Mercurial > repos > bgruening > biomodels_biomd0000001066
changeset 0:1748c5d74df5 draft
planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/biomodelsML commit cffacdd593bbb69ea96cfd89e8062b17984451e5
| author | bgruening |
|---|---|
| date | Tue, 07 Nov 2023 17:21:09 +0000 |
| parents | |
| children | 99ebf69e9b45 |
| files | biomodels_BIOMD0000001066.xml test-data/pred_data.tabular test-data/test_data.csv test-data/test_data.tabular test-data/test_data.xlsx |
| diffstat | 5 files changed, 996 insertions(+), 0 deletions(-) [+] |
line wrap: on
line diff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/biomodels_BIOMD0000001066.xml Tue Nov 07 17:21:09 2023 +0000 @@ -0,0 +1,108 @@ +<tool id="biomodels_biomd0000001066" name="Random Forest model" version="@VERSION@" profile="22.05"> + <description>to predict efficacy of immune checkpoint blockade across multiple cancer patient cohorts</description> + <macros> + <token name="@VERSION@">1</token> + </macros> + <requirements> + <container type="docker">quay.io/galaxy/biomodels_biomd0000001066:@VERSION@</container> + </requirements> + <command><![CDATA[ + cp /home/\$NB_USER/forest16.onnx ./ && + python '$biom_script' +]]> + </command> + <configfiles> + <configfile name="biom_script"> + <![CDATA[ +import os +import argparse +import numpy +import onnxruntime as rt +import pandas as pd + +#if $input_file.ext == "xlsx": +data_test = pd.read_excel('$input_file') +#elif $input_file.ext == "tabular": +data_test = pd.read_csv('$input_file', sep="\t") +#elif $input_file.ext == "csv": +data_test = pd.read_csv('$input_file', sep=",") +#end if + +rf16=["Cancer_Type2", "Albumin", "HED", "TMB", "FCNA", "BMI", "NLR", "Platelets", "HGB", "Stage (1:IV; 0:I-III)", "Age", "Drug (1:Combo; 0:PD1/PDL1orCTLA4)", "Chemo_before_IO (1:Yes; 0:No)","HLA_LOH", "MSI (1:Unstable; 0:Stable_Indeterminate)", "Sex (1:Male; 0:Female)"] +x_test16 = pd.DataFrame(data_test, columns=rf16) +sess = rt.InferenceSession(os.getcwd() + "/forest16.onnx") +input_name = sess.get_inputs()[0].name +label_name = sess.get_outputs()[0].name +pred_onx = sess.run([label_name], {input_name: x_test16.astype(numpy.float32).values})[0] +x_test16["Predictions"] = pred_onx +x_test16.to_csv('$output_file', sep="\t", index=None) + +]]> + </configfile> + </configfiles> + <inputs> + <param name="input_file" type="data" label="Test data" format="tabular,csv,xlsx" multiple="false" /> + </inputs> + <outputs> + <data format="tabular" name="output_file" label="Predicted data"></data> + </outputs> + <tests> + <test> + <param name="input_file" value="test_data.tabular" ftype="tabular" /> + <output name="output_file" file="pred_data.tabular"> + <assert_contents> + <has_n_columns n="17" /> + <has_n_lines n="296" /> + </assert_contents> + </output> + </test> + <test> + <param name="input_file" value="test_data.csv" ftype="csv" /> + <output name="output_file" file="pred_data.tabular"> + <assert_contents> + <has_n_columns n="17" /> + <has_n_lines n="296" /> + </assert_contents> + </output> + </test> + <test> + <param name="input_file" value="test_data.xlsx" ftype="xlsx" /> + <output name="output_file" file="pred_data.tabular"> + <assert_contents> + <has_n_columns n="17" /> + <has_n_lines n="296" /> + </assert_contents> + </output> + </test> + </tests> + <help> + <![CDATA[ +**What it does** + + +The tool makes prediction of either responder (1) or non-responder (0) to an immunotherapy for multiple different cancer types. The features used to train a Random Forest (RF16) model include 16 genomic, molecular, demographic, and clinical. More details in associated publication: "Improved prediction of immune checkpoint blockade efficacy across multiple cancer types" (https://pubmed.ncbi.nlm.nih.gov/34725502/). The model is available via a Docker container. + +**Description** + +This is a Random Forest algorithm-based machine learning model called RF16, which incorporates a total of 16 genomic, molecular, demographic, and clinical features to predict the immunotherapy response for a patient. The model assigns a value of 0 for NonResponder and 1 for Responder. Please be aware that the column names in the GitHub code and the downloaded dataset from the publication may vary. Users are advised to make minor adjustments to either the code or the dataset to ensure compatibility. The curated version of the model has modified the column names in the training code to align with the dataset. The features used are: "Cancer_Type2", "Albumin", "HED", "TMB", "FCNA", "BMI", "NLR", "Platelets", "HGB", "Stage (1:IV; 0:I-III)", "Age", "Drug (1:Combo; 0:PD1/PDL1orCTLA4)", "Chemo_before_IO (1:Yes; 0:No)","HLA_LOH", "MSI (1:Unstable; 0:Stable_Indeterminate)", "Sex (1:Male; 0:Female)" + +**Input file** + +Provide a tabular file (as tabular or csv or xlsx) containing all the features as mentioned above. + +**Output file** + +Returns predicted data as a tabular file - the predictions are concatenated as a last column of the test data. + + ]]> + </help> + <citations> + <citation type="bibtex"> + @ARTICLE{BIOMD0000001066, + Author = {Chowell D and et al.}, + title = {{Chowell2022 - Random Forest model to predict efficacy of immune checkpoint blockade across multiple cancer patient cohorts}}, + url = {https://www.ebi.ac.uk/biomodels/BIOMD0000001066} + } + </citation> + </citations> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/pred_data.tabular Tue Nov 07 17:21:09 2023 +0000 @@ -0,0 +1,296 @@ +Cancer_Type2 Albumin HED TMB FCNA BMI NLR Platelets HGB Stage (1:IV; 0:I-III) Age Drug (1:Combo; 0:PD1/PDL1orCTLA4) Chemo_before_IO (1:Yes; 0:No) HLA_LOH MSI (1:Unstable; 0:Stable_Indeterminate) Sex (1:Male; 0:Female) Predictions +2 4.1 5.82320441988951 27.5 0.0006 24.3 5.27 341 10.3 1 68.88706366 0 1 0 0 1 0 +2 4.5 5.89502762430938 2.0 0.0015 31.7 3.0 190 13.2 1 63.46338125 0 1 0 0 1 0 +2 3.2 8.05156537753222 5.9 0.4036 26.9 7.4 231 10.7 1 76.94729637 0 1 0 0 1 0 +2 3.8 8.12338858195211 7.9 0.214 22.6 1.28 170 11.4 1 56.94729637 1 1 1 0 0 0 +2 4.1 7.89134438305708 57.9 0.0688 26.6 2.22 109 9.0 1 60.25735797 0 1 0 1 1 1 +2 3.8 5.05709023941069 11.4 0.2709 24.9 4.67 348 12.3 1 65.07323751 0 0 1 0 1 0 +2 3.8 7.76979742173113 9.7 0.1451 26.2 1.1 162 11.8 1 78.4366872 0 1 0 0 1 0 +2 4.4 5.22283609576427 8.8 0.0261 22.3 4.0 170 13.6 1 62.770705 0 1 0 0 1 0 +2 3.7 10.3480662983425 16.7 0.1593 20.9 3.58 141 11.0 1 52.37508556 0 1 0 0 0 0 +2 4.1 6.646408839779 16.7 0.1921 35.5 3.06 276 13.1 1 78.40109514 0 1 1 0 0 0 +2 3.4 2.93370165745856 14.0 0.2225 31.8 3.71 363 12.2 1 78.71594798 0 0 0 0 0 0 +2 3.8 7.51565377532229 0.9 0.2593 24.2 6.25 243 12.7 1 50.84736482 0 0 1 0 1 0 +2 4.5 8.0184162062615 6.1 0.6541 26.9 6.89 157 12.2 1 74.83093771 1 1 0 0 1 0 +2 4.4 6.50460405156539 2.6 0.0883 28.9 1.77 248 13.3 1 51.14031485 0 0 1 0 1 0 +2 4.1 5.88766114180479 14.0 0.2929 32.8 3.18 353 8.6 1 75.15947981 0 1 0 0 0 0 +2 4.9 2.61694290976059 13.2 0.4644 30.6 4.0 191 10.8 1 52.57221082 1 1 1 0 1 0 +2 3.4 5.19705340699816 7.9 0.7148 19.0 7.43 435 12.1 1 64.92813142 0 1 0 0 0 0 +2 4.2 4.02394106813996 4.4 0.4237 18.2 3.67 252 10.3 1 40.41067762 0 1 0 0 0 0 +2 4.4 2.47329650092081 4.4 0.5745 18.6 9.5 175 11.3 1 70.09993155 0 1 0 0 0 0 +2 4.1 4.40699815837937 3.5 0.7037 19.1 5.6 250 11.1 1 69.84804928 0 1 0 0 0 0 +2 4.2 6.02578268876611 5.3 0.6079 37.9 0.8 332 12.5 1 46.54620123 0 1 0 0 0 0 +2 4.0 5.79558011049724 3.9 0.3025 33.2 4.0 264 12.7 1 43.71252567 0 1 1 0 1 0 +2 2.7 7.11602209944752 53.1 0.069 22.8 3.25 211 10.3 1 48.80492813 0 1 0 1 1 0 +2 3.6 4.22836095764273 1.8 0.5682 50.2 9.57 310 9.3 1 56.28747433 0 1 0 0 0 0 +2 3.8 4.49539594843462 4.9 0.0426 41.8 7.6 204 10.1 1 63.74811773 0 1 1 0 0 0 +2 4.4 6.88766114180479 61.4 0.0001 29.3 2.4 220 13.1 1 33.76317591 0 1 0 1 0 1 +2 1.7 7.255985267035 93.0 0.0317 27.3 25.63 175 8.1 1 47.04722793 0 1 0 1 1 0 +2 4.2 4.451197053407 4.4 0.1514 30.8 3.47 211 12.5 1 45.27857632 0 1 0 0 0 0 +2 3.1 9.34990791896869 7.0 0.0681 17.6 14.4 242 9.2 0 49.24024641 0 1 0 0 0 0 +2 3.6 5.76427255985267 17.6 0.0347 24.1 9.45 366 11.0 1 65.94387406 0 0 1 0 1 0 +2 3.9 3.9134438305709 1.0 0.7969 24.3 18.6 281 10.3 1 64.30937714 0 1 0 0 0 0 +2 3.8 6.25598526703499 29.8 0.0409 33.0 0.92 254 12.7 1 77.74401095 0 1 0 1 0 1 +2 4.3 7.45672191528544 4.4 0.0319 26.8 1.43 167 12.4 1 57.045859 0 1 0 0 0 0 +2 3.7 4.78268876611418 7.9 0.6378 32.7 3.33 141 11.8 1 62.87200548 0 1 0 0 0 0 +2 3.7 6.40515653775322 40.4 0.0075 22.0 5.35 256 9.6 1 59.17590691 0 1 0 1 0 0 +2 4.2 5.53406998158379 7.0 0.0035 20.7 6.8 230 12.2 1 61.48391513 0 1 0 0 0 0 +2 3.7 5.91160220994475 31.6 0.0087 27.7 0.93 207 12.5 1 57.4017796 0 1 0 1 0 1 +2 4.3 5.58011049723756 3.5 0.1968 32.6 3.67 245 14.2 1 68.45174538 0 1 0 0 0 0 +2 3.8 4.15653775322283 1.8 0.0 27.3 1.79 365 11.6 1 65.67282683 0 1 0 0 0 0 +2 4.3 6.8121546961326 32.5 0.012 35.7 1.19 198 12.8 1 67.91512663 0 1 0 1 0 1 +2 3.8 6.95764272559853 7.9 0.3314 24.0 4.33 185 11.1 1 80.81861739 0 1 0 0 0 0 +2 3.9 8.57826887661142 34.2 0.0536 22.3 8.5 402 10.7 1 71.04449008 0 1 0 1 0 0 +2 2.9 7.53775322283609 2.6 0.0094 42.3 3.33 347 9.1 1 66.33812457 0 1 0 0 0 0 +2 4.3 7.78453038674034 8.8 0.6346 20.5 1.12 178 10.5 1 57.35797399 0 1 0 0 1 0 +2 2.6 5.97790055248619 4.4 0.3621 24.2 6.0 115 8.9 1 81.4017796 0 1 0 0 1 0 +2 3.2 7.72744014732964 5.3 0.2745 14.6 2.71 326 10.3 1 69.91101985 0 1 0 0 0 0 +2 3.4 6.02946593001841 10.5 0.2506 26.6 1.91 257 12.9 1 72.5174538 0 0 0 0 0 0 +2 3.3 9.26519337016574 5.3 0.0344 26.4 1.67 59 10.2 1 71.02532512 0 1 0 0 1 0 +2 4.2 9.40883977900554 3.5 0.1207 15.7 2.33 208 14.5 1 42.7652293 0 1 0 0 1 0 +2 3.1 3.27624309392265 5.3 0.0729 17.6 25.0 177 9.6 1 71.90417522 0 1 0 0 1 0 +2 4.0 5.11233885819521 1.8 0.2792 26.1 6.0 284 11.2 1 54.7652293 0 1 0 0 1 0 +2 4.1 7.62246777163903 2.6 0.148 20.3 1.89 181 13.1 0 55.75633128 0 0 0 0 1 0 +2 3.4 6.18232044198895 6.9 0.0829 23.5 1.92 237 11.8 1 67.86858316 0 1 0 0 1 0 +2 1.6 8.28360957642726 1.0 0.0 31.7 43.5 191 11.4 1 25.71663244 0 1 0 0 0 0 +2 3.5 6.44383057090239 2.0 0.2775 32.6 3.19 196 9.6 1 71.20328542 0 1 0 0 1 0 +2 3.1 7.79742173112338 0.0 0.0017 22.9 5.44 129 9.4 1 29.2183436 1 1 0 0 1 0 +2 3.5 7.56906077348066 6.1 0.0369 21.0 9.33 439 9.2 1 62.89938398 0 0 0 0 0 0 +2 3.6 6.46040515653775 7.9 0.5099 25.1 8.29 342 13.0 1 46.86379192 0 0 0 0 0 0 +2 3.5 6.61325966850827 5.3 0.0038 22.4 4.4 382 10.1 1 61.36344969 0 0 0 0 1 0 +2 3.3 9.87476979742172 21.1 0.3982 23.9 2.0 147 10.9 1 74.20670773 0 1 1 0 1 0 +2 3.0 7.35174953959485 7.0 0.2216 17.8 51.75 145 8.4 1 62.39561944 0 1 1 0 1 0 +2 4.1 8.292817679558 0.0 0.2317 29.1 5.21 186 12.2 1 53.65913758 0 0 0 0 1 0 +2 3.5 0.0 4.4 0.0358 32.1 4.08 221 11.4 1 49.86447639 1 1 0 0 1 0 +2 3.7 4.03683241252302 51.8 0.1166 27.7 1.26 115 11.0 1 69.045859 0 1 0 1 0 0 +2 3.3 7.97421731123388 43.0 0.0 22.3 4.39 267 9.4 1 84.93086927 1 0 0 1 1 1 +2 4.0 7.86924493554327 3.9 0.0637 26.0 27.6 362 12.3 1 60.23545517 0 1 0 0 1 0 +2 3.9 8.89502762430939 7.9 0.2946 14.6 12.43 352 9.4 1 50.95687885 0 1 0 0 1 0 +2 3.2 5.9926335174954 8.8 0.0149 22.8 18.33 495 9.2 1 77.56605065 0 1 0 0 1 0 +2 4.3 7.26519337016574 0.0 0.2299 25.0 58.0 240 10.5 1 45.36071184 0 1 1 0 1 0 +2 3.9 6.11049723756906 3.5 0.1331 38.1 4.71 326 10.9 1 58.22039699 0 1 0 0 1 0 +2 3.5 9.20073664825046 12.3 0.5596 21.7 8.57 274 9.1 1 76.63518138 0 1 1 0 1 0 +2 2.8 7.9852670349908 7.0 0.3552 23.1 13.75 312 7.4 1 46.13826147 0 1 0 0 1 0 +2 4.1 8.32596685082872 7.0 0.2798 25.0 19.0 280 10.2 1 75.42505134 0 1 0 0 1 0 +2 4.4 9.7974217311234 1.8 0.3297 29.4 3.1 286 12.8 1 68.26283368 0 1 0 0 0 0 +2 3.5 8.45119705340701 7.0 0.2054 19.9 7.17 220 9.9 1 55.23613963 0 1 0 0 1 0 +2 4.0 4.10313075506446 3.5 0.0474 24.2 2.5 158 13.5 1 69.3908282 0 1 0 0 1 0 +2 2.7 7.04235727440147 14.0 0.0745 31.5 10.4 174 11.9 1 74.0698152 0 1 0 0 1 0 +2 4.2 7.42357274401473 10.5 0.1979 29.8 10.0 198 13.2 1 56.79397673 0 1 1 0 1 0 +2 3.5 6.71639042357274 3.5 0.0025 20.9 27.0 459 10.6 1 59.22245038 0 1 0 0 1 0 +2 3.5 7.22836095764272 4.4 0.2345 26.3 2.8 163 11.5 1 69.89459275 0 1 0 0 1 0 +2 3.5 7.7403314917127 1.8 0.3585 33.6 10.22 314 11.4 1 47.67967146 0 1 0 0 1 0 +2 2.8 3.49539594843463 2.6 0.2442 35.3 9.64 422 10.5 1 59.05817933 0 1 0 0 1 0 +2 4.2 1.01104972375691 3.5 0.245 35.7 3.38 104 10.6 1 65.4017796 0 1 0 0 1 0 +2 3.6 7.73848987108655 50.9 0.0017 28.5 1.52 211 10.5 1 69.69472964 0 1 0 1 0 0 +2 3.4 0.0 2.6 0.0789 26.4 1.38 85 11.4 1 59.95345654 0 1 0 0 1 0 +2 3.3 5.96869244935543 3.5 0.0494 20.4 1.85 168 10.6 1 53.14989733 0 1 0 0 0 0 +2 4.2 5.91712707182319 2.6 0.0 21.3 3.6 212 12.4 0 66.75154004 0 0 0 0 0 0 +2 4.1 3.85819521178637 4.4 0.332 28.0 2.75 174 12.4 0 76.20533881 0 0 0 0 1 0 +2 3.9 1.83609576427256 4.4 0.0372 38.1 5.71 151 13.0 0 78.18480493 0 1 0 0 1 0 +0 4.2 10.8084714548803 3.0 0.1757 32.0 2.3 206 14.9 1 56.8733744 0 0 0 0 0 0 +0 4.1 0.0 2.0 0.1525 32.0 2.63 274 12.9 1 62.6146475 1 0 0 0 0 0 +0 4.0 2.07734806629834 43.3 0.1048 20.2 10.25 183 14.9 1 62.53798768 0 1 0 0 1 1 +0 4.1 9.38121546961327 51.2 0.2033 25.0 2.8 205 12.4 1 73.85078713 0 0 0 0 0 1 +0 4.4 9.91344383057089 2.0 0.2399 19.3 2.56 173 13.1 1 30.7761807 1 0 0 0 0 0 +0 3.5 6.5414364640884 15.7 0.7815 17.7 4.64 515 9.0 1 27.137577 1 0 0 0 0 0 +0 3.8 5.57826887661142 69.8 0.0506 31.2 5.56 232 13.3 1 58.03148528 1 0 0 0 1 1 +0 4.5 7.74769797421731 19.7 0.5415 23.5 4.77 255 14.7 1 58.48596852 0 0 0 0 1 0 +0 4.1 8.77163904235726 13.8 0.3265 31.7 3.1 222 13.1 1 61.76317591 0 1 0 0 0 0 +0 4.0 7.71454880294659 11.8 0.4562 27.9 1.68 223 13.4 1 47.77549624 0 1 1 0 1 0 +0 3.4 7.01473296500921 0.0 0.477 26.1 5.2 401 11.2 1 77.45653662 1 0 0 0 0 0 +0 3.9 8.6169429097606 7.9 0.158 31.9 4.63 176 13.6 1 63.82477755 1 0 0 0 1 0 +0 4.1 8.04051565377533 25.6 0.0901 31.7 1.63 99 13.6 0 77.87542779 0 0 0 0 1 1 +0 4.2 9.95764272559854 1.8 0.2727 40.5 2.18 234 14.4 0 84.02737851 0 0 0 0 1 0 +0 4.1 1.91528545119705 10.5 0.215 31.9 2.29 274 12.1 1 74.31074606 0 0 0 0 0 0 +0 4.3 7.85082872928177 2.6 0.2677 30.0 1.3 287 13.0 1 73.48939083 0 0 0 0 0 0 +0 2.9 9.92633517495396 36.9 0.076 25.7 13.55 379 9.2 1 72.60506502 1 0 1 0 1 0 +0 4.2 9.87476979742172 1.8 0.5208 20.3 4.55 283 13.5 0 86.73785079 0 0 0 0 1 0 +0 4.2 5.88950276243093 0.0 0.0044 33.0 2.19 112 14.4 0 51.27994524 0 0 0 0 0 0 +0 3.2 5.4585635359116 4.4 0.4862 38.4 7.25 187 8.8 1 45.15263518 1 0 0 0 0 0 +0 3.9 6.64456721915286 8.8 0.1788 27.1 3.33 508 12.2 1 63.64681725 1 0 0 0 1 0 +0 4.2 8.30939226519335 12.3 0.1792 24.8 4.32 348 13.6 1 61.18001369 1 0 0 0 0 0 +0 4.8 7.62062615101288 0.9 0.3844 20.1 4.73 246 13.4 1 40.31211499 1 0 0 0 0 0 +0 4.3 6.32596685082873 35.1 0.1912 24.7 2.08 207 14.1 1 74.37919233 0 0 0 0 1 1 +0 3.4 3.42541436464088 79.9 0.0403 28.7 12.45 173 10.7 1 92.00273785 0 0 0 0 1 1 +0 4.1 7.95948434622467 30.7 0.2113 41.6 4.92 318 13.7 1 63.20602327 1 0 0 0 1 1 +0 3.7 3.38674033149171 4.4 0.4535 27.9 1.58 156 10.7 1 81.51950719 1 0 0 0 1 0 +0 3.6 8.18968692449355 12.3 0.3299 25.2 7.88 199 14.3 1 72.02737851 1 0 0 0 1 0 +0 3.7 7.05893186003684 73.7 0.3497 30.3 3.94 486 11.4 1 43.04449008 1 0 0 0 0 1 +0 3.8 4.24309392265193 21.9 0.125 29.7 2.79 195 12.8 1 85.88637919 0 0 0 0 1 1 +0 4.4 7.38858195211786 51.8 0.1385 33.6 3.53 261 15.4 1 62.51334702 0 0 0 0 1 1 +0 4.0 7.01657458563536 26.3 0.1824 23.1 1.45 231 12.0 1 44.30937714 1 0 0 0 0 0 +0 2.1 6.5377532228361 16.7 0.3978 29.7 26.0 204 9.4 1 52.5065024 0 1 0 0 1 0 +0 4.0 6.05524861878453 0.9 0.0 31.8 3.94 206 14.6 1 71.63586585 1 0 0 0 1 0 +0 4.1 5.68324125230203 2.6 0.2006 25.4 7.09 296 13.4 1 69.81245722 1 0 0 0 1 0 +0 4.2 4.76243093922652 