Datasets:

electricsheepafrica
/

ssa-breast-disease-progression

sample_id stringlengths 12 12	population stringclasses 7 values	region stringclasses 5 values	is_SSA bool 2 classes	is_reference_panel bool 2 classes	sex stringclasses 2 values	age_years float64 18 90 ⌀	stage_at_diagnosis stringclasses 4 values	tumor_subtype stringclasses 5 values	first_metastasis_site stringclasses 5 values	therapy_class stringclasses 5 values	primary_n_mutations int64 20 145 ⌀	metastasis_n_mutations int64 45 209 ⌀	shared_n_mutations int64 20 126 ⌀	primary_private_n_mutations int64 0 42 ⌀	metastasis_private_n_mutations int64 11 162 ⌀	primary_met_jaccard_index float64 0.13 0.7 ⌀	primary_ESR1_mut bool 2 classes	primary_PIK3CA_mut bool 2 classes	primary_HER2_amp bool 2 classes	primary_TP53_mut bool 2 classes	primary_RB1_loss bool 2 classes	met_ESR1_mut bool 2 classes	met_PIK3CA_mut bool 2 classes	met_HER2_amp bool 2 classes	met_TP53_mut bool 2 classes	met_RB1_loss bool 2 classes	has_clinical_resistance bool 2 classes	resistance_mechanism stringclasses 7 values
DP_PAT_00001	SSA_West	West	true	false	Female	25.6	IV	Basal_like	Brain	Chemo_only	80	148	80	0	68	0.541	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00002	SSA_West	West	true	false	Female	50.3	III	Basal_like	Brain	Chemo_only	92	129	78	14	51	0.545	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00003	SSA_West	West	true	false	Female	44.1	IV	Basal_like	Liver	HER2_targeted	95	124	77	18	47	0.542	false	false	false	true	true	false	false	true	true	true	true	HER2_amp_gain_resistance
DP_PAT_00004	SSA_West	West	true	false	Female	37.6	IV	Luminal_A	Brain	Chemo_only	64	103	64	0	39	0.621	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00005	SSA_West	West	true	false	Female	23.1	III	Basal_like	Lung	Chemo_only	84	130	75	9	55	0.54	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00006	SSA_West	West	true	false	Female	58.4	I	Luminal_A	Bone	CDK4_6_plus_endocrine	79	180	79	0	101	0.439	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00007	SSA_West	West	true	false	Female	41.6	III	Basal_like	Liver	Chemo_only	97	119	76	21	43	0.543	false	true	false	true	false	false	true	false	true	false	false	None
DP_PAT_00008	SSA_West	West	true	false	Female	52.9	IV	Basal_like	Liver	Chemo_only	74	110	65	9	45	0.546	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00009	SSA_West	West	true	false	Female	57.7	III	Basal_like	Brain	Chemo_only	87	151	84	3	67	0.545	false	true	false	true	false	false	true	false	true	false	false	None
DP_PAT_00010	SSA_West	West	true	false	Female	53.2	IV	Basal_like	Bone	Chemo_plus_endocrine	82	146	80	2	66	0.541	false	true	true	true	false	true	true	true	true	false	false	None
DP_PAT_00011	SSA_West	West	true	false	Female	47.8	IV	Basal_like	Lung	HER2_targeted	136	137	96	40	41	0.542	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00012	SSA_West	West	true	false	Female	57.2	III	Basal_like	Brain	Chemo_only	87	121	73	14	48	0.541	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00013	SSA_West	West	true	false	Female	55.7	III	Luminal_A	Other	Endocrine_only	87	172	87	0	85	0.506	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00014	SSA_West	West	true	false	Female	56.6	III	Basal_like	Brain	Chemo_plus_endocrine	82	148	81	1	67	0.544	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00015	SSA_West	West	true	false	Female	31.8	I	Basal_like	Lung	CDK4_6_plus_endocrine	89	110	70	19	40	0.543	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00016	SSA_West	West	true	false	Female	45.7	II	Luminal_A	Lung	CDK4_6_plus_endocrine	65	101	65	0	36	0.644	false	false	false	true	false	false	false	false	true	true	true	RB1_loss_CDK4_6_resistance
DP_PAT_00017	SSA_West	West	true	false	Female	42.5	I	Luminal_A	Bone	Chemo_plus_endocrine	75	109	75	0	34	0.688	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00018	SSA_West	West	true	false	Female	82.3	II	Basal_like	Other	Chemo_only	67	155	67	0	88	0.432	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00019	SSA_West	West	true	false	Female	42.7	II	Basal_like	Brain	Chemo_only	73	74	52	21	22	0.547	false	false	false	false	false	false	false	false	false	true	false	None
DP_PAT_00020	SSA_West	West	true	false	Female	63.8	IV	HER2_enriched	Bone	HER2_targeted	78	104	68	10	36	0.596	false	true	true	false	false	false	true	true	false	false	true	PI3K_pathway_HER2_resistance
