0	0	4	12.9	0.147	0.705
BIO_000055	Tanzania	2,025	birds	freshwater	97,892	1.42	0.475	587	643	194	habitat_loss	4.55	138	4.77	Least_Concern	Stable	14,007	0.778	22.8	31	32.3	25.7	54.52	2,443	1.1	11	50	1	2	8	9.6	0.18	0.646
BIO_000056	Niger	2,022	birds	marine	4,113	2.94	1	270	111	101	poaching	2.24	131	6.46	Least_Concern	Decreasing	3,195	1	10.9	19	26.5	25.5	26.01	57,888	0.9	4	19	0	2	7	0.1	0.104	0.234
BIO_000057	Niger	2,025	reptiles	savanna	2,202	3.99	1	72	15	29	climate_change	0.86	125	7.48	Near_Threatened	Decreasing	100	1	10.5	33	27.3	44	27.28	117,480	2	4	42	0	0	7	1.3	0.145	0.22
BIO_000058	Tanzania	2,022	reptiles	wetland	5,864	1.06	0.608	189	151	60	poaching	3.94	158	2.94	Least_Concern	Stable	11,839	0.576	22.6	33	40	33.1	45.28	34,141	1.4	6	63	0	2	7	2.5	0.236	0.675
BIO_000059	Mali	2,019	birds	wetland	42,887	3.1	1	302	164	114	habitat_loss	3.11	148	6.31	Endangered	Decreasing	8,151	1	11.1	20	9.9	10	25.84	5,427	2.8	1	62	1	2	7	23.2	0.1	0.349
BIO_000060	Rwanda	2,024	plants	wetland	15,167	2.29	0.769	1,600	1,052	500	human_wildlife_conflict	5	162	7.62	Least_Concern	Stable	3,583	1	16.3	24	32.4	34.9	48.58	19,642	3.7	4	120	0	0	1	2.5	0.132	0.313
BIO_000061	Tanzania	2,019	plants	desert	56,009	0.96	0.311	3,072	2,423	500	habitat_loss	6.26	155	3.56	Least_Concern	Increasing	35,043	0.751	22.6	26	38.1	19.3	49.22	3,888	0.5	4	22	0	0	6	24.8	0.161	0.681
BIO_000062	Ethiopia	2,022	mammals	desert	26,311	2	0.552	180	151	62	pollution	6.8	159	4.75	Least_Concern	Stable	7,442	1	16.1	21	26.2	43.4	35.49	8,376	2.6	10	83	0	1	4	19.3	0.159	0.534
BIO_000063	Nigeria	2,018	mammals	montane	19,429	2.36	0.719	213	74	76	invasive_species	6.64	149	6.44	Endangered	Stable	53,518	1	5.5	21	18.2	15.8	13.28	12,416	3.9	8	42	0	0	7	4.5	0.1	0.461
BIO_000064	Ethiopia	2,021	mammals	savanna	25,894	1.42	0.552	236	194	78	habitat_loss	4.27	156	5.48	Near_Threatened	Stable	77,128	0.881	22.8	31	33.5	22.4	63.19	10,701	6.8	3	310	2	0	7	3.3	0.13	0.581
BIO_000065	Mali	2,021	plants	desert	38,173	3.24	1	1,545	289	500	pollution	2.81	123	7.25	Least_Concern	Decreasing	6,045	1	13.5	26	17.2	45.5	31.91	6,191	2	3	54	0	0	2	9.7	0.131	0.291
BIO_000066	Senegal	2,021	birds	grassland	56,049	3.39	1	442	212	171	habitat_loss	2.91	148	6.97	Least_Concern	Decreasing	2,533	1	17.4	36	32.9	33	35.32	3,621	2.9	6	100	0	0	3	7.5	0.135	0.279
BIO_000067	Malawi	2,025	birds	tropical_forest	5,937	3.07	0.949	471	275	178	poaching	2.71	140	7.26	Least_Concern	Decreasing	100	1	16.1	33	29.5	29	34.66	36,223	3.7	5	119	0	0	4	9.2	0.119	0.272
BIO_000068	DRC	2,020	plants	marine	98,804	1.22	0.582	2,889	1,454	500	climate_change	2.69	137	3.71	Least_Concern	Stable	97,777	0.672	16.7	14	28.8	29.6	55.01	3,334	1.4	7	46	3	1	3	0.5	0.195	0.787
BIO_000069	Tanzania	2,020	birds	savanna	2,280	2.28	0.705	841	450	299	climate_change	3.92	133	5.58	Least_Concern	Stable	11,484	0.9	21.5	27	34.8	16.4	46.66	94,992	1	15	43	2	1	6	14	0.149	0.61
