changeset 0:3e25f7ded8b1 draft

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools commit fe5cbcff4786c445b47538472ca4b4a099d2f652
author bgruening
date Wed, 13 Mar 2024 08:48:14 +0000
parents
children e62e31ee42d9
files biomodels_BIOMD0000001076.xml test-data/pred_data.tabular test-data/pred_data_BIOMD0000001076.tabular test-data/test_data.csv test-data/test_data.tabular test-data/test_data.xlsx test-data/test_data_BIOMD0000001076.csv test-data/test_data_BIOMD0000001076.tabular
diffstat 8 files changed, 2184 insertions(+), 0 deletions(-) [+]
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/biomodels_BIOMD0000001076.xml	Wed Mar 13 08:48:14 2024 +0000
@@ -0,0 +1,93 @@
+<tool id="biomodels_BIOMD0000001076" name="Prediction of Breast Cancer (BC)" version="@VERSION@" profile="23.05">
+    <description>proteins involved in cancer immunotherapy using molecular descriptors and Multi Layer Perceptron (MLP) neural network</description>
+    <macros>
+        <token name="@VERSION@">1</token>
+    </macros>
+    <creator>
+        <organization name="EMBL's European Bioinformatics Institute (EMBL-EBI)" url="https://www.ebi.ac.uk/biomodels/" email="biomodels-net-support@lists.sf.net" />
+        <person name="Anup Kumar" email="kumara@informatik.uni-freiburg.de" />
+    </creator>
+    <requirements>
+        <container type="docker">docker.io/anupkumar/biomodels_biomd0000001076:@VERSION@</container>
+    </requirements>
+    <command><![CDATA[
+    cp /home/\$NB_USER/MLP_model3.onnx ./ &&
+    python '$biom_script_BIOMD0000001076'
+]]>
+    </command>
+    <configfiles>
+        <configfile name="biom_script_BIOMD0000001076">
+            <![CDATA[
+import os
+import numpy
+import onnxruntime as rt
+import pandas as pd
+
+#if $input_file.ext == "tabular":
+data_test = pd.read_csv('$input_file', sep="\t")
+#elif $input_file.ext == "csv":
+data_test = pd.read_csv('$input_file', sep=",")
+#end if
+
+Xdatap = data_test.iloc[:,:-1].values
+sess = rt.InferenceSession(os.getcwd() + "/MLP_model3.onnx")
+input_name = sess.get_inputs()[0].name
+label_name = sess.get_outputs()[0].name
+pred_onx = sess.run([label_name], {input_name: Xdatap.astype(numpy.float32)})[0]
+data_test["Predictions"] = pred_onx
+data_test.to_csv('$output_file', sep="\t", index=None)
+
+]]>
+        </configfile>
+    </configfiles>
+    <inputs>
+	<param name="input_file" type="data" label="Test data" format="tabular,csv" multiple="false" />
+    </inputs>
+    <outputs>
+        <data format="tabular" name="output_file" label="Predicted data"></data>
+    </outputs>
+    <tests>
+        <test>
+            <param name="input_file" value="test_data_BIOMD0000001076.tabular" ftype="tabular" />
+            <output name="output_file" file="pred_data_BIOMD0000001076.tabular">
+                <assert_contents>
+                    <has_n_columns n="302" />
+                    <has_n_lines n="401" />
+                </assert_contents>
+            </output>
+        </test>
+        <test>
+            <param name="input_file" value="test_data_BIOMD0000001076.csv" ftype="csv" />
+            <output name="output_file" file="pred_data_BIOMD0000001076.tabular">
+                <assert_contents>
+                    <has_n_columns n="302" />
+                    <has_n_lines n="401" />
+                </assert_contents>
+            </output>
+        </test>
+    </tests>
+    <help>
+        <![CDATA[
+**What it does**
+
+The tool makes prediction of breast cancer-related proteins: non-breast cancer related protein (0) or related to breast cancer protein (1). 300 features are used to train a Multi Layer Perceptron (artificial neural network) for such a prediction. The model is available via a Docker container. The original GitHub repository can be accessed at https://github.com/muntisa/neural-networks-for-breast-cancer-proteins.
+
+
+**Description**
+
+This study introduces a predictive classifier for breast cancer-related proteins, utilising a combination of protein sequence descriptors and machine learning techniques. The best-performing classifier is a Multi Layer Perceptron (artificial neural network) with 300 features, achieving an average Area Under the Receiver Operating Characteristics (AUROC) score of 0.984 through 3-fold cross-validation. Notably, the model identified top-ranked cancer immunotherapy proteins associated with breast cancer that should be studied for further biomarker discovery and therapeutic targeting. Please note that in this model, the output '0' means BC non-related protein and '1' means BC related protein.
+
+**Input file**
+
+Provide a tabular file (as tabular or csv) 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="doi">10.1038/s41598-020-65584-y</citation>
+    </citations>
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/pred_data.tabular	Wed Mar 13 08:48:14 2024 +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
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+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/pred_data_BIOMD0000001076.tabular	Wed Mar 13 08:48:14 2024 +0000
@@ -0,0 +1,401 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/test_data.csv	Wed Mar 13 08:48:14 2024 +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
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+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	Wed Mar 13 08:48:14 2024 +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
Binary file test-data/test_data.xlsx has changed
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/test_data_BIOMD0000001076.csv	Wed Mar 13 08:48:14 2024 +0000
@@ -0,0 +1,401 @@
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/test_data_BIOMD0000001076.tabular	Wed Mar 13 08:48:14 2024 +0000
@@ -0,0 +1,401 @@
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