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
8,461
Bladder
2
Others
1
73.845311
0
22.5
1
IV
7.6
158
9.2
4.1
0
PD1/PDL1
3.9
0.0855
10.3407
0
0
0.16
0
1
9.067762
1
3.12115
0.223172
8,588
Bladder
2
Others
1
68.876112
1
26.9
1
IV
19.29
176
10
3.3
0
PD1/PDL1
6.9
0.0018
4.968692
0
0
0.16
0
1
7.195072
1
2.694045
0.107879
8,639
Bladder
2
Others
1
38.696783
1
27.3
1
IV
1.44
147
12.6
4.4
1
Combo
23.6
0.0826
6.850829
0
0
0.26
0
1
12.4846
1
1.215606
0.413048
8,738
Bladder
2
Others
1
77.240246
1
25.7
1
IV
12.33
365
8.9
3.2
0
PD1/PDL1
12.8
0.3506
3.812155
1
0
1.1
0
1
0.788501
1
0.788501
0.083979
8,658
Bladder
2
Others
1
53.514031
1
21.5
1
IV
7.64
290
10.6
3.8
0
PD1/PDL1
3.9
0.0649
3.913444
0
0
0.68
0
1
5.979466
1
1.24846
0.126372
8,248
Bladder
2
Others
0
63.597536
1
22
1
IV
5.64
214
12.3
4.6
1
Combo
12.8
0.0683
3.918969
0
0
0
1
0
38.63655
0
38.406571
0.446374
8,235
Bladder
2
Others
1
51.383984
0
21.9
1
IV
2.56
286
9.2
3.6
0
PD1/PDL1
1
0.349
5.325967
0
0
2
0
1
2.924025
1
0.525667
0.142264
8,728
Bladder
2
Others
1
61.880903
1
27.5
1
IV
14.29
350
8.8
3.5
0
PD1/PDL1
47.2
0.0419
4.972376
0
0
0
0
1
10.710472
1
5.913758
0.356172
8,740
Bladder
2
Others
1
63.986311
0
24.5
1
IV
6.27
401
10.2
4
0
PD1/PDL1
5.9
0.6477
4.392265
0
0
1.79
0
0
34.26694
1
1.182752
0.125313
8,670
Bladder
2
Others
1
59.575633
0
28.9
1
IV
12.5
76
11.8
2.9
0
PD1/PDL1
16.7
0.0268
8.116022
0
0
0.08
0
1
0.295688
1
0.295688
0.18504
8,973
Bladder
2
Others
1
49.0705
1
19.8
1
IV
7.4
284
10.7
3.9
0
PD1/PDL1
6.9
0.3597
3.67035
0
0
2.56
0
1
1.839836
1
1.412731
0.123669
8,428
Bladder
2
Others
1
73.127995
1
35.3
1
IV
9
200
12.5
3.7
0
PD1/PDL1
1
0.3934
3.79558
0
0
3.13
0
1
4.76386
1
1.149897
0.117212
9,037
Bladder
2
Others
1
62.028747
1
22.2
1
IV
4.41
281
11
3.9
0
PD1/PDL1
4.9
0.0805
7.532228
0
0
0.07
0
1
7.359343
1
2.562628
0.160932
8,779
Bladder
2
Others
1
67.570157
0
28.3
1
IV
4.31
219
10.3
4.2
0
PD1/PDL1
8.8
0.4193
1.946593
1
0
1.15
0
1
1.609856
1
0.525667
0.200891
8,830
Bladder
2
Others
1
74.680356
0
15.8
1
IV
10.7
548
8.3
3.9
0
PD1/PDL1
14
0.6043
5.349908
0
0
3.71
0
1
14.324435
1
6.669405
0.16819
8,438
Bladder
2
Others
1
66.472279
1
25.3
1
IV
12.25
278
9.8
3.8
0
PD1/PDL1
6.1
0.004
7.39779
0
0
0
0
1
3.5154
1
1.149897
0.1718
8,840
Bladder
2
Others
1
67.827515
1
23.5
1
IV
6.91
291
