Split (1)

train · 56k 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	therapy_class stringclasses 5 values	response_class stringclasses 5 values	ca153_baseline_u_per_ml float64 2.81 475 ⌀	ca153_nadir_u_per_ml float64 0.8 353 ⌀	ca153_best_delta_fraction float64 -0.9 0 ⌀	ca2729_baseline_u_per_ml float64 2.98 481 ⌀	ca2729_nadir_u_per_ml float64 0.79 315 ⌀	ca2729_best_delta_fraction float64 -0.91 0 ⌀	ctdna_baseline_copies_per_ml float64 1.41 3.34k ⌀	ctdna_min_copies_per_ml float64 0.13 2.22k ⌀	ctdna_baseline_detectable bool 2 classes	ctdna_cleared_by_6m bool 2 classes
BT_PAT_00001	SSA_West	West	true	false	Female	25.6	III	Basal_like	CDK4_6_plus_endocrine	Late_progression	34.95	18.5	-0.470734	40.1	17.89	-0.553848	37.93	19.64	true	false
BT_PAT_00002	SSA_West	West	true	false	Female	50.3	IV	Basal_like	Chemo_only	Partial_response	97.35	32.97	-0.661285	95.76	28.94	-0.69785	110.67	17.53	true	false
BT_PAT_00003	SSA_West	West	true	false	Female	44.1	II	Luminal_B	CDK4_6_plus_endocrine	Early_progression	20.33	20.33	0	21.7	21.7	0	20.47	20.47	true	false
BT_PAT_00004	SSA_West	West	true	false	Female	37.6	II	HER2_enriched	Chemo_plus_endocrine	Early_progression	31.72	31.72	0	30.86	30.86	0	128.92	88.67	true	false
BT_PAT_00005	SSA_West	West	true	false	Female	23.1	II	Basal_like	Chemo_only	Deep_response	42.89	12.54	-0.707528	37.73	12.85	-0.659464	582.66	48.21	true	false
BT_PAT_00006	SSA_West	West	true	false	Female	58.4	IV	Luminal_A	Endocrine_only	Deep_response	127.59	33.83	-0.734836	133.12	34.14	-0.743524	147.25	14.05	true	false
BT_PAT_00007	SSA_West	West	true	false	Female	41.6	III	Luminal_A	Chemo_plus_endocrine	Partial_response	124.91	41.67	-0.666357	143.19	46.7	-0.673837	37.36	7.62	true	false
BT_PAT_00008	SSA_West	West	true	false	Female	52.9	III	Luminal_A	Endocrine_only	Late_progression	41.86	24.43	-0.416265	40.14	25.48	-0.365212	30.34	16.28	true	false
BT_PAT_00009	SSA_West	West	true	false	Female	57.7	II	Basal_like	Chemo_only	Partial_response	25.86	15.25	-0.410119	21.8	14.46	-0.336762	12.84	4.58	true	false
BT_PAT_00010	SSA_West	West	true	false	Female	53.2	IV	Basal_like	Chemo_only	Stable_disease	80.2	71.41	-0.109527	89.14	65.18	-0.268807	152.8	146.75	true	false
BT_PAT_00011	SSA_West	West	true	false	Female	47.8	III	Basal_like	Chemo_only	Partial_response	65.28	26.4	-0.595565	59.55	28.4	-0.523007	201.51	45.9	true	false
BT_PAT_00012	SSA_West	West	true	false	Female	57.2	II	Basal_like	Chemo_only	Deep_response	26.74	6.92	-0.741437	33.23	6.51	-0.804157	28.06	2.66	true	false
BT_PAT_00013	SSA_West	West	true	false	Female	55.7	III	Luminal_A	CDK4_6_plus_endocrine	Partial_response	35.24	15.6	-0.557285	34.67	15.31	-0.558353	299.68	57.6	true	false
BT_PAT_00014	SSA_West	West	true	false	Female	56.6	III	Luminal_A	Chemo_only	Deep_response	47.66	11.55	-0.757603	49.6	11.19	-0.774453	304.46	19.91	true	false
