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_00101	SSA_West	West	true	false	Female	38.1	III	Luminal_B	Endocrine_only	Deep_response	28.71	6.55	-0.771972	26.84	6.55	-0.756012	455.06	34.71	true	false
BT_PAT_00102	SSA_West	West	true	false	Female	70.1	I	HER2_enriched	HER2_targeted	Stable_disease	19.37	15.1	-0.220538	20.33	11.84	-0.417432	7.22	6.27	true	false
BT_PAT_00103	SSA_West	West	true	false	Female	50	IV	Luminal_A	CDK4_6_plus_endocrine	Deep_response	61.1	12.27	-0.799241	65.75	11.31	-0.82793	573.73	42.54	true	false
BT_PAT_00104	SSA_West	West	true	false	Female	38.3	III	Luminal_B	Chemo_plus_endocrine	Stable_disease	27.87	25.65	-0.079387	24.49	24.49	0	60.07	32.37	true	false
BT_PAT_00105	SSA_West	West	true	false	Female	57.9	IV	Basal_like	Chemo_only	Deep_response	73.83	18.42	-0.750483	85.9	16.87	-0.803663	117.15	7.28	true	false
BT_PAT_00106	SSA_West	West	true	false	Female	47.5	I	Luminal_A	Chemo_plus_endocrine	Deep_response	18.61	3.43	-0.815425	21.74	2.97	-0.863569	9.64	1	true	true
BT_PAT_00107	SSA_West	West	true	false	Female	58.7	IV	Luminal_A	Chemo_only	Late_progression	194.18	99.03	-0.490027	193.37	104.05	-0.461935	107.93	65.89	true	false
BT_PAT_00108	SSA_West	West	true	false	Female	46.2	III	Basal_like	Chemo_only	Partial_response	61.82	27.19	-0.560222	77.69	29.12	-0.625218	91.18	18.95	true	false
BT_PAT_00109	SSA_West	West	true	false	Female	71	II	Luminal_B	CDK4_6_plus_endocrine	Partial_response	21	11.01	-0.475768	22.16	11.05	-0.501317	30.44	9.55	true	false
BT_PAT_00110	SSA_West	West	true	false	Female	52.2	III	Luminal_B	Endocrine_only	Deep_response	27.07	5.9	-0.782097	25.01	5.54	-0.77859	164.96	8.44	true	false
BT_PAT_00111	SSA_West	West	true	false	Female	53.8	III	Luminal_A	CDK4_6_plus_endocrine	Deep_response	108.94	13.54	-0.875703	127.57	13.69	-0.892691	84.07	5.6	true	false
BT_PAT_00112	SSA_West	West	true	false	Female	30	III	Luminal_B	CDK4_6_plus_endocrine	Late_progression	102.4	69.17	-0.324534	104.35	64.72	-0.379753	1,049.64	568.03	true	false
BT_PAT_00113	SSA_West	West	true	false	Female	39.6	III	Basal_like	Chemo_only	Deep_response	71.14	13.58	-0.809081	67.76	14.27	-0.789359	238.02	14.19	true	false
BT_PAT_00114	SSA_West	West	true	false	Female	61.5	IV	Luminal_A	Chemo_plus_endocrine	Deep_response	86.25	16.96	-0.803386	78.2	14.75	-0.811335	111.41	11.25	true	false
BT_PAT_00115	SSA_West	West	true	false	Female	40.7	I	Luminal_B	CDK4_6_plus_endocrine	Deep_response	19.25	5.39	-0.720093	19.49	5.69	-0.70808	37.2	3.1	true	false
BT_PAT_00116	SSA_West	West	true	false	Female	60.5	III	Luminal_A	Chemo_plus_endocrine	Deep_response	44.17	9.05	-0.795096	47.26	9.56	-0.797734	149.07	10.85	true	false
