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_00100	TNBC	West_Africa	Benin	46.8	29.6	III	3	0.5	Invasive ductal carcinoma	negative	negative	negative	51.6	3	12	13	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00101	TNBC	West_Africa	Nigeria	54.6	20.5	III	3	6	Mixed ductal and lobular	negative	negative	negative	55.9	4	16	21	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00102	ER_positive	West_Africa	Benin	68.1	30.6	II	3	4.08	Invasive ductal carcinoma	positive	positive	negative	27.3	3	15	22	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00103	ER_positive	African_American	USA	75.7	36.9	III	2	7.36	Invasive lobular carcinoma	positive	positive	negative	40.7	1	14	6	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00104	TNBC	African_American	USA	43.1	26.4	III	3	7.06	Invasive ductal carcinoma	negative	negative	negative	53.2	7	16	25	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00105	ER_positive	East_Africa	Ethiopia	54.8	23	IV	3	7.54	Invasive ductal carcinoma	positive	positive	positive	48.1	2	12	17	negative	no	yes	1	1	0	1	1	0
SSA_TNBC_00106	TNBC	East_Africa	Rwanda	33.1	27.8	III	2	2.56	Invasive ductal carcinoma	negative	negative	negative	70.5	1	13	16	negative	yes	no	1	0	0	1	1	0
SSA_TNBC_00107	ER_positive	West_Africa	Ghana	64.6	35.6	II	1	3.9	Invasive ductal carcinoma	positive	positive	negative	31.8	2	14	8	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00108	ER_positive	East_Africa	Kenya	84.4	27.8	I	2	4.02	Invasive ductal carcinoma	positive	positive	negative	30.8	4	13	15	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00109	ER_positive	African_American	USA	53.6	27.4	II	2	3.68	Invasive ductal carcinoma	positive	positive	negative	5	1	13	14	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00110	TNBC	Southern_Africa	South Africa	49.1	25.8	III	3	10.91	Mixed ductal and lobular	negative	negative	negative	58.9	2	17	13	negative	no	no	1	1	0	1	0	0
SSA_TNBC_00111	TNBC	East_Africa	Ethiopia	57.7	26.6	IV	2	4.55	Invasive ductal carcinoma	negative	negative	negative	62	4	14	6	negative	yes	yes	1	1	0	1	1	1
SSA_TNBC_00112	TNBC	West_Africa	Ghana	50.9	26.9	III	2	1.61	Invasive ductal carcinoma	negative	negative	negative	38.6	4	15	16	negative	no	no	0	0	0	1	0	0
SSA_TNBC_00113	ER_positive	Southern_Africa	South Africa	69.7	28.1	II	2	1.11	Invasive ductal carcinoma	positive	negative	negative	5	6	15	18	positive	no	no	1	1	1	1	1	0
SSA_TNBC_00114	TNBC	African_American	USA	51.5	23.4	III	2	7.36	Invasive ductal carcinoma	negative	negative	negative	49.5	5	13	27	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00115	TNBC	African_American	USA	63.8	31.6	IV	3	3.76	Invasive ductal carcinoma	negative	negative	negative	68.2	2	15	23	negative	no	yes	1	1	0	1	1	0
SSA_TNBC_00116	TNBC	East_Africa	Kenya	46.4	27.6	III	2	5.37	Invasive ductal carcinoma	negative	negative	negative	44.8	4	18	15	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00117	TNBC	West_Africa	Nigeria	53.2	23.2	II	3	8.91	Invasive ductal carcinoma	negative	negative	negative	60.9	5	15	15	negative	no	no	1	1	0	1	0	0
SSA_TNBC_00118	healthy	African_American	USA	43.5	33.4	null	null	null	null	null	null	null	null	5	16	20	negative	no	yes	null	null	null	null	null	null
SSA_TNBC_00119	TNBC	East_Africa	Rwanda	44.3	30.2	II	3	3.4	Invasive ductal carcinoma	negative	negative	negative	73.9	3	17	6	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00120	TNBC	West_Africa	Senegal	53.4	30.7	III	2	0.83	Invasive ductal carcinoma	negative	negative	negative	60.9	3	15	12	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00121	TNBC	West_Africa	Nigeria	52	34	II	3	4.35	Invasive ductal carcinoma	negative	negative	negative	48	2	13	23	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00122	TNBC	East_Africa	Rwanda	63.8	18.5	IV	2	4.21	Invasive ductal carcinoma	negative	negative	negative	58.4	4	15	10	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00123	TNBC	Southern_Africa	Zimbabwe	56	31.2	III	3	6.48	Invasive ductal carcinoma	negative	negative	negative	50.1	4	15	3	positive	no	no	1	1	0	1	1	0
