Split (1)

train · 50k rows

sample_id stringlengths 14 14	subtype stringclasses 3 values	population stringclasses 4 values	country stringclasses 15 values	age float64 25 85	BMI float64 15 50	stage stringclasses 4 values	grade float64 1 3 ⌀	tumor_size_cm float64 0.5 15 ⌀	histology stringclasses 3 values	ER_status stringclasses 2 values	PR_status stringclasses 2 values	HER2_status stringclasses 2 values	Ki67_percent float64 5 95 ⌀	parity int64 0 12	age_at_menarche int64 10 18	breastfeeding_months int64 0 48	HIV_status stringclasses 2 values	diabetes stringclasses 2 values	hypertension stringclasses 2 values	OS_1yr float64 0 1 ⌀	OS_3yr float64 0 1 ⌀	OS_5yr float64 0 1 ⌀	DFS_1yr float64 0 1 ⌀	DFS_3yr float64 0 1 ⌀	DFS_5yr float64 0 1 ⌀
SSA_TNBC_00000	TNBC	African_American	USA	39.7	20.4	III	3	8.85	Invasive ductal carcinoma	negative	negative	negative	60.2	4	12	28	negative	no	no	1	1	0	1	0	0
SSA_TNBC_00001	TNBC	West_Africa	Senegal	56.2	21.4	IV	3	7.36	Invasive ductal carcinoma	negative	negative	negative	71.6	3	17	10	negative	no	yes	1	1	0	1	0	0
SSA_TNBC_00002	healthy	West_Africa	Benin	54	26.1	null	null	null	null	null	null	null	null	3	14	17	negative	no	yes	null	null	null	null	null	null
SSA_TNBC_00003	TNBC	East_Africa	Ethiopia	42.5	29.7	II	3	2.56	Invasive ductal carcinoma	negative	negative	negative	54.9	2	16	11	negative	yes	no	1	1	0	1	1	1
SSA_TNBC_00004	TNBC	Southern_Africa	Botswana	69.2	24.7	I	3	5.57	Invasive ductal carcinoma	negative	negative	negative	57.2	4	12	18	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00005	TNBC	East_Africa	Kenya	53	22.6	IV	3	7.2	Invasive ductal carcinoma	negative	negative	negative	69.6	1	16	17	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00006	TNBC	West_Africa	Mali	42.3	20.6	II	3	3.37	Mixed ductal and lobular	negative	negative	negative	28.9	2	17	24	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00007	ER_positive	East_Africa	Tanzania	58.4	25.7	II	3	2.55	Invasive lobular carcinoma	positive	positive	negative	5	1	16	18	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00008	TNBC	West_Africa	Benin	54.6	25.6	IV	3	9.02	Invasive ductal carcinoma	negative	negative	negative	63	4	13	16	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00009	ER_positive	East_Africa	Rwanda	80	27.3	II	3	1.05	Invasive lobular carcinoma	positive	negative	negative	5.6	3	17	22	positive	no	no	1	1	1	1	1	1
SSA_TNBC_00010	TNBC	East_Africa	Kenya	58.2	21	II	3	6.32	Invasive ductal carcinoma	negative	negative	negative	57.2	4	14	12	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00011	TNBC	East_Africa	Tanzania	44.2	19.7	III	2	4.74	Mixed ductal and lobular	negative	negative	negative	51.1	2	14	14	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00012	TNBC	East_Africa	Ethiopia	59.9	22.5	I	3	2.37	Invasive ductal carcinoma	negative	negative	negative	80.5	3	15	22	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00013	TNBC	West_Africa	Nigeria	53.7	25.3	II	2	7.76	Invasive ductal carcinoma	negative	negative	negative	45.6	5	15	14	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00014	TNBC	East_Africa	Rwanda	33.3	26.2	III	3	4.17	Invasive lobular carcinoma	negative	negative	negative	64	0	15	0	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00015	TNBC	African_American	USA	35.9	33.3	III	3	4.08	Invasive ductal carcinoma	negative	negative	negative	72.3	3	12	12	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00016	TNBC	East_Africa	Tanzania	42.5	26.8	II	2	2.38	Invasive