BT_PAT_00015	SSA_West	West	true	false	Female	31.8	IV	Luminal_B	CDK4_6_plus_endocrine	Early_progression	67.99	58.96	-0.13291	66.88	66.88	0	382.83	382.83	true	false
BT_PAT_00016	SSA_West	West	true	false	Female	45.7	IV	Luminal_B	CDK4_6_plus_endocrine	Deep_response	152.5	39.29	-0.742347	159.77	35.75	-0.776251	298	28.43	true	false
BT_PAT_00017	SSA_West	West	true	false	Female	42.5	IV	Luminal_B	Chemo_plus_endocrine	Deep_response	160.92	36.4	-0.773795	148.59	33.5	-0.774576	256.67	14.13	true	false
BT_PAT_00018	SSA_West	West	true	false	Female	82.3	IV	Luminal_A	Chemo_plus_endocrine	Partial_response	126.39	61.9	-0.510262	136.51	60.36	-0.557854	342.85	72.41	true	false
BT_PAT_00019	SSA_West	West	true	false	Female	42.7	I	HER2_enriched	HER2_targeted	Deep_response	18.56	4.65	-0.749244	16.15	4.75	-0.705945	13.03	1.09	true	true
BT_PAT_00020	SSA_West	West	true	false	Female	63.8	I	Luminal_A	Endocrine_only	Deep_response	7.54	1.92	-0.745755	6.97	1.76	-0.747164	9.23	0.99	true	true
BT_PAT_00021	SSA_West	West	true	false	Female	31.5	III	Luminal_B	Chemo_plus_endocrine	Deep_response	57.83	11.68	-0.797999	57.6	12.42	-0.784402	55.86	5.85	true	false
BT_PAT_00022	SSA_West	West	true	false	Female	45.6	III	HER2_enriched	HER2_targeted	Late_progression	27.04	15.41	-0.430201	27.4	13.12	-0.521109	734.14	307.68	true	false
BT_PAT_00023	SSA_West	West	true	false	Female	34.2	II	Luminal_B	Chemo_plus_endocrine	Deep_response	36.54	6.46	-0.823113	42.41	5.64	-0.866928	71.65	5.26	true	false
BT_PAT_00024	SSA_West	West	true	false	Female	52.1	III	Basal_like	CDK4_6_plus_endocrine	Early_progression	29.35	29.35	0	30.98	30.98	0	43.15	37.09	true	false
BT_PAT_00025	SSA_West	West	true	false	Female	69.9	III	Luminal_A	Chemo_plus_endocrine	Stable_disease	68.71	62.55	-0.089677	59.23	56.69	-0.042779	173.65	146.45	true	false
BT_PAT_00026	SSA_West	West	true	false	Female	40.2	I	Basal_like	Chemo_only	Deep_response	12.49	3.55	-0.716127	11.88	3.38	-0.715424	18.65	1.52	true	true
BT_PAT_00027	SSA_West	West	true	false	Female	58.7	III	Basal_like	Chemo_only	Late_progression	73.27	51.33	-0.299421	76.68	50.51	-0.341204	57.07	25.66	true	false
BT_PAT_00028	SSA_West	West	true	false	Female	58.5	III	Luminal_A	Endocrine_only	Partial_response	52.54	23.76	-0.547689	55.04	25.05	-0.544775	187.05	49.7	true	false
BT_PAT_00029	SSA_West	West	true	false	Female	57	III	Basal_like	Chemo_plus_endocrine	Stable_disease	49.11	47.67	-0.029309	54.63	47.78	-0.125381	84.31	64.21	true	false
BT_PAT_00030	SSA_West	West	true	false	Female	47.5	III	Basal_like	Chemo_plus_endocrine	Early_progression	50.14	48.25	-0.037672	45.58	45.58	0	170.69	126.56	true	false
BT_PAT_00031	SSA_West	West	true	false	Female	48.3	III	Luminal_B	Chemo_plus_endocrine	Partial_response	65.52	26.53	-0.595075	60.11	21.3	-0.645688	149.61	38.79	true	false