DP_PAT_00021	SSA_West	West	true	false	Female	31.5	III	Basal_like	Brain	HER2_targeted	80	136	76	4	60	0.543	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00022	SSA_West	West	true	false	Female	45.6	II	HER2_enriched	Brain	HER2_targeted	89	131	82	7	49	0.594	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00023	SSA_West	West	true	false	Female	34.2	II	Basal_like	Liver	Chemo_only	103	109	75	28	34	0.547	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00024	SSA_West	West	true	false	Female	52.1	IV	Luminal_A	Brain	Endocrine_only	91	112	83	8	29	0.692	false	false	true	false	false	false	false	true	false	false	false	None
DP_PAT_00025	SSA_West	West	true	false	Female	69.9	IV	Luminal_B	Bone	Chemo_only	119	145	106	13	39	0.671	false	false	false	true	true	false	false	false	true	true	false	None
DP_PAT_00026	SSA_West	West	true	false	Female	40.2	IV	Luminal_A	Other	Chemo_only	64	102	64	0	38	0.627	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00027	SSA_West	West	true	false	Female	58.7	III	Luminal_A	Bone	Chemo_plus_endocrine	67	194	67	0	127	0.345	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00028	SSA_West	West	true	false	Female	58.5	IV	Luminal_A	Bone	Chemo_plus_endocrine	80	140	80	0	60	0.571	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00029	SSA_West	West	true	false	Female	57	III	Basal_like	Lung	Chemo_only	81	82	57	24	25	0.538	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00030	SSA_West	West	true	false	Female	47.5	III	Luminal_A	Bone	Endocrine_only	79	117	79	0	38	0.675	false	false	false	false	true	false	false	false	false	true	false	None
DP_PAT_00031	SSA_West	West	true	false	Female	48.3	IV	Basal_like	Lung	CDK4_6_plus_endocrine	77	165	77	0	88	0.467	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00032	SSA_West	West	true	false	Female	51.5	III	Luminal_B	Bone	Endocrine_only	55	92	55	0	37	0.598	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00033	SSA_West	West	true	false	Female	52.3	III	Basal_like	Bone	Chemo_only	109	140	88	21	52	0.547	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00034	SSA_West	West	true	false	Female	51.7	II	Basal_like	Liver	Chemo_only	82	92	61	21	31	0.54	false	false	false	true	true	false	false	false	true	true	false	None
DP_PAT_00035	SSA_West	West	true	false	Female	58.6	III	Luminal_B	Bone	Endocrine_only	71	121	71	0	50	0.587	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00036	SSA_West	West	true	false	Female	48.6	III	Luminal_A	Bone	CDK4_6_plus_endocrine	57	122	57	0	65	0.467	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00037	SSA_West	West	true	false	Female	56	III	Luminal_B	Brain	Chemo_plus_endocrine	62	108	62	0	46	0.574	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00038	SSA_West	West	true	false	Female	53.3	II	Luminal_A	Bone	Chemo_plus_endocrine	93	123	88	5	35	0.688	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00039	SSA_West	West	true	false	Female	37.7	III	Basal_like	Lung	Chemo_only	116	124	85	31	39	0.548	false	false	false	true	true	false	false	false	true	true	false	None
DP_PAT_00040	SSA_West	West	true	false	Female	39.9	III	Luminal_A	Other	Endocrine_only	34	108	34	0	74	0.315	false	false	false	true	false	true	false	false	true	false	true	ESR1_mutation_acquired
DP_PAT_00041	SSA_West	West	true	false	Female	56.2	III	HER2_enriched	Brain	HER2_targeted	111	158	100	11	58	0.592	false	false	true	true	false	false	false	true	true	false	false	None
DP_PAT_00042	SSA_West	West	true	false	Female	55.3	III	Luminal_A	Lung	Chemo_only	56	87	56	0	31	0.644	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00043	SSA_West	West	true	false	Female	61.9	II	Basal_like	Lung	CDK4_6_plus_endocrine	81	82	57	24	25	0.538	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00044	SSA_West	West	true	false	Female	25.4	I	Luminal_A	Bone	CDK4_6_plus_endocrine	118	128	101	17	27	0.697	false	false	true	true	false	false	false	true	true	false	false	None
DP_PAT_00045	SSA_West	West	true	false	Female	56.8	IV	Luminal_A	Liver	Chemo_only	91	129	90	1	39	0.692	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00046	SSA_West	West	true	false	Female	23.5	III	Luminal_B	Bone	Endocrine_only	95	113	84	11	29	0.677	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00047	SSA_West	West	true	false	Female	49.4	III	Basal_like	Other	Chemo_plus_endocrine	71	72	50	21	22	0.538	false	false	false	false	true	false	false	false	false	true	false	None
DP_PAT_00048	SSA_West	West	true	false	Female	22.7	II	Luminal_B	Bone	Endocrine_only	78	113	77	1	36	0.675	false	true	false	false	false	true	true	false	false	false	true	ESR1_mutation_acquired
