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_00301	SSA_West	West	true	false	Female	53.8	II	HER2_enriched	HER2_targeted	Deep_response	75.44	10.28	-0.863766	74.3	10.48	-0.858987	34.77	3.7	true	false
BT_PAT_00302	SSA_West	West	true	false	Female	51.5	III	Luminal_A	Endocrine_only	Deep_response	69.99	20.36	-0.709059	63.55	21.22	-0.666119	22.82	2.18	true	false
BT_PAT_00303	SSA_West	West	true	false	Female	54.7	III	Luminal_A	Endocrine_only	Early_progression	62.68	62.68	0	66.47	51.09	-0.231435	219.98	219.98	true	false
BT_PAT_00304	SSA_West	West	true	false	Female	58.5	I	Basal_like	Chemo_only	Deep_response	16.43	2.83	-0.828028	16.81	2.49	-0.85195	29.69	4.15	true	false
BT_PAT_00305	SSA_West	West	true	false	Female	58	II	Basal_like	Chemo_only	Partial_response	30.4	13.77	-0.547169	29.49	14.2	-0.518559	133.2	26.99	true	false
BT_PAT_00306	SSA_West	West	true	false	Female	60.4	IV	Luminal_B	Chemo_only	Deep_response	146.53	34.62	-0.763762	152.62	32.05	-0.789988	524.06	26.75	true	false
BT_PAT_00307	SSA_West	West	true	false	Female	59.2	II	Luminal_B	Endocrine_only	Deep_response	21.88	5.16	-0.763931	23.09	4.76	-0.793864	65.21	5.76	true	false
BT_PAT_00308	SSA_West	West	true	false	Female	58	III	Basal_like	Chemo_only	Early_progression	60.65	60.52	-0.002215	60.37	60.37	0	88.92	87.5	true	false
BT_PAT_00309	SSA_West	West	true	false	Female	55.6	IV	HER2_enriched	HER2_targeted	Partial_response	268.56	112.44	-0.58132	267.9	85.02	-0.682638	449.45	104.53	true	false
BT_PAT_00310	SSA_West	West	true	false	Female	46	III	Luminal_B	CDK4_6_plus_endocrine	Stable_disease	44.46	32.46	-0.269984	47.63	28.67	-0.398102	197.32	135.83	true	false
BT_PAT_00311	SSA_West	West	true	false	Male	53.9	II	Luminal_A	Endocrine_only	Partial_response	36.72	12.01	-0.673054	43.83	13.39	-0.694476	23.42	3.48	true	false
BT_PAT_00312	SSA_West	West	true	false	Female	53.5	IV	Basal_like	Chemo_plus_endocrine	Early_progression	50.92	50.92	0	51.82	51.82	0	279.49	172.96	true	false
BT_PAT_00313	SSA_West	West	true	false	Female	33.5	IV	Luminal_B	Endocrine_only	Early_progression	97.14	97.14	0	107.19	107.19	0	106.13	88.71	true	false
BT_PAT_00314	SSA_West	West	true	false	Female	38.9	III	Luminal_A	Chemo_plus_endocrine	Deep_response	83.24	17.25	-0.792822	88.18	16.5	-0.812817	50.81	4.44	true	false
BT_PAT_00315	SSA_West	West	true	false	Female	33.7	IV	Luminal_A	Endocrine_only	Deep_response	116.71	20.27	-0.826363	131.53	23.18	-0.823748	270.59	17.39	true	false
BT_PAT_00316	SSA_West	West	true	false	Female	41.7	III	Basal_like	Chemo_only	Partial_response	45.34	21.38	-0.528513	47.54	19.28	-0.594475	71.44	23.39	true	false
BT_PAT_00317	SSA_West	West	true	false	Female	58.4	II	Basal_like	Chemo_only	Deep_response	9.3	1.71	-0.816182	11	1.43	-0.86973	86.75	7.78	true	false
BT_PAT_00318	SSA_West	West	true	false	Female	53	II	Luminal_B	CDK4_6_plus_endocrine	Deep_response	23.59	4.68	-0.801602	22.07	4.81	-0.782157	38.87	2.46	true	false
BT_PAT_00319	SSA_West	West	true	false	Female	41	IV	Basal_like	Chemo_only	Stable_disease	265.33	210.89	-0.20518	279.01	214.79	-0.230185	63.65	46.62	true	false
BT_PAT_00320	SSA_West	West	true	false	Female	49.5	III	Basal_like	Chemo_only	Early_progression	20.51	18.9	-0.078827	19.95	15.12	-0.241965	85.23	85.23	true	false