11.6
3.8
0
PD1/PDL1
15.8
0.1625
6.364641
0
0
0.08
0
1
13.50308
1
1.938398
0.211731
8,778
Bladder
2
Others
1
54.119097
1
30.1
1
IV
1.31
160
13.6
4.3
0
PD1/PDL1
4.4
0.2494
7.569061
1
0
1.18
0
1
21.256674
1
2.004107
0.2329
9,175
Bladder
2
Others
1
65.023956
1
32.7
1
IV
3.92
209
8.8
4
1
Combo
16.7
0.2815
8.001842
0
0
0.3
1
0
23.227926
0
22.997947
0.378949
9,233
Bladder
2
Others
1
67.696099
1
37.4
1
IV
3.64
200
11.5
4.3
0
PD1/PDL1
7.9
0.0751
7.399632
0
0
0.2
1
0
27.400411
0
25.954825
0.28963
8,930
Bladder
2
Others
1
52.668036
1
27.8
1
IV
2.56
207
12.9
4.4
0
PD1/PDL1
5.3
0.7448
8.732965
0
0
1.45
1
0
25.199179
1
23.162218
0.31457
9,277
Bladder
2
Others
1
79.978097
1
26.9
1
IV
1.69
136
11.1
3.6
0
PD1/PDL1
21.9
0.2081
4.441989
0
0
0.42
1
0
21.650924
0
21.61807
0.396207
8,626
Bladder
2
Others
1
76.774812
1
24.4
1
IV
7
253
12
3.8
0
PD1/PDL1
10.8
0.4572
5.836096
0
0
2.37
0
1
3.5154
1
1.87269
0.173741
8,225
Bladder
2
Others
0
69.61807
1
26.4
1
IV
1.88
252
12.2
4.4
0
PD1/PDL1
8.8
0.0382
7.044199
0
0
0
0
1
2.365503
1
1.839836
0.381361
9,234
Bladder
2
Others
1
79.263518
1
23.1
1
IV
2.06
175
11.9
4.3
0
PD1/PDL1
8.8
0.1505
7.957643
0
0
0.08
0
0
22.110883
0
22.110883
0.243906
8,861
Bladder
2
Others
1
60.577687
0
37.3
1
IV
4.5
271
11.1
3.6
0
PD1/PDL1
0
0
7.029466
0
0
0
0
1
22.275154
1
6.2423
0.224253
9,084
Bladder
2
Others
1
58.212183
1
35
1
IV
4.23
199
12.5
4.1
0
PD1/PDL1
6.1
0.2646
7.423573
0
0
0.52
0
1
14.258727
1
1.149897
0.238192
9,368
Bladder
2
Others
1
76.971937
0
31
1
IV
3.06
127
10.6
3.4
1
Combo
9.7
0.1672
6.35175
0
0
0.27
0
1
2.069815
1
0.854209
0.135303
8,903
Bladder
2
Others
1
62.310746
1
33.1
1
IV
3.13
276
13.8
4.2
0
PD1/PDL1
14.9
0.0162
5.3186
0
0
0.06
0
1
27.531828
1
3.811088
0.378231
9,244
Bladder
2
Others
1
54.557153
0
38.7
1
IV
2
334
10.4
3.9
0
PD1/PDL1
7
0.1933
6.423573
1
0
0.07
0
1
7.589322
1
0.952772
0.226221
9,485
Bladder
2
Others
0
63.739904
0
24.6
1
IV
2.35
310
12.7
4.3
0
PD1/PDL1
22.8
0.4056
5.222836
0
0
0.93
0
0
24.377823
0
24.377823
0.476909
9,224
Bladder
2
Others
1
70.485969
1
23.1
1
IV
8.14
257
8.9
3.9
0
PD1/PDL1
4.4
0.3116
4.392265
0
0
0.67
0
1
2.069815
1
1.149897
0.117304
8,671
Bladder
2
Others
1
72.271047
1
24.6
1
IV
12.22
255
9.4
3.1
0
PD1/PDL1
6.1
0.4777
3.725599
0
0
0.2
0
0
20.566735
0
11.728953
0.049976
9,354
Bladder