BIO_000070	Nigeria	2,020	plants	grassland	15,601	2.29	0.887	1,675	1,445	500	invasive_species	2.1	133	6.25	Least_Concern	Stable	7,943	1	13.4	21	17.8	58	35.02	16,744	0.6	8	16	0	0	4	4.2	0.173	0.508
BIO_000071	Ghana	2,023	mammals	savanna	5,413	2.22	0.804	229	116	81	poaching	2.99	138	7.92	Vulnerable	Stable	26,002	1	19	27	28.1	10	38.94	37,825	5	8	190	0	0	6	2.5	0.1	0.478
BIO_000072	Malawi	2,022	mammals	savanna	97,917	3.52	1	150	64	58	poaching	2.92	135	7.05	Least_Concern	Decreasing	7,067	1	20.2	26	42	16.6	42.52	2,150	4.3	7	173	0	0	7	2.8	0.116	0.383
BIO_000073	South Africa	2,022	fish	wetland	7,505	1.33	0.805	289	236	94	invasive_species	2.65	145	3.41	Least_Concern	Stable	27,142	0.732	14.4	14	30.9	19.5	30.57	28,261	2.1	6	60	0	0	2	4.9	0.16	0.727
BIO_000074	Senegal	2,025	birds	desert	57,074	3.99	1	419	109	169	habitat_loss	1.44	154	6.37	Least_Concern	Decreasing	100	1	18.6	27	29.4	10	38.41	3,618	0.6	6	22	0	0	5	18.2	0.1	0.324
BIO_000075	Rwanda	2,018	amphibians	tropical_forest	15,379	3.23	1	59	35	22	poaching	3.7	141	6.24	Least_Concern	Decreasing	85,171	1	13.5	20	29.1	36	39.45	18,992	3.6	3	97	0	1	6	17.6	0.127	0.498
BIO_000076	DRC	2,021	amphibians	savanna	19,079	0.84	0.273	87	131	27	climate_change	3.37	145	2.33	Least_Concern	Increasing	1,505	0.561	17.5	17	37.8	28.2	77.91	23,328	2.7	9	94	0	0	4	3.4	0.234	0.719
BIO_000077	Zambia	2,018	birds	grassland	63,791	1.87	0.621	531	356	182	human_wildlife_conflict	1.21	131	4.98	Near_Threatened	Stable	41,154	0.596	22.8	28	41.2	29.7	52.51	3,610	1.7	10	77	0	1	6	9.1	0.238	0.501
BIO_000078	Senegal	2,022	reptiles	savanna	13,650	3.49	0.972	90	30	35	pollution	6.52	131	7.45	Vulnerable	Decreasing	5,561	1	16.4	29	21.6	14.7	34	15,181	2.8	4	91	1	1	5	17.4	0.1	0.353
BIO_000079	Uganda	2,023	amphibians	savanna	21,680	1.99	0.818	75	69	26	habitat_loss	1.64	128	5.41	Least_Concern	Stable	10,016	0.794	21.5	20	35.7	41.6	43.98	9,433	0.6	10	25	0	2	6	2.5	0.213	0.566
BIO_000080	Tanzania	2,019	mammals	desert	40,610	0.73	0.306	297	136	92	habitat_loss	2.02	142	3.3	Least_Concern	Increasing	45,571	0.434	24	28	42.6	36.5	69.97	7,178	0.5	4	24	1	0	4	3.9	0.272	0.577
BIO_000081	Mozambique	2,020	reptiles	savanna	2,610	2.49	0.796	152	89	55	pollution	1.95	140	7.79	Vulnerable	Stable	9,913	1	16.6	24	32.2	30.2	62.99	145,051	3.6	8	119	1	0	5	9.9	0.134	0.516
BIO_000082	Mali	2,025	plants	grassland	46,225	2.98	0.935	1,274	467	479	pollution	4.2	128	7.7	Least_Concern	Decreasing	100	1	7.1	19	22.4	50.3	22.29	6,790	7.8	4	110	1	1	5	2.8	0.151	0.212
BIO_000083	Tanzania	2,018	birds	coastal	45,600	1.51	0.643	738	345	246	poaching	6.84	162	4.19	Near_Threatened	Stable	27,937	0.899	27.4	36	43.1	37.1	60.93	4,876	0.5	5	27	0	0	7	5.6	0.177	0.705
BIO_000084	Senegal	2,024	plants	wetland	20,546	3.44	1	1,601	717	500	habitat_loss	4.96	158	7.97	Least_Concern	Decreasing	100	1	17.3	20	30.8	44.4	38.44	10,812	6	5	207	3	0	2	14.5	0.153	0.326