BT_PAT_00321	SSA_West	West	true	false	Female	49.6	III	Luminal_B	Chemo_only	Deep_response	68.32	15.19	-0.777666	69.93	12.64	-0.819185	67.66	5.99	true	false
BT_PAT_00322	SSA_West	West	true	false	Female	45.2	III	Basal_like	HER2_targeted	Partial_response	46.1	19.58	-0.575271	37.3	20.81	-0.442115	600.76	120.9	true	false
BT_PAT_00323	SSA_West	West	true	false	Female	41.1	IV	HER2_enriched	HER2_targeted	Stable_disease	304.08	248.58	-0.1825	315	203.48	-0.354046	183.73	142.51	true	false
BT_PAT_00324	SSA_West	West	true	false	Female	47.9	III	Basal_like	CDK4_6_plus_endocrine	Partial_response	67.64	38.21	-0.435184	67.01	36.9	-0.449325	112.45	31.04	true	false
BT_PAT_00325	SSA_West	West	true	false	Female	56	III	Basal_like	Chemo_only	Partial_response	55.85	19.4	-0.652681	54.14	18.08	-0.665966	498.52	125.6	true	false
BT_PAT_00326	SSA_West	West	true	false	Female	50.4	III	Luminal_A	Endocrine_only	Partial_response	64.12	26.37	-0.588735	64.32	24.68	-0.616275	354.4	77.62	true	false
BT_PAT_00327	SSA_West	West	true	false	Female	56.3	IV	Luminal_A	HER2_targeted	Late_progression	61.25	46.96	-0.233298	57.5	41.7	-0.274909	225.9	146.07	true	false
BT_PAT_00328	SSA_West	West	true	false	Female	67.7	III	Basal_like	Chemo_only	Partial_response	101.4	36.9	-0.636056	99.94	35.79	-0.641909	43.42	7.47	true	false
BT_PAT_00329	SSA_West	West	true	false	Female	59.4	I	Basal_like	Chemo_only	Deep_response	4.31	1.4	-0.675727	4.95	1.28	-0.740681	21.16	1.69	true	true
BT_PAT_00330	SSA_West	West	true	false	Female	60.7	II	Basal_like	Chemo_only	Deep_response	100.76	22.38	-0.77785	107.63	23.7	-0.779803	79.7	7.82	true	false
BT_PAT_00331	SSA_West	West	true	false	Female	43	III	Basal_like	Chemo_only	Stable_disease	66.44	44.43	-0.331237	61.06	37.94	-0.378747	104.97	81.55	true	false
BT_PAT_00332	SSA_West	West	true	false	Female	68	IV	Luminal_B	Chemo_only	Partial_response	89.62	47.01	-0.475487	77.04	42.94	-0.442688	162.03	40.07	true	false
BT_PAT_00333	SSA_West	West	true	false	Female	50.3	III	HER2_enriched	Chemo_only	Deep_response	58.85	12.16	-0.793362	47.75	13.02	-0.727274	289.76	26.15	true	false
BT_PAT_00334	SSA_West	West	true	false	Female	53.4	III	HER2_enriched	HER2_targeted	Early_progression	44.82	44.82	0	40.48	40.48	0	37.64	37.64	true	false
BT_PAT_00335	SSA_West	West	true	false	Female	23.9	IV	Basal_like	Chemo_only	Late_progression	132.35	84.49	-0.361618	145.04	96.12	-0.33732	181.17	103.39	true	false
BT_PAT_00336	SSA_West	West	true	false	Female	42.5	III	Luminal_A	CDK4_6_plus_endocrine	Deep_response	62.02	11.56	-0.813635	56.51	10.86	-0.80778	71.73	6.82	true	false
BT_PAT_00337	SSA_West	West	true	false	Female	51.9	III	Luminal_A	Chemo_plus_endocrine	Early_progression	58.8	58.8	0	58.55	58.55	0	111.07	94.26	true	false
BT_PAT_00338	SSA_West	West	true	false	Female	40.3	III	Luminal_A	Endocrine_only	Stable_disease	26.84	23.13	-0.138026	26.65	19.75	-0.259063	60.6	46.52	true	false
BT_PAT_00339	SSA_West	West	true	false	Female	45.5	I	Basal_like	Chemo_only	Stable_disease	13.22	10.03	-0.241198	13.21	9.01	-0.318177	44.53	30.31	true	false
BT_PAT_00340	SSA_West	West	true	false	Female	43.8	IV	Basal_like	Chemo_plus_endocrine	Partial_response	88.32	48.4	-0.451932	89.79	44.15	-0.508333	265.45	75.48	true	false