2
Others
1
44.221766
0
34.5
1
IV
18.67
853
7.1
2.1
0
PD1/PDL1
7
0.5944
6.458564
0
0
1
0
1
0.525667
1
0.525667
0.09459
8,397
Bladder
2
Others
1
65.374401
1
29.1
1
IV
4.16
274
11
3.8
0
PD1/PDL1
7.9
0.0014
7.084715
1
0
0.43
0
1
18.529774
1
2.004107
0.226621
9,456
Bladder
2
Others
1
73.396304
0
39
1
IV
1.4
245
12.1
4
0
PD1/PDL1
14
0.0481
6.861878
0
0
0.06
0
0
14.488706
0
14.488706
0.269925
9,145
Bladder
2
Others
1
66.269678
0
43.4
1
IV
3.8
278
12.9
3.8
0
PD1/PDL1
6.1
0.2905
8.169429
0
0
0.53
0
1
18.26694
1
2.529774
0.224793
8,274
Bladder
2
Others
0
64.895277
1
32.2
1
IV
11.5
340
9
2.9
0
PD1/PDL1
13.2
0.3719
2.390424
0
0
1.18
0
0
24.772074
1
3.055441
0.225311
9,044
Bladder
2
Others
1
65.333333
1
26.2
1
IV
5.18
324
12.3
3.7
0
PD1/PDL1
7
0.1551
6.996317
0
0
0.25
0
1
3.811088
1
1.281314
0.156883
8,793
Bladder
2
Others
1
74.269678
1
20.7
1
IV
6.12
242
10.9
3.7
0
PD1/PDL1
7
0.0484
7.138122
0
0
0.16
0
1
10.38193
1
3.876797
0.144301
9,190
Bladder
2
Others
1
70.431212
0
34.9
1
IV
6.67
225
12.6
3.8
0
PD1/PDL1
7.9
0.4202
6.259669
0
0
1.43
0
1
3.712526
1
2.234086
0.170648
9,496
Bladder
2
Others
0
57.333333
1
27.5
1
IV
11.08
822
11
3.5
0
PD1/PDL1
12.3
0.4988
6.775322
1
0
1.3
0
1
6.472279
1
2.26694
0.238526
9,461
Bladder
2
Others
1
69.42642
1
25.3
1
IV
4.69
200
9.4
3.9
0
PD1/PDL1
7
0.0697
6.01105
0
0
0
0
1
6.767967
1
3.088296
0.181979
9,322
Bladder
2
Others
0
73.278576
1
30.3
0
I
1.71
130
13.7
3.7
0
PD1/PDL1
7.9
0.0324
6.099448
0
0
0
0
0
17.182752
1
3.416838
0.324732
9,313
Bladder
2
Others
1
58.3436
0
26.5
1
IV
2.29
152
12.1
4
0
PD1/PDL1
4.4
0.0001
5.633517
0
0
0
0
1
9.889117
1
2.529774
0.215041
8,230
Bladder
2
Others
1
69.837098
1
23.9
1
IV
4.25
191
8.9
3.3
0
PD1/PDL1
8.8
0.2489
6.232044
0
0
0.96
0
1
6.767967
1
1.64271
0.1102
9,703
Bladder
2
Others
0
79.931554
1
25.2
1
IV
1.59
137
8.5
3.2
0
PD1/PDL1
2.6
0.1659
6.622468
0
0
0.98
0
1
2.924025
1
1.117043
0.282012
9,876
Bladder
2
Others
0
57.609856
1
30.1
1
IV
4.71
313
13.2
4
0
PD1/PDL1
7.9
0.2037
7.373849
0
0
0.07
0
1
12.944559
1
1.314168
0.396066
9,801
Bladder
2
Others
1
56.136893
1
27.1
1
IV
1.6
213
13.3
4.2
0
PD1/PDL1
4.4
0.1695
5.788214
0
0
0
0
0
8.049281
1
2.628337
0.225046
9,710
Bladder
2
Others
0
88.394251
1
33.4
1
IV
4.33
233
10.4
3.5
0
PD1/PDL1
6.1
0.0856
6.972376
1
0
0.08
0
1
4.073922
1