ductal carcinoma	negative	negative	negative	39.2	5	15	9	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00017	TNBC	Southern_Africa	Namibia	40.1	25.7	II	3	4.12	Invasive lobular carcinoma	negative	negative	negative	56.8	1	14	6	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00018	TNBC	East_Africa	Kenya	38.9	30.2	II	3	7.29	Invasive ductal carcinoma	negative	negative	negative	58.3	0	13	0	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00019	healthy	Southern_Africa	Zimbabwe	60.4	29.3	null	null	null	null	null	null	null	null	4	12	16	negative	yes	no	null	null	null	null	null	null
SSA_TNBC_00020	TNBC	West_Africa	Benin	63.3	34.8	III	3	6.54	Invasive ductal carcinoma	negative	negative	negative	34.8	2	16	12	negative	no	no	1	1	1	1	0	0
SSA_TNBC_00021	TNBC	African_American	USA	36.4	33.7	IV	3	4.41	Invasive ductal carcinoma	negative	negative	negative	47.4	3	17	8	negative	no	no	1	1	0	1	0	0
SSA_TNBC_00022	TNBC	West_Africa	Ghana	50.3	15.6	II	2	2.43	Invasive ductal carcinoma	negative	negative	negative	46.6	5	14	22	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00023	TNBC	West_Africa	Senegal	66.4	18.2	III	3	5.54	Invasive ductal carcinoma	negative	negative	negative	49.2	3	15	18	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00024	ER_positive	West_Africa	Nigeria	70.5	34.8	III	2	5.61	Invasive lobular carcinoma	positive	positive	negative	21.2	3	14	25	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00025	TNBC	East_Africa	Uganda	48.2	28	III	1	0.5	Invasive lobular carcinoma	negative	negative	negative	70.5	1	12	16	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00026	ER_positive	East_Africa	Kenya	54.2	25	III	3	4.45	Invasive ductal carcinoma	positive	positive	negative	34.9	6	15	26	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00027	ER_positive	East_Africa	Tanzania	78.2	36.2	I	2	1.05	Invasive ductal carcinoma	positive	positive	negative	14	7	15	19	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00028	ER_positive	West_Africa	Benin	76.5	15	II	2	4.95	Mixed ductal and lobular	positive	negative	negative	32.4	0	11	0	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00029	TNBC	East_Africa	Kenya	70	19.6	II	3	7.9	Invasive ductal carcinoma	negative	negative	negative	65.1	2	15	31	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00030	TNBC	West_Africa	Nigeria	49.4	27.8	III	3	3.09	Invasive lobular carcinoma	negative	negative	negative	42.6	3	17	27	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00031	TNBC	Southern_Africa	Zimbabwe	49.3	26.6	III	3	5.84	Invasive lobular carcinoma	negative	negative	negative	33.3	3	11	23	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00032	TNBC	West_Africa	Benin	38.7	31.7	III	3	5.54	Invasive ductal carcinoma	negative	negative	negative	73.5	1	14	32	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00033	ER_positive	East_Africa	Uganda	63.1	35.8	IV	3	6.14	Invasive ductal carcinoma	positive	positive	negative	40.4	3	13	18	negative	yes	yes	1	0	0	1	1	0
SSA_TNBC_00034	healthy	West_Africa	Ghana	49.9	30.9	null	null	null	null	null	null	null	null	3	14	11	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00035	TNBC	West_Africa	Mali	52	15.5	I	2	0.5	Invasive lobular carcinoma	negative	negative	negative	66.2	3	12	22	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00036	TNBC	Southern_Africa	Namibia	25	37.4	II	3	7.31	Invasive ductal carcinoma	negative	negative	negative	44.6	0	15	0	positive	no	no	1	1	1	1	1	1
