SAMPLE_ID
int64
Cancer_type_grouped_2
string
Cancer_Type2
int64
Cancer_Type
string
Chemo_before_IO (1:Yes; 0:No)
int64
Age
float64
Sex (1:Male; 0:Female)
int64
BMI
float64
Stage (1:IV; 0:I-III)
int64
Stage at IO start
string
NLR
float64
Platelets
int64
HGB
float64
Albumin
float64
Drug (1:Combo; 0:PD1/PDL1orCTLA4)
int64
Drug_class
string
TMB
float64
FCNA
float64
HED
float64
HLA_LOH
int64
MSI (1:Unstable; 0:Stable_Indeterminate)
int64
MSI_SCORE
float64
Response (1:Responder; 0:Non-responder)
int64
OS_Event
int64
OS_Months
float64
PFS_Event
int64
PFS_Months
float64
RF16_prob
float64
9,274
Colorectal
2
Others
0
59.030801
1
24.9
0
II
2.63
256
11.9
4.4
0
PD1/PDL1
44.8
0.0326
8.550645
0
1
37.28
1
0
21.322382
0
21.322382
0.611314
8,935
Colorectal
2
Others
1
60.194387
1
25
1
IV
13.13
118
9.8
2.9
1
Combo
2.6
0.3914
9.87477
0
0
1.74
0
1
0.525667
1
0.525667
0.086477
8,405
Colorectal
2
Others
1
51.167693
0
34
1
IV
1.86
127
9.3
4
0
PD1/PDL1
5.9
0.2053
3.756906
0
0
0.42
0
1
2.858316
1
2.234086
0.174373
9,081
Colorectal
2
Others
1
59.813826
0
21.4
1
IV
6.14
501
9.7
3.6
0
PD1/PDL1
91.3
0.0696
6.764273
0
1
35.22
0
1
7.753593
1
7.753593
0.406366
9,057
Colorectal
2
Others
1
48.388775
0
20.9
1
IV
2.92
168
11
3.5
0
PD1/PDL1
8.8
0
7.679558
0
0
0
1
0
14.948665
1
2.562628
0.234274
9,390
Colorectal
2
Others
1
27.471595
1
21.8
1
IV
8.75
191
14.1
4.5
1
Combo
8.8
0
9.151013
0
0
0
0
0
14.521561
0
2.759754
0.232904
9,318
Colorectal
2
Others
1
43.485284
1
20.8
1
IV
8.18
138
9.5
3.4
1
Combo
7.9
0.1701
4.346225
0
0
0.67
0
1
1.347023
1
1.347023
0.078555
9,127
Colorectal
2
Others
1
56.388775
1
36.5
1
IV
7.38
276
12.3
4.1
0
PD1/PDL1
7
0
6.729282
0
0
0.07
0
1
6.669405
1
1.64271
0.24703
9,527
Colorectal
2
Others
1
44.290212
0
15.2
1
IV
5.71
249
8.2
3.7
1
Combo
5.3
0.3224
8.022099
0
0
0.07
0
1
4.99384
1
2.102669
0.128686
9,302
Colorectal
2
Others
1
27.518138
1
35
1
IV
3.94
306
13.5
4.2
0
PD1/PDL1
37.7
0
7.186004
0
1
21.96
1
0
24.607803
0
24.11499
0.542512
9,558
Colorectal
2
Others
1
38.469541
0
34
1
IV
3.44
310
10.6
3.6
1
Combo
6.1
0.1807
3.500921
0
0
0.28
0
0
14.35729
1
0.459959
0.125951
9,589
Colorectal
2
Others
1
48.186174
0
24.5
1
IV
2.78
360
12.7
4
0
PD1/PDL1
2.6
0.0096
8.05709
0
0
0.73
0
1
9.593429
1
2.234086
0.235399
9,601
Colorectal
2
Others
1
56.309377
0
20
1
IV
2.2
268
10.1
4
0
PD1/PDL1
6.1
0.64
8.307551
0
0
4
0
0
19.186858
1
11.728953
0.183729
9,484
Colorectal
2
Others
1
46.113621
0
26.3
1
IV
1.28