BT_PAT_00117	SSA_West	West	true	false	Female	30.9	I	Basal_like	Chemo_plus_endocrine	Deep_response	13.82	3.63	-0.737349	14.53	3.58	-0.753881	27.56	2.52	true	false
BT_PAT_00118	SSA_West	West	true	false	Female	48.7	I	Luminal_A	Chemo_only	Deep_response	8.32	2.87	-0.654553	8.12	2.98	-0.633459	29.53	3.19	true	false
BT_PAT_00119	SSA_West	West	true	false	Female	59.4	II	Basal_like	Chemo_only	Stable_disease	20.27	20.27	0	19.08	19.08	0	12.9	11.34	true	false
BT_PAT_00120	SSA_West	West	true	false	Female	51	II	Basal_like	Chemo_only	Partial_response	43.67	19.74	-0.547904	46.68	20.5	-0.560858	74.27	13.63	true	false
BT_PAT_00121	SSA_West	West	true	false	Female	45.7	IV	Luminal_A	Endocrine_only	Stable_disease	149.59	94.39	-0.368999	144.11	87.25	-0.394526	375.59	375.59	true	false
BT_PAT_00122	SSA_West	West	true	false	Female	59.7	I	Luminal_B	Chemo_only	Deep_response	12.81	2.45	-0.8089	11.97	2.63	-0.780202	16.38	1.34	true	true
BT_PAT_00123	SSA_West	West	true	false	Female	69.6	I	Basal_like	Chemo_plus_endocrine	Partial_response	14.92	6.45	-0.567534	13.69	6.79	-0.503751	54.6	14.05	true	false
BT_PAT_00124	SSA_West	West	true	false	Female	55.2	III	Luminal_B	Endocrine_only	Deep_response	50.1	11.82	-0.764089	42.61	10.57	-0.751841	247.72	28.38	true	false
BT_PAT_00125	SSA_West	West	true	false	Female	67.2	II	Luminal_A	Endocrine_only	Partial_response	16.24	6.81	-0.580585	16.46	6.94	-0.578257	123.12	31.94	true	false
BT_PAT_00126	SSA_West	West	true	false	Female	60.9	II	Basal_like	Chemo_plus_endocrine	Deep_response	21.2	5.14	-0.757537	22.64	4.94	-0.781683	59.3	5.37	true	false
BT_PAT_00127	SSA_West	West	true	false	Female	43.9	III	Luminal_B	Endocrine_only	Early_progression	99.44	99.44	0	99.02	99.02	0	35.76	32.98	true	false
BT_PAT_00128	SSA_West	West	true	false	Female	52.9	III	Basal_like	Chemo_only	Deep_response	57.23	14.7	-0.743176	55.96	14.07	-0.748492	76.49	6.55	true	false
BT_PAT_00129	SSA_West	West	true	false	Female	66.5	IV	Basal_like	Chemo_plus_endocrine	Early_progression	145.09	145.09	0	157.6	157.6	0	667.59	484.17	true	false
BT_PAT_00130	SSA_West	West	true	false	Female	36.8	III	Basal_like	Chemo_plus_endocrine	Deep_response	171.25	31.86	-0.813938	159.08	32.65	-0.794743	174.01	12.53	true	false
BT_PAT_00131	SSA_West	West	true	false	Female	37.2	III	Luminal_A	Endocrine_only	Deep_response	21.89	5.25	-0.760064	20.58	5.04	-0.755164	47.78	4.25	true	false
BT_PAT_00132	SSA_West	West	true	false	Female	43.7	II	HER2_enriched	HER2_targeted	Deep_response	16.09	4.78	-0.702834	17.62	5.02	-0.715209	46.33	4.6	true	false
BT_PAT_00133	SSA_West	West	true	false	Female	24.3	IV	Luminal_B	Chemo_only	Partial_response	241.34	120.49	-0.50072	246.18	125.01	-0.492193	33.25	9.27	true	false