13.2 0.384 32.9 1.68 204 15.1 1 58.56810404 1 0 0 0 0 0 +0 4.4 6.01104972375691 15.8 0.0139 22.4 3.29 192 11.1 0 34.64202601 0 0 0 0 0 0 +2 2.2 7.3683241252302 3.0 0.0024 28.8 52.5 207 9.9 1 68.32854209 0 1 0 0 1 0 +2 3.6 7.78084714548802 0.0 0.0 20.9 2.14 376 11.6 1 50.2587269 0 1 0 0 0 0 +2 3.8 3.9926335174954 1.0 0.0242 23.1 2.53 201 14.6 1 77.85078713 0 1 0 0 1 0 +2 3.0 7.72191528545121 0.9 0.2085 20.6 29.75 456 10.4 1 81.31416838 0 1 0 0 1 0 +2 3.7 9.83425414364642 1.8 0.0266 26.0 3.78 449 8.9 1 71.08281999 0 1 0 0 1 0 +2 3.2 9.90976058931859 2.6 0.198 26.7 5.73 102 9.8 0 71.90691307 0 1 0 0 1 0 +2 3.7 6.49723756906077 1.8 0.1393 29.7 1.95 267 9.4 0 73.05954826 0 1 0 0 1 0 +1 4.0 6.40883977900551 5.9 0.2637 42.7 2.95 369 12.6 1 50.65845311 0 1 1 0 0 0 +1 4.0 8.26151012891344 3.0 0.008 33.6 5.33 243 13.9 1 58.53524983 0 1 0 0 1 0 +1 4.0 8.11602209944751 59.0 0.0763 37.8 2.7 151 13.4 0 71.85489391 0 1 0 0 1 1 +1 3.8 6.22836095764273 12.8 0.054 28.4 2.23 158 11.2 1 55.29089665 0 1 0 0 0 0 +1 4.3 4.94106813996317 1.0 0.0058 26.2 3.83 219 12.3 1 74.31074606 0 1 0 0 0 0 +1 3.1 5.59116022099446 12.8 0.0027 26.0 13.43 385 11.3 1 69.10061602 0 1 0 0 1 0 +1 3.3 6.53038674033149 1.0 0.0 32.6 10.56 338 10.1 1 69.15263518 0 1 0 0 0 0 +1 4.2 7.83977900552486 12.8 0.1556 22.6 3.27 168 11.1 1 79.96440794 0 1 0 0 0 0 +1 3.4 2.20073664825046 3.0 0.0753 28.8 3.58 163 12.2 1 54.99520876 0 1 0 0 0 0 +1 3.9 7.70165745856354 3.9 0.0515 26.6 9.1 435 11.5 1 63.51813826 0 1 0 0 0 0 +1 4.2 5.90239410681399 6.9 0.124 27.8 2.22 256 12.7 1 49.2019165 0 0 0 0 0 0 +1 4.3 3.9134438305709 2.0 0.0113 29.9 2.94 265 11.5 0 73.49212868 0 1 0 0 0 0 +1 3.9 6.87476979742173 11.8 0.3024 19.3 20.67 525 10.7 1 76.29021218 0 1 0 0 1 0 +1 4.2 9.95764272559851 16.7 0.4912 20.9 5.53 518 13.6 1 56.61054073 0 1 0 0 0 0 +1 3.8 5.70902394106814 3.0 0.5568 20.8 10.36 319 14.5 1 56.07939767 0 1 0 0 0 0 +1 3.8 5.83977900552486 2.0 0.0 18.6 11.33 243 11.9 1 84.20807666 1 0 0 0 0 0 +1 4.1 7.38121546961326 5.9 0.2376 31.5 2.74 265 15.7 1 54.14373717 0 1 0 0 1 0 +1 3.7 2.39226519337017 8.9 0.0251 28.4 2.69 508 12.0 1 69.33607118 0 0 0 0 1 0 +1 3.5 7.27255985267034 17.7 0.0 28.9 2.23 176 12.9 1 79.12388775 0 1 0 0 1 0 +1 3.7 6.54143646408839 1.0 0.0079 30.1 5.42 296 11.1 1 63.90965092 0 1 0 0 1 0 +1 3.6 4.77716390423572 10.8 0.0628 21.1 8.22 333 9.5 1 55.17864476 0 1 1 0 0 0 +1 3.4 6.32780847145488 11.8 0.1724 21.6 5.27 770 11.2 1 46.95687885 1 1 0 0 0 0 +1 2.9 3.9134438305709 3.0 0.0205 18.8 15.0 387 8.9 1 76.16974675 0 1 0 0 0 0 +1 4.1 8.72744014732965 4.9 0.0361 30.5 11.08 150 10.3 1 74.00136893 0 1 0 0 0 0 +1 3.9 0.0 6.9 0.4341 25.3 10.33 316 12.6 1 62.43942505 0 1 0 0 1 0 +1 3.9 9.95764272559854 3.9 0.4995 30.5 6.5 147 11.8 1 70.32991102 0 1 0 0 1 0 +1 3.5 7.93001841620625 3.0 0.1386 25.1 23.58 342 12.7 1 68.93908282 0 1 0 0 1 0 +1 3.8 6.67771639042357 5.9 0.009 26.1 11.43 107 11.8 1 79.50992471 0 1 0 0 1 0 +1 4.1 3.2670349907919 3.0 0.528 18.8 4.5 315 10.4 1 73.79603012 0 1 1 0 1 0 +1 3.8 4.76979742173112 3.9 0.112 18.5 4.05 295 9.9 1 60.62696783 0 1 0 0 0 0 +1 3.5 6.90423572744015 0.0 0.0006 23.7 6.88 381 8.4 1 67.72621492 0 1 0 0 0 0 +1 4.2 5.81767955801105 2.0 0.4184 21.9 6.25 247 13.8 1 20.11772758 1 1 0 0 1 0 +1 3.8 9.68508287292818 6.9 0.0772 23.0 7.0 139 10.1 1 79.66324435 0 1 0 0 1 0 +1 3.6 9.30939226519339 0.9 0.0283 24.4 6.14 206 11.1 1 74.56536619 0 1 0 0 1 0 +1 3.9 7.16390423572744 1.8 0.0 23.6 3.4 194 10.7 1 54.22039699 0 1 0 0 0 0 +1 4.1 5.67403314917127 7.0 0.046 32.8 3.23 214 15.2 1 72.61054073 1 0 0 0 1 0 +1 3.8 6.19889502762431 20.2 0.2041 24.5 2.67 444 9.4 1 67.816564 0 0 0 0 1 0 +1 4.7 5.35359116022099 19.3 0.4452 19.9 13.43 420 11.8 1 48.93360712 1 1 0 0 0 0 +1 3.8 2.30570902394107 15.8 0.1469 29.3 4.77 194 10.4 1 63.93155373 0 1 0 0 0 0 +1 3.9 3.74033149171271 14.9 0.2128 21.8 7.67 296 13.3 1 49.44558522 0 1 1 0 1 0 +1 3.5 3.60405156537753 13.2 0.3967 28.2 4.75 275 10.8 1 72.90349076 0 1 0 0 1 0 +1 3.6 1.06813996316759 9.7 0.1839 34.0 3.93 485 10.8 0 76.78576318 0 1 0 0 1 0 +1 3.3 6.62615101289134 8.8 0.0176 24.2 71.0 354 11.2 1 61.53045859 0 1 1 0 0 0 +1 3.8 5.69613259668507 3.5 0.0014 21.2 2.33 233 12.6 1 88.18069815 0 0 0 0 0 0 +1 2.6 8.16390423572743 10.5 0.2589 26.1 8.5 305 11.4 1 66.68856947 0 1 0 0 1 0 +1 4.0 7.30386740331491 12.3 0.2273 33.0 7.89 390 13.6 1 52.83230664 0 1 0 0 1 0 +1 3.8 0.0 10.5 0.052 26.7 2.89 257 12.2 1 75.68514716 0 0 0 0 0 0 +1 3.7 4.79189686924494 10.5 0.0023 23.5 10.07 289 12.8 1 63.09377139 0 0 0 0 1 0 +1 3.6 10.292817679558 19.3 0.1774 28.5 3.5 240 8.7 1 44.34223135 0 1 0 0 0 0 +1 3.9 7.90423572744015 6.1 0.2825 36.8 8.67 292 10.9 0 58.22039699 0 1 1 0 0 0 +1 4.2 4.53959484346224 9.7 0.0 24.9 2.4 311 14.6 1 62.39014374 0 0 0 0 0 0 +1 3.9 3.97790055248619 13.2 0.3109 29.4 43.67 295 11.9 1 67.54004107 0 1 0 0 1 0 +1 4.2 7.01289134438305 15.8 0.2137 23.9 9.0 260 12.4 1 68.07392197 0 1 1 0 0 0 +1 3.2 5.74769797421731 5.3 0.3019 24.1 12.83 133 9.7 1 55.83025325 0 1 0 0 0 0 +1 3.9 3.8158379373849 4.4 0.0921 28.8 2.95 409 13.6 1 68.3340178 0 1 0 0 0 0 +1 3.6 2.47329650092081 18.4 0.3219 19.1 5.54 242 12.2 1 60.51471595 0 0 1 0 0 0 +1 3.8 4.70718232044199 2.6 0.0495 20.6 3.5 176 13.8 1 62.4421629 0 1 0 0 1 0 +1 3.9 0.0 8.8 0.0011 23.8 3.5 245 11.0 1 71.58384668 0 1 0 0 0 0 +1 4.1 6.41804788213628 8.8 0.3567 23.1 7.75 459 13.9 1 70.03969884 1 0 0 0 1 0 +1 3.0 8.33149171270718 0.9 0.0067 22.4 7.36 167 9.7 1 68.79397673 0 1 0 0 0 0 +1 4.5 4.92265193370166 11.4 0.3904 24.7 3.67 160 11.2 1 54.80629706 1 1 0 0 1 0 +1 3.9 0.285451197053407 10.5 0.007 26.0 5.3 235 11.7 1 60.56673511 0 1 0 0 0 0 +1 3.6 2.42725598526703 1.8 0.2469 26.4 2.64 309 11.6 1 63.88227242 0 1 0 0 1 0 +1 4.2 7.88581952117863 7.9 0.1776 36.1 2.56 237 14.2 1 57.53593429 0 1 0 0 0 0 +1 3.2 5.04235727440147 3.5 0.0057 20.1 6.56 319 9.8 1 67.18959617 1 1 0 0 0 0 +1 3.5 5.71639042357273 9.7 0.4437 28.2 9.57 311 9.2 1 64.45722108 0 1 0 0 0 0 +1 3.1 6.2062615101289 9.7 0.1313 31.9 6.23 214 10.1 1 79.53182752 0 1 0 0 0 0 +1 4.5 3.86187845303868 5.3 0.1176 39.7 4.22 166 13.2 1 61.36618754 0 1 0 0 1 0 +1 3.8 0.0 4.4 0.177 19.3 1.53 453 12.6 1 34.98151951 0 0 0 0 0 0 +1 3.4 5.20810313075506 3.5 0.2924 38.0 10.0 361 9.3 1 63.23340178 0 1 1 0 0 0 +1 3.4 7.30202578268877 0.9 0.1538 35.1 4.2 240 11.1 1 41.89185489 0 1 1 0 1 0 +1 3.9 8.9465930018416 2.6 0.2205 20.1 4.43 123 11.0 1 45.26214921 0 1 0 0 1 0 +1 4.0 4.69797421731123 5.3 0.3116 27.1 1.5 313 11.0 1 48.36960986 0 1 0 0 0 0 +1 4.4 5.3756906077348 0.0 0.0 19.0 14.2 255 13.3 1 64.79123888 0 1 0 0 0 0 +1 3.8 5.44198895027624 24.6 0.6258 29.3 8.0 215 8.2 1 66.0698152 0 1 0 0 1 0 +1 3.5 4.62246777163904 20.2 0.1606 23.2 2.6 322 11.6 1 63.57015743 0 0 0 0 0 0 +1 3.2 7.65377532228361 5.3 0.0022 20.2 2.88 67 10.9 1 73.70020534 0 0 0 0 0 0 +1 3.1 4.83057090239411 6.1 0.0013 30.9 6.5 296 12.1 1 68.7008898 0 1 0 0 0 0 +1 3.3 7.04235727440147 1.8 0.0807 25.6 6.56 462 12.2 1 64.19438741 0 0 1 0 1 0 +1 4.0 6.59484346224678 3.5 0.2386 31.3 4.64 201 13.7 1 66.88843258 1 0 1 0 1 0 +1 3.9 3.32965009208103 11.4 0.0012 32.4 3.55 185 16.2 1 75.88227242 0 0 0 0 1 0 +1 4.1 6.2707182320442 12.3 0.1336 24.5 3.32 232 10.4 1 58.68856947 0 1 0 0 0 0 +1 3.8 9.31123388581951 0.0 0.0 21.2 2.0 187 10.1 1 63.6605065 0 1 0 0 0 0 +1 4.3 7.6611418047882 0.9 0.0 29.4 2.35 371 10.3 1 45.33333333 0 0 0 0 0 0 +1 3.3 7.47882136279926 10.5 0.1779 21.0 2.43 229 9.9 1 93.49486653 0 1 1 0 1 0 +1 4.3 7.26519337016573 17.6 0.0624 24.0 2.67 229 13.7 1 65.31416838 0 0 1 0 0 0 +1 4.1 7.61694290976058 9.7 0.2419 27.4 9.63 201 11.0 1 73.94387406 0 1 1 0 0 0 +1 3.5 7.47329650092081 16.7 0.3516 23.3 4.33 234 10.4 1 70.24503765 0 1 0 0 0 0 +1 4.1 6.41620626151012 27.2 0.6583 22.0 4.0 208 12.8 1 46.39835729 0 0 1 0 1 1 +1 3.9 8.53775322283607 3.5 0.0114 23.6 7.0 212 12.8 1 75.95071869 0 0 0 0 0 0 +1 3.6 6.12154696132597 5.3 0.0458 23.2 5.05 756 8.1 0 48.06023272 1 0 0 0 0 0 +1 3.9 0.375690607734807 5.3 0.2536 24.1 6.13 273 11.1 1 45.18548939 0 1 0 0 0 0 +1 3.6 6.8195211786372 39.5 0.2861 18.6 3.33 233 9.5 0 61.23203285 0 1 0 0 1 0 +1 4.4 6.1620626151013 26.3 0.5558 30.0 3.31 300 11.2 1 46.85557837 0 0 1 0 0 1 +1 3.2 6.94290976058932 13.2 0.596 18.8 4.38 666 9.8 1 47.18412047 0 0 0 0 0 0 +1 3.8 9.06629834254144 7.0 0.0798 28.7 5.36 289 10.1 1 75.9835729 0 0 0 0 1 0 +1 4.2 7.22651933701658 5.3 0.3543 33.0 1.56 199 16.1 1 65.51129363 0 0 0 0 1 0 +1 3.3 5.83793738489871 4.4 0.0508 20.0 7.25 381 10.1 1 66.11088296 0 1 0 0 0 0 +1 4.0 5.56353591160221 11.4 0.0314 39.0 2.75 214 14.0 1 77.16632444 1 0 0 0 0 0 +1 3.6 6.57274401473296 0.9 0.0053 20.6 4.75 532 11.4 1 67.27446954 0 0 0 0 0 0 +1 3.6 7.57458563535912 13.2 0.2123 30.4 3.7 269 10.0 1 75.18412047 0 1 0 0 0 0 +1 3.8 9.07550644567219 0.0 0.1724 22.1 10.89 366 11.6 1 73.96577687 1 1 0 0 0 0 +1 3.3 6.20994475138122 0.9 0.0 21.7 13.0 692 9.4 1 75.27994524 0 0 0 0 0 0 +1 4.2 7.94106813996316 15.8 0.6072 27.5 5.29 216 16.2 1 63.86858316 0 0 1 0 1 0 +1 4.1 9.53959484346227 16.7 0.1221 35.8 3.19 358 13.1 1 55.71526352 0 0 0 0 0 1 +1 4.5 9.16758747697975 3.5 0.0133 26.8 2.5 170 15.9 1 63.9835729 0 0 0 0 1 0 +1 3.3 8.41068139963166 76.4 0.347 29.9 6.85 379 9.5 1 64.04380561 0 0 0 0 1 0 +1 3.4 7.02209944751381 13.2 0.731 27.5 12.33 248 9.4 1 72.25735797 0 0 1 0 1 0 +2 3.9 8.7329650092081 0.0 0.0446 18.7 2.48 384 11.8 1 59.73716632 0 1 0 0 0 0 +2 4.2 7.30386740331492 33.4 0.0703 19.9 1.33 199 12.4 1 36.20533881 0 0 0 1 0 1 +2 3.3 8.64272559852671 7.0 0.0398 20.2 4.0 484 7.5 1 54.37097878 0 1 0 0 0 0 +2 4.2 7.86003683241252 0.9 0.0224 26.2 4.38 264 9.7 1 29.55509925 0 1 0 0 0 0 +2 3.7 0.0 7.9 0.1019 21.6 9.75 233 11.8 1 65.27857632 0 1 0 0 0 0 +2 4.2 5.40515653775322 2.6 0.4063 24.3 1.31 157 12.1 1 70.41204654 0 1 0 0 0 0 +2 3.8 6.8121546961326 9.8 0.076 25.1 3.79 103 13.2 1 71.49897331 0 1 0 0 1 0 +2 4.2 4.54327808471455 3.9 0.0339 27.6 3.82 175 11.9 1 58.54346338 0 1 0 0 1 0 +2 3.7 3.75138121546961 3.0 0.0 20.8 8.33 541 11.5 1 63.77002053 1 1 1 0 1 0 +2 3.5 4.23756906077348 3.5 0.0154 27.7 6.5 168 10.7 1 69.32785763 0 1 0 0 1 0 +2 4.1 7.43278084714549 2.6 0.1814 46.3 1.44 138 11.9 1 61.11156742 0 0 0 0 0 0 +2 3.8 4.61141804788214 0.9 0.0011 24.3 1.22 68 11.2 1 61.59342916 0 1 0 0 1 0 +2 3.6 10.5082872928177 0.0 0.1801 30.3 8.64 208 13.4 1 46.56810404 0 1 0 0 1 0 +2 3.7 7.3609576427256 1.0 0.0869 22.0 9.27 470 9.4 1 52.42710472 1 0 0 0 1 0 +2 3.3 6.62062615101289 3.9 0.0002 35.3 6.53 278 9.7 1 64.91991786 0 1 0 0 1 0 +2 4.0 4.49723756906078 1.0 0.4172 20.2 6.3 319 11.6 1 53.35523614 0 1 0 0 0 0 +2 3.7 8.13812154696133 1.8 0.0499 24.0 1.94 280 11.1 0 61.08145106 0 0 0 0 0 0 +2 4.7 7.51381215469613 5.3 0.0005 28.0 2.0 258 12.9 1 53.31416838 0 0 1 0 1 0 +2 2.9 5.67034990791896 1.8 0.2506 24.3 8.93 277 8.6 1 45.32785763 0 1 1 0 1 0 +2 3.7 7.7292817679558 5.3 0.405 19.0 6.0 274 14.8 1 60.83230664 0 1 0 0 0 0 +2 4.0 8.25046040515653 0.9 0.0021 24.5 3.15 188 10.0 1 34.48870637 0 1 1 0 0 0 +2 3.4 7.02762430939226 0.9 0.1921 19.2 5.14 185 9.4 1 25.16358659 0 1 0 0 1 0 +2 4.2 4.57458563535912 7.0 0.3786 22.5 2.7 284 14.7 1 57.58521561 0 0 0 0 1 0 +2 4.7 7.89134438305707 5.3 0.1745 29.6 2.69 159 12.7 1 68.49828884 0 0 0 0 1 0 +2 3.5 4.86556169429097 1.8 0.0 24.9 5.88 459 8.3 1 61.18548939 1 1 0 0 1 0 +2 4.3 9.4696132596685 5.3 0.046 34.5 2.12 198 12.2 1 70.23682409 0 0 0 0 0 0 +2 2.9 6.16206261510129 0.9 0.1928 24.4 8.0 528 8.5 1 28.56673511 0 1 0 0 1 0 +2 3.7 7.49723756906078 2.6 0.1065 29.7 3.36 287 12.8 1 48.62970568 0 0 1 0 1 0 +2 2.9 6.16390423572744 4.4 0.0083 20.5 3.31 599 8.2 1 61.47843943 0 1 1 0 1 0 +2 4.4 9.04604051565378 3.5 0.021 27.7 3.73 263 15.1 1 61.87268994 0 1 0 0 1 0 +2 3.9 7.95211786372007 2.6 0.0511 24.2 2.7 198 14.6 1 58.49418207 0 1 0 0 1 0 +2 3.2 8.07918968692449 0.0 0.1513 32.9 12.5 174 9.6 1 50.88843258 0 1 0 0 1 0 +2 4.0 4.12338858195212 7.9 0.1335 25.3 13.29 215 9.3 1 57.80698152 0 1 0 0 0 0 +2 4.2 7.20994475138121 2.0 0.4772 12.9 1.17 134 10.3 1 18.33538672 0 1 0 0 0 0 +2 3.9 7.23388581952118 1.8 0.2789 29.1 3.0 136 11.7 1 75.21423682 0 0 1 0 1 0 +2 4.2 4.87661141804788 0.0 0.0723 29.9 1.89 317 13.3 1 37.17727584 0 1 0 0 1 0 +2 4.1 9.42725598526703 2.6 0.2188 28.4 4.6 262 12.9 1 61.77412731 1 1 1 0 0 0 +2 3.4 4.80847145488029 0.9 0.0 22.7 2.68 352 11.5 1 78.42299795 0 0 0 0 1 0 +2 3.5 7.0073664825046 1.8 0.1886 31.4 9.75 525 10.8 1 50.70225873 0 1 0 0 1 0 +2 3.2 5.39410681399632 4.4 0.0057 23.8 24.57 68 8.6 1 59.47433265 0 1 0 0 1 0 +2 3.9 7.20441988950276 0.9 0.0608 42.1 1.67 222 11.8 1 23.33470226 0 1 0 0 0 0 +2 4.1 7.7219152854512 3.5 0.4288 32.1 2.7 188 11.8 1 70.26146475 0 1 0 0 1 0 +2 3.9 3.95211786372008 4.4 0.3375 24.7 7.83 368 11.4 1 74.7871321 0 1 0 0 1 0 +2 4.2 5.98895027624309 4.4 0.525 27.6 3.5 218 12.7 1 56.66529774 0 1 1 0 1 0 +2 3.8 7.96500920810313 7.9 0.2667 22.4 8.4 245 12.9 1 67.16495551 0 1 0 0 0 0 +2 4.0 7.98895027624309 14.8 0.6248 33.4 3.69 307 12.9 1 63.74264203 1 1 0 0 1 0 +2 3.8 4.74769797421731 16.7 0.248 25.9 4.6 168 11.4 1 73.68104038 0 1 0 0 0 0 +2 3.7 2.19337016574586 20.7 0.0005 28.3 7.6 319 11.3 1 71.09650924 0 1 1 0 0 0 +2 4.0 7.97605893186004 9.8 0.1614 28.1 3.13 138 10.6 1 70.47775496 0 0 1 0 1 0 +2 3.6 5.66482504604052 5.9 0.3314 22.0 15.0 127 10.9 1 85.71115674 0 1 0 0 1 0 +2 3.9 7.94290976058932 7.9 0.2006 30.7 20.5 327 13.1 1 66.954141 0 1 0 0 1 0 +2 3.5 5.43830570902394 10.5 0.109 32.7 3.88 220 9.1 1 83.46885695 0 1 0 0 1 0 +2 4.4 9.15469613259668 3.5 0.4476 31.0 3.63 184 15.4 1 61.82340862 1 1 0 0 1 0 +2 4.3 5.85819521178637 0.0 0.0024 30.6 5.75 315 10.3 1 59.32101301 0 1 0 0 0 0