388
8.3
3.2
0
PD1/PDL1
6.1
0.2137
8.276243
0
0
0.72
0
1
2.562628
1
0.887064
0.156267
9,138
Colorectal
2
Others
1
46.061602
1
29.2
1
IV
2.86
253
13.6
4.7
1
Combo
7.9
0.0959
4.311234
0
0
0.25
0
0
9.593429
1
4.796715
0.267685
9,834
Colorectal
2
Others
1
52.903491
0
24.7
1
IV
18.8
315
10
3.4
0
PD1/PDL1
12.3
0.6152
7.143646
0
0
1.93
0
1
0.427105
1
0.427105
0.098271
9,781
Colorectal
2
Others
0
31.967146
1
23.8
0
III
4.3
116
10.5
4.1
0
PD1/PDL1
368.6
0.0262
4.460405
0
1
42.04
1
0
16.952772
0
16.952772
0.541468
9,506
Colorectal
2
Others
1
52.21629
1
24.6
1
IV
7
333
10.5
3.5
0
PD1/PDL1
8.8
0
5.305709
0
0
0.27
0
1
6.997947
1
0.887064
0.177201
9,173
Colorectal
2
Others
0
55.022587
1
29.6
1
IV
1.9
202
15.1
4.1
0
PD1/PDL1
4.4
0.093
5.60221
0
0
0.17
0
1
10.053388
1
1.182752
0.320782
8,342
Colorectal
2
Others
1
58.71321
0
21.2
0
III
3.73
288
12.5
4.1
0
PD1/PDL1
4.4
0.0223
7.882136
0
0
0
0
1
20.205339
1
3.712526
0.193961
9,989
Colorectal
2
Others
1
23.600274
1
20.8
0
III
10.17
279
15.8
4.4
0
PD1/PDL1
65.8
0.0545
6.084715
0
1
34.37
1
0
14.488706
0
14.028747
0.487095
8,726
Colorectal
2
Others
0
41.46475
1
26.9
1
IV
7.45
235
12.8
4.3
0
PD1/PDL1
8.8
0.0003
9.847145
1
0
0
0
0
15.178645
1
1.675565
0.403673
9,985
Colorectal
2
Others
1
77.820671
0
20.3
1
IV
10.71
81
9.3
2.8
0
PD1/PDL1
44.8
0.1904
9.033149
0
1
37.59
1
1
8.312115
1
6.570842
0.387022
8,547
Endometrial
2
Others
1
71.37577
0
23.6
1
IV
3.14
255
11.4
4
0
PD1/PDL1
3
0.2481
6.662983
0
0
0.8
0
1
13.174538
1
3.909651
0.169598
8,345
Endometrial
2
Others
1
53.264887
0
38.3
1
IV
3.78
285
9.3
4
0
PD1/PDL1
3
0
4.578269
0
0
0
0
1
12.320329
1
3.712526
0.219349
8,253
Endometrial
2
Others
1
65.240246
0
23.4
1
IV
7.4
223
9.7
3.8
0
PD1/PDL1
0
0.137
5.19337
0
0
0
1
1
13.831622
1
3.679671
0.205745
8,581
Endometrial
2
Others
1
64.462697
0
17.8
1
IV
3.27
272
11.3
4.2
0
PD1/PDL1
3.9
0.4356
8.462247
1
0
1.53
0
1
4.928131
1
1.149897
0.200439
8,919
Endometrial
2
Others
1
86.480493
0
23.2
1
IV
3.75
249
10.7
3.5
0
PD1/PDL1
56.1
0.0036
6.620626
0
1
13.25
1
0
9.13347
0
9.13347
0.469854
8,944
Endometrial
2
Others
1
66.959617
0
26.3
1
IV
12.67
277
11
3.9
0
PD1/PDL1
3
0.0016
7.383057
0
0
0.15
1
0
15.802875
0
15.342916
0.242085
8,647
Endometrial
2
Others
0
52.605065
0
33
1
IV
6.22
247
7.6
3.8
0
PD1/PDL1
31.5
0.103
7.662983
0
1
25.62
1
0
39.096509
1
26.414784
0.572778
8,324
Endometrial
2
Others
1
80.104038
0
38.4
1
IV
1.42
150
14
3.5
0
PD1/PDL1
4.9
0.2161
7.128913