DP_PAT_00049	SSA_West	West	true	false	Female	64.8	II	Luminal_A	Bone	Endocrine_only	72	112	72	0	40	0.643	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00050	SSA_West	West	true	false	Female	40.6	III	Luminal_A	Bone	Endocrine_only	62	107	62	0	45	0.579	false	true	false	true	false	false	true	false	true	false	false	None
DP_PAT_00051	SSA_West	West	true	false	Female	73.9	III	Basal_like	Liver	Chemo_only	144	145	102	42	43	0.545	false	false	false	false	false	false	false	false	false	true	false	None
DP_PAT_00052	SSA_West	West	true	false	Female	52.3	IV	Luminal_B	Liver	Endocrine_only	93	94	75	18	19	0.67	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00053	SSA_West	West	true	false	Female	59.3	IV	Basal_like	Other	Chemo_only	44	51	33	11	18	0.532	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00054	SSA_West	West	true	false	Female	56.3	III	Luminal_A	Bone	Chemo_plus_endocrine	74	94	69	5	25	0.697	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00055	SSA_West	West	true	false	Female	69.8	II	Basal_like	Bone	Chemo_only	81	150	81	0	69	0.54	false	false	false	true	true	false	false	false	true	true	false	None
DP_PAT_00056	SSA_West	West	true	false	Female	49.7	II	Luminal_A	Other	Endocrine_only	74	119	74	0	45	0.622	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00057	SSA_West	West	true	false	Female	37.4	III	Basal_like	Liver	Chemo_plus_endocrine	71	153	71	0	82	0.464	false	false	false	true	true	false	false	false	true	true	false	None
DP_PAT_00058	SSA_West	West	true	false	Female	37	IV	Luminal_B	Liver	Chemo_only	71	140	71	0	69	0.507	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00059	SSA_West	West	true	false	Female	39.9	III	Basal_like	Other	Chemo_plus_endocrine	59	120	59	0	61	0.492	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00060	SSA_West	West	true	false	Female	50.6	II	Basal_like	Lung	CDK4_6_plus_endocrine	98	99	69	29	30	0.539	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00061	SSA_West	West	true	false	Female	53.9	III	Basal_like	Brain	Chemo_only	89	132	78	11	54	0.545	false	false	false	false	false	false	true	false	false	false	false	None
DP_PAT_00062	SSA_West	West	true	false	Female	47.1	III	Luminal_A	Bone	CDK4_6_plus_endocrine	68	138	68	0	70	0.493	false	false	false	false	true	false	false	false	false	true	true	RB1_loss_CDK4_6_resistance
DP_PAT_00063	SSA_West	West	true	false	Female	51.7	IV	Basal_like	Lung	Chemo_only	83	117	70	13	47	0.538	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00064	SSA_West	West	true	false	Female	67.1	III	Basal_like	Lung	Chemo_plus_endocrine	98	135	82	16	53	0.543	false	false	false	true	false	true	false	false	true	false	false	None
DP_PAT_00065	SSA_West	West	true	false	Female	30.5	III	Basal_like	Brain	Chemo_plus_endocrine	64	118	64	0	54	0.542	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00066	SSA_West	West	true	false	Female	43.9	II	Luminal_B	Bone	CDK4_6_plus_endocrine	108	145	102	6	43	0.675	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00067	SSA_West	West	true	false	Female	61.3	IV	Luminal_B	Liver	Endocrine_only	116	117	94	22	23	0.676	false	true	false	true	false	false	true	false	true	false	false	None
DP_PAT_00068	SSA_West	West	true	false	Female	38.3	III	Basal_like	Liver	Chemo_only	90	145	83	7	62	0.546	false	false	false	true	true	false	false	false	true	true	false	None
DP_PAT_00069	SSA_West	West	true	false	Female	61.4	III	Luminal_B	Other	Chemo_plus_endocrine	83	169	83	0	86	0.491	false	false	true	false	false	true	false	true	false	false	true	ESR1_mutation_acquired
DP_PAT_00070	SSA_West	West	true	false	Female	45.3	III	Luminal_A	Liver	CDK4_6_plus_endocrine	83	173	83	0	90	0.48	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00071	SSA_West	West	true	false	Male	43.6	III	Basal_like	Lung	Chemo_plus_endocrine	50	117	50	0	67	0.427	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00072	SSA_West	West	true	false	Female	47.9	II	Basal_like	Brain	Chemo_only	60	84	51	9	33	0.548	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00073	SSA_West	West	true	false	Female	51.9	II	Luminal_B	Other	Endocrine_only	109	110	88	21	22	0.672	false	false	true	true	false	false	true	true	true	false	true	PIK3CA_mutation_acquired