SSA_TNBC_00037	ER_positive	African_American	USA	55.1	30.2	I	3	0.63	Invasive ductal carcinoma	positive	positive	negative	5	2	15	16	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00038	TNBC	East_Africa	Tanzania	67.9	21.1	I	3	1.94	Invasive ductal carcinoma	negative	negative	negative	34.6	1	16	10	negative	no	no	1	1	1	1	0	0
SSA_TNBC_00039	TNBC	East_Africa	Uganda	53.9	15	II	3	7.03	Invasive ductal carcinoma	negative	negative	negative	73.1	1	15	32	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00040	healthy	West_Africa	Nigeria	25	26.7	null	null	null	null	null	null	null	null	0	14	0	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00041	TNBC	East_Africa	Tanzania	60.2	15.8	II	2	4	Invasive ductal carcinoma	negative	negative	negative	29.4	0	14	0	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00042	healthy	East_Africa	Rwanda	70.1	20.5	null	null	null	null	null	null	null	null	3	15	15	negative	no	yes	null	null	null	null	null	null
SSA_TNBC_00043	TNBC	Southern_Africa	Namibia	33.7	20.3	II	3	2.93	Invasive ductal carcinoma	negative	negative	negative	19.8	6	12	0	positive	no	no	1	1	1	1	1	1
SSA_TNBC_00044	ER_positive	East_Africa	Uganda	62.8	22.8	III	2	3.37	Invasive lobular carcinoma	positive	negative	negative	39.3	3	12	13	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00045	ER_positive	East_Africa	Kenya	56.4	22.7	II	2	2.39	Invasive ductal carcinoma	positive	negative	negative	36	1	14	15	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00046	ER_positive	African_American	USA	65.8	23.9	IV	1	6.25	Invasive lobular carcinoma	positive	positive	negative	5	3	11	30	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00047	healthy	West_Africa	Benin	63.4	25	null	null	null	null	null	null	null	null	3	15	14	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00048	ER_positive	East_Africa	Rwanda	58	27.6	I	1	0.51	Invasive ductal carcinoma	positive	positive	positive	50.9	5	15	16	positive	no	yes	1	1	1	1	1	1
SSA_TNBC_00049	TNBC	East_Africa	Uganda	52.8	24	I	3	7.37	Mixed ductal and lobular	negative	negative	negative	50.7	3	14	31	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00050	TNBC	West_Africa	Mali	73.6	39.8	II	3	7.9	Invasive lobular carcinoma	negative	negative	negative	42	1	13	26	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00051	TNBC	West_Africa	Senegal	85	23.7	IV	3	8.29	Mixed ductal and lobular	negative	negative	negative	72.4	2	15	11	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00052	healthy	East_Africa	Kenya	64.6	23.9	null	null	null	null	null	null	null	null	2	13	12	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00053	TNBC	West_Africa	Senegal	55.6	32.7	III	3	4.81	Mixed ductal and lobular	negative	negative	negative	61.4	1	15	4	negative	no	no	1	0	0	1	0	0
SSA_TNBC_00054	TNBC	Southern_Africa	Zimbabwe	45.4	23.1	II	3	6.26	Invasive ductal carcinoma	negative	negative	negative	48.9	3	10	16	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00055	ER_positive	West_Africa	Mali	59.5	30	II	2	4.39	Invasive lobular carcinoma	positive	positive	negative	25.6	5	17	31	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00056	TNBC	West_Africa	Ghana	53.2	20.6	III	3	4.62	Invasive ductal carcinoma	negative	negative	negative	67.9	4	13	14	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00057	ER_positive	East_Africa	Uganda	62.2	20.9	IV	3	6.63	Invasive ductal carcinoma	positive	positive	negative	32.8	3	17	15	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00058	TNBC	West_Africa	Senegal	26.3	27.9	III	3	4.85	