1.675565
0.383501
9,751
Bladder
2
Others
0
75.526352
1
21.5
1
IV
8.72
765
10.9
3
0
PD1/PDL1
6.1
0.1425
5.690608
1
0
0.08
1
1
8.574949
1
6.308008
0.31808
8,281
Bladder
2
Others
0
87.285421
1
26
1
IV
3.56
349
11.4
3.4
0
PD1/PDL1
4.4
0.745
8.152855
0
0
3.52
0
1
12.123203
1
4.073922
0.302275
9,610
Bladder
2
Others
0
80.761123
0
29.5
1
IV
2.13
309
11.1
3.9
0
PD1/PDL1
6.1
0.238
7.173112
0
0
0.19
0
1
24.706366
1
1.87269
0.367664
9,095
Bladder
2
Others
1
59.613963
1
23.6
1
IV
4.78
153
11.7
4.1
0
PD1/PDL1
0.9
0.0124
7.35175
0
0
0
0
1
6.899384
1
2.529774
0.175219
10,043
Bladder
2
Others
0
75.383984
1
32.3
1
IV
2.89
107
11.4
4.2
0
PD1/PDL1
7
0.0104
6.865562
0
0
0.1
0
0
13.963039
0
13.798768
0.386597
9,645
Bladder
2
Others
0
44.637919
1
26.2
1
IV
4.23
227
10.1
3.8
0
PD1/PDL1
17.6
0.1116
6.707182
0
0
0.2
1
0
21.683778
0
21.683778
0.446905
9,858
Bladder
2
Others
1
69.218344
1
31.2
1
IV
12.43
206
12.8
4
0
PD1/PDL1
5.3
0.2525
7.257827
1
0
0.14
0
0
2.069815
1
1.609856
0.183865
9,906
Bladder
2
Others
0
92.70089
1
25.6
1
IV
4.78
177
13.2
3.8
0
PD1/PDL1
18.4
0.3485
8.598527
0
0
0
0
1
5.848049
1
2.004107
0.399905
9,898
Bladder
2
Others
1
77.83436
0
31.6
1
IV
1.21
222
9
3.8
0
PD1/PDL1
9.7
0.1289
8.52302
0
0
0.22
0
1
11.663244
1
0.919918
0.260032
10,034
Bladder
2
Others
1
71.468857
0
25.1
1
IV
1.79
233
13.3
4.5
0
PD1/PDL1
8.8
0.5958
7.574586
1
0
1.37
1
0
12.057495
0
11.926078
0.267396
9,033
Bladder
2
Others
1
56.380561
1
32.8
1
IV
3.67
196
9.6
4
0
PD1/PDL1
3.5
0.0084
7.745856
0
0
0
0
1
2.49692
1
1.478439
0.249704
9,757
Bladder
2
Others
0
60.76386
0
22.8
1
IV
2.06
216
13.2
3.8
0
PD1/PDL1
19.3
0.3483
6.701657
0
0
0.4
0
0
18.168378
1
1.24846
0.345352
8,541
Bladder
2
Others
1
58.836413
1
26.1
1
IV
1.71
197
16.2
4.8
0
PD1/PDL1
7.9
0.3411
3.635359
0
0
1.26
0
1
24.640657
1
3.876797
0.264148
8,393
Bladder
2
Others
1
62.272416
0
27.6
1
IV
2.8
198
12.6
3.9
0
PD1/PDL1
12.3
0.4006
3.239411
1
0
0.11
0
0
11.991786
1
9.659138
0.260033
9,034
Bladder
2
Others
1
68.906229
1
36.2
1
IV
3.5
205
12.7
3.9
0
PD1/PDL1
3.5
0.3826
7.381215
0
0
0.21
0
0
20.36961
1
1.379877
0.199854
9,937
Bladder
2
Others
0
59.82204
1
34.1
0
II
4.12
399
14
3.7
0
PD1/PDL1
5.3
0.0884
7.539595
0
0
0.17
0
1
9.527721
1
8.049281
0.373397
8,592
Breast
2
Others
1
31.411362
0
33
1
IV
9.29
286
11.3
4.3
0
CTLA4