BT_PAT_00134	SSA_West	West	true	false	Female	48.1	III	Luminal_B	Chemo_only	Partial_response	66.02	25.05	-0.620589	65.8	25.65	-0.610132	141.85	28.59	true	false
BT_PAT_00135	SSA_West	West	true	false	Female	58.5	III	HER2_enriched	CDK4_6_plus_endocrine	Partial_response	39.28	20.84	-0.469532	40.53	21.49	-0.469864	489.94	141.54	true	false
BT_PAT_00136	SSA_West	West	true	false	Female	50.8	III	Luminal_A	Endocrine_only	Late_progression	73.23	43.12	-0.411219	64.31	41.21	-0.359271	184.64	131.78	true	false
BT_PAT_00137	SSA_West	West	true	false	Female	32.3	III	Luminal_B	CDK4_6_plus_endocrine	Early_progression	27.15	27.15	0	26.38	26.38	0	96.39	96.39	true	false
BT_PAT_00138	SSA_West	West	true	false	Female	25.2	IV	Luminal_A	HER2_targeted	Partial_response	268	92.62	-0.654382	240.69	95.58	-0.602892	186.16	36.82	true	false
BT_PAT_00139	SSA_West	West	true	false	Female	52.4	II	Luminal_B	Endocrine_only	Deep_response	31.3	6.14	-0.803998	30.63	5.81	-0.810161	43.04	3.35	true	false
BT_PAT_00140	SSA_West	West	true	false	Female	57.7	III	HER2_enriched	Chemo_only	Early_progression	53.76	53.76	0	57.65	57.65	0	169.67	166.59	true	false
BT_PAT_00141	SSA_West	West	true	false	Female	63	IV	Basal_like	Chemo_plus_endocrine	Partial_response	147.68	60.65	-0.589354	131.88	60.8	-0.538936	148.08	38.66	true	false
BT_PAT_00142	SSA_West	West	true	false	Female	46.9	II	Luminal_A	Endocrine_only	Stable_disease	35.1	26.61	-0.241797	41.43	25.71	-0.379279	19.83	9.37	true	false
BT_PAT_00143	SSA_West	West	true	false	Female	30.6	II	Luminal_A	Chemo_only	Stable_disease	14.09	12.84	-0.088644	13.33	10.01	-0.248971	41.72	41.72	true	false
BT_PAT_00144	SSA_West	West	true	false	Female	52.1	I	Luminal_A	Endocrine_only	Partial_response	20.95	8.58	-0.590624	20.99	7.47	-0.643862	16.48	3.6	true	false
BT_PAT_00145	SSA_West	West	true	false	Female	40.1	II	Basal_like	Chemo_only	Deep_response	24.08	5.26	-0.781456	21.2	4.48	-0.788799	33.37	2.39	true	false
BT_PAT_00146	SSA_West	West	true	false	Female	30.7	IV	Luminal_A	Chemo_plus_endocrine	Partial_response	44.22	24	-0.457201	50.62	22.25	-0.560497	616.55	141.9	true	false
BT_PAT_00147	SSA_West	West	true	false	Female	62.8	III	Basal_like	Chemo_plus_endocrine	Partial_response	54.32	24	-0.55821	56.69	22.8	-0.597732	75.9	19.15	true	false
BT_PAT_00148	SSA_West	West	true	false	Female	30.5	III	Luminal_A	CDK4_6_plus_endocrine	Deep_response	104.68	20.95	-0.79986	105.93	21.71	-0.795086	74.56	4.74	true	false
BT_PAT_00149	SSA_West	West	true	false	Female	59.9	III	Luminal_A	Chemo_plus_endocrine	Deep_response	39.61	7.04	-0.822225	36.57	7.12	-0.80531	84.43	6.83	true	false
BT_PAT_00150	SSA_West	West	true	false	Female	37.9	II	Luminal_B	Endocrine_only	Partial_response	54.72	20.16	-0.63157	52.24	21.83	-0.582219	48.1	10.36	true	false