BT_PAT_00032	SSA_West	West	true	false	Female	51.5	I	Basal_like	Chemo_only	Partial_response	10.26	4.5	-0.561475	10.53	4.78	-0.546603	7.53	1.09	true	true
BT_PAT_00033	SSA_West	West	true	false	Female	52.3	II	Basal_like	Chemo_only	Late_progression	31.59	15.89	-0.497067	34.97	14.44	-0.587209	13.68	5.66	true	false
BT_PAT_00034	SSA_West	West	true	false	Female	51.7	III	Luminal_B	Endocrine_only	Early_progression	54.27	54.27	0	59.38	56.67	-0.045528	118.09	77.26	true	false
BT_PAT_00035	SSA_West	West	true	false	Female	58.6	II	HER2_enriched	Chemo_only	Deep_response	13.89	3.4	-0.755536	15.19	3.71	-0.755964	64.19	3.4	true	false
BT_PAT_00036	SSA_West	West	true	false	Female	48.6	II	Luminal_B	CDK4_6_plus_endocrine	Partial_response	65.9	25.38	-0.614941	57.95	23.03	-0.602625	41.57	8.58	true	false
BT_PAT_00037	SSA_West	West	true	false	Female	56	III	HER2_enriched	HER2_targeted	Deep_response	36.29	8.9	-0.754774	32.3	8.2	-0.745967	78.97	5.69	true	false
BT_PAT_00038	SSA_West	West	true	false	Female	53.3	III	Basal_like	Chemo_only	Stable_disease	44.87	44.87	0	43.33	43.33	0	227.15	157.54	true	false
BT_PAT_00039	SSA_West	West	true	false	Female	37.7	I	Luminal_A	Endocrine_only	Partial_response	22.43	9.8	-0.563025	22.45	9.11	-0.594167	31.83	10.82	true	false
BT_PAT_00040	SSA_West	West	true	false	Female	39.9	III	Basal_like	Chemo_only	Stable_disease	57.12	57.12	0	58.18	53.63	-0.078144	44.15	35.28	true	false
BT_PAT_00041	SSA_West	West	true	false	Female	56.2	III	Luminal_A	CDK4_6_plus_endocrine	Deep_response	47.06	11.96	-0.745819	46.69	11.6	-0.751559	106.36	6.8	true	false
BT_PAT_00042	SSA_West	West	true	false	Female	55.3	IV	Basal_like	Chemo_plus_endocrine	Stable_disease	163.22	115.99	-0.289352	166.53	124.24	-0.253983	80.68	80.68	true	false
BT_PAT_00043	SSA_West	West	true	false	Female	61.9	III	Basal_like	Chemo_only	Early_progression	40.28	40.28	0	42.2	42.2	0	105.82	54.45	true	false
BT_PAT_00044	SSA_West	West	true	false	Female	25.4	III	Basal_like	Chemo_plus_endocrine	Stable_disease	46.62	34.76	-0.254435	54.44	34.29	-0.370148	53.55	30.37	true	false
BT_PAT_00045	SSA_West	West	true	false	Female	56.8	III	Luminal_A	Chemo_only	Deep_response	46.71	9.27	-0.801491	50.83	8.04	-0.841883	469.18	32.98	true	false
BT_PAT_00046	SSA_West	West	true	false	Female	23.5	IV	Basal_like	HER2_targeted	Partial_response	79.33	30.45	-0.616139	72.35	29.58	-0.591114	66.74	19.41	true	false
BT_PAT_00047	SSA_West	West	true	false	Female	49.4	III	Luminal_A	CDK4_6_plus_endocrine	Late_progression	26.91	25.59	-0.048999	22.4	21.31	-0.04858	91.28	50.25	true	false
BT_PAT_00048	SSA_West	West	true	false	Female	22.7	II	Basal_like	Chemo_only	Partial_response	14.57	5.74	-0.606487	14.22	6.1	-0.571121	31.71	9.88	true	false