4.9
0.1956
8.395948
0
0
0.18
0
1
13.831622
1
5.256674
0.17928
8,583
Breast
2
Others
1
40.128679
0
24.3
1
IV
7
146
11.2
2.2
0
PD1/PDL1
3
0.3217
7.051565
0
0
0.76
0
1
0.722793
1
0.722793
0.062688
8,408
Breast
2
Others
1
62.540726
0
26.5
1
IV
6
306
10.6
4.1
0
PD1/PDL1
27.5
0.5269
6.895028
0
0
1.97
1
1
24.969199
1
7.063655
0.485207
8,364
Breast
2
Others
1
36.024641
0
29.5
1
IV
1.76
279
10.9
4.1
0
PD1/PDL1
2
0.7093
5.007366
0
0
5.53
0
1
17.64271
1
1.806982
0.144816
8,454
Breast
2
Others
1
45.125257
0
34.3
1
IV
0.74
206
12.3
3.7
0
PD1/PDL1
4.9
0.3555
8.830571
1
0
2.61
0
0
29.240246
1
8.312115
0.165461
8,985
Breast
2
Others
1
36.476386
0
36.2
1
IV
2.56
328
10.3
4
0
PD1/PDL1
0.9
0.6619
4.327808
0
0
1.47
0
1
17.084189
1
2.661191
0.14116
9,152
Breast
2
Others
1
32.391513
0
40.2
1
IV
2.29
285
12
4.6
0
PD1/PDL1
0.9
0.5271
7.793738
0
0
1.23
0
1
9.954825
1
2.036961
0.201309
8,701
Breast
2
Others
1
51.011636
0
40.2
1
IV
6.38
285
13.7
3.7
0
PD1/PDL1
4.4
0.2459
4.699816
0
0
1.37
0
1
1.412731
1
1.051335
0.174388
9,108
Breast
2
Others
1
31.342916
0
32.8
1
IV
6.88
301
10.4
3.7
1
Combo
1.8
0.0389
7.060773
0
0
0
0
1
0.821355
1
0.558522
0.116474
9,385
Breast
2
Others
1
58.110883
0
21.4
1
IV
6.5
187
10
3.8
0
PD1/PDL1
2.6
0.0059
6.797422
0
0
0
0
1
6.439425
1
6.439425
0.183222
9,115
Breast
2
Others
1
34.863792
0
19.4
1
IV
0.3
137
10.3
3.3
0
PD1/PDL1
1.8
0.0947
7.053407
0
0
1.03
0
1
3.351129
1
1.971253
0.090493
9,493
Breast
2
Others
1
31.474333
0
37.6
1
IV
1.47
222
13.7
4
0
PD1/PDL1
5.3
0.4422
0
0
0
1.65
0
0
27.86037
1
5.519507
0.164603
9,743
Breast
2
Others
1
58.863792
0
27.5
1
IV
4.75
170
9.3
3.9
0
PD1/PDL1
6.1
0.5283
3.85267
0
0
3.37
1
0
13.470226
0
13.338809
0.195697
9,539
Breast
2
Others
1
67.118412
0
25.9
1
IV
1
181
8.1
2.6
0
PD1/PDL1
3.5
0.5193
6.453039
0
0
1.76
0
1
1.774127
1
1.774127
0.110058
9,836
Breast
2
Others
1
46.924025
0
26.2
1
IV
3
189
11.9
3.7
0
PD1/PDL1
1.8
0.7712
7.970534
0
0
0.97
0
1
3.5154
1
3.5154
0.146394
9,793
Breast
2
Others
1
46.932238
0
20.6
1
IV
9.33
173
10.4
3.7
0
PD1/PDL1
2.6
0.5771
9.723757
0
0
1.08
0
1
0.985626
1
0.854209
0.121108
9,158
Breast
2
Others
1
33.336071
0
22
1
IV
2.67
244
12.1
4.6
0
PD1/PDL1
5.3
0.6324
7.58011
1
0
1.87
0
0
3.351129
1
0.689938
0.146983
9,182
Breast
2
Others
1
31.958932
0
21.2
1
IV
1.6
187
9.7
4.8