Invasive ductal carcinoma	negative	negative	negative	38.3	5	14	24	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00059	TNBC	West_Africa	Mali	45.2	22.1	III	3	1.41	Invasive ductal carcinoma	negative	negative	negative	63.3	6	13	9	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00060	TNBC	East_Africa	Uganda	49.5	22	II	2	3.36	Invasive ductal carcinoma	negative	negative	negative	49.7	1	11	20	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00061	ER_positive	East_Africa	Tanzania	56.2	15	I	3	5.26	Invasive ductal carcinoma	positive	positive	negative	19.1	2	16	14	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00062	ER_positive	East_Africa	Rwanda	64.8	33.7	III	1	4.44	Invasive ductal carcinoma	positive	positive	positive	39.6	3	14	13	negative	no	no	1	1	1	1	0	0
SSA_TNBC_00063	TNBC	East_Africa	Ethiopia	73.9	28.5	III	3	6.96	Invasive lobular carcinoma	negative	negative	negative	43.4	4	15	23	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00064	ER_positive	East_Africa	Tanzania	67.5	26.7	IV	1	7.04	Invasive ductal carcinoma	positive	positive	negative	19.4	1	11	5	negative	yes	no	1	1	1	1	1	0
SSA_TNBC_00065	ER_positive	Southern_Africa	Botswana	66	24.7	III	2	5.92	Invasive ductal carcinoma	positive	positive	negative	41.9	3	16	30	positive	no	no	1	1	1	1	1	1
SSA_TNBC_00066	ER_positive	West_Africa	Benin	69.7	16.1	III	1	4.47	Invasive ductal carcinoma	positive	positive	negative	28.5	2	14	26	negative	no	yes	1	1	0	1	1	1
SSA_TNBC_00067	ER_positive	Southern_Africa	Namibia	77.3	30.2	I	1	2.45	Invasive ductal carcinoma	positive	positive	negative	18.4	7	12	22	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00068	TNBC	West_Africa	Mali	85	28.4	II	3	6.01	Mixed ductal and lobular	negative	negative	negative	69.6	4	15	17	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00069	TNBC	East_Africa	Rwanda	56	15	III	3	6.98	Invasive ductal carcinoma	negative	negative	negative	80.9	5	16	38	positive	no	no	1	1	1	1	1	1
SSA_TNBC_00070	ER_positive	West_Africa	Nigeria	63.7	18.3	III	1	0.92	Invasive ductal carcinoma	positive	positive	negative	30.5	1	13	18	negative	no	no	1	1	1	1	0	0
SSA_TNBC_00071	TNBC	East_Africa	Tanzania	56.9	24.3	III	3	7.31	Invasive ductal carcinoma	negative	negative	negative	55.8	5	18	9	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00072	ER_positive	West_Africa	Benin	65.2	28	II	2	3.52	Invasive ductal carcinoma	positive	negative	negative	6.3	3	12	15	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00073	TNBC	West_Africa	Nigeria	44.1	25.6	II	3	8.17	Invasive ductal carcinoma	negative	negative	negative	73.5	5	15	19	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00074	TNBC	West_Africa	Ghana	53.8	15	III	3	4.26	Invasive ductal carcinoma	negative	negative	negative	61.5	4	13	7	positive	no	no	1	0	0	1	1	0
SSA_TNBC_00075	TNBC	West_Africa	Nigeria	44	27.2	III	3	0.78	Invasive ductal carcinoma	negative	negative	negative	80.1	5	15	9	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00076	TNBC	West_Africa	Benin	64.7	25.6	III	3	1.73	Invasive ductal carcinoma	negative	negative	negative	66	3	18	22	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00077	TNBC	East_Africa	Uganda	85	16.7	I	3	0.5	Invasive ductal carcinoma	negative	negative	negative	51.1	5	11	23	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00078	TNBC	West_Africa	Nigeria	56.6	26.4	II	2	6.8	Invasive ductal carcinoma	negative	negative	negative	47.9	7	14	15	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00079	TNBC	