0
0
1.41
0
1
24.903491
1
2.694045
0.162069
9,119
Endometrial
2
Others
1
59.86037
0
38.4
1
IV
3.55
201
9.3
3.3
0
PD1/PDL1
6.1
0.0024
7.810313
0
0
0
0
1
7.49076
1
3.843943
0.181258
8,582
Endometrial
2
Others
1
72.008214
0
30.8
1
IV
6.67
315
12
3.8
0
PD1/PDL1
5.3
0.0637
8.594843
0
0
0
0
1
7.589322
1
1.281314
0.194169
8,615
Endometrial
2
Others
1
62.299795
0
22
1
IV
13.52
784
9.4
3.6
0
PD1/PDL1
7
0.1438
4.959484
0
0
0.3
0
0
26.480493
1
7.359343
0.12985
8,231
Endometrial
2
Others
0
94.581793
0
28.5
1
IV
4
242
10.7
4.6
0
PD1/PDL1
32.5
0.1008
5.703499
0
1
17.89
1
0
15.047228
0
14.258727
0.65575
9,293
Endometrial
2
Others
1
74.940452
0
27.1
1
IV
4.5
235
9.9
3.7
1
Combo
4.4
0.2772
8.924494
0
0
0
0
1
11.761807
1
4.829569
0.172018
8,558
Endometrial
2
Others
1
64.402464
0
25.7
1
IV
6.26
495
7.2
2.1
0
PD1/PDL1
8.8
0.2392
7.793738
0
0
0.56
0
1
0.427105
1
0.427105
0.126548
8,372
Endometrial
2
Others
1
60.229979
0
41.6
1
IV
1.79
151
13.9
4.2
0
PD1/PDL1
4.4
0.0408
3.854512
0
0
0.16
0
1
11.071869
1
1.741273
0.204581
9,445
Endometrial
2
Others
1
66.3436
0
28.1
1
IV
2.36
276
11.5
4.2
0
PD1/PDL1
7
0.4129
6.841621
0
0
1.17
1
0
29.075975
0
27.466119
0.282221
9,362
Endometrial
2
Others
1
40.925394
0
36.6
1
IV
3.13
208
10.8
3.8
0
PD1/PDL1
3.5
0.5243
6.620626
0
0
0.77
1
0
20.928131
1
9.429158
0.218226
9,426
Endometrial
2
Others
1
74.340862
0
22.9
1
IV
3.85
267
12
3.8
0
PD1/PDL1
4.4
0.0399
4.412523
0
0
0.34
0
1
8.049281
1
4.008214
0.134887
9,326
Endometrial
2
Others
1
70.628337
0
26.9
1
IV
4.2
277
10
3.9
0
PD1/PDL1
29.8
0.0458
4.314917
0
1
15.75
1
0
24.837782
0
23.457906
0.512017
9,282
Endometrial
2
Others
1
78.921287
0
28.7
0
III
5
402
11.6
4.2
0
PD1/PDL1
20.2
0.0307
4.051565
0
1
12.3
0
1
9.889117
1
4.271047
0.374689
9,565
Endometrial
2
Others
1
72.511978
0
28.1
1
IV
0.83
159
9.2
3.6
1
Combo
7.9
0.4677
6.390424
0
0
1.45
0
1
12.747433
1
3.449692
0.13873
9,286
Endometrial
2
Others
1
70.932238
0
17.8
1
IV
4.78
237
10
4
0
PD1/PDL1
1.8
0.0015
5.14733
0
0
0
0
0
16.558522
1
1.182752
0.174759
9,581
Endometrial
2
Others
1
58.819986
0
31.2
1
IV
3.21
218
12
4
0
PD1/PDL1
52.7
0.0143
5.036832
0
1
20.21
1
0
14.488706
0
14.258727
0.582778
9,276
Endometrial
2
Others
1
77.267625
0
28.7
1
IV
5.14
335
9.1
3.6
0
PD1/PDL1
44.8
0.0677
7.033149
0
1
40.49
0
1
6.275154
1
2.989733
0.429463
9,229
Endometrial
2
Others
1
54.390144
0
44.1
1
IV
7.2
240
10.2
4.1
0
PD1/PDL1
32.5
0.018
7.226519
0
0
2.48
1
0
23.786448
0