BT_PAT_00049	SSA_West	West	true	false	Female	64.8	III	Luminal_A	Endocrine_only	Stable_disease	101.11	76.14	-0.24702	90.06	78.75	-0.125635	127.48	117.6	true	false
BT_PAT_00050	SSA_West	West	true	false	Female	40.6	III	HER2_enriched	HER2_targeted	Late_progression	67.67	54.26	-0.198191	62.64	52.11	-0.168016	67.46	67.46	true	false
BT_PAT_00051	SSA_West	West	true	false	Female	73.9	II	Luminal_A	Endocrine_only	Deep_response	18.93	4.25	-0.775469	16.76	4.1	-0.755467	12.94	1.15	true	true
BT_PAT_00052	SSA_West	West	true	false	Female	52.3	II	Basal_like	CDK4_6_plus_endocrine	Deep_response	20.56	2.86	-0.861045	20.9	3.16	-0.849034	165.59	12.48	true	false
BT_PAT_00053	SSA_West	West	true	false	Female	59.3	IV	Luminal_B	Chemo_plus_endocrine	Early_progression	193.07	193.07	0	213.59	213.59	0	57.53	40.02	true	false
BT_PAT_00054	SSA_West	West	true	false	Female	56.3	II	HER2_enriched	Endocrine_only	Stable_disease	47.03	43.89	-0.06667	43.69	43.69	0	31.96	23.79	true	false
BT_PAT_00055	SSA_West	West	true	false	Female	69.8	I	Basal_like	Chemo_plus_endocrine	Early_progression	17.58	16.12	-0.082989	17.35	16.35	-0.057794	9.87	9.18	true	false
BT_PAT_00056	SSA_West	West	true	false	Female	49.7	II	Basal_like	Chemo_only	Deep_response	30.06	6.02	-0.799672	33.92	5.4	-0.840803	31.91	2.37	true	false
BT_PAT_00057	SSA_West	West	true	false	Female	37.4	II	HER2_enriched	HER2_targeted	Deep_response	18.03	4.23	-0.765692	18.43	3.88	-0.789235	130.28	11.04	true	false
BT_PAT_00058	SSA_West	West	true	false	Female	37	IV	Basal_like	Chemo_plus_endocrine	Late_progression	92.28	56.09	-0.392167	97.03	55.9	-0.423928	262.66	120.83	true	false
BT_PAT_00059	SSA_West	West	true	false	Female	39.9	III	Luminal_B	Chemo_only	Deep_response	35.52	8.21	-0.768925	37.15	8.29	-0.776751	242.06	12.78	true	false
BT_PAT_00060	SSA_West	West	true	false	Female	50.6	I	Luminal_B	Chemo_plus_endocrine	Deep_response	11.94	2.19	-0.816133	11.81	2.02	-0.82897	25.03	2.02	true	false
BT_PAT_00061	SSA_West	West	true	false	Female	53.9	III	Basal_like	Chemo_only	Partial_response	34.39	17.25	-0.498409	30.65	17.14	-0.440922	82.95	16.27	true	false
BT_PAT_00062	SSA_West	West	true	false	Female	47.1	III	Basal_like	Chemo_only	Stable_disease	88.06	88.06	0	73.98	73.98	0	600.67	330.66	true	false
BT_PAT_00063	SSA_West	West	true	false	Female	51.7	IV	HER2_enriched	HER2_targeted	Deep_response	128.62	27.64	-0.785105	108.23	26.74	-0.752892	68.31	9.63	true	false
BT_PAT_00064	SSA_West	West	true	false	Female	67.1	II	Basal_like	Chemo_only	Deep_response	48.63	8.74	-0.820342	49.48	9.54	-0.807275	48.09	4.99	true	false
BT_PAT_00065	SSA_West	West	true	false	Female	30.5	III	HER2_enriched	HER2_targeted	Stable_disease	86.11	57.95	-0.327009	96.34	50.22	-0.478733	199.72	189.8	true	false
BT_PAT_00066	SSA_West	West	true	false	Female	43.9	II	Luminal_A	CDK4_6_plus_endocrine	Partial_response	74.62	32.85	-0.559744	75.1	27.69	-0.631265	29.12	7.38	true	false