BT_PAT_00341	SSA_West	West	true	false	Female	66.6	I	Basal_like	CDK4_6_plus_endocrine	Partial_response	26.45	8.39	-0.682769	22.86	7.69	-0.663679	3.32	0.86	false	false
BT_PAT_00342	SSA_West	West	true	false	Female	44.7	II	Luminal_A	Chemo_plus_endocrine	Partial_response	23.75	8.25	-0.652645	21.84	9.68	-0.556653	32.66	6.57	true	false
BT_PAT_00343	SSA_West	West	true	false	Female	39.3	I	Luminal_A	Endocrine_only	Deep_response	5.83	1.35	-0.767755	5.64	1.45	-0.743116	20.24	1.61	true	true
BT_PAT_00344	SSA_West	West	true	false	Female	54.3	II	Luminal_A	CDK4_6_plus_endocrine	Stable_disease	25.64	19.97	-0.221099	28.58	20.66	-0.277274	38.2	38.2	true	false
BT_PAT_00345	SSA_West	West	true	false	Female	40.2	III	Basal_like	Chemo_only	Partial_response	62.56	27.65	-0.557916	61.68	29.41	-0.523239	126.13	25.65	true	false
BT_PAT_00346	SSA_West	West	true	false	Female	61.7	II	Luminal_A	Endocrine_only	Partial_response	24.62	11.35	-0.538946	21.56	9.03	-0.581347	32.23	10.6	true	false
BT_PAT_00347	SSA_West	West	true	false	Female	38.9	I	Luminal_A	Endocrine_only	Deep_response	10.68	2.17	-0.797321	12.87	2.32	-0.819742	33.93	3.35	true	false
BT_PAT_00348	SSA_West	West	true	false	Female	52.7	I	HER2_enriched	HER2_targeted	Deep_response	13.03	2.08	-0.840032	13.94	2.17	-0.843978	11.39	0.97	true	true
BT_PAT_00349	SSA_West	West	true	false	Female	41	III	Luminal_A	Chemo_plus_endocrine	Partial_response	140.35	52.89	-0.623181	151.37	49.17	-0.675146	105.28	18.85	true	false
BT_PAT_00350	SSA_West	West	true	false	Female	51.7	III	Basal_like	Chemo_plus_endocrine	Early_progression	34.28	34.28	0	35.03	35.03	0	25.94	25.94	true	false
BT_PAT_00351	SSA_West	West	true	false	Female	59.8	I	Luminal_A	Chemo_plus_endocrine	Partial_response	9.43	3.19	-0.661589	10.83	3.24	-0.700478	29.56	7.99	true	false
BT_PAT_00352	SSA_West	West	true	false	Female	44.8	IV	Luminal_B	Chemo_plus_endocrine	Deep_response	74.25	17.97	-0.757986	77.32	18.67	-0.758511	232.7	23.02	true	false
BT_PAT_00353	SSA_West	West	true	false	Female	66.1	III	Luminal_A	Chemo_only	Deep_response	98.13	18.65	-0.810001	103.72	17.54	-0.830918	578	53.09	true	false
BT_PAT_00354	SSA_West	West	true	false	Female	66.6	II	Basal_like	Chemo_only	Deep_response	34.6	7.34	-0.788005	38.51	7.98	-0.792654	145.7	15.25	true	false
BT_PAT_00355	SSA_West	West	true	false	Female	49.1	I	Luminal_B	Chemo_plus_endocrine	Partial_response	14.08	7.36	-0.477156	16.04	7.05	-0.560443	10.18	2.73	true	true
BT_PAT_00356	SSA_West	West	true	false	Female	53.2	II	Basal_like	Chemo_only	Partial_response	38.33	21.64	-0.435309	42.43	18.52	-0.563632	25.87	5.92	true	false
BT_PAT_00357	SSA_West	West	true	false	Female	41.5	IV	Luminal_B	Chemo_plus_endocrine	Deep_response	61.58	18.66	-0.696917	64.49	17.07	-0.735285	116.24	12.06	true	false
BT_PAT_00358	SSA_West	West	true	false	Female	70.3	III	Basal_like	Chemo_only	Late_progression	59.47	36.28	-0.389959	60.63	33.41	-0.44901	249.19	116.18	true	false
BT_PAT_00359	SSA_West	West	true	false	Female	71.1	III	HER2_enriched	HER2_targeted	Partial_response	51.25	21.58	-0.578864	46.48	20.97	-0.548844	187.26	53.99	true	false
BT_PAT_00360	SSA_West	West	true	false	Female	57.8	III	Basal_like	Chemo_only	Partial_response	50.39	20.35	-0.596226	54.17	16.95	-0.687106	44.41	13	true	false