BT_PAT_00151	SSA_West	West	true	false	Female	54.1	I	Luminal_B	Chemo_plus_endocrine	Deep_response	14.39	2.41	-0.83249	16.88	2.12	-0.874629	46.53	3.98	true	false
BT_PAT_00152	SSA_West	West	true	false	Female	56.9	II	Luminal_A	Chemo_plus_endocrine	Deep_response	23.09	5.22	-0.773923	20.2	5.16	-0.744591	81.04	5.65	true	false
BT_PAT_00153	SSA_West	West	true	false	Female	57.4	II	Basal_like	Chemo_only	Deep_response	53.22	10.93	-0.794633	51.87	10.21	-0.803213	77.65	6.25	true	false
BT_PAT_00154	SSA_West	West	true	false	Female	44	II	Luminal_B	Endocrine_only	Stable_disease	50.54	42.65	-0.156087	62.9	45.91	-0.270127	192	115.4	true	false
BT_PAT_00155	SSA_West	West	true	false	Female	57.9	IV	Luminal_A	CDK4_6_plus_endocrine	Deep_response	141.76	25.31	-0.821455	143.33	22.41	-0.843682	127.69	9.57	true	false
BT_PAT_00156	SSA_West	West	true	false	Female	30.5	II	HER2_enriched	HER2_targeted	Stable_disease	41.18	35.8	-0.130684	41.92	33.06	-0.211528	8.67	6.21	true	false
BT_PAT_00157	SSA_West	West	true	false	Female	26.9	III	Basal_like	Chemo_only	Early_progression	37.33	37.33	0	36.39	36.39	0	1,219.79	498.35	true	false
BT_PAT_00158	SSA_West	West	true	false	Female	38.6	III	Basal_like	Chemo_only	Late_progression	51.35	26.48	-0.484335	47.61	26.47	-0.444094	282.14	160.15	true	false
BT_PAT_00159	SSA_West	West	true	false	Female	56.4	I	Luminal_A	Chemo_plus_endocrine	Deep_response	19.1	5.48	-0.712812	19.37	5.06	-0.738497	68.79	5.58	true	false
BT_PAT_00160	SSA_West	West	true	false	Female	54	III	Basal_like	Chemo_only	Early_progression	104.79	104.79	0	106.93	105.69	-0.011667	88.83	63.96	true	false
BT_PAT_00161	SSA_West	West	true	false	Female	52.8	III	Luminal_B	Endocrine_only	Stable_disease	74.4	57.27	-0.230245	83.45	51.15	-0.387098	231.7	169.25	true	false
BT_PAT_00162	SSA_West	West	true	false	Female	53.6	III	Luminal_A	Chemo_plus_endocrine	Deep_response	66.89	13.94	-0.791625	64.29	12.7	-0.80242	219.25	17.62	true	false
BT_PAT_00163	SSA_West	West	true	false	Female	38.6	II	Luminal_A	Endocrine_only	Deep_response	50.84	10.58	-0.791881	57.84	9.23	-0.840414	70.24	5.14	true	false
BT_PAT_00164	SSA_West	West	true	false	Female	56.5	III	HER2_enriched	Chemo_only	Deep_response	78.27	17.66	-0.774329	71.38	16.21	-0.772855	326.46	29.63	true	false
BT_PAT_00165	SSA_West	West	true	false	Female	38.5	II	Basal_like	Chemo_only	Partial_response	41.38	17.26	-0.582946	49.69	18.65	-0.624749	256.42	65.03	true	false
BT_PAT_00166	SSA_West	West	true	false	Female	34.7	III	Luminal_A	CDK4_6_plus_endocrine	Late_progression	40.77	26.86	-0.341108	42.99	24.63	-0.427132	1,018.18	496.21	true	false
BT_PAT_00167	SSA_West	West	true	false	Female	52.4	III	Basal_like	Chemo_plus_endocrine	Early_progression	41.81	36.67	-0.122865	41.55	34.62	-0.166869	382.3	351.59	true	false
