Split (1)

train · 59.8k rows

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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