BT_PAT_00067	SSA_West	West	true	false	Female	61.3	III	Luminal_B	Chemo_only	Stable_disease	27.11	26.72	-0.014441	28.54	26.99	-0.054543	188.96	137.79	true	false
BT_PAT_00068	SSA_West	West	true	false	Female	38.3	II	HER2_enriched	Chemo_plus_endocrine	Stable_disease	18.44	15.36	-0.167163	20.58	15.97	-0.223771	46.47	33.17	true	false
BT_PAT_00069	SSA_West	West	true	false	Female	61.4	II	Basal_like	Chemo_plus_endocrine	Partial_response	33.58	20.72	-0.382941	38.91	20.89	-0.463263	21.41	4.47	true	false
BT_PAT_00070	SSA_West	West	true	false	Female	45.3	III	Basal_like	Chemo_only	Early_progression	104.9	104.9	0	117.83	117.83	0	190.38	164.6	true	false
BT_PAT_00071	SSA_West	West	true	false	Female	43.6	III	Luminal_B	CDK4_6_plus_endocrine	Early_progression	54.29	54.29	0	53.31	53.31	0	203.7	203.7	true	false
BT_PAT_00072	SSA_West	West	true	false	Female	47.9	IV	Luminal_A	CDK4_6_plus_endocrine	Partial_response	91.77	37.99	-0.585988	87.41	40.27	-0.539327	3,335.17	772.31	true	false
BT_PAT_00073	SSA_West	West	true	false	Female	51.9	III	Basal_like	Chemo_only	Partial_response	47.46	22.98	-0.515711	57.07	19.72	-0.654513	97.24	21.75	true	false
BT_PAT_00074	SSA_West	West	true	false	Female	46.2	II	Luminal_A	Chemo_plus_endocrine	Deep_response	13.88	3.08	-0.778078	13.64	3.15	-0.769265	27.18	2.02	true	false
BT_PAT_00075	SSA_West	West	true	false	Female	66.7	II	Luminal_A	Endocrine_only	Deep_response	54.96	12.59	-0.770844	61.51	12.37	-0.798913	33.69	3.23	true	false
BT_PAT_00076	SSA_West	West	true	false	Female	46	III	Basal_like	Chemo_only	Deep_response	62.39	10.24	-0.835834	57.27	9.6	-0.832328	67.09	5.65	true	false
BT_PAT_00077	SSA_West	West	true	false	Female	63.2	III	Basal_like	Chemo_only	Stable_disease	40.87	32.88	-0.195495	38.43	32.69	-0.149407	280.17	222.52	true	false
BT_PAT_00078	SSA_West	West	true	false	Female	62.1	II	Basal_like	CDK4_6_plus_endocrine	Deep_response	36.99	8.26	-0.776708	39.88	8.24	-0.793281	43.02	4.87	true	false
BT_PAT_00079	SSA_West	West	true	false	Female	47.8	III	Basal_like	Chemo_only	Stable_disease	44.4	38.03	-0.143504	39.07	38.22	-0.021781	42.33	40.49	true	false
BT_PAT_00080	SSA_West	West	true	false	Female	65.4	II	Luminal_A	CDK4_6_plus_endocrine	Partial_response	35.2	12.64	-0.640861	35.05	12.55	-0.642126	64.2	16.23	true	false
BT_PAT_00081	SSA_West	West	true	false	Female	70.3	III	Basal_like	Chemo_only	Deep_response	34.71	8.64	-0.751017	39.59	8.07	-0.796234	528.56	49.22	true	false
BT_PAT_00082	SSA_West	West	true	false	Female	57.3	IV	Luminal_A	HER2_targeted	Stable_disease	132.33	100.59	-0.239846	148.48	96.21	-0.352072	224.29	196.4	true	false
BT_PAT_00083	SSA_West	West	true	false	Female	59.8	III	Basal_like	Chemo_only	Stable_disease	50.72	33.21	-0.345235	49.38	29.5	-0.402634	198.22	182.7	true	false