23.786448
0.534791
9,087
Endometrial
2
Others
0
78.269678
0
25.2
1
IV
10.75
326
9
3.5
0
PD1/PDL1
7
0.1514
8.165746
0
0
0
1
0
12.418891
1
5.289528
0.310103
9,268
Endometrial
2
Others
1
65.486653
0
28.7
1
IV
2.36
275
10.5
4.3
0
PD1/PDL1
24.6
0.2219
5.764273
0
1
25
0
0
27.597536
1
3.449692
0.478693
9,605
Endometrial
2
Others
1
60.240931
0
21.3
1
IV
3.42
323
9.1
3.8
0
PD1/PDL1
29.8
0.0015
7.475138
0
1
22.99
0
1
11.926078
1
1.609856
0.45291
9,479
Endometrial
2
Others
1
55.181383
0
22.5
1
IV
4.44
461
9.1
4
1
Combo
9.7
0.0405
6.324125
0
0
0.06
0
1
4.402464
1
0.919918
0.208181
9,513
Endometrial
2
Others
1
51.986311
0
18.1
1
IV
2.86
223
12.6
4
0
PD1/PDL1
37.7
0.0118
6.165746
0
1
21.79
1
0
13.864476
0
13.864476
0.54067
8,236
Endometrial
2
Others
1
65.185489
0
30.8
1
IV
3.4
187
13.7
4.3
0
PD1/PDL1
0.9
0.0104
6.392265
0
0
0
0
0
19.942505
1
13.667351
0.242729
9,239
Endometrial
2
Others
1
67.444216
0
19.3
1
IV
3.78
227
10
3.6
0
PD1/PDL1
13.2
0.0749
2.54512
0
0
0.14
0
1
14.685832
1
1.741273
0.162524
9,695
Endometrial
2
Others
1
42.631075
0
58.6
1
IV
3.4
248
12.2
3.4
0
PD1/PDL1
0.9
0.084
5.405157
0
0
0.34
0
1
9.034908
1
2.529774
0.1566
9,726
Endometrial
2
Others
1
68.150582
0
21.9
1
IV
1.82
236
11.5
4.2
0
PD1/PDL1
2.6
0.61
7.917127
0
0
1.56
0
1
4.533881
1
1.182752
0.169577
9,553
Endometrial
2
Others
1
65.078713
0
21.2
1
IV
4.59
491
9.5
3.8
0
PD1/PDL1
0.9
0
5.675875
0
0
0
0
1
3.154004
1
3.154004
0.223993
9,572
Endometrial
2
Others
1
62.269678
0
24.2
1
IV
7
249
9.3
4
0
PD1/PDL1
21.1
0.1112
7.871087
0
1
15.33
0
0
14.324435
1
0.558522
0.363093
9,400
Endometrial
2
Others
1
64.386037
0
21
1
IV
1.66
184
12
4.3
1
Combo
6.1
0.6319
6.80663
0
0
1
0
0
16.098563
1
1.609856
0.176103
10,019
Endometrial
2
Others
1
64.596851
0
26.5
0
III
7
281
10.7
4
0
PD1/PDL1
38.6
0.0048
6.268877
0
1
25.52
0
0
14.620123
1
4.106776
0.475961
9,984
Endometrial
2
Others
1
35.928816
0
36.9
1
IV
5.86
639
8.7
3.7
0
PD1/PDL1
15.8
0.0966
4.184162
0
1
14.88
0
0
9.593429
1
1.182752
0.207206
9,151
Endometrial
2
Others
1
77.809719
0
26.9
1
IV
4.5
162
12.3
4.2
1
Combo
5.3
0.2479
6.793738
0
0
0.13
0
0
13.371663
1
3.712526
0.213505
9,789
Endometrial
2
Others
1
72.50924
0
29.1
1
IV
7.67
231
8.4
3.9
0
PD1/PDL1
4.4
0
7.856354
0
0
0
1
0
12.418891
0
12.418891
0.261233
9,940
Endometrial
2
Others
1
72.172485
0
25
1
IV
8.4
305
11.6
3.6
0
PD1/PDL1
0.9
0.001
5.309392
0
0
0
1
1
8.312115
1
6.899384
0.223731
9,515
Endometrial
2
Others
1
58.992471