BIO_000085	Mali	2,018	amphibians	savanna	4,198	2.89	1	48	13	17	climate_change	3.7	158	7.49	Least_Concern	Decreasing	40,808	1	10.1	40	26.5	31.2	26.67	62,753	10.7	7	216	3	0	5	5.4	0.125	0.323
BIO_000086	Kenya	2,019	fish	wetland	37,667	1.14	0.432	328	187	105	poaching	4.41	140	5.38	Near_Threatened	Stable	7,276	0.917	21.7	29	34	50.4	61.92	7,575	0.5	7	21	0	2	6	1.2	0.194	0.669
BIO_000087	Mozambique	2,020	reptiles	tropical_forest	23,268	2.92	0.989	131	51	49	habitat_loss	0.8	142	7.35	Least_Concern	Decreasing	14,410	1	15.6	15	25.7	48.6	40.42	11,133	5.4	6	168	0	1	9	11.3	0.158	0.587
BIO_000088	Tanzania	2,022	birds	montane	17,187	1.43	0.425	667	492	221	poaching	4.13	140	4.37	Least_Concern	Stable	35,235	0.727	24.9	18	31.3	31.8	62.93	14,701	6.8	7	338	0	0	3	20.8	0.191	0.715
BIO_000089	Ghana	2,022	invertebrates	freshwater	146,315	2.25	0.828	1,112	507	395	habitat_loss	4.7	134	7.75	Vulnerable	Stable	24,040	1	20.4	31	37.9	44.4	51.66	1,731	2.2	5	89	0	0	5	13.4	0.164	0.486
BIO_000090	Mozambique	2,024	mammals	wetland	4,561	2.92	0.798	194	81	72	poaching	3.3	149	5.94	Near_Threatened	Decreasing	6,467	1	15.4	33	34.7	48.8	32.24	45,835	1.5	6	46	3	1	5	2.2	0.171	0.431
BIO_000091	South Africa	2,018	reptiles	tropical_forest	8,587	1.63	0.709	180	250	60	habitat_loss	1.12	134	6	Endangered	Stable	60,202	0.872	13.3	18	22	34.8	34.86	30,497	5.3	6	140	0	2	5	3	0.151	0.682
BIO_000092	Nigeria	2,021	plants	wetland	26,101	2.95	0.979	1,785	1,448	500	human_wildlife_conflict	4.36	151	6.5	Least_Concern	Decreasing	8,356	1	18.3	20	23.7	10	37.52	7,854	0.6	4	21	1	0	3	7.3	0.1	0.511
BIO_000093	Mozambique	2,021	reptiles	tropical_forest	230,548	2.42	0.921	167	125	60	habitat_loss	2.37	128	5.42	Near_Threatened	Stable	22,553	1	12.6	18	24	27.2	36.85	1,269	0.5	7	12	0	0	4	4.3	0.113	0.58
BIO_000094	Senegal	2,021	birds	marine	51,621	2.31	0.803	518	226	184	pollution	2.79	149	6.28	Near_Threatened	Stable	7,409	1	22.1	17	38.4	44.5	46.45	4,071	0.6	4	26	0	0	3	2.4	0.162	0.32
BIO_000095	Senegal	2,018	birds	montane	6,030	2.88	0.847	359	186	134	poaching	3.87	124	7.56	Least_Concern	Decreasing	26,695	1	16.8	23	31.1	15.6	33.9	33,431	0.7	6	23	0	2	4	19.5	0.1	0.439
BIO_000096	Zambia	2,023	birds	wetland	33,349	2.44	0.898	497	176	179	habitat_loss	6.98	128	6.68	Least_Concern	Stable	3,772	1	25.2	38	37	35.7	65.32	7,772	2.4	4	120	1	0	5	6.6	0.141	0.532
BIO_000097	Niger	2,023	mammals	marine	12,418	3.46	1	116	30	45	invasive_species	2.97	140	8.27	Endangered	Decreasing	256	1	15.4	19	29.2	25.8	36.69	19,176	1.1	2	33	0	0	2	11.2	0.103	0.203
BIO_000098	Senegal	2,021	invertebrates	coastal	42,943	3.45	0.974	1,236	470	482	climate_change	5.49	133	7.05	Near_Threatened	Decreasing	2,141	1	15.8	22	31.7	30.1	36.37	5,360	1.9	4	60	0	1	6	12.9	0.121	0.393
BIO_000099	Tanzania	2,019	mammals	tropical_forest	18,312	1.8	0.714	268	213	91	habitat_loss	4.98	151	5.66	Vulnerable	Stable	80,450	0.911	28.6	29	43.6	34.3	58.13	11,097	3.6	5	205	0	1	7	22.8	0.169	0.685