BT_PAT_00361	SSA_West	West	true	false	Female	66.2	I	HER2_enriched	HER2_targeted	Partial_response	14.01	6.83	-0.512565	13.59	6.78	-0.501216	6.91	2.08	true	true
BT_PAT_00362	SSA_West	West	true	false	Female	53.4	III	Luminal_A	Chemo_plus_endocrine	Early_progression	22.37	22.37	0	21.98	21.98	0	92.92	59.37	true	false
BT_PAT_00363	SSA_West	West	true	false	Female	46.7	III	Basal_like	Chemo_only	Early_progression	75.89	66.95	-0.117784	73.08	69	-0.055879	68.96	68.96	true	false
BT_PAT_00364	SSA_West	West	true	false	Female	62.7	II	Luminal_A	CDK4_6_plus_endocrine	Deep_response	39.14	10.33	-0.735989	39.43	9.96	-0.747501	81.44	4.92	true	false
BT_PAT_00365	SSA_West	West	true	false	Female	30.8	IV	Basal_like	Chemo_only	Late_progression	39.87	26.8	-0.327789	39.49	25.35	-0.358057	271.54	138.79	true	false
BT_PAT_00366	SSA_West	West	true	false	Female	42.6	III	Basal_like	Chemo_only	Late_progression	42.1	28.55	-0.32182	44.17	30.01	-0.320489	159.4	114.05	true	false
BT_PAT_00367	SSA_West	West	true	false	Female	49.4	II	Basal_like	Chemo_only	Stable_disease	14.97	12.43	-0.169871	16.55	11.87	-0.28311	72.49	41.12	true	false
BT_PAT_00368	SSA_West	West	true	false	Male	28.2	I	Basal_like	Chemo_plus_endocrine	Partial_response	10.94	4.99	-0.543623	11.63	4.44	-0.618692	11.16	3.24	true	false
BT_PAT_00369	SSA_West	West	true	false	Female	57.9	IV	Basal_like	Chemo_only	Stable_disease	84.91	63.83	-0.248199	88.48	58.46	-0.339253	165.74	153.3	true	false
BT_PAT_00370	SSA_West	West	true	false	Female	58	II	Basal_like	Chemo_only	Partial_response	31.27	15.18	-0.514383	30.09	12.95	-0.569567	26.17	7.65	true	false
BT_PAT_00371	SSA_West	West	true	false	Female	47.3	II	Basal_like	Chemo_only	Partial_response	31.83	14.56	-0.542416	29.28	12.84	-0.561616	11.97	2.88	true	false
BT_PAT_00372	SSA_West	West	true	false	Female	48.6	II	Luminal_A	Chemo_only	Partial_response	15.58	7.32	-0.530087	20.76	6.1	-0.706091	35.81	9.75	true	false
BT_PAT_00373	SSA_West	West	true	false	Female	41.9	IV	Luminal_A	Endocrine_only	Deep_response	131.78	30.15	-0.771246	139.07	28.69	-0.793735	304.02	19.01	true	false
BT_PAT_00374	SSA_West	West	true	false	Female	50.1	III	Luminal_A	Chemo_plus_endocrine	Early_progression	51.58	51.58	0	54.7	54.7	0	274.46	274.46	true	false
BT_PAT_00375	SSA_West	West	true	false	Female	44.8	II	Luminal_B	CDK4_6_plus_endocrine	Deep_response	67.47	15.4	-0.771731	54.75	15.04	-0.725274	34.14	3.66	true	false
BT_PAT_00376	SSA_West	West	true	false	Female	58.1	III	Luminal_A	Endocrine_only	Late_progression	21.44	20.42	-0.047571	20.8	20.8	0	72.97	32.9	true	false
BT_PAT_00377	SSA_West	West	true	false	Female	47.8	III	Luminal_B	Chemo_plus_endocrine	Partial_response	34.33	11.1	-0.676625	38.79	11.96	-0.691591	143.16	33.43	true	false
BT_PAT_00378	SSA_West	West	true	false	Female	59.8	I	Basal_like	Chemo_only	Deep_response	14.01	2.97	-0.788328	14.2	2.9	-0.795933	19.9	1.61	true	false
BT_PAT_00379	SSA_West	West	true	false	Female	21	III	Luminal_A	Chemo_plus_endocrine	Stable_disease	46.24	41.43	-0.104043	51.7	42.05	-0.186591	70.71	52.82	true	false
BT_PAT_00380	SSA_West	West	true	false	Female	36.3	III	Basal_like	Chemo_only	Partial_response	118.65	46.28	-0.609956	97.41	48.43	-0.502868	526.95	138.38	true	false