BT_PAT_00168	SSA_West	West	true	false	Female	40.3	II	Luminal_B	Endocrine_only	Deep_response	20.95	4.93	-0.764886	19.15	4.03	-0.789715	38.08	2.96	true	false
BT_PAT_00169	SSA_West	West	true	false	Female	33.6	IV	Luminal_A	Endocrine_only	Deep_response	36.66	8.43	-0.770065	40.56	8.19	-0.798088	302.63	28.94	true	false
BT_PAT_00170	SSA_West	West	true	false	Female	47.4	II	HER2_enriched	CDK4_6_plus_endocrine	Deep_response	27.19	5.11	-0.812051	22.1	5.5	-0.751384	25.98	1.94	true	true
BT_PAT_00171	SSA_West	West	true	false	Female	55.9	II	Luminal_B	Endocrine_only	Deep_response	77.56	12.56	-0.838067	66.07	12.29	-0.813924	106.83	13.37	true	false
BT_PAT_00172	SSA_West	West	true	false	Female	46.3	III	Luminal_A	Endocrine_only	Partial_response	47.34	19.01	-0.598443	48.06	18.84	-0.608106	80.98	13.43	true	false
BT_PAT_00173	SSA_West	West	true	false	Female	38.9	II	Basal_like	Chemo_plus_endocrine	Deep_response	25.44	5.56	-0.781592	25.92	5.43	-0.790435	93.76	7.49	true	false
BT_PAT_00174	SSA_West	West	true	false	Female	49.2	III	Luminal_B	CDK4_6_plus_endocrine	Late_progression	58.99	23.26	-0.605728	64.31	20.42	-0.682501	1,450.81	802.6	true	false
BT_PAT_00175	SSA_West	West	true	false	Female	63.9	III	Basal_like	Chemo_only	Late_progression	193.13	111.3	-0.423712	183.31	105.26	-0.42577	202.22	156.33	true	false
BT_PAT_00176	SSA_West	West	true	false	Female	39.9	II	Basal_like	Chemo_only	Partial_response	20.24	7.05	-0.651738	16.98	7.06	-0.584505	66.86	11	true	false
BT_PAT_00177	SSA_West	West	true	false	Female	53.9	III	Basal_like	Chemo_only	Late_progression	79.85	51.08	-0.360241	74.88	45.22	-0.396096	108.76	63.86	true	false
BT_PAT_00178	SSA_West	West	true	false	Female	41	II	Basal_like	Chemo_only	Deep_response	14.83	3.44	-0.768149	11.98	3.12	-0.739577	97.82	11.41	true	false
BT_PAT_00179	SSA_West	West	true	false	Female	46	II	Luminal_A	Chemo_only	Partial_response	15.2	7.32	-0.51836	14.93	6.31	-0.57761	71.76	17.54	true	false
BT_PAT_00180	SSA_West	West	true	false	Female	56.8	I	HER2_enriched	Chemo_plus_endocrine	Deep_response	13.22	3.72	-0.718985	15.53	3.62	-0.767197	13.77	1.55	true	true
BT_PAT_00181	SSA_West	West	true	false	Female	45.7	IV	Basal_like	Chemo_only	Deep_response	105.5	22.94	-0.782561	90.16	22.47	-0.75083	573.56	55.22	true	false
BT_PAT_00182	SSA_West	West	true	false	Female	53.6	III	Luminal_B	Chemo_only	Deep_response	80.5	18.51	-0.770024	89.64	20.48	-0.771549	395.53	35.53	true	false
BT_PAT_00183	SSA_West	West	true	false	Female	49.2	II	Luminal_A	Endocrine_only	Deep_response	28.68	4.5	-0.843034	29.97	4.5	-0.849926	57.79	5.31	true	false
BT_PAT_00184	SSA_West	West	true	false	Female	50.3	III	Luminal_B	CDK4_6_plus_endocrine	Partial_response	108.44	45.29	-0.582323	124.29	48.45	-0.610182	181.37	38.17	true	false