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

Biodiversity Conservation - Africa

A comprehensive synthetic dataset tracking biodiversity metrics, species conservation status, habitat conditions, and protection efforts across Sub-Saharan African countries.

Dataset Description

This dataset provides detailed records of biodiversity and conservation indicators across 15 Sub-Saharan African countries. It includes species data, habitat metrics, threat assessments, protected area coverage, and conservation funding. Data is stratified by malnutrition burden levels.

Key Statistics

Metric	Value
Total Records	14,998
Countries Covered	15
Species Groups	8
Ecosystem Types	10
Time Period	2018-2025
Files	3 (high_burden, moderate_burden, low_burden)
Features	35

Countries Included

DRC, Ethiopia, Ghana, Kenya, Malawi, Mali, Mozambique, Niger, Nigeria, Rwanda, Senegal, South Africa, Tanzania, Uganda, Zambia

Column Descriptions

Column	Type	Description
record_id	string	Unique identifier (BIO_XXXXXX)
country	string	African country name
year	int	Year of observation (2018-2025)
species_group	string	Taxonomic group
ecosystem_type	string	Ecosystem classification
habitat_extent_km2	float	Habitat area (km²)
habitat_loss_rate_pct_year	float	Annual habitat loss (%)
habitat_fragmentation_index	float	Fragmentation index (0-1)
species_count_total	int	Total species count
endemic_species_count	int	Endemic species count
threatened_species_count	int	Threatened species count
primary_threat	string	Main threat to species
poaching_pressure_index	float	Poaching pressure (0-10)
human_wildlife_conflict_incidents_year	int	Annual conflict incidents
climate_vulnerability_score	float	Climate vulnerability (0-10)
iucn_status_majority	string	IUCN status majority
population_trend	string	Population trend
population_estimate	int	Population estimate
extinction_risk_index	float	Extinction risk (0-1)
protected_area_coverage_pct	float	Protected area (%)
protected_areas_count	int	Number of protected areas
kba_coverage_pct	float	Key Biodiversity Area coverage (%)
management_effectiveness_score	float	Management effectiveness (0-1)
conservation_funding_million_usd	float	Conservation funding (million USD)
funding_per_km2_usd	float	Funding per km² (USD)
ranger_density_per_1000km2	float	Rangers per 1000 km²
community_conservation_areas	int	Community conservation areas
anti_poaching_patrols_year	int	Annual anti-poaching patrols
reintroduction_programs	int	Species reintroduction programs
captive_breeding_programs	int	Captive breeding programs
invasive_species_present	int	Number of invasive species
invasive_species_control_pct	float	Invasive control progress (%)
conservation_success_index	float	Conservation success (0-1)
biodiversity_intactness_index	float	Biodiversity intactness (0-1)

Species Groups

mammals, birds, reptiles, amphibians, fish, invertebrates, plants

Ecosystem Types

tropical_forest, savanna, wetland, montane, coastal, marine, freshwater, desert, grassland

IUCN Status Categories

Least_Concern, Near_Threatened, Vulnerable, Endangered, Critically_Endangered

Primary Threats

habitat_loss, poaching, climate_change, pollution, invasive_species, human_wildlife_conflict

Usage Example

import pandas as pd

# Load high burden dataset
df = pd.read_csv('biodiversity_conservation_africa_high_burden.csv')

# Analyze threatened species by country
threatened = df.groupby('country')['threatened_species_count'].sum()
print(threatened.sort_values(ascending=False))

# Filter critically endangered species
critical = df[df['iucn_status_majority'] == 'Critically_Endangered']

# Calculate conservation funding efficiency
df['funding_per_threatened'] = df['conservation_funding_million_usd'] / df['threatened_species_count']

Research Sources

This synthetic dataset is inspired by and aligned with data from:

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