SSA_TNBC_00124	ER_positive	African_American	USA	58.6	39.5	II	2	1.92	Invasive ductal carcinoma	positive	positive	negative	14.6	2	16	13	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00125	ER_positive	African_American	USA	54.3	38.1	II	3	3.35	Invasive lobular carcinoma	positive	negative	negative	18.8	6	16	13	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00126	healthy	East_Africa	Rwanda	56.8	15	null	null	null	null	null	null	null	null	1	14	12	negative	no	yes	null	null	null	null	null	null
SSA_TNBC_00127	TNBC	African_American	USA	63.2	27.8	II	2	3.95	Invasive ductal carcinoma	negative	negative	negative	64.9	0	13	0	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00128	TNBC	West_Africa	Mali	43.9	27.7	III	3	7.94	Invasive ductal carcinoma	negative	negative	negative	42	2	13	7	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00129	ER_positive	West_Africa	Ghana	85	15	III	3	3.52	Invasive ductal carcinoma	positive	positive	positive	51.2	2	14	15	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00130	healthy	West_Africa	Benin	38.7	28.4	null	null	null	null	null	null	null	null	6	14	25	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00131	TNBC	Southern_Africa	Zimbabwe	42.3	18.8	IV	3	4.86	Invasive ductal carcinoma	negative	negative	negative	65.7	3	18	21	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00132	TNBC	African_American	USA	46.5	28.2	III	3	4.27	Invasive ductal carcinoma	negative	negative	negative	54.3	4	10	17	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00133	TNBC	Southern_Africa	Namibia	63.2	24.6	I	2	0.5	Invasive lobular carcinoma	negative	negative	negative	65	3	12	27	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00134	ER_positive	African_American	USA	77.5	27.2	III	2	3.69	Invasive ductal carcinoma	positive	negative	negative	14.8	7	14	20	negative	yes	no	1	1	1	1	1	0
SSA_TNBC_00135	ER_positive	East_Africa	Kenya	56	23	III	3	5.63	Invasive ductal carcinoma	positive	positive	negative	20.5	0	14	0	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00136	TNBC	Southern_Africa	Zimbabwe	41.6	16.7	IV	2	11.35	Invasive lobular carcinoma	negative	negative	negative	32.6	3	14	12	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00137	ER_positive	West_Africa	Benin	49.1	29	III	2	8.47	Invasive ductal carcinoma	positive	positive	negative	28.5	4	15	27	negative	no	yes	1	1	0	1	1	1
SSA_TNBC_00138	TNBC	Southern_Africa	South Africa	63.5	29.4	II	3	0.5	Invasive ductal carcinoma	negative	negative	negative	50.3	5	14	15	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00139	TNBC	Southern_Africa	South Africa	37.3	30.4	IV	2	5	Invasive ductal carcinoma	negative	negative	negative	72.3	1	13	14	positive	no	no	1	1	0	1	1	0
SSA_TNBC_00140	TNBC	East_Africa	Ethiopia	55.6	30.9	IV	3	9.71	Mixed ductal and lobular	negative	negative	negative	48.3	3	15	10	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00141	TNBC	West_Africa	Ghana	56.7	31.9	III	1	1.01	Invasive ductal carcinoma	negative	negative	negative	48.1	6	15	13	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00142	TNBC	West_Africa	Senegal	56.2	26.4	II	2	2.33	Invasive ductal carcinoma	negative	negative	negative	66.7	3	14	2	negative	no	yes	1	1	0	1	1	1
SSA_TNBC_00143	TNBC	Southern_Africa	Zimbabwe	42.6	30.2	III	3	12.6	Invasive ductal carcinoma	negative	negative	negative	34.2	2	15	13	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00144	ER_positive	East_Africa	Tanzania	45	30.5	III	2	1.06	Invasive lobular carcinoma	positive	positive	negative	17.8	3	16	37	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00145	TNBC	East_Africa	Rwanda	52	18.9	II	3	6.67	Invasive ductal carcinoma	negative	negative	negative	62.6	2	17	25	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00146	ER_positive	African_American	USA	67.4	32.6	III	1	1.08	Invasive ductal carcinoma	positive	positive	negative	17.8	5	14	28	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00147	healthy	West_Africa	Mali	50.5	20.5	null	null	null	null	null	null	null	null	2	14	0	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00148	TNBC	West_Africa	Ghana	59.6	19.7	II	3	3.55	Invasive ductal carcinoma	negative	negative	negative	72.4	3	14	27	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00149	TNBC	Southern_Africa	Namibia	50.2	24.4	IV	3	9.01	Invasive ductal carcinoma	negative	negative	negative	34.8	5	15	16	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00150	TNBC	West_Africa	Ghana	59.2	26.1	III	3	8.83	Invasive ductal carcinoma	negative	negative	negative	42.3	2	16	20	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00151	TNBC	East_Africa	Uganda	39.4	27	III	3	4.93	Mixed ductal and lobular	negative	negative	negative	64.3	7	17	13	negative	no	no	1	1	1	0	0	0