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_data.csv Tue Nov 07 17:21:09 2023 +0000 @@ -0,0 +1,296 @@ +SAMPLE_ID,Cancer_type_grouped_2,Cancer_Type2,Cancer_Type,Chemo_before_IO (1:Yes; 0:No),Age,Sex (1:Male; 0:Female),BMI,Stage (1:IV; 0:I-III),Stage at IO start,NLR,Platelets,HGB,Albumin,Drug (1:Combo; 0:PD1/PDL1orCTLA4),Drug_class,TMB,FCNA,HED,HLA_LOH,MSI (1:Unstable; 0:Stable_Indeterminate),MSI_SCORE,Response (1:Responder; 0:Non-responder),OS_Event,OS_Months,PFS_Event,PFS_Months,RF16_prob +8384,Bladder,2,Others,1,68.88706366,1,24.3,1,IV,5.27,341,10.3,4.1,0,PD1/PDL1,27.5,0.0006,5.82320441988951,0,0,0,1,1,31.54004107,1,6.800821355,0.467845314537317 +8381,Bladder,2,Others,1,63.46338125,1,31.7,1,IV,3,190,13.2,4.5,0,PD1/PDL1,2,0.0015,5.89502762430938,0,0,0.09,0,0,45.99589322,1,1.149897331,0.279935364717587 +8790,Bladder,2,Others,1,76.94729637,1,26.9,1,IV,7.4,231,10.7,3.2,0,PD1/PDL1,5.9,0.4036,8.05156537753222,0,0,0.4,0,1,3.318275154,1,1.149897331,0.102658611763147 +9106,Bladder,2,Others,1,56.94729637,0,22.6,1,IV,1.28,170,11.4,3.8,1,Combo,7.9,0.214,8.12338858195211,1,0,0,1,0,20.73100616,0,20.59958932,0.220140944129093 +9050,Bladder,2,Others,1,60.25735797,1,26.6,1,IV,2.22,109,9,4.1,0,PD1/PDL1,57.9,0.0688,7.89134438305708,0,1,26.55,0,1,7.523613963,1,1.379876797,0.500682332756977 +9261,Bladder,2,Others,0,65.07323751,1,24.9,1,IV,4.67,348,12.3,3.8,0,PD1/PDL1,11.4,0.2709,5.05709023941069,1,0,1.17,1,0,28.91170431,0,28.74743327,0.385281006408248 +8294,Bladder,2,Others,1,78.4366872,1,26.2,1,IV,1.1,162,11.8,3.8,0,PD1/PDL1,9.7,0.1451,7.76979742173113,0,0,0.21,0,1,12.05749487,1,2.234086242,0.215086829938329 +9292,Bladder,2,Others,1,62.770705,1,22.3,1,IV,4,170,13.6,4.4,0,PD1/PDL1,8.8,0.0261,5.22283609576427,0,0,0,0,1,9.757700205,1,0.919917864,0.243422951824329 +9427,Bladder,2,Others,1,52.37508556,0,20.9,1,IV,3.58,141,11,3.7,0,PD1/PDL1,16.7,0.1593,10.3480662983425,0,0,0.37,0,1,15.57289528,1,11.49897331,0.262981465703056 +9525,Bladder,2,Others,1,78.40109514,0,35.5,1,IV,3.06,276,13.1,4.1,0,PD1/PDL1,16.7,0.1921,6.646408839779,1,0,0.33,1,0,28.05749487,0,27.36755647,0.372112882111159 +9042,Bladder,2,Others,0,78.71594798,0,31.8,1,IV,3.71,363,12.2,3.4,0,PD1/PDL1,14,0.2225,2.93370165745856,0,0,1.18,1,0,22.275154,0,12.09034908,0.358069485694818 +9642,Bladder,2,Others,0,50.84736482,1,24.2,1,IV,6.25,243,12.7,3.8,0,PD1/PDL1,0.9,0.2593,7.51565377532229,1,0,0.06,0,1,1.577002053,1,1.577002053,0.318648098659101 +8847,Bladder,2,Others,1,74.83093771,1,26.9,1,IV,6.89,157,12.2,4.5,1,Combo,6.1,0.6541,8.0184162062615,0,0,1.46,0,0,13.79876797,0,13.37166324,0.234003688259196 +9963,Bladder,2,Others,0,51.14031485,1,28.9,1,IV,1.77,248,13.3,4.4,0,PD1/PDL1,2.6,0.0883,6.50460405156539,1,0,0.05,0,1,11.95893224,1,0.689938398,0.41318781160607 +9894,Bladder,2,Others,1,75.15947981,0,32.8,1,IV,3.18,353,8.6,4.1,0,PD1/PDL1,14,0.2929,5.88766114180479,0,0,0.27,0,1,5.683778234,1,1.80698152,0.275757732142156 +9818,Bladder,2,Others,1,52.57221082,1,30.6,1,IV,4,191,10.8,4.9,1,Combo,13.2,0.4644,2.61694290976059,1,0,0.9,1,0,11.95893224,1,6.078028747,0.284927054400868 +8532,Breast,2,Others,1,64.92813142,0,19,1,IV,7.43,435,12.1,3.4,0,PD1/PDL1,7.9,0.7148,5.19705340699816,0,0,2.78,0,1,3.022587269,1,3.022587269,0.133034053589677 +8637,Breast,2,Others,1,40.41067762,0,18.2,1,IV,3.67,252,10.3,4.2,0,PD1/PDL1,4.4,0.4237,4.02394106813996,0,0,1.29,0,1,5.190965092,1,1.084188912,0.123179276326519 +9494,Breast,2,Others,1,70.09993155,0,18.6,1,IV,9.5,175,11.3,4.4,0,PD1/PDL1,4.4,0.5745,2.47329650092081,0,0,1,0,0,11.03901437,1,3.646817248,0.176023166029784 +9694,Breast,2,Others,1,69.84804928,0,19.1,1,IV,5.6,250,11.1,4.1,0,PD1/PDL1,3.5,0.7037,4.40699815837937,0,0,3.7,1,0,15.37577002,0,15.37577002,0.128975069551985 +9806,Breast,2,Others,1,46.54620123,0,37.9,1,IV,0.8,332,12.5,4.2,0,PD1/PDL1,5.3,0.6079,6.02578268876611,0,0,3.08,0,0,11.72895277,1,1.412731006,0.211352272916715 +8660,Colorectal,2,Others,1,43.71252567,1,33.2,1,IV,4,264,12.7,4,0,PD1/PDL1,3.9,0.3025,5.79558011049724,1,0,0.16,0,0,15.40862423,1,1.675564682,0.202353463586178 +8928,Colorectal,2,Others,1,48.80492813,1,22.8,1,IV,3.25,211,10.3,2.7,0,PD1/PDL1,53.1,0.069,7.11602209944752,0,1,32.04,1,0,35.41683778,1,17.70841889,0.44643659055817 +8823,Colorectal,2,Others,1,56.28747433,0,50.2,1,IV,9.57,310,9.3,3.6,0,PD1/PDL1,1.8,0.5682,4.22836095764273,0,0,0.7,0,1,9.593429158,1,2.135523614,0.106744489568241 +8213,Colorectal,2,Others,1,63.74811773,0,41.8,1,IV,7.6,204,10.1,3.8,0,PD1/PDL1,4.9,0.0426,4.49539594843462,1,0,0.15,0,1,5.618069815,1,0.919917864,0.155112522490691 +8874,Colorectal,2,Others,1,33.76317591,0,29.3,1,IV,2.4,220,13.1,4.4,0,PD1/PDL1,61.4,0.0001,6.88766114180479,0,1,12.08,1,0,18.75975359,0,16.49281314,0.517834161116294 +8786,Colorectal,2,Others,1,47.04722793,1,27.3,1,IV,25.63,175,8.1,1.7,0,PD1/PDL1,93,0.0317,7.255985267035,0,1,48.28,0,1,0.755646817,1,0.755646817,0.380954880528825 +9404,Colorectal,2,Others,1,45.27857632,0,30.8,1,IV,3.47,211,12.5,4.2,0,PD1/PDL1,4.4,0.1514,4.451197053407,0,0,0.75,0,0,16,1,1.872689938,0.191222081698051 +9477,Colorectal,2,Others,1,49.24024641,0,17.6,0,III,14.4,242,9.2,3.1,0,PD1/PDL1,7,0.0681,9.34990791896869,0,0,0.15,0,0,8.90349076,0,6.669404517,0.141981056917744 +10020,Colorectal,2,Others,0,65.94387406,1,24.1,1,IV,9.45,366,11,3.6,0,PD1/PDL1,17.6,0.0347,5.76427255985267,1,0,1.01,0,1,3.449691992,1,0.887063655,0.327915484697705 +8477,Endometrial,2,Others,1,64.30937714,0,24.3,1,IV,18.6,281,10.3,3.9,0,PD1/PDL1,1,0.7969,3.9134438305709,0,0,4.54,0,1,17.70841889,1,7.326488706,0.10744487332747 +8273,Endometrial,2,Others,1,77.74401095,0,33,1,IV,0.92,254,12.7,3.8,0,PD1/PDL1,29.8,0.0409,6.25598526703499,0,1,23.8,0,1,11.26899384,1,2.759753593,0.524371788190148 +9340,Endometrial,2,Others,1,57.045859,0,26.8,1,IV,1.43,167,12.4,4.3,0,PD1/PDL1,4.4,0.0319,7.45672191528544,0,0,0.52,0,1,17.24845996,1,1.741273101,0.222033355093314 +9579,Endometrial,2,Others,1,62.87200548,0,32.7,1,IV,3.33,141,11.8,3.7,0,PD1/PDL1,7.9,0.6378,4.78268876611418,0,0,2.19,0,0,13.86447639,1,0.985626283,0.161042559954601 +9693,Endometrial,2,Others,1,59.17590691,0,22,1,IV,5.35,256,9.6,3.7,0,PD1/PDL1,40.4,0.0075,6.40515653775322,0,1,18.86,1,0,23.09650924,1,9.166324435,0.457515811872101 +9430,Endometrial,2,Others,1,61.48391513,0,20.7,1,IV,6.8,230,12.2,4.2,0,PD1/PDL1,7,0.0035,5.53406998158379,0,0,0,0,1,16.32854209,1,7.359342916,0.205599264506209 +9868,Endometrial,2,Others,1,57.4017796,0,27.7,1,IV,0.93,207,12.5,3.7,0,PD1/PDL1,31.6,0.0087,5.91160220994475,0,1,16.37,1,0,12.5174538,1,5.289527721,0.508523414620483 +8622,Endometrial,2,Others,1,68.45174538,0,32.6,1,IV,3.67,245,14.2,4.3,0,PD1/PDL1,3.5,0.1968,5.58011049723756,0,0,0.38,1,0,19.35112936,0,19.35112936,0.242710358418186 +9566,Endometrial,2,Others,1,65.67282683,0,27.3,1,IV,1.79,365,11.6,3.8,0,PD1/PDL1,1.8,0,4.15653775322283,0,0,0.17,0,1,10.28336756,1,1.609856263,0.24623239218484 +8214,Endometrial,2,Others,1,67.91512663,0,35.7,1,IV,1.19,198,12.8,4.3,0,PD1/PDL1,32.5,0.012,6.8121546961326,0,1,20.58,1,0,15.73716632,0,15.6386037,0.524835318666392 +10036,Endometrial,2,Others,1,80.81861739,0,24,1,IV,4.33,185,11.1,3.8,0,PD1/PDL1,7.9,0.3314,6.95764272559853,0,0,0.27,0,1,9.396303901,1,2.036960986,0.212094603236521 +10099,Endometrial,2,Others,1,71.04449008,0,22.3,1,IV,8.5,402,10.7,3.9,0,PD1/PDL1,34.2,0.0536,8.57826887661142,0,1,26.41,0,0,12.48459959,1,1.839835729,0.432454482745034 +10062,Endometrial,2,Others,1,66.33812457,0,42.3,1,IV,3.33,347,9.1,2.9,0,PD1/PDL1,2.6,0.0094,7.53775322283609,0,0,0,0,1,1.511293634,1,1.412731006,0.199489215026339 +8351,Esophageal,2,Others,1,57.35797399,1,20.5,1,IV,1.12,178,10.5,4.3,0,PD1/PDL1,8.8,0.6346,7.78453038674034,0,0,3.89,0,1,15.70431212,1,2.595482546,0.211627990300179 +9046,Esophageal,2,Others,1,81.4017796,1,24.2,1,IV,6,115,8.9,2.6,0,PD1/PDL1,4.4,0.3621,5.97790055248619,0,0,1.14,0,1,2.759753593,1,2.759753593,0.120558353589633 +9126,Esophageal,2,Others,1,69.91101985,0,14.6,1,IV,2.71,326,10.3,3.2,0,PD1/PDL1,5.3,0.2745,7.72744014732964,0,0,0.28,0,1,0.328542094,1,0.328542094,0.141596414520865 +9347,Esophageal,2,Others,0,72.5174538,0,26.6,1,IV,1.91,257,12.9,3.4,0,PD1/PDL1,10.5,0.2506,6.02946593001841,0,0,0.13,1,0,29.2073922,1,16.42710472,0.2954865603579 +9131,Esophageal,2,Others,1,71.02532512,1,26.4,1,IV,1.67,59,10.2,3.3,0,PD1/PDL1,5.3,0.0344,9.26519337016574,0,0,0.2,0,1,2.858316222,1,0.887063655,0.145405502571711 +8956,Esophageal,2,Others,1,42.7652293,1,15.7,1,IV,2.33,208,14.5,4.2,0,PD1/PDL1,3.5,0.1207,9.40883977900554,0,0,0.07,1,1,15.24435318,1,7.09650924,0.221970910520036 +9982,Esophageal,2,Others,1,71.90417522,1,17.6,1,IV,25,177,9.6,3.1,0,PD1/PDL1,5.3,0.0729,3.27624309392265,0,0,0,0,1,1.314168378,1,0.788501027,0.100687992250149 +9488,Esophageal,2,Others,1,54.7652293,1,26.1,1,IV,6,284,11.2,4,0,PD1/PDL1,1.8,0.2792,5.11233885819521,0,0,0.61,1,0,13.01026694,1,7.819301848,0.193741647085849 +9085,Esophageal,2,Others,0,55.75633128,1,20.3,0,III,1.89,181,13.1,4.1,0,PD1/PDL1,2.6,0.148,7.62246777163903,0,0,0.07,1,0,10.0862423,0,9.691991786,0.305920427433311 +8452,Gastric,2,Others,1,67.86858316,1,23.5,1,IV,1.92,237,11.8,3.4,0,PD1/PDL1,6.9,0.0829,6.18232044198895,0,0,0.39,0,0,12.25462012,1,2.201232033,0.150337844515795 +8498,Gastric,2,Others,1,25.71663244,0,31.7,1,IV,43.5,191,11.4,1.6,0,PD1/PDL1,1,0,8.28360957642726,0,0,0,0,1,0.229979466,1,0.229979466,0.129043323315399 +8497,Gastric,2,Others,1,71.20328542,1,32.6,1,IV,3.19,196,9.6,3.5,0,PD1/PDL1,2,0.2775,6.44383057090239,0,0,2.17,0,1,3.646817248,1,2.004106776,0.145356307777192 +8920,Gastric,2,Others,1,29.2183436,1,22.9,1,IV,5.44,129,9.4,3.1,1,Combo,0,0.0017,7.79742173112338,0,0,0,0,1,2.004106776,1,0.262833676,0.113675222291626 +9373,Gastric,2,Others,0,62.89938398,0,21,1,IV,9.33,439,9.2,3.5,0,PD1/PDL1,6.1,0.0369,7.56906077348066,0,0,0.17,1,1,13.5687885,1,5.94661191,0.249111403494332 +9309,Gastric,2,Others,0,46.86379192,0,25.1,1,IV,8.29,342,13,3.6,0,PD1/PDL1,7.9,0.5099,6.46040515653775,0,0,2.11,1,1,24.24640657,1,3.318275154,0.267363888885353 +9471,Gastric,2,Others,0,61.36344969,1,22.4,1,IV,4.4,382,10.1,3.5,0,PD1/PDL1,5.3,0.0038,6.61325966850827,0,0,0.13,1,1,27.137577,1,14.55441478,0.294441183340322 +9013,Gastric,2,Others,1,74.20670773,1,23.9,1,IV,2,147,10.9,3.3,0,PD1/PDL1,21.1,0.3982,9.87476979742172,1,0,0.99,0,1,9.790554415,1,3.318275154,0.279977542011739 +8946,Gastric,2,Others,1,62.39561944,1,17.8,1,IV,51.75,145,8.4,3,0,PD1/PDL1,7,0.2216,7.35174953959485,1,0,1.79,0,1,2.595482546,1,1.379876797,0.107059259696123 +8219,Gastric,2,Others,0,53.65913758,1,29.1,1,IV,5.21,186,12.2,4.1,0,PD1/PDL1,0,0.2317,8.292817679558,0,0,0.14,1,1,18.82546201,1,8.607802875,0.359918284804841 +9303,Gastric,2,Others,1,49.86447639,1,32.1,1,IV,4.08,221,11.4,3.5,1,Combo,4.4,0.0358,0,0,0,0,1,0,19.25256674,1,5.486652977,0.164902069645541 +8630,Gastric,2,Others,1,69.045859,0,27.7,1,IV,1.26,115,11,3.7,0,PD1/PDL1,51.8,0.1166,4.03683241252302,0,1,31.49,0,0,15.17864476,1,2.661190965,0.431476062516285 +9915,Gastric,2,Others,0,84.93086927,1,22.3,1,IV,4.39,267,9.4,3.3,1,Combo,43,0,7.97421731123388,0,1,14.72,0,1,2.628336756,1,2.628336756,0.523293779922059 +8362,Head & Neck,2,Others,1,60.23545517,1,26,1,IV,27.6,362,12.3,4,0,PD1/PDL1,3.9,0.0637,7.86924493554327,0,0,0,0,1,10.54620123,1,0.985626283,0.210786069915607 +8442,Head & Neck,2,Others,1,50.95687885,1,14.6,1,IV,12.43,352,9.4,3.9,0,PD1/PDL1,7.9,0.2946,8.89502762430939,0,0,3.85,0,1,6.932238193,1,1.215605749,0.203311224181878 +8723,Head & Neck,2,Others,1,77.56605065,1,22.8,1,IV,18.33,495,9.2,3.2,0,PD1/PDL1,8.8,0.0149,5.9926335174954,0,0,0,0,1,13.33880904,1,1.018480493,0.139029480143852 +8331,Head & Neck,2,Others,1,45.36071184,1,25,1,IV,58,240,10.5,4.3,0,PD1/PDL1,0,0.2299,7.26519337016574,1,0,0.9,0,1,3.154004107,1,1.80698152,0.164272102523719 +8537,Head & Neck,2,Others,1,58.22039699,1,38.1,1,IV,4.71,326,10.9,3.9,0,PD1/PDL1,3.5,0.1331,6.11049723756906,0,0,0.43,1,1,8.246406571,1,8.246406571,0.198932077001665 +8924,Head & Neck,2,Others,1,76.63518138,1,21.7,1,IV,8.57,274,9.1,3.5,0,PD1/PDL1,12.3,0.5596,9.20073664825046,1,0,1.67,0,1,5.092402464,1,1.609856263,0.118720272966081 +9072,Head & Neck,2,Others,1,46.13826147,1,23.1,1,IV,13.75,312,7.4,2.8,0,PD1/PDL1,7,0.3552,7.9852670349908,0,0,0.92,0,1,1.511293634,1,1.215605749,0.068286191016701 +9540,Head & Neck,2,Others,1,75.42505134,1,25,1,IV,19,280,10.2,4.1,0,PD1/PDL1,7,0.2798,8.32596685082872,0,0,0.24,0,1,10.87474333,1,2.036960986,0.201639170772473 +8736,Head & Neck,2,Others,1,68.26283368,0,29.4,1,IV,3.1,286,12.8,4.4,0,PD1/PDL1,1.8,0.3297,9.7974217311234,0,0,0.84,0,0,14.9486653,1,1.642710472,0.276901876233199 +8321,Head & Neck,2,Others,1,55.23613963,1,19.9,1,IV,7.17,220,9.9,3.5,0,PD1/PDL1,7,0.2054,8.45119705340701,0,0,0,0,0,21.32238193,1,0.755646817,0.143252596394147 +8959,Head & Neck,2,Others,1,69.3908282,1,24.2,1,IV,2.5,158,13.5,4,0,PD1/PDL1,3.5,0.0474,4.10313075506446,0,0,0.26,1,1,24.18069815,1,13.60164271,0.202462726517182 +9472,Head & Neck,2,Others,1,74.0698152,1,31.5,1,IV,10.4,174,11.9,2.7,0,PD1/PDL1,14,0.0745,7.04235727440147,0,0,0.12,1,1,5.190965092,1,5.190965092,0.132928137666527 +8396,Head & Neck,2,Others,1,56.79397673,1,29.8,1,IV,10,198,13.2,4.2,0,PD1/PDL1,10.5,0.1979,7.42357274401473,1,0,1.66,0,0,17.01848049,1,1.839835729,0.263153020364304 +9604,Head & Neck,2,Others,1,59.22245038,1,20.9,1,IV,27,459,10.6,3.5,0,PD1/PDL1,3.5,0.0025,6.71639042357274,0,0,0,0,1,3.54825462,1,0.722792608,0.170480929800969 +9197,Hepatobiliary,2,Others,1,69.89459275,1,26.3,1,IV,2.8,163,11.5,3.5,0,PD1/PDL1,4.4,0.2345,7.22836095764272,0,0,0.33,0,0,18.4312115,1,10.25051335,0.118508354570819 +8795,Hepatobiliary,2,Others,1,47.67967146,1,33.6,1,IV,10.22,314,11.4,3.5,0,PD1/PDL1,1.8,0.3585,7.7403314917127,0,0,0.42,0,1,10.67761807,1,2.825462012,0.111245550468804 +9324,Hepatobiliary,2,Others,1,59.05817933,1,35.3,1,IV,9.64,422,10.5,2.8,0,PD1/PDL1,2.6,0.2442,3.49539594843463,0,0,0.14,0,1,5.453798768,1,3.54825462,0.096237888521601 +9154,Hepatobiliary,2,Others,1,65.4017796,1,35.7,1,IV,3.38,104,10.6,4.2,0,PD1/PDL1,3.5,0.245,1.01104972375691,0,0,0.16,0,0,14.32443532,1,2.168377823,0.199710326246076 +9125,Hepatobiliary,2,Others,1,69.69472964,0,28.5,1,IV,1.52,211,10.5,3.6,0,PD1/PDL1,50.9,0.0017,7.73848987108655,0,1,24.69,1,0,21.88090349,0,20.63244353,0.461890320286525 +9240,Hepatobiliary,2,Others,1,59.95345654,1,26.4,1,IV,1.38,85,11.4,3.4,0,PD1/PDL1,2.6,0.0789,0,0,0,0,0,1,2.496919918,1,2.496919918,0.137263811580997 +9896,Hepatobiliary,2,Others,1,53.14989733,0,20.4,1,IV,1.85,168,10.6,3.3,0,PD1/PDL1,3.5,0.0494,5.96869244935543,0,0,0.14,0,1,8.082135524,1,1.80698152,0.143010227695734 +9843,Hepatobiliary,2,Others,0,66.75154004,0,21.3,0,II,3.6,212,12.4,4.2,0,PD1/PDL1,2.6,0,5.91712707182319,0,0,0,1,0,19.54825462,0,17.51129363,0.349375637429464 +9341,Hepatobiliary,2,Others,0,76.20533881,1,28,0,III,2.75,174,12.4,4.1,0,PD1/PDL1,4.4,0.332,3.85819521178637,0,0,0.08,0,0,19.38398357,1,3.285420945,0.359371226606137 +9747,Hepatobiliary,2,Others,1,78.18480493,1,38.1,0,III,5.71,151,13,3.9,0,PD1/PDL1,4.4,0.0372,1.83609576427256,0,0,0,0,0,15.37577002,1,2.595482546,0.213295912873281 +8316,Melanoma,0,Melanoma,0,56.8733744,0,32,1,IV,2.3,206,14.9,4.2,0,PD1/PDL1,3,0.1757,10.8084714548803,0,0,0.15,1,0,11.07186858,1,10.41478439,0.35004196783692 +8395,Melanoma,0,Melanoma,0,62.6146475,0,32,1,IV,2.63,274,12.9,4.1,1,Combo,2,0.1525,0,0,0,0.35,1,0,19.77823409,0,19.77823409,0.392494025429528 +8473,Melanoma,0,Melanoma,1,62.53798768,1,20.2,1,IV,10.25,183,14.9,4,0,PD1/PDL1,43.3,0.1048,2.07734806629834,0,0,0.15,0,1,7.819301848,1,4.1724846,0.515926970066719 +8435,Melanoma,0,Melanoma,0,73.85078713,0,25,1,IV,2.8,205,12.4,4.1,0,PD1/PDL1,51.2,0.2033,9.38121546961327,0,0,0.67,1,1,25.75770021,1,20.73100616,0.622348202165843 +10246,Melanoma,0,Melanoma,0,30.7761807,0,19.3,1,IV,2.56,173,13.1,4.4,1,Combo,2,0.2399,9.91344383057089,0,0,0.09,0,1,10.90759754,1,1.314168378,0.359604445688387 +8729,Melanoma,0,Melanoma,0,27.137577,0,17.7,1,IV,4.64,515,9,3.5,1,Combo,15.7,0.7815,6.5414364640884,0,0,3.21,0,1,1.018480493,1,0.197125257,0.280548575823403 +8800,Melanoma,0,Melanoma,0,58.03148528,1,31.2,1,IV,5.56,232,13.3,3.8,1,Combo,69.8,0.0506,5.57826887661142,0,0,0,1,0,41.95482546,0,37.78234086,0.629816489846544 +8839,Melanoma,0,Melanoma,0,58.48596852,1,23.5,1,IV,4.77,255,14.7,4.5,0,PD1/PDL1,19.7,0.5415,7.74769797421731,0,0,1.15,0,0,41.13347023,1,2.595482546,0.441595932394317 +8954,Melanoma,0,Melanoma,1,61.76317591,0,31.7,1,IV,3.1,222,13.1,4.1,0,PD1/PDL1,13.8,0.3265,8.77163904235726,0,0,0.75,1,1,28.12320329,1,8.509240246,0.341671750053231 +8975,Melanoma,0,Melanoma,1,47.77549624,1,27.9,1,IV,1.68,223,13.4,4,0,PD1/PDL1,11.8,0.4562,7.71454880294659,1,0,1.52,0,1,3.54825462,1,1.412731006,0.288755866181332 +8841,Melanoma,0,Melanoma,0,77.45653662,0,26.1,1,IV,5.2,401,11.2,3.4,1,Combo,0,0.477,7.01473296500921,0,0,2.04,0,1,2.299794661,1,0.722792608,0.308193847383196 +9051,Melanoma,0,Melanoma,0,63.82477755,1,31.9,1,IV,4.63,176,13.6,3.9,1,Combo,7.9,0.158,8.6169429097606,0,0,0.07,1,0,33.28131417,0,33.28131417,0.364262064238814 +8706,Melanoma,0,Melanoma,0,77.87542779,1,31.7,0,III,1.63,99,13.6,4.1,0,PD1/PDL1,25.6,0.0901,8.04051565377533,0,0,0,1,0,9.264887064,1,8.443531828,0.552234702911123 +8759,Melanoma,0,Melanoma,0,84.02737851,1,40.5,0,III,2.18,234,14.4,4.2,0,PD1/PDL1,1.8,0.2727,9.95764272559854,0,0,0,0,0,25.33059548,0,22.01232033,0.39021376157599 +9174,Melanoma,0,Melanoma,0,74.31074606,0,31.9,1,IV,2.29,274,12.1,4.1,0,PD1/PDL1,10.5,0.215,1.91528545119705,0,0,0.22,1,0,17.7412731,0,2.069815195,0.439278437188221 +9200,Melanoma,0,Melanoma,0,73.48939083,0,30,1,IV,1.3,287,13,4.3,0,PD1/PDL1,2.6,0.2677,7.85082872928177,0,0,0.46,0,1,4.862422998,1,0.821355236,0.381339597539668 +9215,Melanoma,0,Melanoma,0,72.60506502,1,25.7,1,IV,13.55,379,9.2,2.9,1,Combo,36.9,0.076,9.92633517495396,1,0,0.06,0,1,1.839835729,1,1.051334702,0.462370305553083 +8404,Melanoma,0,Melanoma,0,86.73785079,1,20.3,0,III,4.55,283,13.5,4.2,0,PD1/PDL1,1.8,0.5208,9.87476979742172,0,0,3.25,0,0,31.01437372,1,3.055441478,0.405677396081152 +9075,Melanoma,0,Melanoma,0,51.27994524,0,33,0,III,2.19,112,14.4,4.2,0,PD1/PDL1,0,0.0044,5.88950276243093,0,0,0.09,1,0,20.27104723,0,20.23819302,0.329208971590795 +9312,Melanoma,0,Melanoma,0,45.15263518,0,38.4,1,IV,7.25,187,8.8,3.2,1,Combo,4.4,0.4862,5.4585635359116,0,0,2.39,0,1,1.149897331,1,1.149897331,0.237790964516365 +9380,Melanoma,0,Melanoma,0,63.64681725,1,27.1,1,IV,3.33,508,12.2,3.9,1,Combo,8.8,0.1788,6.64456721915286,0,0,0.8,1,0,28.97741273,0,28.97741273,0.39036491767094 +9208,Melanoma,0,Melanoma,0,61.18001369,0,24.8,1,IV,4.32,348,13.6,4.2,1,Combo,12.3,0.1792,8.30939226519335,0,0,0.07,1,0,26.90759754,0,20.92813142,0.464716662971336 +8748,Melanoma,0,Melanoma,0,40.31211499,0,20.1,1,IV,4.73,246,13.4,4.8,1,Combo,0.9,0.3844,7.62062615101288,0,0,1.21,0,0,16.13141684,0,15.01437372,0.371225847266 +8699,Melanoma,0,Melanoma,0,74.37919233,1,24.7,1,IV,2.08,207,14.1,4.3,0,PD1/PDL1,35.1,0.1912,6.32596685082873,0,0,0.33,1,0,24.41067762,0,23.03080082,0.635577849603356 +9555,Melanoma,0,Melanoma,0,92.00273785,1,28.7,1,IV,12.45,173,10.7,3.4,0,PD1/PDL1,79.9,0.0403,3.42541436464088,0,0,0.07,1,1,6.735112936,1,6.735112936,0.501480178167326 +9344,Melanoma,0,Melanoma,0,63.20602327,1,41.6,1,IV,4.92,318,13.7,4.1,1,Combo,30.7,0.2113,7.95948434622467,0,0,0.21,1,0,18.85831622,0,18.85831622,0.639468646119509 +9783,Melanoma,0,Melanoma,0,81.51950719,1,27.9,1,IV,1.58,156,10.7,3.7,1,Combo,4.4,0.4535,3.38674033149171,0,0,1.97,0,1,11.79466119,1,8.27926078,0.334448103033909 +9848,Melanoma,0,Melanoma,0,72.02737851,1,25.2,1,IV,7.88,199,14.3,3.6,1,Combo,12.3,0.3299,8.18968692449355,0,0,0.79,1,0,21.45379877,1,14.16016427,0.324662694968412 +9231,Melanoma,0,Melanoma,0,43.04449008,0,30.3,1,IV,3.94,486,11.4,3.7,1,Combo,73.7,0.3497,7.05893186003684,0,0,0.21,1,0,20.30390144,0,20.30390144,0.515510490441778 +9330,Melanoma,0,Melanoma,0,85.88637919,1,29.7,1,IV,2.79,195,12.8,3.8,0,PD1/PDL1,21.9,0.125,4.24309392265193,0,0,0.07,1,0,20.00821355,0,20.00821355,0.528570963273234 +9811,Melanoma,0,Melanoma,0,62.51334702,1,33.6,1,IV,3.53,261,15.4,4.4,0,PD1/PDL1,51.8,0.1385,7.38858195211786,0,0,0.18,1,0,16.22997947,0,16.09856263,0.688455832135232 +9930,Melanoma,0,Melanoma,0,44.30937714,0,23.1,1,IV,1.45,231,12,4,1,Combo,26.3,0.1824,7.01657458563536,0,0,0.61,1,0,17.93839836,1,3.318275154,0.489873674037114 +9689,Melanoma,0,Melanoma,1,52.5065024,1,29.7,1,IV,26,204,9.4,2.1,0,PD1/PDL1,16.7,0.3978,6.5377532228361,0,0,1.99,0,1,0.229979466,1,0.229979466,0.202144352700824 +10009,Melanoma,0,Melanoma,0,71.63586585,1,31.8,1,IV,3.94,206,14.6,4,1,Combo,0.9,0,6.05524861878453,0,0,0.05,0,1,0.492813142,1,0.492813142,0.381672935702767 +10042,Melanoma,0,Melanoma,0,69.81245722,1,25.4,1,IV,7.09,296,13.4,4.1,1,Combo,2.6,0.2006,5.68324125230203,0,0,0,0,1,2.792607803,1,1.281314168,0.395039049621109 +8326,Melanoma,0,Melanoma,0,58.56810404,0,32.9,1,IV,1.68,204,15.1,4.2,1,Combo,13.2,0.384,4.76243093922652,0,0,0.4,0,1,12.81314168,1,2.825462012,0.35868716142864 +9023,Melanoma,0,Melanoma,0,34.64202601,0,22.4,0,III,3.29,192,11.1,4.4,0,PD1/PDL1,15.8,0.0139,6.01104972375691,0,0,0,1,0,31.54004107,1,5.32238193,0.396375331356336 +10241,Mesothelioma,2,Others,1,68.32854209,1,28.8,1,IV,52.5,207,9.9,2.2,0,PD1/PDL1,3,0.0024,7.3683241252302,0,0,0,0,1,1.741273101,1,1.741273101,0.119957911707051 +10237,Mesothelioma,2,Others,1,50.2587269,0,20.9,1,IV,2.14,376,11.6,3.6,0,PD1/PDL1,0,0,7.78084714548802,0,0,0,0,1,6.143737166,1,0.689938398,0.267138149198037 +10247,Mesothelioma,2,Others,1,77.85078713,1,23.1,1,IV,2.53,201,14.6,3.8,0,PD1/PDL1,1,0.0242,3.9926335174954,0,0,0,1,0,22.275154,1,12.97741273,0.226858479547833 +10265,Mesothelioma,2,Others,1,81.31416838,1,20.6,1,IV,29.75,456,10.4,3,0,PD1/PDL1,0.9,0.2085,7.72191528545121,0,0,0.2,0,1,1.412731006,1,1.412731006,0.156471324746723 +10290,Mesothelioma,2,Others,1,71.08281999,1,26,1,IV,3.78,449,8.9,3.7,0,PD1/PDL1,1.8,0.0266,9.83425414364642,0,0,0.06,0,1,2.792607803,1,1.281314168,0.214632704985346 +10294,Mesothelioma,2,Others,1,71.90691307,1,26.7,0,III,5.73,102,9.8,3.2,0,PD1/PDL1,2.6,0.198,9.90976058931859,0,0,0.38,0,0,9.889117043,0,9.889117043,0.118066219881081 +10292,Mesothelioma,2,Others,1,73.05954826,1,29.7,0,III,1.95,267,9.4,3.7,0,PD1/PDL1,1.8,0.1393,6.49723756906077,0,0,0.11,0,1,5.650924025,1,1.149897331,0.178694288139449 +8299,NSCLC,1,NSCLC,1,50.65845311,0,42.7,1,IV,2.95,369,12.6,4,0,PD1/PDL1,5.9,0.2637,6.40883977900551,1,0,2.7,0,0,20.43531828,1,1.281314168,0.278634303291588 +8308,NSCLC,1,NSCLC,1,58.53524983,1,33.6,1,IV,5.33,243,13.9,4,0,PD1/PDL1,3,0.008,8.26151012891344,0,0,0,0,1,7.622176591,1,1.445585216,0.238721169297904 +8341,NSCLC,1,NSCLC,1,71.85489391,1,37.8,0,III,2.7,151,13.4,4,0,PD1/PDL1,59,0.0763,8.11602209944751,0,0,0.72,1,0,35.87679672,0,35.87679672,0.539605711529854 +8343,NSCLC,1,NSCLC,1,55.29089665,0,28.4,1,IV,2.23,158,11.2,3.8,0,PD1/PDL1,12.8,0.054,6.22836095764273,0,0,0.15,0,0,14.29158111,1,8.837782341,0.24352831514449 +8337,NSCLC,1,NSCLC,1,74.31074606,0,26.2,1,IV,3.83,219,12.3,4.3,0,PD1/PDL1,1,0.0058,4.94106813996317,0,0,0.52,1,0,41.13347023,0,11.53182752,0.22234030559529 +8377,NSCLC,1,NSCLC,1,69.10061602,1,26,1,IV,13.43,385,11.3,3.1,0,PD1/PDL1,12.8,0.0027,5.59116022099446,0,0,0.08,0,1,6.045174538,1,1.18275154,0.158095848151371 +8379,NSCLC,1,NSCLC,1,69.15263518,0,32.6,1,IV,10.56,338,10.1,3.3,0,PD1/PDL1,1,0,6.53038674033149,0,0,0,0,1,8.804928131,1,4.303901437,0.157855118093781 +8394,NSCLC,1,NSCLC,1,79.96440794,0,22.6,1,IV,3.27,168,11.1,4.2,0,PD1/PDL1,12.8,0.1556,7.83977900552486,0,0,0.59,0,1,2.135523614,1,2.135523614,0.278978494287287 +8422,NSCLC,1,NSCLC,1,54.99520876,0,28.8,1,IV,3.58,163,12.2,3.4,0,PD1/PDL1,3,0.0753,2.20073664825046,0,0,0.99,0,1,7.09650924,1,1.77412731,0.159849133686809 +8492,NSCLC,1,NSCLC,1,63.51813826,0,26.6,1,IV,9.1,435,11.5,3.9,0,PD1/PDL1,3.9,0.0515,7.70165745856354,0,0,0.47,0,1,14.98151951,1,0.854209446,0.230815631722132 +8525,NSCLC,1,NSCLC,0,49.2019165,0,27.8,1,IV,2.22,256,12.7,4.2,0,PD1/PDL1,6.9,0.124,5.90239410681399,0,0,0.25,1,1,36.76386037,1,17.93839836,0.414119310470084 +8419,NSCLC,1,NSCLC,1,73.49212868,0,29.9,0,II,2.94,265,11.5,4.3,0,PD1/PDL1,2,0.0113,3.9134438305709,0,0,0,0,1,36.96098563,1,5.289527721,0.225863280932314 +8568,NSCLC,1,NSCLC,1,76.29021218,1,19.3,1,IV,20.67,525,10.7,3.9,0,PD1/PDL1,11.8,0.3024,6.87476979742173,0,0,1.31,0,1,6.275154004,1,1.675564682,0.196157960976212 +8600,NSCLC,1,NSCLC,1,56.61054073,0,20.9,1,IV,5.53,518,13.6,4.2,0,PD1/PDL1,16.7,0.4912,9.95764272559851,0,0,0.46,1,0,39.39219713,0,39.19507187,0.339904339157796 +8697,NSCLC,1,NSCLC,1,56.07939767,0,20.8,1,IV,10.36,319,14.5,3.8,0,PD1/PDL1,3,0.5568,5.70902394106814,0,0,2.69,0,1,4.238193018,1,0.722792608,0.187426599270177 +8735,NSCLC,1,NSCLC,0,84.20807666,0,18.6,1,IV,11.33,243,11.9,3.8,1,Combo,2,0,5.83977900552486,0,0,0.25,1,1,7.950718686,1,7.950718686,0.357140878231953 +8717,NSCLC,1,NSCLC,1,54.14373717,1,31.5,1,IV,2.74,265,15.7,4.1,0,PD1/PDL1,5.9,0.2376,7.38121546961326,0,0,0.27,0,0,12.09034908,1,4.73100616,0.322960298825204 +8770,NSCLC,1,NSCLC,0,69.33607118,1,28.4,1,IV,2.69,508,12,3.7,0,PD1/PDL1,8.9,0.0251,2.39226519337017,0,0,0.09,0,1,27.79466119,1,1.215605749,0.346479051487908 +8763,NSCLC,1,NSCLC,1,79.12388775,1,28.9,1,IV,2.23,176,12.9,3.5,0,PD1/PDL1,17.7,0,7.27255985267034,0,0,0.15,0,0,32.26283368,1,27.66324435,0.34683049447951 +8805,NSCLC,1,NSCLC,1,63.90965092,1,30.1,1,IV,5.42,296,11.1,3.7,0,PD1/PDL1,1,0.0079,6.54143646408839,0,0,0,0,1,12.91170431,1,2.102669405,0.18325361137991 +8854,NSCLC,1,NSCLC,1,55.17864476,0,21.1,1,IV,8.22,333,9.5,3.6,0,PD1/PDL1,10.8,0.0628,4.77716390423572,1,0,1.32,0,1,2.332648871,1,0.821355236,0.165353545168656 +8685,NSCLC,1,NSCLC,1,46.95687885,0,21.6,1,IV,5.27,770,11.2,3.4,1,Combo,11.8,0.1724,6.32780847145488,0,0,0.54,0,1,1.478439425,1,1.347022587,0.198054494568093 +8892,NSCLC,1,NSCLC,1,76.16974675,0,18.8,1,IV,15,387,8.9,2.9,0,PD1/PDL1,3,0.0205,3.9134438305709,0,0,0,0,1,2.562628337,1,2.562628337,0.129645640347161 +8887,NSCLC,1,NSCLC,1,74.00136893,0,30.5,1,IV,11.08,150,10.3,4.1,0,PD1/PDL1,4.9,0.0361,8.72744014732965,0,0,0,1,1,28.78028747,1,28.28747433,0.21543517934789 +8871,NSCLC,1,NSCLC,1,62.43942505,1,25.3,1,IV,10.33,316,12.6,3.9,0,PD1/PDL1,6.9,0.4341,0,0,0,1.55,0,1,0.887063655,1,0.887063655,0.17729782610419 +8900,NSCLC,1,NSCLC,1,70.32991102,1,30.5,1,IV,6.5,147,11.8,3.9,0,PD1/PDL1,3.9,0.4995,9.95764272559854,0,0,3.05,0,0,22.275154,1,1.642710472,0.194088482396759 +8936,NSCLC,1,NSCLC,1,68.93908282,1,25.1,1,IV,23.58,342,12.7,3.5,0,PD1/PDL1,3,0.1386,7.93001841620625,0,0,1.65,0,1,4.566735113,1,2.234086242,0.139088911057232 +8624,NSCLC,1,NSCLC,1,79.50992471,1,26.1,1,IV,11.43,107,11.8,3.8,0,PD1/PDL1,5.9,0.009,6.67771639042357,0,0,0.15,0,1,0.755646817,1,0.755646817,0.192329891716418 +8960,NSCLC,1,NSCLC,1,73.79603012,1,18.8,1,IV,4.5,315,10.4,4.1,0,PD1/PDL1,3,0.528,3.2670349907919,1,0,0.15,0,1,4.501026694,1,1.675564682,0.148916694758305 +8673,NSCLC,1,NSCLC,1,60.62696783,0,18.5,1,IV,4.05,295,9.9,3.8,0,PD1/PDL1,3.9,0.112,4.76979742173112,0,0,0.21,0,1,4.336755647,1,0.788501027,0.175623054088369 +8996,NSCLC,1,NSCLC,1,67.72621492,0,23.7,1,IV,6.88,381,8.4,3.5,0,PD1/PDL1,0,0.0006,6.90423572744015,0,0,0.14,0,1,2.39835729,1,2.39835729,0.209740734734745 +8999,NSCLC,1,NSCLC,1,20.11772758,1,21.9,1,IV,6.25,247,13.8,4.2,1,Combo,2,0.4184,5.81767955801105,0,0,1.84,1,0,34.85831622,1,4.1724846,0.172532425995619 +8825,NSCLC,1,NSCLC,1,79.66324435,1,23,1,IV,7,139,10.1,3.8,0,PD1/PDL1,6.9,0.0772,9.68508287292818,0,0,1.23,0,1,12.81314168,1,4.895277207,0.241012686578441 +8465,NSCLC,1,NSCLC,1,74.56536619,1,24.4,1,IV,6.14,206,11.1,3.6,0,PD1/PDL1,0.9,0.0283,9.30939226519339,0,0,0,0,1,9.133470226,1,1.675564682,0.191382011819354 +9135,NSCLC,1,NSCLC,1,54.22039699,0,23.6,1,IV,3.4,194,10.7,3.9,0,PD1/PDL1,1.8,0,7.16390423572744,0,0,0.06,0,0,21.71663244,1,2.595482546,0.258343692197171 +8247,NSCLC,1,NSCLC,0,72.61054073,1,32.8,1,IV,3.23,214,15.2,4.1,1,Combo,7,0.046,5.67403314917127,0,0,0,0,1,13.8973306,1,2.464065708,0.40146325812971 +9130,NSCLC,1,NSCLC,0,67.816564,1,24.5,1,IV,2.67,444,9.4,3.8,0,PD1/PDL1,20.2,0.2041,6.19889502762431,0,0,1.69,1,0,32.13141684,0,32.13141684,0.388389802189337 +9155,NSCLC,1,NSCLC,1,48.93360712,0,19.9,1,IV,13.43,420,11.8,4.7,1,Combo,19.3,0.4452,5.35359116022099,0,0,1.18,0,1,5.880903491,1,0.952772074,0.334847878408562 +9049,NSCLC,1,NSCLC,1,63.93155373,0,29.3,1,IV,4.77,194,10.4,3.8,0,PD1/PDL1,15.8,0.1469,2.30570902394107,0,0,0.32,0,1,5.979466119,1,2.694045175,0.274436767876855 +9171,NSCLC,1,NSCLC,1,49.44558522,1,21.8,1,IV,7.67,296,13.3,3.9,0,PD1/PDL1,14.9,0.2128,3.74033149171271,1,0,0.12,0,1,21.02669405,1,6.143737166,0.245637674248661 +9153,NSCLC,1,NSCLC,1,72.90349076,1,28.2,1,IV,4.75,275,10.8,3.5,0,PD1/PDL1,13.2,0.3967,3.60405156537753,0,0,2.11,0,1,2.628336756,1,0.887063655,0.159229439475743 +9010,NSCLC,1,NSCLC,1,76.78576318,1,34,0,III,3.93,485,10.8,3.6,0,PD1/PDL1,9.7,0.1839,1.06813996316759,0,0,0.38,0,1,4.303901437,1,1.839835729,0.192839822304136 +9263,NSCLC,1,NSCLC,1,61.53045859,0,24.2,1,IV,71,354,11.2,3.3,0,PD1/PDL1,8.8,0.0176,6.62615101289134,1,0,0.13,0,0,0.952772074,1,0.887063655,0.130024425139816 +8251,NSCLC,1,NSCLC,0,88.18069815,0,21.2,1,IV,2.33,233,12.6,3.8,0,PD1/PDL1,3.5,0.0014,5.69613259668507,0,0,0,1,1,25.49486653,1,12.8788501,0.379226303541551 +9285,NSCLC,1,NSCLC,1,66.68856947,1,26.1,1,IV,8.5,305,11.4,2.6,0,PD1/PDL1,10.5,0.2589,8.16390423572743,0,0,0.41,0,1,23.58932238,1,3.876796715,0.1284622140974 +9327,NSCLC,1,NSCLC,1,52.83230664,1,33,1,IV,7.89,390,13.6,4,0,PD1/PDL1,12.3,0.2273,7.30386740331491,0,0,0.24,0,1,8.640657084,1,3.219712526,0.2856898062574 +9371,NSCLC,1,NSCLC,0,75.68514716,0,26.7,1,IV,2.89,257,12.2,3.8,0,PD1/PDL1,10.5,0.052,0,0,0,0.31,0,1,4.435318275,1,1.938398357,0.400392604030191 +9179,NSCLC,1,NSCLC,0,63.09377139,1,23.5,1,IV,10.07,289,12.8,3.7,0,PD1/PDL1,10.5,0.0023,4.79189686924494,0,0,0,1,0,33.3798768,0,31.90143737,0.303119200091455 +9414,NSCLC,1,NSCLC,1,44.34223135,0,28.5,1,IV,3.5,240,8.7,3.6,0,PD1/PDL1,19.3,0.1774,10.292817679558,0,0,0.09,1,0,21.65092403,0,18.89117043,0.335699660741304 +9416,NSCLC,1,NSCLC,1,58.22039699,0,36.8,0,III,8.67,292,10.9,3.9,0,PD1/PDL1,6.1,0.2825,7.90423572744015,1,0,0.51,0,1,14.29158111,1,1.872689938,0.197856911761358 +9329,NSCLC,1,NSCLC,0,62.39014374,0,24.9,1,IV,2.4,311,14.6,4.2,0,PD1/PDL1,9.7,0,4.53959484346224,0,0,0,0,1,28.28747433,1,14.42299795,0.441283993932979 +9393,NSCLC,1,NSCLC,1,67.54004107,1,29.4,1,IV,43.67,295,11.9,3.9,0,PD1/PDL1,13.2,0.3109,3.97790055248619,0,0,0.89,0,1,0.788501027,1,0.788501027,0.190101944822138 +9523,NSCLC,1,NSCLC,1,68.07392197,0,23.9,1,IV,9,260,12.4,4.2,0,PD1/PDL1,15.8,0.2137,7.01289134438305,1,0,0.71,0,0,21.25667351,1,3.712525667,0.258299136389333 +9459,NSCLC,1,NSCLC,1,55.83025325,0,24.1,1,IV,12.83,133,9.7,3.2,0,PD1/PDL1,5.3,0.3019,5.74769797421731,0,0,0.51,0,1,3.613963039,1,1.938398357,0.086310963603809 +8356,NSCLC,1,NSCLC,1,68.3340178,0,28.8,1,IV,2.95,409,13.6,3.9,0,PD1/PDL1,4.4,0.0921,3.8158379373849,0,0,0.22,0,0,12.22176591,1,2.98973306,0.263238224540414 +9532,NSCLC,1,NSCLC,0,60.51471595,0,19.1,1,IV,5.54,242,12.2,3.6,0,PD1/PDL1,18.4,0.3219,2.47329650092081,1,0,1.66,0,0,25.75770021,1,2.496919918,0.369820097933614 +9020,NSCLC,1,NSCLC,1,62.4421629,1,20.6,1,IV,3.5,176,13.8,3.8,0,PD1/PDL1,2.6,0.0495,4.70718232044199,0,0,0,0,0,17.21560575,1,6.472279261,0.21755050380895 +9520,NSCLC,1,NSCLC,1,71.58384668,0,23.8,1,IV,3.5,245,11,3.9,0,PD1/PDL1,8.8,0.0011,0,0,0,0.06,0,0,5.486652977,1,2.726899384,0.207027290310757 +9519,NSCLC,1,NSCLC,0,70.03969884,1,23.1,1,IV,7.75,459,13.9,4.1,1,Combo,8.8,0.3567,6.41804788213628,0,0,0.68,1,0,13.17453799,0,13.17453799,0.353598597339078 +9606,NSCLC,1,NSCLC,1,68.79397673,0,22.4,1,IV,7.36,167,9.7,3,0,PD1/PDL1,0.9,0.0067,8.33149171270718,0,0,0,0,1,1.80698152,1,1.80698152,0.150920565363396 +8902,NSCLC,1,NSCLC,1,54.80629706,1,24.7,1,IV,3.67,160,11.2,4.5,1,Combo,11.4,0.3904,4.92265193370166,0,0,0.95,0,1,19.02258727,1,6.669404517,0.261133543219154 +8672,NSCLC,1,NSCLC,1,60.56673511,0,26,1,IV,5.3,235,11.7,3.9,0,PD1/PDL1,10.5,0.007,0.285451197053407,0,0,0,0,0,25.29774127,1,24.87063655,0.247649932605555 +9662,NSCLC,1,NSCLC,1,63.88227242,1,26.4,1,IV,2.64,309,11.6,3.6,0,PD1/PDL1,1.8,0.2469,2.42725598526703,0,0,1.51,0,1,5.026694045,1,1.938398357,0.200983863015462 +9609,NSCLC,1,NSCLC,1,57.53593429,0,36.1,1,IV,2.56,237,14.2,4.2,0,PD1/PDL1,7.9,0.1776,7.88581952117863,0,0,0.24,1,0,12.68172485,0,12.1889117,0.318639290536207 +8243,NSCLC,1,NSCLC,1,67.18959617,0,20.1,1,IV,6.56,319,9.8,3.2,1,Combo,3.5,0.0057,5.04235727440147,0,0,0,0,1,4.501026694,1,0.919917864,0.15477864155217 +9549,NSCLC,1,NSCLC,1,64.45722108,0,28.2,1,IV,9.57,311,9.2,3.5,0,PD1/PDL1,9.7,0.4437,5.71639042357273,0,0,1.38,0,1,0.952772074,1,0.952772074,0.102238741217759 +9310,NSCLC,1,NSCLC,1,79.53182752,0,31.9,1,IV,6.23,214,10.1,3.1,0,PD1/PDL1,9.7,0.1313,6.2062615101289,0,0,0.64,0,1,8.443531828,1,8.443531828,0.159513365499287 +9684,NSCLC,1,NSCLC,1,61.36618754,1,39.7,1,IV,4.22,166,13.2,4.5,0,PD1/PDL1,5.3,0.1176,3.86187845303868,0,0,0.06,0,0,9.724845996,0,8.31211499,0.240367612938348 +9730,NSCLC,1,NSCLC,0,34.98151951,0,19.3,1,IV,1.53,453,12.6,3.8,0,PD1/PDL1,4.4,0.177,0,0,0,0.07,0,1,7.227926078,1,1.379876797,0.288903864846755 +9723,NSCLC,1,NSCLC,1,63.23340178,0,38,1,IV,10,361,9.3,3.4,0,PD1/PDL1,3.5,0.2924,5.20810313075506,1,0,0.69,0,1,3.679671458,1,1.412731006,0.111479484616991 +9772,NSCLC,1,NSCLC,1,41.89185489,1,35.1,1,IV,4.2,240,11.1,3.4,0,PD1/PDL1,0.9,0.1538,7.30202578268877,1,0,0.17,0,0,22.66940452,1,0.821355236,0.170584278877347 +9776,NSCLC,1,NSCLC,1,45.26214921,1,20.1,1,IV,4.43,123,11,3.9,0,PD1/PDL1,2.6,0.2205,8.9465930018416,0,0,0.16,0,1,9.002053388,1,1.412731006,0.181052179449199 +8456,NSCLC,1,NSCLC,1,48.36960986,0,27.1,1,IV,1.5,313,11,4,0,PD1/PDL1,5.3,0.3116,4.69797421731123,0,0,0.41,0,1,12.09034908,1,1.741273101,0.214766629180224 +9761,NSCLC,1,NSCLC,1,64.79123888,0,19,1,IV,14.2,255,13.3,4.4,0,PD1/PDL1,0,0,5.3756906077348,0,0,0,0,1,2.529774127,1,2.004106776,0.263389520504671 +9067,NSCLC,1,NSCLC,1,66.0698152,1,29.3,1,IV,8,215,8.2,3.8,0,PD1/PDL1,24.6,0.6258,5.44198895027624,0,0,5.28,1,1,21.35523614,1,6.209445585,0.396827815022308 +9808,NSCLC,1,NSCLC,0,63.57015743,0,23.2,1,IV,2.6,322,11.6,3.5,0,PD1/PDL1,20.2,0.1606,4.62246777163904,0,0,0.4,0,0,21.81519507,1,3.383983573,0.339107030745815 +9820,NSCLC,1,NSCLC,0,73.70020534,0,20.2,1,IV,2.88,67,10.9,3.2,0,PD1/PDL1,5.3,0.0022,7.65377532228361,0,0,0,0,1,0.098562628,1,0.098562628,0.314199584405808 +9715,NSCLC,1,NSCLC,1,68.7008898,0,30.9,1,IV,6.5,296,12.1,3.1,0,PD1/PDL1,6.1,0.0013,4.83057090239411,0,0,0,0,0,10.97330596,1,2.069815195,0.171077771574541 +9840,NSCLC,1,NSCLC,0,64.19438741,1,25.6,1,IV,6.56,462,12.2,3.3,0,PD1/PDL1,1.8,0.0807,7.04235727440147,1,0,0.18,1,1,10.94045175,1,3.942505133,0.287065127801614 +9859,NSCLC,1,NSCLC,0,66.88843258,1,31.3,1,IV,4.64,201,13.7,4,1,Combo,3.5,0.2386,6.59484346224678,1,0,1.21,0,1,11.26899384,1,1.215605749,0.368760132996529 +9821,NSCLC,1,NSCLC,0,75.88227242,1,32.4,1,IV,3.55,185,16.2,3.9,0,PD1/PDL1,11.4,0.0012,3.32965009208103,0,0,0,1,0,17.24845996,0,17.24845996,0.397596679295719 +9879,NSCLC,1,NSCLC,1,58.68856947,0,24.5,1,IV,3.32,232,10.4,4.1,0,PD1/PDL1,12.3,0.1336,6.2707182320442,0,0,0,0,1,1.938398357,1,1.938398357,0.254740359186372 +9899,NSCLC,1,NSCLC,1,63.6605065,0,21.2,1,IV,2,187,10.1,3.8,0,PD1/PDL1,0,0,9.31123388581951,0,0,0,0,1,3.154004107,1,2.858316222,0.281481487521225 +9889,NSCLC,1,NSCLC,0,45.33333333,0,29.4,1,IV,2.35,371,10.3,4.3,0,PD1/PDL1,0.9,0,7.6611418047882,0,0,0,0,0,15.34291581,1,5.979466119,0.378955404954166 +9860,NSCLC,1,NSCLC,1,93.49486653,1,21,1,IV,2.43,229,9.9,3.3,0,PD1/PDL1,10.5,0.1779,7.47882136279926,1,0,0.3,0,1,0.131416838,1,0.131416838,0.212740558325877 +9921,NSCLC,1,NSCLC,0,65.31416838,0,24,1,IV,2.67,229,13.7,4.3,0,PD1/PDL1,17.6,0.0624,7.26519337016573,1,0,0.27,1,0,18.7926078,0,16.78850103,0.481371700273097 +9926,NSCLC,1,NSCLC,1,73.94387406,0,27.4,1,IV,9.63,201,11,4.1,0,PD1/PDL1,9.7,0.2419,7.61694290976058,1,0,0.23,0,0,15.3100616,1,5.388090349,0.22988751098799 +9966,NSCLC,1,NSCLC,1,70.24503765,0,23.3,1,IV,4.33,234,10.4,3.5,0,PD1/PDL1,16.7,0.3516,7.47329650092081,0,0,1.34,0,1,1.347022587,1,1.347022587,0.226443634523755 +9946,NSCLC,1,NSCLC,0,46.39835729,1,22,1,IV,4,208,12.8,4.1,0,PD1/PDL1,27.2,0.6583,6.41620626151012,1,0,2.88,0,0,17.60985626,0,17.3798768,0.539994954554171 +9970,NSCLC,1,NSCLC,0,75.95071869,0,23.6,1,IV,7,212,12.8,3.9,0,PD1/PDL1,3.5,0.0114,8.53775322283607,0,0,0,1,0,16.65708419,0,15.70431212,0.339965768194009 +9953,NSCLC,1,NSCLC,0,48.06023272,0,23.2,0,III,5.05,756,8.1,3.6,1,Combo,5.3,0.0458,6.12154696132597,0,0,0.37,0,0,17.64271047,1,1.281314168,0.332802660496895 +9629,NSCLC,1,NSCLC,1,45.18548939,0,24.1,1,IV,6.13,273,11.1,3.9,0,PD1/PDL1,5.3,0.2536,0.375690607734807,0,0,0.21,0,1,10.21765914,1,1.609856263,0.144168229799645 +10000,NSCLC,1,NSCLC,1,61.23203285,1,18.6,0,III,3.33,233,9.5,3.6,0,PD1/PDL1,39.5,0.2861,6.8195211786372,0,0,2.97,1,0,13.14168378,1,6.373716632,0.455922977751371 +9991,NSCLC,1,NSCLC,0,46.85557837,0,30,1,IV,3.31,300,11.2,4.4,0,PD1/PDL1,26.3,0.5558,6.1620626151013,1,0,1.31,1,0,16.13141684,0,15.90143737,0.557072815940003 +9999,NSCLC,1,NSCLC,0,47.18412047,0,18.8,1,IV,4.38,666,9.8,3.2,0,PD1/PDL1,13.2,0.596,6.94290976058932,0,0,1.35,1,0,16.55852156,0,16.55852156,0.263856497762126 +10005,NSCLC,1,NSCLC,0,75.9835729,1,28.7,1,IV,5.36,289,10.1,3.8,0,PD1/PDL1,7,0.0798,9.06629834254144,0,0,0,0,1,4.566735113,1,3.252566735,0.408280558603422 +10001,NSCLC,1,NSCLC,0,65.51129363,1,33,1,IV,1.56,199,16.1,4.2,0,PD1/PDL1,5.3,0.3543,7.22651933701658,0,0,1.52,1,0,16.3613963,1,9.330595483,0.323455122655787 +9498,NSCLC,1,NSCLC,1,66.11088296,0,20,1,IV,7.25,381,10.1,3.3,0,PD1/PDL1,4.4,0.0508,5.83793738489871,0,0,0,0,0,15.11293635,1,3.449691992,0.15546897600757 +9092,NSCLC,1,NSCLC,0,77.16632444,0,39,1,IV,2.75,214,14,4,1,Combo,11.4,0.0314,5.56353591160221,0,0,0,1,1,26.31622177,1,16.75564682,0.439637000266232 +10013,NSCLC,1,NSCLC,0,67.27446954,0,20.6,1,IV,4.75,532,11.4,3.6,0,PD1/PDL1,0.9,0.0053,6.57274401473296,0,0,0.06,1,0,15.17864476,0,14.48870637,0.316579628888903 +10056,NSCLC,1,NSCLC,1,75.18412047,0,30.4,1,IV,3.7,269,10,3.6,0,PD1/PDL1,13.2,0.2123,7.57458563535912,0,0,0,0,1,5.059548255,1,1.149897331,0.219061474867235 +10054,NSCLC,1,NSCLC,1,73.96577687,0,22.1,1,IV,10.89,366,11.6,3.8,1,Combo,0,0.1724,9.07550644567219,0,0,0.13,0,1,6.636550308,1,2.595482546,0.209316220005513 +10079,NSCLC,1,NSCLC,0,75.27994524,0,21.7,1,IV,13,692,9.4,3.3,0,PD1/PDL1,0.9,0,6.20994475138122,0,0,0,0,1,2.661190965,1,2.661190965,0.27453685062915 +9892,NSCLC,1,NSCLC,0,63.86858316,1,27.5,1,IV,5.29,216,16.2,4.2,0,PD1/PDL1,15.8,0.6072,7.94106813996316,1,0,2.94,0,1,9.100616016,1,4.796714579,0.398425235125398 +10071,NSCLC,1,NSCLC,0,55.71526352,0,35.8,1,IV,3.19,358,13.1,4.1,0,PD1/PDL1,16.7,0.1221,9.53959484346227,0,0,0.05,1,0,13.63449692,1,7.392197125,0.501336700909008 +10081,NSCLC,1,NSCLC,0,63.9835729,1,26.8,1,IV,2.5,170,15.9,4.5,0,PD1/PDL1,3.5,0.0133,9.16758747697975,0,0,0,0,0,13.5687885,0,13.5687885,0.397648083143611 +10101,NSCLC,1,NSCLC,0,64.04380561,1,29.9,1,IV,6.85,379,9.5,3.3,0,PD1/PDL1,76.4,0.347,8.41068139963166,0,0,0.12,0,1,3.646817248,1,1.347022587,0.436764060561461 +9741,NSCLC,1,NSCLC,0,72.25735797,1,27.5,1,IV,12.33,248,9.4,3.4,0,PD1/PDL1,13.2,0.731,7.02209944751381,1,0,2.41,0,1,7.950718686,1,3.055441478,0.224817473116617 +8580,Ovarian,2,Others,1,59.73716632,0,18.7,1,IV,2.48,384,11.8,3.9,0,PD1/PDL1,0,0.0446,8.7329650092081,0,0,0.16,1,0,35.44969199,1,24.31211499,0.248644306822395 +9181,Ovarian,2,Others,0,36.20533881,0,19.9,1,IV,1.33,199,12.4,4.2,0,PD1/PDL1,33.4,0.0703,7.30386740331492,0,1,10.37,1,0,21.9137577,0,21.9137577,0.507593371929725 +9545,Ovarian,2,Others,1,54.37097878,0,20.2,1,IV,4,484,7.5,3.3,0,PD1/PDL1,7,0.0398,8.64272559852671,0,0,0,0,1,3.712525667,1,1.609856263,0.198822275617111 +9554,Ovarian,2,Others,1,29.55509925,0,26.2,1,IV,4.38,264,9.7,4.2,0,PD1/PDL1,0.9,0.0224,7.86003683241252,0,0,0,0,1,11.69609856,1,1.609856263,0.185086104034672 +8923,Ovarian,2,Others,1,65.27857632,0,21.6,1,IV,9.75,233,11.8,3.7,0,PD1/PDL1,7.9,0.1019,0,0,0,0,0,1,1.971252567,1,1.412731006,0.140728194640941 +8453,Ovarian,2,Others,1,70.41204654,0,24.3,1,IV,1.31,157,12.1,4.2,0,PD1/PDL1,2.6,0.4063,5.40515653775322,0,0,1.63,0,0,29.5687885,1,3.482546201,0.15579352720368 +8285,Pancreatic,2,Others,1,71.49897331,1,25.1,1,IV,3.79,103,13.2,3.8,0,PD1/PDL1,9.8,0.076,6.8121546961326,0,0,0.08,0,1,4.632443532,1,0.722792608,0.221072048335196 +8499,Pancreatic,2,Others,1,58.54346338,1,27.6,1,IV,3.82,175,11.9,4.2,0,PD1/PDL1,3.9,0.0339,4.54327808471455,0,0,0.18,0,1,8.476386037,1,1.314168378,0.196523271445001 +8439,Pancreatic,2,Others,1,63.77002053,1,20.8,1,IV,8.33,541,11.5,3.7,1,Combo,3,0,3.75138121546961,1,0,0.13,0,1,2.726899384,1,1.084188912,0.219792132195817 +9846,Pancreatic,2,Others,1,69.32785763,1,27.7,1,IV,6.5,168,10.7,3.5,0,PD1/PDL1,3.5,0.0154,4.23756906077348,0,0,0,0,0,2.595482546,1,1.708418891,0.090782585123158 +9877,Pancreatic,2,Others,0,61.11156742,0,46.3,1,IV,1.44,138,11.9,4.1,0,PD1/PDL1,2.6,0.1814,7.43278084714549,0,0,0,1,0,18.23408624,1,17.7412731,0.307246424257666 +9617,Pancreatic,2,Others,1,61.59342916,1,24.3,1,IV,1.22,68,11.2,3.8,0,PD1/PDL1,0.9,0.0011,4.61141804788214,0,0,0,0,1,4.336755647,1,1.478439425,0.184573452797208 +10111,Pancreatic,2,Others,1,46.56810404,1,30.3,1,IV,8.64,208,13.4,3.6,0,PD1/PDL1,0,0.1801,10.5082872928177,0,0,0.06,0,0,9.297741273,1,0.887063655,0.16905350117603 +8470,Renal,2,Others,0,52.42710472,1,22,1,IV,9.27,470,9.4,3.7,1,Combo,1,0.0869,7.3609576427256,0,0,0,1,0,47.47433265,0,46.68583162,0.283599663299464 +8449,Renal,2,Others,1,64.91991786,1,35.3,1,IV,6.53,278,9.7,3.3,0,PD1/PDL1,3.9,0.0002,6.62062615101289,0,0,0,1,0,34.62833676,0,32.65708419,0.164313149717066 +8642,Renal,2,Others,1,53.35523614,0,20.2,1,IV,6.3,319,11.6,4,0,PD1/PDL1,1,0.4172,4.49723756906078,0,0,1.36,0,1,11.10472279,1,5.420944559,0.141854551978435 +9246,Renal,2,Others,0,61.08145106,0,24,0,III,1.94,280,11.1,3.7,0,PD1/PDL1,1.8,0.0499,8.13812154696133,0,0,0.07,0,0,27.33470226,0,27.33470226,0.295499161974229 +9237,Renal,2,Others,0,53.31416838,1,28,1,IV,2,258,12.9,4.7,0,PD1/PDL1,5.3,0.0005,7.51381215469613,1,0,0.07,1,0,25.79055442,1,10.97330596,0.454315307456891 +9339,Renal,2,Others,1,45.32785763,1,24.3,1,IV,8.93,277,8.6,2.9,0,PD1/PDL1,1.8,0.2506,5.67034990791896,1,0,2.3,0,1,0.624229979,1,0.624229979,0.0558653969586 +9411,Renal,2,Others,1,60.83230664,0,19,1,IV,6,274,14.8,3.7,0,PD1/PDL1,5.3,0.405,7.7292817679558,0,0,0.9,0,1,6.340862423,1,0.919917864,0.180433259627699 +9388,Renal,2,Others,1,34.48870637,0,24.5,1,IV,3.15,188,10,4,0,PD1/PDL1,0.9,0.0021,8.25046040515653,1,0,0,0,1,14.42299795,1,3.876796715,0.156026249456432 +9489,Renal,2,Others,1,25.16358659,1,19.2,1,IV,5.14,185,9.4,3.4,0,PD1/PDL1,0.9,0.1921,7.02762430939226,0,0,0.75,0,1,5.749486653,1,1.77412731,0.090453698242375 +9409,Renal,2,Others,0,57.58521561,1,22.5,1,IV,2.7,284,14.7,4.2,0,PD1/PDL1,7,0.3786,4.57458563535912,0,0,0.13,1,0,26.21765914,0,26.21765914,0.399327835579046 +8826,Renal,2,Others,0,68.49828884,1,29.6,1,IV,2.69,159,12.7,4.7,0,PD1/PDL1,5.3,0.1745,7.89134438305707,0,0,6.13,0,0,32.52566735,0,32.19712526,0.410695432205583 +9619,Renal,2,Others,1,61.18548939,1,24.9,1,IV,5.88,459,8.3,3.5,1,Combo,1.8,0,4.86556169429097,0,0,0,0,1,6.209445585,1,1.577002053,0.20801706978115 +8586,Renal,2,Others,0,70.23682409,0,34.5,1,IV,2.12,198,12.2,4.3,0,PD1/PDL1,5.3,0.046,9.4696132596685,0,0,0.22,1,0,24.18069815,1,9.166324435,0.386099011275565 +9518,Renal,2,Others,1,28.56673511,1,24.4,1,IV,8,528,8.5,2.9,0,PD1/PDL1,0.9,0.1928,6.16206261510129,0,0,0.08,0,1,0.887063655,1,0.624229979,0.089325716323187 +9697,Renal,2,Others,0,48.62970568,1,29.7,1,IV,3.36,287,12.8,3.7,0,PD1/PDL1,2.6,0.1065,7.49723756906078,1,0,0,1,0,22.07802875,0,22.07802875,0.397806878198565 +9611,Renal,2,Others,1,61.47843943,1,20.5,1,IV,3.31,599,8.2,2.9,0,PD1/PDL1,4.4,0.0083,6.16390423572744,1,0,0,1,0,17.67556468,1,3.811088296,0.189259368897418 +9526,Renal,2,Others,1,61.87268994,1,27.7,1,IV,3.73,263,15.1,4.4,0,PD1/PDL1,3.5,0.021,9.04604051565378,0,0,0,1,0,22.80082136,1,14.65297741,0.302370284286855 +8860,Renal,2,Others,1,58.49418207,1,24.2,1,IV,2.7,198,14.6,3.9,0,PD1/PDL1,2.6,0.0511,7.95211786372007,0,0,0.08,1,0,16.55852156,0,16.55852156,0.242458969489589 +8487,Sarcoma,2,Others,1,50.88843258,1,32.9,1,IV,12.5,174,9.6,3.2,0,PD1/PDL1,0,0.1513,8.07918968692449,0,0,0.56,0,1,6.340862423,1,3.679671458,0.129077125010168 +8705,Sarcoma,2,Others,1,57.80698152,0,25.3,1,IV,13.29,215,9.3,4,0,PD1/PDL1,7.9,0.1335,4.12338858195212,0,0,0,0,1,4.73100616,1,0.492813142,0.178935275673061 +8794,Sarcoma,2,Others,1,18.33538672,0,12.9,1,IV,1.17,134,10.3,4.2,0,PD1/PDL1,2,0.4772,7.20994475138121,0,0,2.99,0,1,20.40246407,1,8.739219713,0.120109153780609 +8906,Sarcoma,2,Others,0,75.21423682,1,29.1,1,IV,3,136,11.7,3.9,0,PD1/PDL1,1.8,0.2789,7.23388581952118,1,0,0.4,1,1,19.90965092,1,7.359342916,0.357375932374739 +9021,Sarcoma,2,Others,1,37.17727584,1,29.9,1,IV,1.89,317,13.3,4.2,0,PD1/PDL1,0,0.0723,4.87661141804788,0,0,0.12,0,1,12.78028747,1,1.149897331,0.216938804311568 +8301,Sarcoma,2,Others,1,61.77412731,0,28.4,1,IV,4.6,262,12.9,4.1,1,Combo,2.6,0.2188,9.42725598526703,1,0,1.54,0,0,21.78234086,1,1.544147844,0.255153776979751 +9351,Sarcoma,2,Others,0,78.42299795,1,22.7,1,IV,2.68,352,11.5,3.4,0,PD1/PDL1,0.9,0,4.80847145488029,0,0,0,1,0,31.04722793,1,17.18275154,0.341041440453153 +8883,Sarcoma,2,Others,1,50.70225873,1,31.4,1,IV,9.75,525,10.8,3.5,0,PD1/PDL1,1.8,0.1886,7.0073664825046,0,0,2.2,0,0,0.657084189,1,0.197125257,0.135855310303561 +8833,Sarcoma,2,Others,1,59.47433265,1,23.8,1,IV,24.57,68,8.6,3.2,0,PD1/PDL1,4.4,0.0057,5.39410681399632,0,0,0.15,0,1,0.887063655,1,0.887063655,0.095631560663934 +8490,Sarcoma,2,Others,1,23.33470226,0,42.1,1,IV,1.67,222,11.8,3.9,0,PD1/PDL1,0.9,0.0608,7.20441988950276,0,0,0,0,0,32.42710472,1,6.406570842,0.171522348871942 +9389,Sarcoma,2,Others,1,70.26146475,1,32.1,1,IV,2.7,188,11.8,4.1,0,PD1/PDL1,3.5,0.4288,7.7219152854512,0,0,1.09,0,0,14.45585216,1,1.839835729,0.229974648507227 +8979,Sarcoma,2,Others,1,74.7871321,1,24.7,1,IV,7.83,368,11.4,3.9,0,PD1/PDL1,4.4,0.3375,3.95211786372008,0,0,1.08,1,0,12.02464066,1,7.359342916,0.143010924400174 +9941,Sarcoma,2,Others,1,56.66529774,1,27.6,1,IV,3.5,218,12.7,4.2,0,PD1/PDL1,4.4,0.525,5.98895027624309,1,0,2.19,1,1,16.82135524,1,5.32238193,0.249017365163628 +8424,SCLC,2,Others,1,67.16495551,0,22.4,1,IV,8.4,245,12.9,3.8,0,PD1/PDL1,7.9,0.2667,7.96500920810313,0,0,2.23,0,1,1.872689938,1,1.412731006,0.167780028752338 +8348,SCLC,2,Others,1,63.74264203,1,33.4,1,IV,3.69,307,12.9,4,1,Combo,14.8,0.6248,7.98895027624309,0,0,1.44,1,1,11.53182752,1,2.661190965,0.311811870536523 +8716,SCLC,2,Others,1,73.68104038,0,25.9,1,IV,4.6,168,11.4,3.8,0,PD1/PDL1,16.7,0.248,4.74769797421731,0,0,1.88,0,1,0.722792608,1,0.722792608,0.259463522267443 +8768,SCLC,2,Others,1,71.09650924,0,28.3,1,IV,7.6,319,11.3,3.7,0,PD1/PDL1,20.7,0.0005,2.19337016574586,1,0,0.18,0,1,13.93018481,1,4.041067762,0.327560716159567 +8782,SCLC,2,Others,0,70.47775496,1,28.1,1,IV,3.13,138,10.6,4,0,PD1/PDL1,9.8,0.1614,7.97605893186004,1,0,1.8,0,1,8.410677618,1,2.628336756,0.399499036016371 +9111,SCLC,2,Others,1,85.71115674,1,22,1,IV,15,127,10.9,3.6,0,PD1/PDL1,5.9,0.3314,5.66482504604052,0,0,1.3,0,1,1.281314168,1,0.492813142,0.138096275483279 +9442,SCLC,2,Others,1,66.954141,1,30.7,1,IV,20.5,327,13.1,3.9,0,PD1/PDL1,7.9,0.2006,7.94290976058932,0,0,0.53,0,1,5.782340862,1,1.117043121,0.219240465500423 +9862,SCLC,2,Others,1,83.46885695,1,32.7,1,IV,3.88,220,9.1,3.5,0,PD1/PDL1,10.5,0.109,5.43830570902394,0,0,0.81,0,1,2.135523614,1,1.675564682,0.203936262879963 +9890,SCLC,2,Others,1,61.82340862,1,31,1,IV,3.63,184,15.4,4.4,1,Combo,3.5,0.4476,9.15469613259668,0,0,1.32,0,1,4.336755647,1,1.708418891,0.297344187190357 +9855,SCLC,2,Others,1,59.32101301,0,30.6,1,IV,5.75,315,10.3,4.3,0,PD1/PDL1,0,0.0024,5.85819521178637,0,0,0,0,1,7.622176591,1,1.18275154,0.227475043338471