0
21.8
1
IV
2.36
211
12.2
4.3
0
PD1/PDL1
0
0.2447
7.029466
0
0
0
0
1
16.558522
1
3.909651
0.186847
9,809
Endometrial
2
Others
1
63.433265
0
34.4
1
IV
1.29
230
11.8
4
0
PD1/PDL1
31.6
0.0349
6.475138
0
1
15.53
0
0
13.50308
1
10.743326
0.52784
10,100
Endometrial
2
Others
1
61.864476
0
23.4
1
IV
9.43
288
9.7
3.5
0
PD1/PDL1
1.8
0
5.14733
0
0
0
0
1
1.971253
1
0.361396
0.14655
10,102
Endometrial
2
Others
1
69.6564
0
30.8
1
IV
2.79
271
9.8
4.1
0
PD1/PDL1
2.6
0.3893
6.583794
0
0
1.67
0
0
11.301848
1
3.482546
0.230573
9,975
Endometrial
2
Others
1
56.610541
0
38.7
0
III
2.75
238
10.8
3.9
0
PD1/PDL1
4.4
0.4248
7.543278
0
0
0.71
1
0
16.558522
0
16.525667
0.281746
9,974
Endometrial
2
Others
1
71.112936
0
25.8
1
IV
3.83
293
10
3.1
0
PD1/PDL1
22.8
0.0687
7.546961
0
0
0.19
1
0
16.558522
1
7.523614
0.413855
9,701
Endometrial
2
Others
1
57.117043
0
19
1
IV
3.78
208
12.5
4.3
1
Combo
3.5
0.1742
9.685083
1
0
0.81
0
1
5.453799
1
1.609856
0.233974
9,732
Endometrial
2
Others
1
64.128679
0
46
1
IV
9
316
11.2
4
0
PD1/PDL1
7
0.255
7.629834
1
0
0.52
0
1
15.507187
1
2.529774
0.1969
10,060
Endometrial
2
Others
1
66.190281
0
29.3
1
IV
3.67
159
9.7
3.9
0
PD1/PDL1
4.4
0.4355
0.953959
0
0
2.55
0
0
12.418891
1
1.609856
0.160368
9,923
Endometrial
2
Others
1
69.730322
0
42.9
1
IV
3
217
10
3.9
0
PD1/PDL1
26.3
0.0523
5.861878
0
1
20.22
1
0
12.188912
1
11.039014
0.522256
8,350
Esophageal
2
Others
1
43.871321
1
30.1
1
IV
2.44
90
12
3.6
0
PD1/PDL1
5.9
0.4533
6.941068
0
0
1.48
0
1
10.907598
1
2.201232
0.146858
8,484
Esophageal
2
Others
1
70.603696
0
22.3
1
IV
3.4
222
12.7
4
0
PD1/PDL1
6.9
0.091
5.077348
1
0
0.23
1
0
36.698152
0
35.942505
0.215704
8,416
Esophageal
2
Others
1
63.586585
1
28.4
1
IV
8
143
9.6
4.2
0
PD1/PDL1
6.9
0.0776
6.996317
0
0
0.82
0
1
6.209446
1
2.529774
0.202092
8,340
Esophageal
2
Others
1
58.896646
0
19.4
1
IV
8.71
385
11.5
3.9
0
PD1/PDL1
6.9
0.2441
8.395948
1
0
0.89
0
1
2.759754
1
0.919918
0.189538
8,339
Esophageal
2
Others
1
60.692676
1
37.4
1
IV
2.63
268
14.2
4
0
PD1/PDL1
2
0.1626
6.077348
1
0
0.66
0
1
5.125257
1
5.125257
0.261258
8,429
Esophageal
2
Others
1
40.555784
1
19.9
1
IV
11.33
115
12.3
3
0
PD1/PDL1
3
0.1648
9.87477
0
0
0.08
0
1
0.591376
1
0.591376
0.091234
8,781
Esophageal
2
Others
1
56.884326
1
28.9
1
IV
12.13
506
8.8
2.9
0
PD1/PDL1
7.9
0.1968
7.173112
1
0
3.01
0
1
1.412731
1
1.412731
0.112645
8,732
Esophageal
2
Others
1
52.930869
0
31.6
1
IV
3.44
159
10.9
3.9
0
PD1/PDL1
3.9