SSA_TNBC_00152	TNBC	Southern_Africa	Botswana	49.3	23.1	IV	3	7.15	Invasive ductal carcinoma	negative	negative	negative	65.4	2	17	13	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00153	ER_positive	East_Africa	Ethiopia	80.5	31.9	III	2	5.51	Invasive ductal carcinoma	positive	positive	negative	25.7	3	15	16	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00154	ER_positive	West_Africa	Nigeria	53	27.4	III	2	3.06	Invasive lobular carcinoma	positive	positive	negative	15.8	2	13	32	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00155	TNBC	West_Africa	Senegal	56.3	24.8	II	2	4.94	Mixed ductal and lobular	negative	negative	negative	64.9	1	15	14	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00156	ER_positive	Southern_Africa	Botswana	59.7	25.8	III	3	0.5	Invasive ductal carcinoma	positive	negative	negative	27.4	2	13	15	negative	no	no	1	0	0	1	1	1
SSA_TNBC_00157	TNBC	East_Africa	Ethiopia	45.9	22.2	IV	3	2.13	Invasive ductal carcinoma	negative	negative	negative	47.7	3	13	25	negative	no	no	1	1	0	1	0	0
SSA_TNBC_00158	TNBC	Southern_Africa	South Africa	62	22.1	III	3	4.04	Invasive ductal carcinoma	negative	negative	negative	42.9	3	14	20	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00159	ER_positive	East_Africa	Tanzania	51.9	18.4	III	2	6	Invasive ductal carcinoma	positive	positive	negative	37.8	4	12	28	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00160	ER_positive	West_Africa	Nigeria	73.1	24.7	III	3	4.42	Invasive lobular carcinoma	positive	positive	negative	47.4	1	14	15	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00161	TNBC	West_Africa	Benin	60.6	25	III	2	4.6	Invasive ductal carcinoma	negative	negative	negative	43	0	13	0	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00162	TNBC	East_Africa	Rwanda	35.5	28.4	III	3	2.14	Invasive ductal carcinoma	negative	negative	negative	76.7	4	13	22	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00163	ER_positive	Southern_Africa	Zimbabwe	69.6	39.8	II	2	1.83	Invasive ductal carcinoma	positive	negative	negative	21.5	6	16	18	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00164	TNBC	East_Africa	Uganda	53.3	26.7	IV	2	12.11	Invasive lobular carcinoma	negative	negative	negative	56.1	5	10	6	negative	no	no	1	0	0	1	1	0
SSA_TNBC_00165	TNBC	East_Africa	Rwanda	39.1	18.9	I	3	1.4	Invasive ductal carcinoma	negative	negative	negative	38	3	15	16	positive	no	no	1	1	0	1	1	1
SSA_TNBC_00166	TNBC	Southern_Africa	Zimbabwe	45.6	25.8	III	3	6.14	Mixed ductal and lobular	negative	negative	negative	35.4	3	18	20	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00167	TNBC	West_Africa	Mali	42.2	37	I	2	1.69	Invasive lobular carcinoma	negative	negative	negative	47.6	7	14	14	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00168	ER_positive	Southern_Africa	Namibia	64.2	39.7	I	1	0.5	Invasive ductal carcinoma	positive	positive	negative	14.8	2	14	29	negative	yes	no	1	1	1	1	1	1
SSA_TNBC_00169	ER_positive	East_Africa	Rwanda	83.1	25.4	III	3	4.93	Invasive ductal carcinoma	positive	positive	negative	16.9	4	18	15	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00170	TNBC	East_Africa	Ethiopia	51.8	33.9	III	3	7.07	Mixed ductal and lobular	negative	negative	negative	53	5	14	25	negative	yes	yes	1	1	0	1	1	0
SSA_TNBC_00171	ER_positive	West_Africa	Mali	53.5	32.4	III	1	5	Invasive ductal carcinoma	positive	positive	negative	5	2	11	23	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00172	healthy	West_Africa	Benin	54.8	28.9	null	null	null	null	null	null	null	null	4	13	21	negative	no	no	null	null	null	null	null	null