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/test_data.tabular Tue Nov 07 17:21:09 2023 +0000 @@ -0,0 +1,296 @@ +SAMPLE_ID Cancer_type_grouped_2 Cancer_Type2 Cancer_Type Chemo_before_IO (1:Yes; 0:No) Age Sex (1:Male; 0:Female) BMI Stage (1:IV; 0:I-III) Stage at IO start NLR Platelets HGB Albumin Drug (1:Combo; 0:PD1/PDL1orCTLA4) Drug_class TMB FCNA HED HLA_LOH MSI (1:Unstable; 0:Stable_Indeterminate) MSI_SCORE Response (1:Responder; 0:Non-responder) OS_Event OS_Months PFS_Event PFS_Months RF16_prob +8384 Bladder 2 Others 1 68.88706366 1 24.3 1 IV 5.27 341 10.3 4.1 0 PD1/PDL1 27.5 0.0006 5.82320441988951 0 0 0 1 1 31.54004107 1 6.800821355 0.467845314537317 +8381 Bladder 2 Others 1 63.46338125 1 31.7 1 IV 3 190 13.2 4.5 0 PD1/PDL1 2 0.0015 5.89502762430938 0 0 0.09 0 0 45.99589322 1 1.149897331 0.279935364717587 +8790 Bladder 2 Others 1 76.94729637 1 26.9 1 IV 7.4 231 10.7 3.2 0 PD1/PDL1 5.9 0.4036 8.05156537753222 0 0 0.4 0 1 3.318275154 1 1.149897331 0.102658611763147 +9106 Bladder 2 Others 1 56.94729637 0 22.6 1 IV 1.28 170 11.4 3.8 1 Combo 7.9 0.214 8.12338858195211 1 0 0 1 0 20.73100616 0 20.59958932 0.220140944129093 +9050 Bladder 2 Others 1 60.25735797 1 26.6 1 IV 2.22 109 9 4.1 0 PD1/PDL1 57.9 0.0688 7.89134438305708 0 1 26.55 0 1 7.523613963 1 1.379876797 0.500682332756977 +9261 Bladder 2 Others 0 65.07323751 1 24.9 1 IV 4.67 348 12.3 3.8 0 PD1/PDL1 11.4 0.2709 5.05709023941069 1 0 1.17 1 0 28.91170431 0 28.74743327 0.385281006408248 +8294 Bladder 2 Others 1 78.4366872 1 26.2 1 IV 1.1 162 11.8 3.8 0 PD1/PDL1 9.7 0.1451 7.76979742173113 0 0 0.21 0 1 12.05749487 1 2.234086242 0.215086829938329 +9292 Bladder 2 Others 1 62.770705 1 22.3 1 IV 4 170 13.6 4.4 0 PD1/PDL1 8.8 0.0261 5.22283609576427 0 0 0 0 1 9.757700205 1 0.919917864 0.243422951824329 +9427 Bladder 2 Others 1 52.37508556 0 20.9 1 IV 3.58 141 11 3.7 0 PD1/PDL1 16.7 0.1593 10.3480662983425 0 0 0.37 0 1 15.57289528 1 11.49897331 0.262981465703056 +9525 Bladder 2 Others 1 78.40109514 0 35.5 1 IV 3.06 276 13.1 4.1 0 PD1/PDL1 16.7 0.1921 6.646408839779 1 0 0.33 1 0 28.05749487 0 27.36755647 0.372112882111159 +9042 Bladder 2 Others 0 78.71594798 0 31.8 1 IV 3.71 363 12.2 3.4 0 PD1/PDL1 14 0.2225 2.93370165745856 0 0 1.18 1 0 22.275154 0 12.09034908 0.358069485694818 +9642 Bladder 2 Others 0 50.84736482 1 24.2 1 IV 6.25 243 12.7 3.8 0 PD1/PDL1 0.9 0.2593 7.51565377532229 1 0 0.06 0 1 1.577002053 1 1.577002053 0.318648098659101 +8847 Bladder 2 Others 1 74.83093771 1 26.9 1 IV 6.89 157 12.2 4.5 1 Combo 6.1 0.6541 8.0184162062615 0 0 1.46 0 0 13.79876797 0 13.37166324 0.234003688259196 +9963 Bladder 2 Others 0 51.14031485 1 28.9 1 IV 1.77 248 13.3 4.4 0 PD1/PDL1 2.6 0.0883 6.50460405156539 1 0 0.05 0 1 11.95893224 1 0.689938398 0.41318781160607 +9894 Bladder 2 Others 1 75.15947981 0 32.8 1 IV 3.18 353 8.6 4.1 0 PD1/PDL1 14 0.2929 5.88766114180479 0 0 0.27 0 1 5.683778234 1 1.80698152 0.275757732142156 +9818 Bladder 2 Others 1 52.57221082 1 30.6 1 IV 4 191 10.8 4.9 1 Combo 13.2 0.4644 2.61694290976059 1 0 0.9 1 0 11.95893224 1 6.078028747 0.284927054400868 +8532 Breast 2 Others 1 64.92813142 0 19 1 IV 7.43 435 12.1 3.4 0 PD1/PDL1 7.9 0.7148 5.19705340699816 0 0 2.78 0 1 3.022587269 1 3.022587269 0.133034053589677 +8637 Breast 2 Others 1 40.41067762 0 18.2 1 IV 3.67 252 10.3 4.2 0 PD1/PDL1 4.4 0.4237 4.02394106813996 0 0 1.29 0 1 5.190965092 1 1.084188912 0.123179276326519 +9494 Breast 2 Others 1 70.09993155 0 18.6 1 IV 9.5 175 11.3 4.4 0 PD1/PDL1 4.4 0.5745 2.47329650092081 0 0 1 0 0 11.03901437 1 3.646817248 0.176023166029784 +9694 Breast 2 Others 1 69.84804928 0 19.1 1 IV 5.6 250 11.1 4.1 0 PD1/PDL1 3.5 0.7037 4.40699815837937 0 0 3.7 1 0 15.37577002 0 15.37577002 0.128975069551985 +9806 Breast 2 Others 1 46.54620123 0 37.9 1 IV 0.8 332 12.5 4.2 0 PD1/PDL1 5.3 0.6079 6.02578268876611 0 0 3.08 0 0 11.72895277 1 1.412731006 0.211352272916715 +8660 Colorectal 2 Others 1 43.71252567 1 33.2 1 IV 4 264 12.7 4 0 PD1/PDL1 3.9 0.3025 5.79558011049724 1 0 0.16 0 0 15.40862423 1 1.675564682 0.202353463586178 +8928 Colorectal 2 Others 1 48.80492813 1 22.8 1 IV 3.25 211 10.3 2.7 0 PD1/PDL1 53.1 0.069 7.11602209944752 0 1 32.04 1 0 35.41683778 1 17.70841889 0.44643659055817 +8823 Colorectal 2 Others 1 56.28747433 0 50.2 1 IV 9.57 310 9.3 3.6 0 PD1/PDL1 1.8 0.5682 4.22836095764273 0 0 0.7 0 1 9.593429158 1 2.135523614 0.106744489568241 +8213 Colorectal 2 Others 1 63.74811773 0 41.8 1 IV 7.6 204 10.1 3.8 0 PD1/PDL1 4.9 0.0426 4.49539594843462 1 0 0.15 0 1 5.618069815 1 0.919917864 0.155112522490691 +8874 Colorectal 2 Others 1 33.76317591 0 29.3 1 IV 2.4 220 13.1 4.4 0 PD1/PDL1 61.4 0.0001 6.88766114180479 0 1 12.08 1 0 18.75975359 0 16.49281314 0.517834161116294 +8786 Colorectal 2 Others 1 47.04722793 1 27.3 1 IV 25.63 175 8.1 1.7 0 PD1/PDL1 93 0.0317 7.255985267035 0 1 48.28 0 1 0.755646817 1 0.755646817 0.380954880528825 +9404 Colorectal 2 Others 1 45.27857632 0 30.8 1 IV 3.47 211 12.5 4.2 0 PD1/PDL1 4.4 0.1514 4.451197053407 0 0 0.75 0 0 16 1 1.872689938 0.191222081698051 +9477 Colorectal 2 Others 1 49.24024641 0 17.6 0 III 14.4 242 9.2 3.1 0 PD1/PDL1 7 0.0681 9.34990791896869 0 0 0.15 0 0 8.90349076 0 6.669404517 0.141981056917744 +10020 Colorectal 2 Others 0 65.94387406 1 24.1 1 IV 9.45 366 11 3.6 0 PD1/PDL1 17.6 0.0347 5.76427255985267 1 0 1.01 0 1 3.449691992 1 0.887063655 0.327915484697705 +8477 Endometrial 2 Others 1 64.30937714 0 24.3 1 IV 18.6 281 10.3 3.9 0 PD1/PDL1 1 0.7969 3.9134438305709 0 0 4.54 0 1 17.70841889 1 7.326488706 0.10744487332747 +8273 Endometrial 2 Others 1 77.74401095 0 33 1 IV 0.92 254 12.7 3.8 0 PD1/PDL1 29.8 0.0409 6.25598526703499 0 1 23.8 0 1 11.26899384 1 2.759753593 0.524371788190148 +9340 Endometrial 2 Others 1 57.045859 0 26.8 1 IV 1.43 167 12.4 4.3 0 PD1/PDL1 4.4 0.0319 7.45672191528544 0 0 0.52 0 1 17.24845996 1 1.741273101 0.222033355093314 +9579 Endometrial 2 Others 1 62.87200548 0 32.7 1 IV 3.33 141 11.8 3.7 0 PD1/PDL1 7.9 0.6378 4.78268876611418 0 0 2.19 0 0 13.86447639 1 0.985626283 0.161042559954601 +9693 Endometrial 2 Others 1 59.17590691 0 22 1 IV 5.35 256 9.6 3.7 0 PD1/PDL1 40.4 0.0075 6.40515653775322 0 1 18.86 1 0 23.09650924 1 9.166324435 0.457515811872101 +9430 Endometrial 2 Others 1 61.48391513 0 20.7 1 IV 6.8 230 12.2 4.2 0 PD1/PDL1 7 0.0035 5.53406998158379 0 0 0 0 1 16.32854209 1 7.359342916 0.205599264506209 +9868 Endometrial 2 Others 1 57.4017796 0 27.7 1 IV 0.93 207 12.5 3.7 0 PD1/PDL1 31.6 0.0087 5.91160220994475 0 1 16.37 1 0 12.5174538 1 5.289527721 0.508523414620483 +8622 Endometrial 2 Others 1 68.45174538 0 32.6 1 IV 3.67 245 14.2 4.3 0 PD1/PDL1 3.5 0.1968 5.58011049723756 0 0 0.38 1 0 19.35112936 0 19.35112936 0.242710358418186 +9566 Endometrial 2 Others 1 65.67282683 0 27.3 1 IV 1.79 365 11.6 3.8 0 PD1/PDL1 1.8 0 4.15653775322283 0 0 0.17 0 1 10.28336756 1 1.609856263 0.24623239218484 +8214 Endometrial 2 Others 1 67.91512663 0 35.7 1 IV 1.19 198 12.8 4.3 0 PD1/PDL1 32.5 0.012 6.8121546961326 0 1 20.58 1 0 15.73716632 0 15.6386037 0.524835318666392 +10036 Endometrial 2 Others 1 80.81861739 0 24 1 IV 4.33 185 11.1 3.8 0 PD1/PDL1 7.9 0.3314 6.95764272559853 0 0 0.27 0 1 9.396303901 1 2.036960986 0.212094603236521 +10099 Endometrial 2 Others 1 71.04449008 0 22.3 1 IV 8.5 402 10.7 3.9 0 PD1/PDL1 34.2 0.0536 8.57826887661142 0 1 26.41 0 0 12.48459959 1 1.839835729 0.432454482745034 +10062 Endometrial 2 Others 1 66.33812457 0 42.3 1 IV 3.33 347 9.1 2.9 0 PD1/PDL1 2.6 0.0094 7.53775322283609 0 0 0 0 1 1.511293634 1 1.412731006 0.199489215026339 +8351 Esophageal 2 Others 1 57.35797399 1 20.5 1 IV 1.12 178 10.5 4.3 0 PD1/PDL1 8.8 0.6346 7.78453038674034 0 0 3.89 0 1 15.70431212 1 2.595482546 0.211627990300179 +9046 Esophageal 2 Others 1 81.4017796 1 24.2 1 IV 6 115 8.9 2.6 0 PD1/PDL1 4.4 0.3621 5.97790055248619 0 0 1.14 0 1 2.759753593 1 2.759753593 0.120558353589633 +9126 Esophageal 2 Others 1 69.91101985 0 14.6 1 IV 2.71 326 10.3 3.2 0 PD1/PDL1 5.3 0.2745 7.72744014732964 0 0 0.28 0 1 0.328542094 1 0.328542094 0.141596414520865 +9347 Esophageal 2 Others 0 72.5174538 0 26.6 1 IV 1.91 257 12.9 3.4 0 PD1/PDL1 10.5 0.2506 6.02946593001841 0 0 0.13 1 0 29.2073922 1 16.42710472 0.2954865603579 +9131 Esophageal 2 Others 1 71.02532512 1 26.4 1 IV 1.67 59 10.2 3.3 0 PD1/PDL1 5.3 0.0344 9.26519337016574 0 0 0.2 0 1 2.858316222 1 0.887063655 0.145405502571711 +8956 Esophageal 2 Others 1 42.7652293 1 15.7 1 IV 2.33 208 14.5 4.2 0 PD1/PDL1 3.5 0.1207 9.40883977900554 0 0 0.07 1 1 15.24435318 1 7.09650924 0.221970910520036 +9982 Esophageal 2 Others 1 71.90417522 1 17.6 1 IV 25 177 9.6 3.1 0 PD1/PDL1 5.3 0.0729 3.27624309392265 0 0 0 0 1 1.314168378 1 0.788501027 0.100687992250149 +9488 Esophageal 2 Others 1 54.7652293 1 26.1 1 IV 6 284 11.2 4 0 PD1/PDL1 1.8 0.2792 5.11233885819521 0 0 0.61 1 0 13.01026694 1 7.819301848 0.193741647085849 +9085 Esophageal 2 Others 0 55.75633128 1 20.3 0 III 1.89 181 13.1 4.1 0 PD1/PDL1 2.6 0.148 7.62246777163903 0 0 0.07 1 0 10.0862423 0 9.691991786 0.305920427433311 +8452 Gastric 2 Others 1 67.86858316 1 23.5 1 IV 1.92 237 11.8 3.4 0 PD1/PDL1 6.9 0.0829 6.18232044198895 0 0 0.39 0 0 12.25462012 1 2.201232033 0.150337844515795 +8498 Gastric 2 Others 1 25.71663244 0 31.7 1 IV 43.5 191 11.4 1.6 0 PD1/PDL1 1 0 8.28360957642726 0 0 0 0 1 0.229979466 1 0.229979466 0.129043323315399 +8497 Gastric 2 Others 1 71.20328542 1 32.6 1 IV 3.19 196 9.6 3.5 0 PD1/PDL1 2 0.2775 6.44383057090239 0 0 2.17 0 1 3.646817248 1 2.004106776 0.145356307777192 +8920 Gastric 2 Others 1 29.2183436 1 22.9 1 IV 5.44 129 9.4 3.1 1 Combo 0 0.0017 7.79742173112338 0 0 0 0 1 2.004106776 1 0.262833676 0.113675222291626 +9373 Gastric 2 Others 0 62.89938398 0 21 1 IV 9.33 439 9.2 3.5 0 PD1/PDL1 6.1 0.0369 7.56906077348066 0 0 0.17 1 1 13.5687885 1 5.94661191 0.249111403494332 +9309 Gastric 2 Others 0 46.86379192 0 25.1 1 IV 8.29 342 13 3.6 0 PD1/PDL1 7.9 0.5099 6.46040515653775 0 0 2.11 1 1 24.24640657 1 3.318275154 0.267363888885353 +9471 Gastric 2 Others 0 61.36344969 1 22.4 1 IV 4.4 382 10.1 3.5 0 PD1/PDL1 5.3 0.0038 6.61325966850827 0 0 0.13 1 1 27.137577 1 14.55441478 0.294441183340322 +9013 Gastric 2 Others 1 74.20670773 1 23.9 1 IV 2 147 10.9 3.3 0 PD1/PDL1 21.1 0.3982 9.87476979742172 1 0 0.99 0 1 9.790554415 1 3.318275154 0.279977542011739 +8946 Gastric 2 Others 1 62.39561944 1 17.8 1 IV 51.75 145 8.4 3 0 PD1/PDL1 7 0.2216 7.35174953959485 1 0 1.79 0 1 2.595482546 1 1.379876797 0.107059259696123 +8219 Gastric 2 Others 0 53.65913758 1 29.1 1 IV 5.21 186 12.2 4.1 0 PD1/PDL1 0 0.2317 8.292817679558 0 0 0.14 1 1 18.82546201 1 8.607802875 0.359918284804841 +9303 Gastric 2 Others 1 49.86447639 1 32.1 1 IV 4.08 221 11.4 3.5 1 Combo 4.4 0.0358 0 0 0 0 1 0 19.25256674 1 5.486652977 0.164902069645541 +8630 Gastric 2 Others 1 69.045859 0 27.7 1 IV 1.26 115 11 3.7 0 PD1/PDL1 51.8 0.1166 4.03683241252302 0 1 31.49 0 0 15.17864476 1 2.661190965 0.431476062516285 +9915 Gastric 2 Others 0 84.93086927 1 22.3 1 IV 4.39 267 9.4 3.3 1 Combo 43 0 7.97421731123388 0 1 14.72 0 1 2.628336756 1 2.628336756 0.523293779922059 +8362 Head & Neck 2 Others 1 60.23545517 1 26 1 IV 27.6 362 12.3 4 0 PD1/PDL1 3.9 0.0637 7.86924493554327 0 0 0 0 1 10.54620123 1 0.985626283 0.210786069915607 +8442 Head & Neck 2 Others 1 50.95687885 1 14.6 1 IV 12.43 352 9.4 3.9 0 PD1/PDL1 7.9 0.2946 8.89502762430939 0 0 3.85 0 1 6.932238193 1 1.215605749 0.203311224181878 +8723 Head & Neck 2 Others 1 77.56605065 1 22.8 1 IV 18.33 495 9.2 3.2 0 PD1/PDL1 8.8 0.0149 5.9926335174954 0 0 0 0 1 13.33880904 1 1.018480493 0.139029480143852 +8331 Head & Neck 2 Others 1 45.36071184 1 25 1 IV 58 240 10.5 4.3 0 PD1/PDL1 0 0.2299 7.26519337016574 1 0 0.9 0 1 3.154004107 1 1.80698152 0.164272102523719 +8537 Head & Neck 2 Others 1 58.22039699 1 38.1 1 IV 4.71 326 10.9 3.9 0 PD1/PDL1 3.5 0.1331 6.11049723756906 0 0 0.43 1 1 8.246406571 1 8.246406571 0.198932077001665 +8924 Head & Neck 2 Others 1 76.63518138 1 21.7 1 IV 8.57 274 9.1 3.5 0 PD1/PDL1 12.3 0.5596 9.20073664825046 1 0 1.67 0 1 5.092402464 1 1.609856263 0.118720272966081 +9072 Head & Neck 2 Others 1 46.13826147 1 23.1 1 IV 13.75 312 7.4 2.8 0 PD1/PDL1 7 0.3552 7.9852670349908 0 0 0.92 0 1 1.511293634 1 1.215605749 0.068286191016701 +9540 Head & Neck 2 Others 1 75.42505134 1 25 1 IV 19 280 10.2 4.1 0 PD1/PDL1 7 0.2798 8.32596685082872 0 0 0.24 0 1 10.87474333 1 2.036960986 0.201639170772473 +8736 Head & Neck 2 Others 1 68.26283368 0 29.4 1 IV 3.1 286 12.8 4.4 0 PD1/PDL1 1.8 0.3297 9.7974217311234 0 0 0.84 0 0 14.9486653 1 1.642710472 0.276901876233199 +8321 Head & Neck 2 Others 1 55.23613963 1 19.9 1 IV 7.17 220 9.9 3.5 0 PD1/PDL1 7 0.2054 8.45119705340701 0 0 0 0 0 21.32238193 1 0.755646817 0.143252596394147 +8959 Head & Neck 2 Others 1 69.3908282 1 24.2 1 IV 2.5 158 13.5 4 0 PD1/PDL1 3.5 0.0474 4.10313075506446 0 0 0.26 1 1 24.18069815 1 13.60164271 0.202462726517182 +9472 Head & Neck 2 Others 1 74.0698152 1 31.5 1 IV 10.4 174 11.9 2.7 0 PD1/PDL1 14 0.0745 7.04235727440147 0 0 0.12 1 1 5.190965092 1 5.190965092 0.132928137666527 +8396 Head & Neck 2 Others 1 56.79397673 1 29.8 1 IV 10 198 13.2 4.2 0 PD1/PDL1 10.5 0.1979 7.42357274401473 1 0 1.66 0 0 17.01848049 1 1.839835729 0.263153020364304 +9604 Head & Neck 2 Others 1 59.22245038 1 20.9 1 IV 27 459 10.6 3.5 0 PD1/PDL1 3.5 0.0025 6.71639042357274 0 0 0 0 1 3.54825462 1 0.722792608 0.170480929800969 +9197 Hepatobiliary 2 Others 1 69.89459275 1 26.3 1 IV 2.8 163 11.5 3.5 0 PD1/PDL1 4.4 0.2345 7.22836095764272 0 0 0.33 0 0 18.4312115 1 10.25051335 0.118508354570819 +8795 Hepatobiliary 2 Others 1 47.67967146 1 33.6 1 IV 10.22 314 11.4 3.5 0 PD1/PDL1 1.8 0.3585 7.7403314917127 0 0 0.42 0 1 10.67761807 1 2.825462012 0.111245550468804 +9324 Hepatobiliary 2 Others 1 59.05817933 1 35.3 1 IV 9.64 422 10.5 2.8 0 PD1/PDL1 2.6 0.2442 3.49539594843463 0 0 0.14 0 1 5.453798768 1 3.54825462 0.096237888521601 +9154 Hepatobiliary 2 Others 1 65.4017796 1 35.7 1 IV 3.38 104 10.6 4.2 0 PD1/PDL1 3.5 0.245 1.01104972375691 0 0 0.16 0 0 14.32443532 1 2.168377823 0.199710326246076 +9125 Hepatobiliary 2 Others 1 69.69472964 0 28.5 1 IV 1.52 211 10.5 3.6 0 PD1/PDL1 50.9 0.0017 7.73848987108655 0 1 24.69 1 0 21.88090349 0 20.63244353 0.461890320286525 +9240 Hepatobiliary 2 Others 1 59.95345654 1 26.4 1 IV 1.38 85 11.4 3.4 0 PD1/PDL1 2.6 0.0789 0 0 0 0 0 1 2.496919918 1 2.496919918 0.137263811580997 +9896 Hepatobiliary 2 Others 1 53.14989733 0 20.4 1 IV 1.85 168 10.6 3.3 0 PD1/PDL1 3.5 0.0494 5.96869244935543 0 0 0.14 0 1 8.082135524 1 1.80698152 0.143010227695734 +9843 Hepatobiliary 2 Others 0 66.75154004 0 21.3 0 II 3.6 212 12.4 4.2 0 PD1/PDL1 2.6 0 5.91712707182319 0 0 0 1 0 19.54825462 0 17.51129363 0.349375637429464 +9341 Hepatobiliary 2 Others 0 76.20533881 1 28 0 III 2.75 174 12.4 4.1 0 PD1/PDL1 4.4 0.332 3.85819521178637 0 0 0.08 0 0 19.38398357 1 3.285420945 0.359371226606137 +9747 Hepatobiliary 2 Others 1 78.18480493 1 38.1 0 III 5.71 151 13 3.9 0 PD1/PDL1 4.4 0.0372 1.83609576427256 0 0 0 0 0 15.37577002 1 2.595482546 0.213295912873281 +8316 Melanoma 0 Melanoma 0 56.8733744 0 32 1 IV 2.3 206 14.9 4.2 0 PD1/PDL1 3 0.1757 10.8084714548803 0 0 0.15 1 0 11.07186858 1 10.41478439 0.35004196783692 +8395 Melanoma 0 Melanoma 0 62.6146475 0 32 1 IV 2.63 274 12.9 4.1 1 Combo 2 0.1525 0 0 0 0.35 1 0 19.77823409 0 19.77823409 0.392494025429528 +8473 Melanoma 0 Melanoma 1 62.53798768 1 20.2 1 IV 10.25 183 14.9 4 0 PD1/PDL1 43.3 0.1048 2.07734806629834 0 0 0.15 0 1 7.819301848 1 4.1724846 0.515926970066719 +8435 Melanoma 0 Melanoma 0 73.85078713 0 25 1 IV 2.8 205 12.4 4.1 0 PD1/PDL1 51.2 0.2033 9.38121546961327 0 0 0.67 1 1 25.75770021 1 20.73100616 0.622348202165843 +10246 Melanoma 0 Melanoma 0 30.7761807 0 19.3 1 IV 2.56 173 13.1 4.4 1 Combo 2 0.2399 9.91344383057089 0 0 0.09 0 1 10.90759754 1 1.314168378 0.359604445688387 +8729 Melanoma 0 Melanoma 0 27.137577 0 17.7 1 IV 4.64 515 9 3.5 1 Combo 15.7 0.7815 6.5414364640884 0 0 3.21 0 1 1.018480493 1 0.197125257 0.280548575823403 +8800 Melanoma 0 Melanoma 0 58.03148528 1 31.2 1 IV 5.56 232 13.3 3.8 1 Combo 69.8 0.0506 5.57826887661142 0 0 0 1 0 41.95482546 0 37.78234086 0.629816489846544 +8839 Melanoma 0 Melanoma 0 58.48596852 1 23.5 1 IV 4.77 255 14.7 4.5 0 PD1/PDL1 19.7 0.5415 7.74769797421731 0 0 1.15 0 0 41.13347023 1 2.595482546 0.441595932394317 +8954 Melanoma 0 Melanoma 1 61.76317591 0 31.7 1 IV 3.1 222 13.1 4.1 0 PD1/PDL1 13.8 0.3265 8.77163904235726 0 0 0.75 1 1 28.12320329 1 8.509240246 0.341671750053231 +8975 Melanoma 0 Melanoma 1 47.77549624 1 27.9 1 IV 1.68 223 13.4 4 0 PD1/PDL1 11.8 0.4562 7.71454880294659 1 0 1.52 0 1 3.54825462 1 1.412731006 