BT_PAT_00381	SSA_West	West	true	false	Female	48.2	IV	Basal_like	Chemo_only	Partial_response	69.48	23.25	-0.665373	62.45	21.82	-0.650603	105.37	29.8	true	false
BT_PAT_00382	SSA_West	West	true	false	Female	83.4	II	Basal_like	Chemo_only	Deep_response	11.89	2.46	-0.793423	12.14	2.4	-0.802543	58.85	6.51	true	false
BT_PAT_00383	SSA_West	West	true	false	Female	35.3	I	Luminal_A	Endocrine_only	Partial_response	23.04	11.66	-0.493769	22.24	9.72	-0.562943	40.84	9.96	true	false
BT_PAT_00384	SSA_West	West	true	false	Female	73.7	IV	Luminal_A	Endocrine_only	Deep_response	134.27	23.22	-0.827067	141.84	23.25	-0.836055	1,141.1	82.66	true	false
BT_PAT_00385	SSA_West	West	true	false	Female	55	IV	Luminal_A	Endocrine_only	Early_progression	67.86	67.86	0	69.13	69.13	0	361.02	267.09	true	false
BT_PAT_00386	SSA_West	West	true	false	Male	64.7	IV	Luminal_A	Endocrine_only	Late_progression	130.52	82.65	-0.366742	127.1	77.84	-0.387567	1,008.89	526.18	true	false
BT_PAT_00387	SSA_West	West	true	false	Female	44.1	III	Basal_like	HER2_targeted	Early_progression	101.4	101.4	0	102.29	102.29	0	258.26	258.26	true	false
BT_PAT_00388	SSA_West	West	true	false	Female	55.3	III	Luminal_B	CDK4_6_plus_endocrine	Partial_response	41.16	15.1	-0.633206	35.9	16.51	-0.540034	76.47	22.13	true	false
BT_PAT_00389	SSA_West	West	true	false	Female	51.1	III	Luminal_A	Chemo_only	Deep_response	58.54	9.53	-0.837257	58.02	9.13	-0.842707	316.99	25.18	true	false
BT_PAT_00390	SSA_West	West	true	false	Female	44.1	II	Luminal_A	Chemo_plus_endocrine	Deep_response	41.85	14.63	-0.650493	40.6	12.75	-0.686034	104.4	8.32	true	false
BT_PAT_00391	SSA_West	West	true	false	Female	45.4	III	Basal_like	Chemo_only	Stable_disease	80.55	48.91	-0.392832	91.01	61.13	-0.328308	149.93	145.93	true	false
BT_PAT_00392	SSA_West	West	true	false	Female	50.1	IV	Luminal_B	CDK4_6_plus_endocrine	Partial_response	65.31	33.67	-0.484496	65.41	32.16	-0.508414	294.5	146.97	true	false
BT_PAT_00393	SSA_West	West	true	false	Female	55.7	I	Basal_like	Chemo_only	Deep_response	15.03	3.35	-0.777437	16.08	3.37	-0.790388	31.26	2.1	true	false
BT_PAT_00394	SSA_West	West	true	false	Female	54.9	IV	Basal_like	Chemo_only	Partial_response	242.53	82.72	-0.658925	192.1	72.86	-0.620728	403.71	119.86	true	false
BT_PAT_00395	SSA_West	West	true	false	Female	40.2	III	Basal_like	Chemo_only	Partial_response	27.05	10.63	-0.606915	26.78	12.37	-0.537952	56.6	13.14	true	false
BT_PAT_00396	SSA_West	West	true	false	Female	54.1	II	Basal_like	Chemo_plus_endocrine	Deep_response	31.33	6.6	-0.789175	30.62	7.13	-0.767058	12.4	1.18	true	false
BT_PAT_00397	SSA_West	West	true	false	Female	48.7	I	HER2_enriched	CDK4_6_plus_endocrine	Deep_response	39.49	8.45	-0.785968	40.87	8.07	-0.802584	15.98	1.78	true	false
BT_PAT_00398	SSA_West	West	true	false	Female	30.7	IV	Luminal_A	Chemo_only	Early_progression	124.56	124.56	0	112.37	112.37	0	838.84	740.07	true	false
BT_PAT_00399	SSA_West	West	true	false	Female	65.9	III	Basal_like	Chemo_plus_endocrine	Deep_response	35.15	8.92	-0.746171	40.45	8.44	-0.791214	23.82	4.93	true	false
BT_PAT_00400	SSA_West	West	true	false	Female	54.1	IV	Basal_like	Chemo_only	Partial_response	95.71	42.24	-0.558669	118.5	40.97	-0.654293	910.56	206.59	true	false

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