East_Africa	Tanzania	63.1	21.1	III	3	6.66	Invasive ductal carcinoma	negative	negative	negative	68.6	2	17	17	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00080	TNBC	West_Africa	Benin	67.5	15	IV	2	13.94	Invasive ductal carcinoma	negative	negative	negative	47.5	3	15	14	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00081	TNBC	West_Africa	Mali	40.2	26.5	IV	3	10.66	Invasive ductal carcinoma	negative	negative	negative	26.9	4	11	14	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00082	TNBC	West_Africa	Nigeria	62.2	31.5	III	2	9.51	Invasive ductal carcinoma	negative	negative	negative	35.9	2	14	5	negative	no	no	1	1	1	1	0	0
SSA_TNBC_00083	healthy	East_Africa	Ethiopia	60.8	31.1	null	null	null	null	null	null	null	null	4	15	19	negative	yes	yes	null	null	null	null	null	null
SSA_TNBC_00084	TNBC	East_Africa	Uganda	34.7	29.1	III	2	5.79	Invasive ductal carcinoma	negative	negative	negative	58.9	4	16	19	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00085	TNBC	Southern_Africa	South Africa	50.6	26.4	IV	2	6.43	Invasive ductal carcinoma	negative	negative	negative	55.7	4	18	9	positive	no	no	1	1	0	1	1	0
SSA_TNBC_00086	healthy	West_Africa	Benin	25	22.6	null	null	null	null	null	null	null	null	2	17	23	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00087	ER_positive	East_Africa	Tanzania	39.7	18	IV	3	7.5	Invasive ductal carcinoma	positive	positive	negative	27.3	4	15	12	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00088	TNBC	East_Africa	Rwanda	37	15	IV	3	7.63	Invasive ductal carcinoma	negative	negative	negative	39.7	1	15	22	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00089	healthy	Southern_Africa	Namibia	37.8	28.6	null	null	null	null	null	null	null	null	1	15	21	positive	no	no	null	null	null	null	null	null
SSA_TNBC_00090	ER_positive	Southern_Africa	Zimbabwe	77.2	28.8	I	1	5.17	Invasive ductal carcinoma	positive	positive	negative	14.8	3	13	25	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00091	healthy	West_Africa	Mali	40.8	23.9	null	null	null	null	null	null	null	null	5	14	4	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00092	ER_positive	African_American	USA	63.5	37	II	2	3.43	Invasive ductal carcinoma	positive	positive	negative	38.2	4	14	22	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00093	ER_positive	West_Africa	Ghana	58.7	32.1	III	3	7.66	Invasive ductal carcinoma	positive	positive	positive	17.8	4	13	19	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00094	TNBC	African_American	USA	50.5	33.4	III	3	7.96	Invasive ductal carcinoma	negative	negative	negative	48.6	3	11	26	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00095	TNBC	West_Africa	Senegal	46.5	22.3	II	2	5.84	Invasive lobular carcinoma	negative	negative	negative	54.6	2	11	28	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00096	healthy	East_Africa	Ethiopia	46.5	34.5	null	null	null	null	null	null	null	null	3	15	7	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00097	TNBC	East_Africa	Kenya	61.1	32.2	I	2	3.29	Invasive ductal carcinoma	negative	negative	negative	42.3	2	15	15	negative	no	yes	1	1	0	1	1	0
SSA_TNBC_00098	ER_positive	West_Africa	Benin	30.4	18.7	I	3	2.94	Invasive lobular carcinoma	positive	positive	negative	44.6	2	14	25	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00099	healthy	Southern_Africa	Zimbabwe	67.4	29.4	null	null	null	null	null	null	null	null	4	14	26	negative	no	no	null	null	null	null	null	null

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