0.2396
9.650092
0
0
0.3
0
1
3.909651
1
1.281314
0.239832
8,385
Esophageal
2
Others
1
67.290897
1
19.1
1
IV
3.67
204
12.4
3.4
0
PD1/PDL1
3.9
0.0235
7.187845
0
0
0.07
0
0
7.425051
0
5.256674
0.150618
8,389
Esophageal
2
Others
0
65.029432
1
23.4
1
IV
2.56
83
12.3
3.7
1
Combo
8.8
0.6
5.458564
0
0
1.55
0
1
6.078029
1
1.741273
0.273574
8,885
Esophageal
2
Others
1
58.696783
1
30.3
1
IV
1.31
264
12.7
3.8
0
PD1/PDL1
4.4
0.4294
5.211786
0
0
1.66
1
0
16.328542
1
4.599589
0.257161
8,355
Esophageal
2
Others
1
54.384668
1
24.5
1
IV
4.92
454
9.8
3.2
0
PD1/PDL1
3.5
0.0903
4.766114
0
0
0
1
1
23.523614
1
23.523614
0.189145
9,316
Esophageal
2
Others
0
70.091718
1
30
0
III
5
244
14.6
4.3
0
PD1/PDL1
4.4
0.2546
6.60221
0
0
0.75
0
0
23.457906
0
23.457906
0.353109
9,466
Esophageal
2
Others
1
31.518138
1
34.8
1
IV
5.14
260
10.7
4.1
1
Combo
7
0.0116
7.937385
0
0
0.07
1
0
22.110883
0
21.38809
0.240756
9,243
Esophageal
2
Others
1
60.566735
0
31.9
1
IV
3.8
166
10
3.5
0
PD1/PDL1
6.1
0.1975
6.19337
1
0
1.56
0
1
2.89117
1
2.365503
0.118314
8,989
Esophageal
2
Others
1
66.362765
1
29.9
1
IV
2.8
110
9.3
3.8
0
PD1/PDL1
6.1
0.5546
7.845304
1
0
9.95
0
1
2.759754
1
2.26694
0.204527
8,986
Esophageal
2
Others
1
58.494182
1
24.1
1
IV
5.52
83
8.8
3.7
0
PD1/PDL1
6.1
0.1628
7.381215
0
0
0.77
0
1
4.36961
1
1.347023
0.137811
9,509
Esophageal
2
Others
0
47.37577
1
24.9
0
III
4.07
282
15.5
4.1
0
PD1/PDL1
0.9
0.0453
6.812155
0
0
0.06
0
1
14.850103
1
11.761807
0.372688
9,541
Esophageal
2
Others
1
34.896646
1
15.8
1
IV
35.33
377
8.8
3
0
PD1/PDL1
43
0.0931
5.489871
1
1
19.35
0
1
0.821355
1
0.821355
0.325807
8,932
Esophageal
2
Others
0
55.488022
1
23.7
1
IV
3.32
269
14.1
4.1
0
PD1/PDL1
5.3
0.1719
6.138122
1
0
0.41
1
0
25.462012
1
12.25462
0.453435
8,550
Esophageal
2
Others
1
72.514716
1
20
1
IV
3.71
175
9.9
3.6
1
Combo
6.1
0.4539
4.832413
0
0
2.87
0
1
1.64271
1
1.64271
0.115008
9,661
Esophageal
2
Others
1
69.612594
1
24.1
1
IV
4.13
311
11.9
3.4
0
PD1/PDL1
8.8
0.1439
8.158379
0
0
0.46
0
1
6.669405
1
0.62423
0.133818
9,620
Esophageal
2
Others
1
68.793977
1
26.6
1
IV
5.42
157
8.6
3.5
0
PD1/PDL1
6.1
0.6718
7.556169
1
0
3.18
0
1
0.854209
1
0.854209
0.099725
9,588
Esophageal
2
Others
1
69.190965
0
20.4
1
IV
14.57
423
8
3.2
0
PD1/PDL1
33.4
0.355
6.58011
1
1
34.01
1
0
2.299795
0
0.919918
0.354899
8,516
Esophageal
2
Others
1
76.676249
1
29.2
1
IV
13.5
371
11.4
3
0
PD1/PDL1
12.3
0.3312
5.98895
1
0
0.3
0
1
0.459959
1
0.427105
0.108562