DP_PAT_00074	SSA_West	West	true	false	Female	46.2	IV	Luminal_A	Bone	Endocrine_only	115	116	95	20	21	0.699	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00075	SSA_West	West	true	false	Female	66.7	III	Basal_like	Liver	Chemo_only	106	114	78	28	36	0.549	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00076	SSA_West	West	true	false	Female	46	III	Luminal_A	Bone	Endocrine_only	111	115	93	18	22	0.699	false	true	false	false	true	false	true	false	false	true	false	None
DP_PAT_00077	SSA_West	West	true	false	Female	63.2	II	HER2_enriched	Bone	HER2_targeted	61	170	61	0	109	0.359	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00078	SSA_West	West	true	false	Female	62.1	II	Luminal_A	Bone	Endocrine_only	55	102	55	0	47	0.539	false	false	false	false	false	true	false	false	false	false	true	ESR1_mutation_acquired
DP_PAT_00079	SSA_West	West	true	false	Female	47.8	IV	Basal_like	Other	Chemo_plus_endocrine	98	157	90	8	67	0.545	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00080	SSA_West	West	true	false	Female	65.4	I	Luminal_A	Bone	Endocrine_only	95	126	91	4	35	0.7	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00081	SSA_West	West	true	false	Female	70.3	IV	Basal_like	Liver	CDK4_6_plus_endocrine	87	141	80	7	61	0.541	false	false	false	true	false	true	false	false	true	false	false	None
DP_PAT_00082	SSA_West	West	true	false	Female	57.3	IV	Luminal_A	Bone	Chemo_plus_endocrine	72	103	72	0	31	0.699	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00083	SSA_West	West	true	false	Female	59.8	III	Basal_like	Lung	Chemo_only	107	120	80	27	40	0.544	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00084	SSA_West	West	true	false	Female	30.9	II	Luminal_B	Bone	Chemo_plus_endocrine	48	145	48	0	97	0.331	false	false	false	false	false	false	false	true	false	false	false	None
DP_PAT_00085	SSA_West	West	true	false	Female	56.7	II	Luminal_A	Bone	CDK4_6_plus_endocrine	107	116	91	16	25	0.689	false	true	false	false	false	false	true	false	true	false	false	None
DP_PAT_00086	SSA_West	West	true	false	Female	62.5	II	HER2_enriched	Liver	HER2_targeted	90	174	90	0	84	0.517	false	false	true	true	false	false	false	true	true	false	false	None
DP_PAT_00087	SSA_West	West	true	false	Female	70.5	III	HER2_enriched	Bone	CDK4_6_plus_endocrine	66	130	66	0	64	0.508	false	false	true	false	false	false	false	true	false	false	false	None
DP_PAT_00088	SSA_West	West	true	false	Female	45.4	III	Luminal_A	Bone	Endocrine_only	102	108	86	16	22	0.694	false	false	true	true	false	false	false	true	true	false	false	None
DP_PAT_00089	SSA_West	West	true	false	Female	52.7	IV	Luminal_A	Bone	CDK4_6_plus_endocrine	123	124	101	22	23	0.692	false	false	false	false	false	false	false	false	false	false	false	None
DP_PAT_00090	SSA_West	West	true	false	Female	63.6	III	Luminal_A	Liver	Endocrine_only	72	133	72	0	61	0.541	false	false	true	true	false	false	false	true	true	false	false	None
DP_PAT_00091	SSA_West	West	true	false	Female	42.7	III	Basal_like	Lung	Chemo_only	55	117	55	0	62	0.47	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00092	SSA_West	West	true	false	Female	57.3	II	Basal_like	Bone	Chemo_plus_endocrine	69	175	69	0	106	0.394	false	false	true	true	true	true	false	true	true	true	false	None
DP_PAT_00093	SSA_West	West	true	false	Female	18.1	II	Luminal_A	Liver	CDK4_6_plus_endocrine	110	111	91	19	20	0.7	false	false	false	true	false	false	false	false	true	true	true	RB1_loss_CDK4_6_resistance
DP_PAT_00094	SSA_West	West	true	false	Female	56.9	III	Basal_like	Liver	Chemo_only	101	158	91	10	67	0.542	false	false	false	false	true	false	false	false	false	true	false	None
DP_PAT_00095	SSA_West	West	true	false	Female	32.3	IV	Basal_like	Other	Chemo_plus_endocrine	93	145	84	9	61	0.545	false	false	false	true	false	false	false	false	true	false	false	None
DP_PAT_00096	SSA_West	West	true	false	Female	31.9	III	Luminal_A	Brain	Chemo_plus_endocrine	94	114	85	9	29	0.691	false	true	false	false	false	false	true	false	false	false	false	None
DP_PAT_00097	SSA_West	West	true	false	Female	46.6	III	Luminal_B	Liver	HER2_targeted	88	179	88	0	91	0.492	false	false	true	false	true	false	false	true	false	true	false	None
DP_PAT_00098	SSA_West	West	true	false	Female	44.6	II	Basal_like	Bone	Chemo_plus_endocrine	84	85	59	25	26	0.536	false	false	false	true	false	true	false	false	true	false	false	None
DP_PAT_00099	SSA_West	West	true	false	Female	50	II	Basal_like	Other	Endocrine_only	59	133	59	0	74	0.444	false	true	false	true	false	true	true	false	true	false	false	None
DP_PAT_00100	SSA_West	West	true	false	Female	22.2	III	HER2_enriched	Other	HER2_targeted	76	156	76	0	80	0.487	false	false	true	false	false	false	false	true	false	false	false	None