SSA_TNBC_00173	TNBC	Southern_Africa	Botswana	50.6	29.7	III	3	3.07	Invasive ductal carcinoma	negative	negative	negative	50.3	4	13	11	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00174	TNBC	West_Africa	Ghana	58.6	32.7	III	3	5.67	Invasive ductal carcinoma	negative	negative	negative	75.1	3	13	13	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00175	ER_positive	Southern_Africa	South Africa	54.8	33.9	IV	2	4.79	Invasive ductal carcinoma	positive	positive	negative	19.9	4	13	12	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00176	ER_positive	East_Africa	Rwanda	25.1	18.1	II	2	1.07	Invasive ductal carcinoma	positive	positive	negative	43.3	4	16	25	negative	no	no	1	1	1	1	0	0
SSA_TNBC_00177	ER_positive	East_Africa	Ethiopia	61.1	20.5	III	2	4	Invasive ductal carcinoma	positive	negative	positive	30.7	3	15	6	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00178	TNBC	West_Africa	Nigeria	48.3	27.2	III	3	10.62	Invasive ductal carcinoma	negative	negative	negative	68.3	2	15	10	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00179	ER_positive	African_American	USA	46.8	28.6	III	3	8	Invasive ductal carcinoma	positive	positive	negative	32	0	17	0	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00180	ER_positive	African_American	USA	56.8	23.8	I	2	0.5	Mixed ductal and lobular	positive	positive	positive	57.7	5	13	25	negative	no	yes	1	1	1	1	1	0
SSA_TNBC_00181	TNBC	West_Africa	Ghana	66.7	17	III	3	5.89	Invasive ductal carcinoma	negative	negative	negative	30.9	4	13	13	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00182	ER_positive	East_Africa	Kenya	49.6	22	III	2	5.62	Invasive lobular carcinoma	positive	positive	negative	51.3	2	11	2	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00183	TNBC	African_American	USA	50.5	26.2	III	2	7.46	Invasive ductal carcinoma	negative	negative	negative	62.4	2	14	15	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00184	TNBC	West_Africa	Ghana	46.7	31.4	III	3	7.63	Invasive ductal carcinoma	negative	negative	negative	63.1	10	17	15	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00185	TNBC	West_Africa	Ghana	35.4	32.1	III	3	6.9	Invasive ductal carcinoma	negative	negative	negative	72.6	2	14	16	negative	no	yes	1	0	0	1	0	0
SSA_TNBC_00186	TNBC	African_American	USA	55.1	29.6	III	3	5.93	Invasive ductal carcinoma	negative	negative	negative	62	3	14	19	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00187	TNBC	East_Africa	Uganda	51.2	28.3	II	3	8.09	Invasive ductal carcinoma	negative	negative	negative	60	5	17	12	negative	no	no	1	1	1	0	0	0
SSA_TNBC_00188	TNBC	African_American	USA	79.1	28	IV	3	7.46	Invasive ductal carcinoma	negative	negative	negative	53.6	4	16	18	positive	no	no	1	1	0	1	1	0
SSA_TNBC_00189	TNBC	West_Africa	Benin	60.5	37.1	III	3	8.36	Invasive ductal carcinoma	negative	negative	negative	59.1	2	12	9	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00190	TNBC	East_Africa	Rwanda	61.8	27.4	II	2	5.66	Invasive ductal carcinoma	negative	negative	negative	53.2	2	15	28	negative	no	no	1	1	0	1	1	0
SSA_TNBC_00191	ER_positive	East_Africa	Rwanda	50	29.9	II	2	3.04	Invasive ductal carcinoma	positive	positive	negative	19.2	1	14	31	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00192	TNBC	East_Africa	Rwanda	60.9	25.7	III	2	3.15	Invasive lobular carcinoma	negative	negative	negative	51.8	4	14	22	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00193	TNBC	African_American	USA	58.6	35.7	II	2	5.61	Mixed ductal and lobular	negative	negative	negative	58.7	4	14	16	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00194	TNBC	East_Africa	Kenya	25	31.8	III	3	6.43	Invasive ductal carcinoma	negative	negative	negative	55	6	14	20	negative	no	no	1	1	0	1	1	1
SSA_TNBC_00195	TNBC	African_American	USA	65.6	23.1	I	2	3.19	Invasive ductal carcinoma	negative	negative	negative	80.2	3	14	9	negative	no	no	1	1	1	1	1	1
SSA_TNBC_00196	ER_positive	West_Africa	Mali	58.7	29.8	I	3	0.62	Invasive ductal carcinoma	positive	positive	negative	22.6	3	14	13	negative	no	yes	1	1	1	1	1	1
SSA_TNBC_00197	ER_positive	African_American	USA	49.2	31.5	IV	3	3.07	Invasive ductal carcinoma	positive	positive	negative	15.2	3	13	27	negative	no	no	1	1	1	1	1	0
SSA_TNBC_00198	ER_positive	Southern_Africa	Namibia	58.8	21.3	II	1	1.14	Invasive ductal carcinoma	positive	positive	negative	42.5	4	15	18	positive	yes	no	1	1	1	1	1	1
SSA_TNBC_00199	TNBC	West_Africa	Nigeria	44.6	25.8	III	3	14.12	Invasive lobular carcinoma	negative	negative	negative	70.5	7	13	17	negative	no	no	1	1	0	1	0	0

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