BT_PAT_00185	SSA_West	West	true	false	Female	56.2	IV	Basal_like	Chemo_only	Partial_response	158.47	55.77	-0.648062	184.11	51.17	-0.722066	217.59	61.1	true	false
BT_PAT_00186	SSA_West	West	true	false	Female	66.8	IV	Basal_like	Chemo_only	Deep_response	70.47	9.8	-0.860894	86.01	9.51	-0.889444	640.93	50.7	true	false
BT_PAT_00187	SSA_West	West	true	false	Female	34.6	IV	Luminal_A	Chemo_plus_endocrine	Partial_response	139.6	59.43	-0.574306	136.85	55.75	-0.5926	159.13	19.85	true	false
BT_PAT_00188	SSA_West	West	true	false	Female	40	III	Basal_like	Chemo_only	Partial_response	38.18	22.58	-0.408554	44.44	21.09	-0.525413	138.76	29.88	true	false
BT_PAT_00189	SSA_West	West	true	false	Female	53.5	II	Luminal_B	Chemo_plus_endocrine	Deep_response	16.55	3.35	-0.797694	15.74	3.02	-0.80834	87.37	5.42	true	false
BT_PAT_00190	SSA_West	West	true	false	Female	83.7	III	Basal_like	Chemo_only	Deep_response	55.99	11.3	-0.798232	58.78	9.08	-0.845586	69.76	5.51	true	false
BT_PAT_00191	SSA_West	West	true	false	Female	56.9	IV	Basal_like	Chemo_only	Partial_response	225.13	112.7	-0.499413	247.05	102.81	-0.583827	72.15	20.73	true	false
BT_PAT_00192	SSA_West	West	true	false	Female	69.8	IV	Basal_like	Chemo_only	Early_progression	69.12	69.12	0	55.34	55.34	0	157.18	109.29	true	false
BT_PAT_00193	SSA_West	West	true	false	Female	34.4	III	Basal_like	Chemo_only	Early_progression	131.6	114.26	-0.131726	151.66	125.53	-0.172339	236.3	141.54	true	false
BT_PAT_00194	SSA_West	West	true	false	Female	47.5	III	Luminal_A	Endocrine_only	Stable_disease	46.85	42.08	-0.10166	48.34	41.81	-0.135134	80.3	72.04	true	false
BT_PAT_00195	SSA_West	West	true	false	Female	70.2	I	Basal_like	Chemo_only	Stable_disease	13.65	8.99	-0.340891	13.35	8.3	-0.378595	14.23	14.23	true	false
BT_PAT_00196	SSA_West	West	true	false	Female	67.9	III	Basal_like	Chemo_plus_endocrine	Deep_response	111.78	17.14	-0.846625	92.32	18.8	-0.796383	217.6	16.15	true	false
BT_PAT_00197	SSA_West	West	true	false	Female	50.9	III	Luminal_A	Endocrine_only	Partial_response	91.96	34.05	-0.629743	78.76	33.37	-0.576283	16.74	5.41	true	false
BT_PAT_00198	SSA_West	West	true	false	Female	52.7	III	Luminal_A	Chemo_plus_endocrine	Partial_response	145.87	56.74	-0.611047	159.15	49.31	-0.690178	56.34	16.64	true	false
BT_PAT_00199	SSA_West	West	true	false	Female	53.3	III	Luminal_B	Chemo_plus_endocrine	Partial_response	78.12	38.13	-0.511964	78.86	30.44	-0.613934	112.81	28.4	true	false
BT_PAT_00200	SSA_West	West	true	false	Female	61.5	II	Basal_like	Chemo_only	Partial_response	18.72	6.02	-0.678684	20.39	6.11	-0.700395	127.11	24.25	true	false

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