0.288755866181332 +8841 Melanoma 0 Melanoma 0 77.45653662 0 26.1 1 IV 5.2 401 11.2 3.4 1 Combo 0 0.477 7.01473296500921 0 0 2.04 0 1 2.299794661 1 0.722792608 0.308193847383196 +9051 Melanoma 0 Melanoma 0 63.82477755 1 31.9 1 IV 4.63 176 13.6 3.9 1 Combo 7.9 0.158 8.6169429097606 0 0 0.07 1 0 33.28131417 0 33.28131417 0.364262064238814 +8706 Melanoma 0 Melanoma 0 77.87542779 1 31.7 0 III 1.63 99 13.6 4.1 0 PD1/PDL1 25.6 0.0901 8.04051565377533 0 0 0 1 0 9.264887064 1 8.443531828 0.552234702911123 +8759 Melanoma 0 Melanoma 0 84.02737851 1 40.5 0 III 2.18 234 14.4 4.2 0 PD1/PDL1 1.8 0.2727 9.95764272559854 0 0 0 0 0 25.33059548 0 22.01232033 0.39021376157599 +9174 Melanoma 0 Melanoma 0 74.31074606 0 31.9 1 IV 2.29 274 12.1 4.1 0 PD1/PDL1 10.5 0.215 1.91528545119705 0 0 0.22 1 0 17.7412731 0 2.069815195 0.439278437188221 +9200 Melanoma 0 Melanoma 0 73.48939083 0 30 1 IV 1.3 287 13 4.3 0 PD1/PDL1 2.6 0.2677 7.85082872928177 0 0 0.46 0 1 4.862422998 1 0.821355236 0.381339597539668 +9215 Melanoma 0 Melanoma 0 72.60506502 1 25.7 1 IV 13.55 379 9.2 2.9 1 Combo 36.9 0.076 9.92633517495396 1 0 0.06 0 1 1.839835729 1 1.051334702 0.462370305553083 +8404 Melanoma 0 Melanoma 0 86.73785079 1 20.3 0 III 4.55 283 13.5 4.2 0 PD1/PDL1 1.8 0.5208 9.87476979742172 0 0 3.25 0 0 31.01437372 1 3.055441478 0.405677396081152 +9075 Melanoma 0 Melanoma 0 51.27994524 0 33 0 III 2.19 112 14.4 4.2 0 PD1/PDL1 0 0.0044 5.88950276243093 0 0 0.09 1 0 20.27104723 0 20.23819302 0.329208971590795 +9312 Melanoma 0 Melanoma 0 45.15263518 0 38.4 1 IV 7.25 187 8.8 3.2 1 Combo 4.4 0.4862 5.4585635359116 0 0 2.39 0 1 1.149897331 1 1.149897331 0.237790964516365 +9380 Melanoma 0 Melanoma 0 63.64681725 1 27.1 1 IV 3.33 508 12.2 3.9 1 Combo 8.8 0.1788 6.64456721915286 0 0 0.8 1 0 28.97741273 0 28.97741273 0.39036491767094 +9208 Melanoma 0 Melanoma 0 61.18001369 0 24.8 1 IV 4.32 348 13.6 4.2 1 Combo 12.3 0.1792 8.30939226519335 0 0 0.07 1 0 26.90759754 0 20.92813142 0.464716662971336 +8748 Melanoma 0 Melanoma 0 40.31211499 0 20.1 1 IV 4.73 246 13.4 4.8 1 Combo 0.9 0.3844 7.62062615101288 0 0 1.21 0 0 16.13141684 0 15.01437372 0.371225847266 +8699 Melanoma 0 Melanoma 0 74.37919233 1 24.7 1 IV 2.08 207 14.1 4.3 0 PD1/PDL1 35.1 0.1912 6.32596685082873 0 0 0.33 1 0 24.41067762 0 23.03080082 0.635577849603356 +9555 Melanoma 0 Melanoma 0 92.00273785 1 28.7 1 IV 12.45 173 10.7 3.4 0 PD1/PDL1 79.9 0.0403 3.42541436464088 0 0 0.07 1 1 6.735112936 1 6.735112936 0.501480178167326 +9344 Melanoma 0 Melanoma 0 63.20602327 1 41.6 1 IV 4.92 318 13.7 4.1 1 Combo 30.7 0.2113 7.95948434622467 0 0 0.21 1 0 18.85831622 0 18.85831622 0.639468646119509 +9783 Melanoma 0 Melanoma 0 81.51950719 1 27.9 1 IV 1.58 156 10.7 3.7 1 Combo 4.4 0.4535 3.38674033149171 0 0 1.97 0 1 11.79466119 1 8.27926078 0.334448103033909 +9848 Melanoma 0 Melanoma 0 72.02737851 1 25.2 1 IV 7.88 199 14.3 3.6 1 Combo 12.3 0.3299 8.18968692449355 0 0 0.79 1 0 21.45379877 1 14.16016427 0.324662694968412 +9231 Melanoma 0 Melanoma 0 43.04449008 0 30.3 1 IV 3.94 486 11.4 3.7 1 Combo 73.7 0.3497 7.05893186003684 0 0 0.21 1 0 20.30390144 0 20.30390144 0.515510490441778 +9330 Melanoma 0 Melanoma 0 85.88637919 1 29.7 1 IV 2.79 195 12.8 3.8 0 PD1/PDL1 21.9 0.125 4.24309392265193 0 0 0.07 1 0 20.00821355 0 20.00821355 0.528570963273234 +9811 Melanoma 0 Melanoma 0 62.51334702 1 33.6 1 IV 3.53 261 15.4 4.4 0 PD1/PDL1 51.8 0.1385 7.38858195211786 0 0 0.18 1 0 16.22997947 0 16.09856263 0.688455832135232 +9930 Melanoma 0 Melanoma 0 44.30937714 0 23.1 1 IV 1.45 231 12 4 1 Combo 26.3 0.1824 7.01657458563536 0 0 0.61 1 0 17.93839836 1 3.318275154 0.489873674037114 +9689 Melanoma 0 Melanoma 1 52.5065024 1 29.7 1 IV 26 204 9.4 2.1 0 PD1/PDL1 16.7 0.3978 6.5377532228361 0 0 1.99 0 1 0.229979466 1 0.229979466 0.202144352700824 +10009 Melanoma 0 Melanoma 0 71.63586585 1 31.8 1 IV 3.94 206 14.6 4 1 Combo 0.9 0 6.05524861878453 0 0 0.05 0 1 0.492813142 1 0.492813142 0.381672935702767 +10042 Melanoma 0 Melanoma 0 69.81245722 1 25.4 1 IV 7.09 296 13.4 4.1 1 Combo 2.6 0.2006 5.68324125230203 0 0 0 0 1 2.792607803 1 1.281314168 0.395039049621109 +8326 Melanoma 0 Melanoma 0 58.56810404 0 32.9 1 IV 1.68 204 15.1 4.2 1 Combo 13.2 0.384 4.76243093922652 0 0 0.4 0 1 12.81314168 1 2.825462012 0.35868716142864 +9023 Melanoma 0 Melanoma 0 34.64202601 0 22.4 0 III 3.29 192 11.1 4.4 0 PD1/PDL1 15.8 0.0139 6.01104972375691 0 0 0 1 0 31.54004107 1 5.32238193 0.396375331356336 +10241 Mesothelioma 2 Others 1 68.32854209 1 28.8 1 IV 52.5 207 9.9 2.2 0 PD1/PDL1 3 0.0024 7.3683241252302 0 0 0 0 1 1.741273101 1 1.741273101 0.119957911707051 +10237 Mesothelioma 2 Others 1 50.2587269 0 20.9 1 IV 2.14 376 11.6 3.6 0 PD1/PDL1 0 0 7.78084714548802 0 0 0 0 1 6.143737166 1 0.689938398 0.267138149198037 +10247 Mesothelioma 2 Others 1 77.85078713 1 23.1 1 IV 2.53 201 14.6 3.8 0 PD1/PDL1 1 0.0242 3.9926335174954 0 0 0 1 0 22.275154 1 12.97741273 0.226858479547833 +10265 Mesothelioma 2 Others 1 81.31416838 1 20.6 1 IV 29.75 456 10.4 3 0 PD1/PDL1 0.9 0.2085 7.72191528545121 0 0 0.2 0 1 1.412731006 1 1.412731006 0.156471324746723 +10290 Mesothelioma 2 Others 1 71.08281999 1 26 1 IV 3.78 449 8.9 3.7 0 PD1/PDL1 1.8 0.0266 9.83425414364642 0 0 0.06 0 1 2.792607803 1 1.281314168 0.214632704985346 +10294 Mesothelioma 2 Others 1 71.90691307 1 26.7 0 III 5.73 102 9.8 3.2 0 PD1/PDL1 2.6 0.198 9.90976058931859 0 0 0.38 0 0 9.889117043 0 9.889117043 0.118066219881081 +10292 Mesothelioma 2 Others 1 73.05954826 1 29.7 0 III 1.95 267 9.4 3.7 0 PD1/PDL1 1.8 0.1393 6.49723756906077 0 0 0.11 0 1 5.650924025 1 1.149897331 0.178694288139449 +8299 NSCLC 1 NSCLC 1 50.65845311 0 42.7 1 IV 2.95 369 12.6 4 0 PD1/PDL1 5.9 0.2637 6.40883977900551 1 0 2.7 0 0 20.43531828 1 1.281314168 0.278634303291588 +8308 NSCLC 1 NSCLC 1 58.53524983 1 33.6 1 IV 5.33 243 13.9 4 0 PD1/PDL1 3 0.008 8.26151012891344 0 0 0 0 1 7.622176591 1 1.445585216 0.238721169297904 +8341 NSCLC 1 NSCLC 1 71.85489391 1 37.8 0 III 2.7 151 13.4 4 0 PD1/PDL1 59 0.0763 8.11602209944751 0 0 0.72 1 0 35.87679672 0 35.87679672 0.539605711529854 +8343 NSCLC 1 NSCLC 1 55.29089665 0 28.4 1 IV 2.23 158 11.2 3.8 0 PD1/PDL1 12.8 0.054 6.22836095764273 0 0 0.15 0 0 14.29158111 1 8.837782341 0.24352831514449 +8337 NSCLC 1 NSCLC 1 74.31074606 0 26.2 1 IV 3.83 219 12.3 4.3 0 PD1/PDL1 1 0.0058 4.94106813996317 0 0 0.52 1 0 41.13347023 0 11.53182752 0.22234030559529 +8377 NSCLC 1 NSCLC 1 69.10061602 1 26 1 IV 13.43 385 11.3 3.1 0 PD1/PDL1 12.8 0.0027 5.59116022099446 0 0 0.08 0 1 6.045174538 1 1.18275154 0.158095848151371 +8379 NSCLC 1 NSCLC 1 69.15263518 0 32.6 1 IV 10.56 338 10.1 3.3 0 PD1/PDL1 1 0 6.53038674033149 0 0 0 0 1 8.804928131 1 4.303901437 0.157855118093781 +8394 NSCLC 1 NSCLC 1 79.96440794 0 22.6 1 IV 3.27 168 11.1 4.2 0 PD1/PDL1 12.8 0.1556 7.83977900552486 0 0 0.59 0 1 2.135523614 1 2.135523614 0.278978494287287 +8422 NSCLC 1 NSCLC 1 54.99520876 0 28.8 1 IV 3.58 163 12.2 3.4 0 PD1/PDL1 3 0.0753 2.20073664825046 0 0 0.99 0 1 7.09650924 1 1.77412731 0.159849133686809 +8492 NSCLC 1 NSCLC 1 63.51813826 0 26.6 1 IV 9.1 435 11.5 3.9 0 PD1/PDL1 3.9 0.0515 7.70165745856354 0 0 0.47 0 1 14.98151951 1 0.854209446 0.230815631722132 +8525 NSCLC 1 NSCLC 0 49.2019165 0 27.8 1 IV 2.22 256 12.7 4.2 0 PD1/PDL1 6.9 0.124 5.90239410681399 0 0 0.25 1 1 36.76386037 1 17.93839836 0.414119310470084 +8419 NSCLC 1 NSCLC 1 73.49212868 0 29.9 0 II 2.94 265 11.5 4.3 0 PD1/PDL1 2 0.0113 3.9134438305709 0 0 0 0 1 36.96098563 1 5.289527721 0.225863280932314 +8568 NSCLC 1 NSCLC 1 76.29021218 1 19.3 1 IV 20.67 525 10.7 3.9 0 PD1/PDL1 11.8 0.3024 6.87476979742173 0 0 1.31 0 1 6.275154004 1 1.675564682 0.196157960976212 +8600 NSCLC 1 NSCLC 1 56.61054073 0 20.9 1 IV 5.53 518 13.6 4.2 0 PD1/PDL1 16.7 0.4912 9.95764272559851 0 0 0.46 1 0 39.39219713 0 39.19507187 0.339904339157796 +8697 NSCLC 1 NSCLC 1 56.07939767 0 20.8 1 IV 10.36 319 14.5 3.8 0 PD1/PDL1 3 0.5568 5.70902394106814 0 0 2.69 0 1 4.238193018 1 0.722792608 0.187426599270177 +8735 NSCLC 1 NSCLC 0 84.20807666 0 18.6 1 IV 11.33 243 11.9 3.8 1 Combo 2 0 5.83977900552486 0 0 0.25 1 1 7.950718686 1 7.950718686 0.357140878231953 +8717 NSCLC 1 NSCLC 1 54.14373717 1 31.5 1 IV 2.74 265 15.7 4.1 0 PD1/PDL1 5.9 0.2376 7.38121546961326 0 0 0.27 0 0 12.09034908 1 4.73100616 0.322960298825204 +8770 NSCLC 1 NSCLC 0 69.33607118 1 28.4 1 IV 2.69 508 12 3.7 0 PD1/PDL1 8.9 0.0251 2.39226519337017 0 0 0.09 0 1 27.79466119 1 1.215605749 0.346479051487908 +8763 NSCLC 1 NSCLC 1 79.12388775 1 28.9 1 IV 2.23 176 12.9 3.5 0 PD1/PDL1 17.7 0 7.27255985267034 0 0 0.15 0 0 32.26283368 1 27.66324435 0.34683049447951 +8805 NSCLC 1 NSCLC 1 63.90965092 1 30.1 1 IV 5.42 296 11.1 3.7 0 PD1/PDL1 1 0.0079 6.54143646408839 0 0 0 0 1 12.91170431 1 2.102669405 0.18325361137991 +8854 NSCLC 1 NSCLC 1 55.17864476 0 21.1 1 IV 8.22 333 9.5 3.6 0 PD1/PDL1 10.8 0.0628 4.77716390423572 1 0 1.32 0 1 2.332648871 1 0.821355236 0.165353545168656 +8685 NSCLC 1 NSCLC 1 46.95687885 0 21.6 1 IV 5.27 770 11.2 3.4 1 Combo 11.8 0.1724 6.32780847145488 0 0 0.54 0 1 1.478439425 1 1.347022587 0.198054494568093 +8892 NSCLC 1 NSCLC 1 76.16974675 0 18.8 1 IV 15 387 8.9 2.9 0 PD1/PDL1 3 0.0205 3.9134438305709 0 0 0 0 1 2.562628337 1 2.562628337 0.129645640347161 +8887 NSCLC 1 NSCLC 1 74.00136893 0 30.5 1 IV 11.08 150 10.3 4.1 0 PD1/PDL1 4.9 0.0361 8.72744014732965 0 0 0 1 1 28.78028747 1 28.28747433 0.21543517934789 +8871 NSCLC 1 NSCLC 1 62.43942505 1 25.3 1 IV 10.33 316 12.6 3.9 0 PD1/PDL1 6.9 0.4341 0 0 0 1.55 0 1 0.887063655 1 0.887063655 0.17729782610419 +8900 NSCLC 1 NSCLC 1 70.32991102 1 30.5 1 IV 6.5 147 11.8 3.9 0 PD1/PDL1 3.9 0.4995 9.95764272559854 0 0 3.05 0 0 22.275154 1 1.642710472 0.194088482396759 +8936 NSCLC 1 NSCLC 1 68.93908282 1 25.1 1 IV 23.58 342 12.7 3.5 0 PD1/PDL1 3 0.1386 7.93001841620625 0 0 1.65 0 1 4.566735113 1 2.234086242 0.139088911057232 +8624 NSCLC 1 NSCLC 1 79.50992471 1 26.1 1 IV 11.43 107 11.8 3.8 0 PD1/PDL1 5.9 0.009 6.67771639042357 0 0 0.15 0 1 0.755646817 1 0.755646817 0.192329891716418 +8960 NSCLC 1 NSCLC 1 73.79603012 1 18.8 1 IV 4.5 315 10.4 4.1 0 PD1/PDL1 3 0.528 3.2670349907919 1 0 0.15 0 1 4.501026694 1 1.675564682 0.148916694758305 +8673 NSCLC 1 NSCLC 1 60.62696783 0 18.5 1 IV 4.05 295 9.9 3.8 0 PD1/PDL1 3.9 0.112 4.76979742173112 0 0 0.21 0 1 4.336755647 1 0.788501027 0.175623054088369 +8996 NSCLC 1 NSCLC 1 67.72621492 0 23.7 1 IV 6.88 381 8.4 3.5 0 PD1/PDL1 0 0.0006 6.90423572744015 0 0 0.14 0 1 2.39835729 1 2.39835729 0.209740734734745 +8999 NSCLC 1 NSCLC 1 20.11772758 1 21.9 1 IV 6.25 247 13.8 4.2 1 Combo 2 0.4184 5.81767955801105 0 0 1.84 1 0 34.85831622 1 4.1724846 0.172532425995619 +8825 NSCLC 1 NSCLC 1 79.66324435 1 23 1 IV 7 139 10.1 3.8 0 PD1/PDL1 6.9 0.0772 9.68508287292818 0 0 1.23 0 1 12.81314168 1 4.895277207 0.241012686578441 +8465 NSCLC 1 NSCLC 1 74.56536619 1 24.4 1 IV 6.14 206 11.1 3.6 0 PD1/PDL1 0.9 0.0283 9.30939226519339 0 0 0 0 1 9.133470226 1 1.675564682 0.191382011819354 +9135 NSCLC 1 NSCLC 1 54.22039699 0 23.6 1 IV 3.4 194 10.7 3.9 0 PD1/PDL1 1.8 0 7.16390423572744 0 0 0.06 0 0 21.71663244 1 2.595482546 0.258343692197171 +8247 NSCLC 1 NSCLC 0 72.61054073 1 32.8 1 IV 3.23 214 15.2 4.1 1 Combo 7 0.046 5.67403314917127 0 0 0 0 1 13.8973306 1 2.464065708 0.40146325812971 +9130 NSCLC 1 NSCLC 0 67.816564 1 24.5 1 IV 2.67 444 9.4 3.8 0 PD1/PDL1 20.2 0.2041 6.19889502762431 0 0 1.69 1 0 32.13141684 0 32.13141684 0.388389802189337 +9155 NSCLC 1 NSCLC 1 48.93360712 0 19.9 1 IV 13.43 420 11.8 4.7 1 Combo 19.3 0.4452 5.35359116022099 0 0 1.18 0 1 5.880903491 1 0.952772074 0.334847878408562 +9049 NSCLC 1 NSCLC 1 63.93155373 0 29.3 1 IV 4.77 194 10.4 3.8 0 PD1/PDL1 15.8 0.1469 2.30570902394107 0 0 0.32 0 1 5.979466119 1 2.694045175 0.274436767876855 +9171 NSCLC 1 NSCLC 1 49.44558522 1 21.8 1 IV 7.67 296 13.3 3.9 0 PD1/PDL1 14.9 0.2128 3.74033149171271 1 0 0.12 0 1 21.02669405 1 6.143737166 0.245637674248661 +9153 NSCLC 1 NSCLC 1 72.90349076 1 28.2 1 IV 4.75 275 10.8 3.5 0 PD1/PDL1 13.2 0.3967 3.60405156537753 0 0 2.11 0 1 2.628336756 1 0.887063655 0.159229439475743 +9010 NSCLC 1 NSCLC 1 76.78576318 1 34 0 III 3.93 485 10.8 3.6 0 PD1/PDL1 9.7 0.1839 1.06813996316759 0 0 0.38 0 1 4.303901437 1 1.839835729 0.192839822304136 +9263 NSCLC 1 NSCLC 1 61.53045859 0 24.2 1 IV 71 354 11.2 3.3 0 PD1/PDL1 8.8 0.0176 6.62615101289134 1 0 0.13 0 0 0.952772074 1 0.887063655 0.130024425139816 +8251 NSCLC 1 NSCLC 0 88.18069815 0 21.2 1 IV 2.33 233 12.6 3.8 0 PD1/PDL1 3.5 0.0014 5.69613259668507 0 0 0 1 1 25.49486653 1 12.8788501 0.379226303541551 +9285 NSCLC 1 NSCLC 1 66.68856947 1 26.1 1 IV 8.5 305 11.4 2.6 0 PD1/PDL1 10.5 0.2589 8.16390423572743 0 0 0.41 0 1 23.58932238 1 3.876796715 0.1284622140974 +9327 NSCLC 1 NSCLC 1 52.83230664 1 33 1 IV 7.89 390 13.6 4 0 PD1/PDL1 12.3 0.2273 7.30386740331491 0 0 0.24 0 1 8.640657084 1 3.219712526 0.2856898062574 +9371 NSCLC 1 NSCLC 0 75.68514716 0 26.7 1 IV 2.89 257 12.2 3.8 0 PD1/PDL1 10.5 0.052 0 0 0 0.31 0 1 4.435318275 1 1.938398357 0.400392604030191 +9179 NSCLC 1 NSCLC 0 63.09377139 1 23.5 1 IV 10.07 289 12.8 3.7 0 PD1/PDL1 10.5 0.0023 4.79189686924494 0 0 0 1 0 33.3798768 0 31.90143737 0.303119200091455 +9414 NSCLC 1 NSCLC 1 44.34223135 0 28.5 1 IV 3.5 240 8.7 3.6 0 PD1/PDL1 19.3 0.1774 10.292817679558 0 0 0.09 1 0 21.65092403 0 18.89117043 0.335699660741304 +9416 NSCLC 1 NSCLC 1 58.22039699 0 36.8 0 III 8.67 292 10.9 3.9 0 PD1/PDL1 6.1 0.2825 7.90423572744015 1 0 0.51 0 1 14.29158111 1 1.872689938 0.197856911761358 +9329 NSCLC 1 NSCLC 0 62.39014374 0 24.9 1 IV 2.4 311 14.6 4.2 0 PD1/PDL1 9.7 0 4.53959484346224 0 0 0 0 1 28.28747433 1 14.42299795 0.441283993932979 +9393 NSCLC 1 NSCLC 1 67.54004107 1 29.4 1 IV 43.67 295 11.9 3.9 0 PD1/PDL1 13.2 0.3109 3.97790055248619 0 0 0.89 0 1 0.788501027 1 0.788501027 0.190101944822138 +9523 NSCLC 1 NSCLC 1 68.07392197 0 23.9 1 IV 9 260 12.4 4.2 0 PD1/PDL1 15.8 0.2137 7.01289134438305 1 0 0.71 0 0 21.25667351 1 3.712525667 0.258299136389333 +9459 NSCLC 1 NSCLC 1 55.83025325 0 24.1 1 IV 12.83 133 9.7 3.2 0 PD1/PDL1 5.3 0.3019 5.74769797421731 0 0 0.51 0 1 3.613963039 1 1.938398357 0.086310963603809 +8356 NSCLC 1 NSCLC 1 68.3340178 0 28.8 1 IV 2.95 409 13.6 3.9 0 PD1/PDL1 4.4 0.0921 3.8158379373849 0 0 0.22 0 0 12.22176591 1 2.98973306 0.263238224540414 +9532 NSCLC 1 NSCLC 0 60.51471595 0 19.1 1 IV 5.54 242 12.2 3.6 0 PD1/PDL1 18.4 0.3219 2.47329650092081 1 0 1.66 0 0 25.75770021 1 2.496919918 0.369820097933614 +9020 NSCLC 1 NSCLC 1 62.4421629 1 20.6 1 IV 3.5 176 13.8 3.8 0 PD1/PDL1 2.6 0.0495 4.70718232044199 0 0 0 0 0 17.21560575 1 6.472279261 0.21755050380895 +9520 NSCLC 1 NSCLC 1 71.58384668 0 23.8 1 IV 3.5 245 11 3.9 0 PD1/PDL1 8.8 0.0011 0 0 0 0.06 0 0 5.486652977 1 2.726899384 0.207027290310757 +9519 NSCLC 1 NSCLC 0 70.03969884 1 23.1 1 IV 7.75 459 13.9 4.1 1 Combo 8.8 0.3567 6.41804788213628 0 0 0.68 1 0 13.17453799 0 13.17453799 0.353598597339078 +9606 NSCLC 1 NSCLC 1 68.79397673 0 22.4 1 IV 7.36 167 9.7 3 0 PD1/PDL1 0.9 0.0067 8.33149171270718 0 0 0 0 1 1.80698152 1 1.80698152 0.150920565363396 +8902 NSCLC 1 NSCLC 1 54.80629706 1 24.7 1 IV 3.67 160 11.2 4.5 1 Combo 11.4 0.3904 4.92265193370166 0 0 0.95 0 1 19.02258727 1 6.669404517 0.261133543219154 +8672 NSCLC 1 NSCLC 1 60.56673511 0 26 1 IV 5.3 235 11.7 3.9 0 PD1/PDL1 10.5 0.007 0.285451197053407 0 0 0 0 0 25.29774127 1 24.87063655 0.247649932605555 +9662 NSCLC 1 NSCLC 1 63.88227242 1 26.4 1 IV 2.64 309 11.6 3.6 0 PD1/PDL1 1.8 0.2469 2.42725598526703 0 0 1.51 0 1 5.026694045 1 1.938398357 0.200983863015462 +9609 NSCLC 1 NSCLC 1 57.53593429 0 36.1 1 IV 2.56 237 14.2 4.2 0 PD1/PDL1 7.9 0.1776 