0
PD1/PDL1
3.5
0.0388
6.099448
0
0
0
0
0
9.856263
1
1.24846
0.129318
8,287
Breast
2
Others
1
47.37577
0
27.9
0
III
1.77
197
12.9
4
0
PD1/PDL1
3.5
0.2192
6.184162
1
0
0.21
0
1
20.073922
1
5.289528
0.175482
9,561
Breast
2
Others
1
50.078029
1
26.1
0
II
2.75
165
14.2
4
0
PD1/PDL1
36
0.2902
7.255985
0
0
0.68
1
0
9.659138
0
9.199179
0.540416
8,437
Colorectal
2
Others
0
65.229295
1
26.8
1
IV
2.63
325
13
3.7
0
PD1/PDL1
89.5
0.1776
7.252302
0
1
42.22
0
0
44.353183
0
44.353183
0.521253
8,495
Colorectal
2
Others
1
52.525667
1
24.5
1
IV
5.45
182
16.1
4.4
0
PD1/PDL1
10.8
0.0369
6.896869
0
0
0
0
1
10.61191
1
3.679671
0.265833
8,415
Colorectal
2
Others
1
26.039699
1
19.9
1
IV
3.5
169
10.1
4.5
1
Combo
3.9
0.1169
8.52302
1
0
0.09
0
1
4.13963
1
1.577002
0.158891
8,254
Colorectal
2
Others
1
55.362081
0
24.1
1
IV
7
473
8.5
2.8
0
PD1/PDL1
3.9
0
7.127072
0
0
0
0
1
2.168378
1
1.01848
0.187629
8,613
Colorectal
2
Others
1
68.826831
0
19.8
1
IV
5.36
202
12.1
3.2
0
PD1/PDL1
48.2
0.0138
6.357274
1
1
32.87
1
0
27.170431
0
25.98768
0.465592
8,720
Colorectal
2
Others
1
68.610541
0
23.5
1
IV
2
256
11
3.8
0
PD1/PDL1
3.9
0.0009
7.274401
0
0
0.08
0
0
32.427105
1
1.708419
0.223099
8,336
Colorectal
2
Others
1
62.773443
0
28.6
1
IV
5.4
465
10.6
3.6
0
PD1/PDL1
6.9
0.4349
6.968692
1
0
1.36
0
1
3.876797
1
1.149897
0.158728
8,749
Colorectal
2
Others
1
67.496235
0
21.3
1
IV
2.86
257
11.9
4
0
PD1/PDL1
3
0.0031
3.366483
1
0
0
0
1
6.767967
1
2.004107
0.149698
8,657
Colorectal
2
Others
1
35.523614
0
27.1
1
IV
4.56
263
13.3
4.2
0
PD1/PDL1
7.9
0.3044
6.274401
0
0
2.07
0
1
11.170431
1
3.482546
0.197808
8,514
Colorectal
2
Others
1
64.980151
1
20.9
1
IV
7.69
376
8.2
2.8
0
PD1/PDL1
153.5
0.0051
3.629834
0
0
0
0
1
1.675565
1
1.675565
0.345465
8,488
Colorectal
2
Others
1
52.769336
0
23.9
1
IV
1.29
227
13
3.7
1
Combo
4.9
0.0318
8.069982
0
0
0
0
1
14.193018
1
1.64271
0.2092
9,093
Colorectal
2
Others
1
45.639973
0
23.2
1
IV
5.58
241
10
3.8
0
PD1/PDL1
14
0.0108
7.119705
0
1
13.06
1
1
7.786448
1
4.106776
0.253771
9,078
Colorectal
2
Others
1
33.062286
1
21.8
1
IV
4
237
13.3
4.8
0
PD1/PDL1
7
0.1543
8.198895
0
0
0.12
0
1
6.603696
1
3.022587
0.187257
9,110
Colorectal
2
Others
0
58.135524
1
26.9
0
III
2.91
107
12.3
4.2
0
PD1/PDL1
30.7
0.0102
5.73849
0
1
26.32
1
0
24.574949
0
24.542094
0.629956