BT_PAT_00084	SSA_West	West	true	false	Female	30.9	II	Basal_like	Chemo_only	Partial_response	32.1	15.83	-0.506633	31.49	13.69	-0.56525	341.95	94.27	true	false
BT_PAT_00085	SSA_West	West	true	false	Female	56.7	II	Basal_like	HER2_targeted	Deep_response	73.73	16.75	-0.772854	79.36	17	-0.785779	17.8	1.49	true	true
BT_PAT_00086	SSA_West	West	true	false	Female	62.5	I	HER2_enriched	Chemo_only	Partial_response	8.55	2.76	-0.677442	8.34	2.58	-0.690982	60.72	15.89	true	false
BT_PAT_00087	SSA_West	West	true	false	Female	70.5	IV	HER2_enriched	CDK4_6_plus_endocrine	Partial_response	184.8	71.33	-0.614025	191.44	70.42	-0.632164	657.57	175.7	true	false
BT_PAT_00088	SSA_West	West	true	false	Female	45.4	III	Basal_like	Chemo_only	Deep_response	31.68	9.69	-0.69414	29.05	9.62	-0.668951	209.51	24.56	true	false
BT_PAT_00089	SSA_West	West	true	false	Female	52.7	II	Basal_like	Chemo_only	Stable_disease	30.21	24.69	-0.182734	32.81	31.8	-0.030773	37.8	26.66	true	false
BT_PAT_00090	SSA_West	West	true	false	Female	63.6	I	Basal_like	CDK4_6_plus_endocrine	Deep_response	8.35	2.14	-0.743557	7.83	1.87	-0.760812	25.32	1.93	true	false
BT_PAT_00091	SSA_West	West	true	false	Female	42.7	IV	Luminal_A	Endocrine_only	Stable_disease	93.77	90.35	-0.036522	79.57	79.57	0	278.13	166.6	true	false
BT_PAT_00092	SSA_West	West	true	false	Female	57.3	III	HER2_enriched	HER2_targeted	Partial_response	67.88	30.19	-0.555284	83.38	28.67	-0.656143	25.15	6.28	true	false
BT_PAT_00093	SSA_West	West	true	false	Female	18.1	I	Luminal_A	CDK4_6_plus_endocrine	Partial_response	7.53	2.63	-0.65006	7.56	2.92	-0.613689	11.35	1.87	true	true
BT_PAT_00094	SSA_West	West	true	false	Female	56.9	IV	HER2_enriched	HER2_targeted	Stable_disease	135.33	93.59	-0.308429	149.67	85.47	-0.428967	112.55	75.01	true	false
BT_PAT_00095	SSA_West	West	true	false	Female	32.3	III	HER2_enriched	HER2_targeted	Partial_response	55.96	25.64	-0.541831	45.1	21.77	-0.517398	137.18	45.52	true	false
BT_PAT_00096	SSA_West	West	true	false	Female	31.9	II	Luminal_A	Endocrine_only	Deep_response	35.25	6.67	-0.81072	41.05	6.67	-0.837447	7.95	1.01	true	true
BT_PAT_00097	SSA_West	West	true	false	Female	46.6	I	Basal_like	CDK4_6_plus_endocrine	Partial_response	21.48	8.41	-0.608377	19.59	7.89	-0.597132	10.34	2.32	true	false
BT_PAT_00098	SSA_West	West	true	false	Female	44.6	III	Luminal_B	CDK4_6_plus_endocrine	Late_progression	25.43	20.81	-0.181848	26.82	18.91	-0.294832	171.35	108.26	true	false
BT_PAT_00099	SSA_West	West	true	false	Male	50	III	Basal_like	Endocrine_only	Deep_response	45.9	10.25	-0.776712	41.92	9.48	-0.773925	266.59	31.29	true	false
BT_PAT_00100	SSA_West	West	true	false	Female	22.2	I	Basal_like	Chemo_only	Deep_response	4.98	1.12	-0.774601	5.24	1.03	-0.80445	31.27	2.93	true	false

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