7.88581952117863 0 0 0.24 1 0 12.68172485 0 12.1889117 0.318639290536207 +8243 NSCLC 1 NSCLC 1 67.18959617 0 20.1 1 IV 6.56 319 9.8 3.2 1 Combo 3.5 0.0057 5.04235727440147 0 0 0 0 1 4.501026694 1 0.919917864 0.15477864155217 +9549 NSCLC 1 NSCLC 1 64.45722108 0 28.2 1 IV 9.57 311 9.2 3.5 0 PD1/PDL1 9.7 0.4437 5.71639042357273 0 0 1.38 0 1 0.952772074 1 0.952772074 0.102238741217759 +9310 NSCLC 1 NSCLC 1 79.53182752 0 31.9 1 IV 6.23 214 10.1 3.1 0 PD1/PDL1 9.7 0.1313 6.2062615101289 0 0 0.64 0 1 8.443531828 1 8.443531828 0.159513365499287 +9684 NSCLC 1 NSCLC 1 61.36618754 1 39.7 1 IV 4.22 166 13.2 4.5 0 PD1/PDL1 5.3 0.1176 3.86187845303868 0 0 0.06 0 0 9.724845996 0 8.31211499 0.240367612938348 +9730 NSCLC 1 NSCLC 0 34.98151951 0 19.3 1 IV 1.53 453 12.6 3.8 0 PD1/PDL1 4.4 0.177 0 0 0 0.07 0 1 7.227926078 1 1.379876797 0.288903864846755 +9723 NSCLC 1 NSCLC 1 63.23340178 0 38 1 IV 10 361 9.3 3.4 0 PD1/PDL1 3.5 0.2924 5.20810313075506 1 0 0.69 0 1 3.679671458 1 1.412731006 0.111479484616991 +9772 NSCLC 1 NSCLC 1 41.89185489 1 35.1 1 IV 4.2 240 11.1 3.4 0 PD1/PDL1 0.9 0.1538 7.30202578268877 1 0 0.17 0 0 22.66940452 1 0.821355236 0.170584278877347 +9776 NSCLC 1 NSCLC 1 45.26214921 1 20.1 1 IV 4.43 123 11 3.9 0 PD1/PDL1 2.6 0.2205 8.9465930018416 0 0 0.16 0 1 9.002053388 1 1.412731006 0.181052179449199 +8456 NSCLC 1 NSCLC 1 48.36960986 0 27.1 1 IV 1.5 313 11 4 0 PD1/PDL1 5.3 0.3116 4.69797421731123 0 0 0.41 0 1 12.09034908 1 1.741273101 0.214766629180224 +9761 NSCLC 1 NSCLC 1 64.79123888 0 19 1 IV 14.2 255 13.3 4.4 0 PD1/PDL1 0 0 5.3756906077348 0 0 0 0 1 2.529774127 1 2.004106776 0.263389520504671 +9067 NSCLC 1 NSCLC 1 66.0698152 1 29.3 1 IV 8 215 8.2 3.8 0 PD1/PDL1 24.6 0.6258 5.44198895027624 0 0 5.28 1 1 21.35523614 1 6.209445585 0.396827815022308 +9808 NSCLC 1 NSCLC 0 63.57015743 0 23.2 1 IV 2.6 322 11.6 3.5 0 PD1/PDL1 20.2 0.1606 4.62246777163904 0 0 0.4 0 0 21.81519507 1 3.383983573 0.339107030745815 +9820 NSCLC 1 NSCLC 0 73.70020534 0 20.2 1 IV 2.88 67 10.9 3.2 0 PD1/PDL1 5.3 0.0022 7.65377532228361 0 0 0 0 1 0.098562628 1 0.098562628 0.314199584405808 +9715 NSCLC 1 NSCLC 1 68.7008898 0 30.9 1 IV 6.5 296 12.1 3.1 0 PD1/PDL1 6.1 0.0013 4.83057090239411 0 0 0 0 0 10.97330596 1 2.069815195 0.171077771574541 +9840 NSCLC 1 NSCLC 0 64.19438741 1 25.6 1 IV 6.56 462 12.2 3.3 0 PD1/PDL1 1.8 0.0807 7.04235727440147 1 0 0.18 1 1 10.94045175 1 3.942505133 0.287065127801614 +9859 NSCLC 1 NSCLC 0 66.88843258 1 31.3 1 IV 4.64 201 13.7 4 1 Combo 3.5 0.2386 6.59484346224678 1 0 1.21 0 1 11.26899384 1 1.215605749 0.368760132996529 +9821 NSCLC 1 NSCLC 0 75.88227242 1 32.4 1 IV 3.55 185 16.2 3.9 0 PD1/PDL1 11.4 0.0012 3.32965009208103 0 0 0 1 0 17.24845996 0 17.24845996 0.397596679295719 +9879 NSCLC 1 NSCLC 1 58.68856947 0 24.5 1 IV 3.32 232 10.4 4.1 0 PD1/PDL1 12.3 0.1336 6.2707182320442 0 0 0 0 1 1.938398357 1 1.938398357 0.254740359186372 +9899 NSCLC 1 NSCLC 1 63.6605065 0 21.2 1 IV 2 187 10.1 3.8 0 PD1/PDL1 0 0 9.31123388581951 0 0 0 0 1 3.154004107 1 2.858316222 0.281481487521225 +9889 NSCLC 1 NSCLC 0 45.33333333 0 29.4 1 IV 2.35 371 10.3 4.3 0 PD1/PDL1 0.9 0 7.6611418047882 0 0 0 0 0 15.34291581 1 5.979466119 0.378955404954166 +9860 NSCLC 1 NSCLC 1 93.49486653 1 21 1 IV 2.43 229 9.9 3.3 0 PD1/PDL1 10.5 0.1779 7.47882136279926 1 0 0.3 0 1 0.131416838 1 0.131416838 0.212740558325877 +9921 NSCLC 1 NSCLC 0 65.31416838 0 24 1 IV 2.67 229 13.7 4.3 0 PD1/PDL1 17.6 0.0624 7.26519337016573 1 0 0.27 1 0 18.7926078 0 16.78850103 0.481371700273097 +9926 NSCLC 1 NSCLC 1 73.94387406 0 27.4 1 IV 9.63 201 11 4.1 0 PD1/PDL1 9.7 0.2419 7.61694290976058 1 0 0.23 0 0 15.3100616 1 5.388090349 0.22988751098799 +9966 NSCLC 1 NSCLC 1 70.24503765 0 23.3 1 IV 4.33 234 10.4 3.5 0 PD1/PDL1 16.7 0.3516 7.47329650092081 0 0 1.34 0 1 1.347022587 1 1.347022587 0.226443634523755 +9946 NSCLC 1 NSCLC 0 46.39835729 1 22 1 IV 4 208 12.8 4.1 0 PD1/PDL1 27.2 0.6583 6.41620626151012 1 0 2.88 0 0 17.60985626 0 17.3798768 0.539994954554171 +9970 NSCLC 1 NSCLC 0 75.95071869 0 23.6 1 IV 7 212 12.8 3.9 0 PD1/PDL1 3.5 0.0114 8.53775322283607 0 0 0 1 0 16.65708419 0 15.70431212 0.339965768194009 +9953 NSCLC 1 NSCLC 0 48.06023272 0 23.2 0 III 5.05 756 8.1 3.6 1 Combo 5.3 0.0458 6.12154696132597 0 0 0.37 0 0 17.64271047 1 1.281314168 0.332802660496895 +9629 NSCLC 1 NSCLC 1 45.18548939 0 24.1 1 IV 6.13 273 11.1 3.9 0 PD1/PDL1 5.3 0.2536 0.375690607734807 0 0 0.21 0 1 10.21765914 1 1.609856263 0.144168229799645 +10000 NSCLC 1 NSCLC 1 61.23203285 1 18.6 0 III 3.33 233 9.5 3.6 0 PD1/PDL1 39.5 0.2861 6.8195211786372 0 0 2.97 1 0 13.14168378 1 6.373716632 0.455922977751371 +9991 NSCLC 1 NSCLC 0 46.85557837 0 30 1 IV 3.31 300 11.2 4.4 0 PD1/PDL1 26.3 0.5558 6.1620626151013 1 0 1.31 1 0 16.13141684 0 15.90143737 0.557072815940003 +9999 NSCLC 1 NSCLC 0 47.18412047 0 18.8 1 IV 4.38 666 9.8 3.2 0 PD1/PDL1 13.2 0.596 6.94290976058932 0 0 1.35 1 0 16.55852156 0 16.55852156 0.263856497762126 +10005 NSCLC 1 NSCLC 0 75.9835729 1 28.7 1 IV 5.36 289 10.1 3.8 0 PD1/PDL1 7 0.0798 9.06629834254144 0 0 0 0 1 4.566735113 1 3.252566735 0.408280558603422 +10001 NSCLC 1 NSCLC 0 65.51129363 1 33 1 IV 1.56 199 16.1 4.2 0 PD1/PDL1 5.3 0.3543 7.22651933701658 0 0 1.52 1 0 16.3613963 1 9.330595483 0.323455122655787 +9498 NSCLC 1 NSCLC 1 66.11088296 0 20 1 IV 7.25 381 10.1 3.3 0 PD1/PDL1 4.4 0.0508 5.83793738489871 0 0 0 0 0 15.11293635 1 3.449691992 0.15546897600757 +9092 NSCLC 1 NSCLC 0 77.16632444 0 39 1 IV 2.75 214 14 4 1 Combo 11.4 0.0314 5.56353591160221 0 0 0 1 1 26.31622177 1 16.75564682 0.439637000266232 +10013 NSCLC 1 NSCLC 0 67.27446954 0 20.6 1 IV 4.75 532 11.4 3.6 0 PD1/PDL1 0.9 0.0053 6.57274401473296 0 0 0.06 1 0 15.17864476 0 14.48870637 0.316579628888903 +10056 NSCLC 1 NSCLC 1 75.18412047 0 30.4 1 IV 3.7 269 10 3.6 0 PD1/PDL1 13.2 0.2123 7.57458563535912 0 0 0 0 1 5.059548255 1 1.149897331 0.219061474867235 +10054 NSCLC 1 NSCLC 1 73.96577687 0 22.1 1 IV 10.89 366 11.6 3.8 1 Combo 0 0.1724 9.07550644567219 0 0 0.13 0 1 6.636550308 1 2.595482546 0.209316220005513 +10079 NSCLC 1 NSCLC 0 75.27994524 0 21.7 1 IV 13 692 9.4 3.3 0 PD1/PDL1 0.9 0 6.20994475138122 0 0 0 0 1 2.661190965 1 2.661190965 0.27453685062915 +9892 NSCLC 1 NSCLC 0 63.86858316 1 27.5 1 IV 5.29 216 16.2 4.2 0 PD1/PDL1 15.8 0.6072 7.94106813996316 1 0 2.94 0 1 9.100616016 1 4.796714579 0.398425235125398 +10071 NSCLC 1 NSCLC 0 55.71526352 0 35.8 1 IV 3.19 358 13.1 4.1 0 PD1/PDL1 16.7 0.1221 9.53959484346227 0 0 0.05 1 0 13.63449692 1 7.392197125 0.501336700909008 +10081 NSCLC 1 NSCLC 0 63.9835729 1 26.8 1 IV 2.5 170 15.9 4.5 0 PD1/PDL1 3.5 0.0133 9.16758747697975 0 0 0 0 0 13.5687885 0 13.5687885 0.397648083143611 +10101 NSCLC 1 NSCLC 0 64.04380561 1 29.9 1 IV 6.85 379 9.5 3.3 0 PD1/PDL1 76.4 0.347 8.41068139963166 0 0 0.12 0 1 3.646817248 1 1.347022587 0.436764060561461 +9741 NSCLC 1 NSCLC 0 72.25735797 1 27.5 1 IV 12.33 248 9.4 3.4 0 PD1/PDL1 13.2 0.731 7.02209944751381 1 0 2.41 0 1 7.950718686 1 3.055441478 0.224817473116617 +8580 Ovarian 2 Others 1 59.73716632 0 18.7 1 IV 2.48 384 11.8 3.9 0 PD1/PDL1 0 0.0446 8.7329650092081 0 0 0.16 1 0 35.44969199 1 24.31211499 0.248644306822395 +9181 Ovarian 2 Others 0 36.20533881 0 19.9 1 IV 1.33 199 12.4 4.2 0 PD1/PDL1 33.4 0.0703 7.30386740331492 0 1 10.37 1 0 21.9137577 0 21.9137577 0.507593371929725 +9545 Ovarian 2 Others 1 54.37097878 0 20.2 1 IV 4 484 7.5 3.3 0 PD1/PDL1 7 0.0398 8.64272559852671 0 0 0 0 1 3.712525667 1 1.609856263 0.198822275617111 +9554 Ovarian 2 Others 1 29.55509925 0 26.2 1 IV 4.38 264 9.7 4.2 0 PD1/PDL1 0.9 0.0224 7.86003683241252 0 0 0 0 1 11.69609856 1 1.609856263 0.185086104034672 +8923 Ovarian 2 Others 1 65.27857632 0 21.6 1 IV 9.75 233 11.8 3.7 0 PD1/PDL1 7.9 0.1019 0 0 0 0 0 1 1.971252567 1 1.412731006 0.140728194640941 +8453 Ovarian 2 Others 1 70.41204654 0 24.3 1 IV 1.31 157 12.1 4.2 0 PD1/PDL1 2.6 0.4063 5.40515653775322 0 0 1.63 0 0 29.5687885 1 3.482546201 0.15579352720368 +8285 Pancreatic 2 Others 1 71.49897331 1 25.1 1 IV 3.79 103 13.2 3.8 0 PD1/PDL1 9.8 0.076 6.8121546961326 0 0 0.08 0 1 4.632443532 1 0.722792608 0.221072048335196 +8499 Pancreatic 2 Others 1 58.54346338 1 27.6 1 IV 3.82 175 11.9 4.2 0 PD1/PDL1 3.9 0.0339 4.54327808471455 0 0 0.18 0 1 8.476386037 1 1.314168378 0.196523271445001 +8439 Pancreatic 2 Others 1 63.77002053 1 20.8 1 IV 8.33 541 11.5 3.7 1 Combo 3 0 3.75138121546961 1 0 0.13 0 1 2.726899384 1 1.084188912 0.219792132195817 +9846 Pancreatic 2 Others 1 69.32785763 1 27.7 1 IV 6.5 168 10.7 3.5 0 PD1/PDL1 3.5 0.0154 4.23756906077348 0 0 0 0 0 2.595482546 1 1.708418891 0.090782585123158 +9877 Pancreatic 2 Others 0 61.11156742 0 46.3 1 IV 1.44 138 11.9 4.1 0 PD1/PDL1 2.6 0.1814 7.43278084714549 0 0 0 1 0 18.23408624 1 17.7412731 0.307246424257666 +9617 Pancreatic 2 Others 1 61.59342916 1 24.3 1 IV 1.22 68 11.2 3.8 0 PD1/PDL1 0.9 0.0011 4.61141804788214 0 0 0 0 1 4.336755647 1 1.478439425 0.184573452797208 +10111 Pancreatic 2 Others 1 46.56810404 1 30.3 1 IV 8.64 208 13.4 3.6 0 PD1/PDL1 0 0.1801 10.5082872928177 0 0 0.06 0 0 9.297741273 1 0.887063655 0.16905350117603 +8470 Renal 2 Others 0 52.42710472 1 22 1 IV 9.27 470 9.4 3.7 1 Combo 1 0.0869 7.3609576427256 0 0 0 1 0 47.47433265 0 46.68583162 0.283599663299464 +8449 Renal 2 Others 1 64.91991786 1 35.3 1 IV 6.53 278 9.7 3.3 0 PD1/PDL1 3.9 0.0002 6.62062615101289 0 0 0 1 0 34.62833676 0 32.65708419 0.164313149717066 +8642 Renal 2 Others 1 53.35523614 0 20.2 1 IV 6.3 319 11.6 4 0 PD1/PDL1 1 0.4172 4.49723756906078 0 0 1.36 0 1 11.10472279 1 5.420944559 0.141854551978435 +9246 Renal 2 Others 0 61.08145106 0 24 0 III 1.94 280 11.1 3.7 0 PD1/PDL1 1.8 0.0499 8.13812154696133 0 0 0.07 0 0 27.33470226 0 27.33470226 0.295499161974229 +9237 Renal 2 Others 0 53.31416838 1 28 1 IV 2 258 12.9 4.7 0 PD1/PDL1 5.3 0.0005 7.51381215469613 1 0 0.07 1 0 25.79055442 1 10.97330596 0.454315307456891 +9339 Renal 2 Others 1 45.32785763 1 24.3 1 IV 8.93 277 8.6 2.9 0 PD1/PDL1 1.8 0.2506 5.67034990791896 1 0 2.3 0 1 0.624229979 1 0.624229979 0.0558653969586 +9411 Renal 2 Others 1 60.83230664 0 19 1 IV 6 274 14.8 3.7 0 PD1/PDL1 5.3 0.405 7.7292817679558 0 0 0.9 0 1 6.340862423 1 0.919917864 0.180433259627699 +9388 Renal 2 Others 1 34.48870637 0 24.5 1 IV 3.15 188 10 4 0 PD1/PDL1 0.9 0.0021 8.25046040515653 1 0 0 0 1 14.42299795 1 3.876796715 0.156026249456432 +9489 Renal 2 Others 1 25.16358659 1 19.2 1 IV 5.14 185 9.4 3.4 0 PD1/PDL1 0.9 0.1921 7.02762430939226 0 0 0.75 0 1 5.749486653 1 1.77412731 0.090453698242375 +9409 Renal 2 Others 0 57.58521561 1 22.5 1 IV 2.7 284 14.7 4.2 0 PD1/PDL1 7 0.3786 4.57458563535912 0 0 0.13 1 0 26.21765914 0 26.21765914 0.399327835579046 +8826 Renal 2 Others 0 68.49828884 1 29.6 1 IV 2.69 159 12.7 4.7 0 PD1/PDL1 5.3 0.1745 7.89134438305707 0 0 6.13 0 0 32.52566735 0 32.19712526 0.410695432205583 +9619 Renal 2 Others 1 61.18548939 1 24.9 1 IV 5.88 459 8.3 3.5 1 Combo 1.8 0 4.86556169429097 0 0 0 0 1 6.209445585 1 1.577002053 0.20801706978115 +8586 Renal 2 Others 0 70.23682409 0 34.5 1 IV 2.12 198 12.2 4.3 0 PD1/PDL1 5.3 0.046 9.4696132596685 0 0 0.22 1 0 24.18069815 1 9.166324435 0.386099011275565 +9518 Renal 2 Others 1 28.56673511 1 24.4 1 IV 8 528 8.5 2.9 0 PD1/PDL1 0.9 0.1928 6.16206261510129 0 0 0.08 0 1 0.887063655 1 0.624229979 0.089325716323187 +9697 Renal 2 Others 0 48.62970568 1 29.7 1 IV 3.36 287 12.8 3.7 0 PD1/PDL1 2.6 0.1065 7.49723756906078 1 0 0 1 0 22.07802875 0 22.07802875 0.397806878198565 +9611 Renal 2 Others 1 61.47843943 1 20.5 1 IV 3.31 599 8.2 2.9 0 PD1/PDL1 4.4 0.0083 6.16390423572744 1 0 0 1 0 17.67556468 1 3.811088296 0.189259368897418 +9526 Renal 2 Others 1 61.87268994 1 27.7 1 IV 3.73 263 15.1 4.4 0 PD1/PDL1 3.5 0.021 9.04604051565378 0 0 0 1 0 22.80082136 1 14.65297741 0.302370284286855 +8860 Renal 2 Others 1 58.49418207 1 24.2 1 IV 2.7 198 14.6 3.9 0 PD1/PDL1 2.6 0.0511 7.95211786372007 0 0 0.08 1 0 16.55852156 0 16.55852156 0.242458969489589 +8487 Sarcoma 2 Others 1 50.88843258 1 32.9 1 IV 12.5 174 9.6 3.2 0 PD1/PDL1 0 0.1513 8.07918968692449 0 0 0.56 0 1 6.340862423 1 3.679671458 0.129077125010168 +8705 Sarcoma 2 Others 1 57.80698152 0 25.3 1 IV 13.29 215 9.3 4 0 PD1/PDL1 7.9 0.1335 4.12338858195212 0 0 0 0 1 4.73100616 1 0.492813142 0.178935275673061 +8794 Sarcoma 2 Others 1 18.33538672 0 12.9 1 IV 1.17 134 10.3 4.2 0 PD1/PDL1 2 0.4772 7.20994475138121 0 0 2.99 0 1 20.40246407 1 8.739219713 0.120109153780609 +8906 Sarcoma 2 Others 0 75.21423682 1 29.1 1 IV 3 136 11.7 3.9 0 PD1/PDL1 1.8 0.2789 7.23388581952118 1 0 0.4 1 1 19.90965092 1 7.359342916 0.357375932374739 +9021 Sarcoma 2 Others 1 37.17727584 1 29.9 1 IV 1.89 317 13.3 4.2 0 PD1/PDL1 0 0.0723 4.87661141804788 0 0 0.12 0 1 12.78028747 1 1.149897331 0.216938804311568 +8301 Sarcoma 2 Others 1 61.77412731 0 28.4 1 IV 4.6 262 12.9 4.1 1 Combo 2.6 0.2188 9.42725598526703 1 0 1.54 0 0 21.78234086 1 1.544147844 0.255153776979751 +9351 Sarcoma 2 Others 0 78.42299795 1 22.7 1 IV 2.68 352 11.5 3.4 0 PD1/PDL1 0.9 0 4.80847145488029 0 0 0 1 0 31.04722793 1 17.18275154 0.341041440453153 +8883 Sarcoma 2 Others 1 50.70225873 1 31.4 1 IV 9.75 525 10.8 3.5 0 PD1/PDL1 1.8 0.1886 7.0073664825046 0 0 2.2 0 0 0.657084189 1 0.197125257 0.135855310303561 +8833 Sarcoma 2 Others 1 59.47433265 1 23.8 1 IV 24.57 68 8.6 3.2 0 PD1/PDL1 4.4 0.0057 5.39410681399632 0 0 0.15 0 1 0.887063655 1 0.887063655 0.095631560663934 +8490 Sarcoma 2 Others 1 23.33470226 0 42.1 1 IV 1.67 222 11.8 3.9 0 PD1/PDL1 0.9 0.0608 7.20441988950276 0 0 0 0 0 32.42710472 1 6.406570842 0.171522348871942 +9389 Sarcoma 2 Others 1 70.26146475 1 32.1 1 IV 2.7 188 11.8 4.1 0 PD1/PDL1 3.5 0.4288 7.7219152854512 0 0 1.09 0 0 14.45585216 1 1.839835729 0.229974648507227 +8979 Sarcoma 2 Others 1 74.7871321 1 24.7 1 IV 7.83 368 11.4 3.9 0 PD1/PDL1 4.4 0.3375 3.95211786372008 0 0 1.08 1 0 12.02464066 1 7.359342916 0.143010924400174 +9941 Sarcoma 2 Others 1 56.66529774 1 27.6 1 IV 3.5 218 12.7 4.2 0 PD1/PDL1 4.4 0.525 5.98895027624309 1 0 2.19 1 1 16.82135524 1 5.32238193 0.249017365163628 +8424 SCLC 2 Others 1 67.16495551 0 22.4 1 IV 8.4 245 12.9 3.8 0 PD1/PDL1 7.9 0.2667 7.96500920810313 0 0 2.23 0 1 1.872689938 1 1.412731006 0.167780028752338 +8348 SCLC 2 Others 1 63.74264203 1 33.4 1 IV 3.69 307 12.9 4 1 Combo 14.8 0.6248 7.98895027624309 0 0 1.44 1 1 11.53182752 1 2.661190965 0.311811870536523 +8716 SCLC 2 Others 1 73.68104038 0 25.9 1 IV 4.6 168 11.4 3.8 0 PD1/PDL1 16.7 0.248 4.74769797421731 0 0 1.88 0 1 0.722792608 1 0.722792608 0.259463522267443 +8768 SCLC 2 Others 1 71.09650924 0 28.3 1 IV 7.6 319 11.3 3.7 0 PD1/PDL1 20.7 0.0005 2.19337016574586 1 0 0.18 0 1 13.93018481 1 4.041067762 0.327560716159567 +8782 SCLC 2 Others 0 70.47775496 1 28.1 1 IV 3.13 138 10.6 4 0 PD1/PDL1 9.8 0.1614 7.97605893186004 1 0 1.8 0 1 8.410677618 1 2.628336756 0.399499036016371 +9111 SCLC 2 Others 1 85.71115674 1 22 1 IV 15 127 10.9 3.6 0 PD1/PDL1 5.9 0.3314 5.66482504604052 0 0 1.3 0 1 1.281314168 1 0.492813142 0.138096275483279 +9442 SCLC 2 Others 1 66.954141 1 30.7 1 IV 20.5 327 13.1 3.9 0 PD1/PDL1 7.9 0.2006 7.94290976058932 0 0 0.53 0 1 5.782340862 1 1.117043121 0.219240465500423 +9862 SCLC 2 Others 1 83.46885695 1 32.7 1 IV 3.88 220 9.1 3.5 0 PD1/PDL1 10.5 0.109 5.43830570902394 0 0 0.81 0 1 2.135523614 1 1.675564682 0.203936262879963 +9890 SCLC 2 Others 1 61.82340862 1 31 1 IV 3.63 184 15.4 4.4 1 Combo 3.5 0.4476 9.15469613259668 0 0 1.32 0 1 4.336755647 1 1.708418891 0.297344187190357 +9855 SCLC 2 Others 1 59.32101301 0 30.6 1 IV 5.75 315 10.3 4.3 0 PD1/PDL1 0 0.0024 5.85819521178637 0 0 0 0 1 7.622176591 1 1.18275154 0.227475043338471 \ No newline at end of file