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SSA Breast Disease Progression (Tumour Evolution & Resistance) | Africa (Electric Sheep Africa metadata inventory)

Size category: 10K<n<100K - Formats: parquet - Sector: health - Engineered by Electric Sheep Africa

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Health datasets help researchers examine disease burden, service delivery, risk factors, outcomes, and public-health program performance.

Dataset context from the existing Hugging Face card: SSA Breast Disease Progression (Tumour Evolution & Resistance, Synthetic) Dataset summary This module provides a synthetic tumour evolution dataset focused on: Primary → metastatic genomic divergence (shared vs private mutations, Jaccard index). Clonal evolution under systemic therapy (dominant truncal clone, sensitive subclones, resistant clones). Resistance mechanism development (e.g., ESR1 mutations, PIK3CA mutations, HER2 amplification, RB1 loss). The design is… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/ssa-breast-disease-progression.

Dataset Profile

Field	Value
Hugging Face repo	`electricsheepafrica/ssa-breast-disease-progression`
Sector	health
Topic tags	tumour-evolution, metastasis, clonal-dynamics, resistance, breast-cancer, sub-saharan-africa
Modalities	`tabular`, `text`
Formats	`parquet`
Size category	`10K<n<100K`
Countries	Africa-wide or source-defined African coverage
ISO3 coverage	`not declared`
Last modified on HF	`2025-11-25 16:24:28+00:00`
Inventory snapshot	`2026-07-16T16:00:34Z`

How To Read This Dataset

Start from the repository files and the dataset viewer when available.
Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/ssa-breast-disease-progression")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
Exact schema, row counts, and source files should be inspected in the repository data files.
Metadata gaps from the inventory: country, upstream_publisher.
Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Source context: Electric Sheep Africa metadata inventory
Publisher/source attribution: Public dataset metadata
License: cc-by-nc-4.0
Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/ssa-breast-disease-progression
Inventory retrieved at: 2026-07-16T16:00:34Z

Suggested Analyses

Inspect schema and missingness before modeling.
Profile variables by geography, time, and subgroup columns where present.
Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_ssa_breast_disease_progression_2026,
  title        = {SSA Breast Disease Progression (Tumour Evolution & Resistance) | Africa (Electric Sheep Africa metadata inventory)},
  author       = {Public dataset metadata},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/ssa-breast-disease-progression},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/ssa-breast-disease-progression}}
}

License

Released under cc-by-nc-4.0.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.

Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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Collection including electricsheepafrica/ssa-breast-disease-progression

Genomics

Collection

A collection of datasets on genomics in Sub-Saharan Africa • 21 items • Updated Nov 26, 2025 • 1