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mozoezomoe 2024-05-23 15:04:11 +02:00
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commit 6eda66323b
1298 changed files with 11352 additions and 44 deletions
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29
results/cardioStudy/CA.GS_post/df_pred-test_lgbm_CA.GS_post_CA.GS_post.csv Normal file
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;CA.GS_post_pred;CA.GS_post
135;0.0052136554391022105;0.002
66;0.004796527683539761;0.003
31;0.004288315204166284;0.007
118;0.004048665982009433;0.013
42;0.004111517970942627;0.003
12;0.0050886916604686964;0.01
51;0.0052136554391022105;0.005
68;0.004111517970942627;0.002
126;0.004288315204166284;0.003
55;0.0050886916604686964;0.002
112;0.004288315204166284;0.011
130;0.004288315204166284;0.004
80;0.004796527683539761;0.002
19;0.005092334233217171;0.01
86;0.0040281810501658745;0.002
69;0.005112819165060729;0.003
11;0.0045568784613829105;0.004
27;0.004796527683539761;0.001
134;0.004288315204166284;0.003
109;0.005005354739691944;0.009
36;0.005130318518325458;0.002
117;0.004713190762763009;0.002
78;0.005048255783911286;0.003
4;0.004662631494535447;0.008
73;0.0040281810501658745;0.003
26;0.004536393529539352;0.006
132;0.004204978283389531;0.005
60;0.005025839671535502;0.007
1 CA.GS_post_pred CA.GS_post
2 135 0.0052136554391022105 0.002
3 66 0.004796527683539761 0.003
4 31 0.004288315204166284 0.007
5 118 0.004048665982009433 0.013
6 42 0.004111517970942627 0.003
7 12 0.0050886916604686964 0.01
8 51 0.0052136554391022105 0.005
9 68 0.004111517970942627 0.002
10 126 0.004288315204166284 0.003
11 55 0.0050886916604686964 0.002
12 112 0.004288315204166284 0.011
13 130 0.004288315204166284 0.004
14 80 0.004796527683539761 0.002
15 19 0.005092334233217171 0.01
16 86 0.0040281810501658745 0.002
17 69 0.005112819165060729 0.003
18 11 0.0045568784613829105 0.004
19 27 0.004796527683539761 0.001
20 134 0.004288315204166284 0.003
21 109 0.005005354739691944 0.009
22 36 0.005130318518325458 0.002
23 117 0.004713190762763009 0.002
24 78 0.005048255783911286 0.003
25 4 0.004662631494535447 0.008
26 73 0.0040281810501658745 0.003
27 26 0.004536393529539352 0.006
28 132 0.004204978283389531 0.005
29 60 0.005025839671535502 0.007

29
results/cardioStudy/CA.GS_post/df_pred-test_rf_CA.GS_post_CA.GS_post.csv Normal file
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;CA.GS_post_pred;CA.GS_post
135;0.005257020795952882;0.002
66;0.004115430323265663;0.003
31;0.004734038898282293;0.007
118;0.004441343172031309;0.013
42;0.004768512340003898;0.003
12;0.006045237891484131;0.01
51;0.005308878713582979;0.005
68;0.004066147457527644;0.002
126;0.004093882603675737;0.003
55;0.00649455608987488;0.002
112;0.0041865768542802845;0.011
130;0.00331365890108624;0.004
80;0.005593052135707224;0.002
19;0.008011604580921474;0.01
86;0.003336555080368357;0.002
69;0.006851259750900975;0.003
11;0.003412420400562321;0.004
27;0.005175395689230419;0.001
134;0.0037377606812869385;0.003
109;0.004848279788449513;0.009
36;0.004748599597812046;0.002
117;0.00406699438377623;0.002
78;0.003973599297716291;0.003
4;0.004034036756878379;0.008
73;0.0033042328124759887;0.003
26;0.004231107573084708;0.006
132;0.003785983205549682;0.005
60;0.005623253539511908;0.007
1 CA.GS_post_pred CA.GS_post
2 135 0.005257020795952882 0.002
3 66 0.004115430323265663 0.003
4 31 0.004734038898282293 0.007
5 118 0.004441343172031309 0.013
6 42 0.004768512340003898 0.003
7 12 0.006045237891484131 0.01
8 51 0.005308878713582979 0.005
9 68 0.004066147457527644 0.002
10 126 0.004093882603675737 0.003
11 55 0.00649455608987488 0.002
12 112 0.0041865768542802845 0.011
13 130 0.00331365890108624 0.004
14 80 0.005593052135707224 0.002
15 19 0.008011604580921474 0.01
16 86 0.003336555080368357 0.002
17 69 0.006851259750900975 0.003
18 11 0.003412420400562321 0.004
19 27 0.005175395689230419 0.001
20 134 0.0037377606812869385 0.003
21 109 0.004848279788449513 0.009
22 36 0.004748599597812046 0.002
23 117 0.00406699438377623 0.002
24 78 0.003973599297716291 0.003
25 4 0.004034036756878379 0.008
26 73 0.0033042328124759887 0.003
27 26 0.004231107573084708 0.006
28 132 0.003785983205549682 0.005
29 60 0.005623253539511908 0.007

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results/cardioStudy/CA.GS_post/df_pred-test_xgb_CA.GS_post_CA.GS_post.csv Normal file
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;CA.GS_post_pred;CA.GS_post
135;0.004853867;0.002
66;0.0045051635;0.003
31;0.0045612175;0.007
118;0.004375253;0.013
42;0.0044687674;0.003
12;0.006768136;0.01
51;0.0049496223;0.005
68;0.0044241445;0.002
126;0.005491973;0.003
55;0.0070505734;0.002
112;0.004242802;0.011
130;0.0048127496;0.004
80;0.006872018;0.002
19;0.0059037507;0.01
86;0.0037571252;0.002
69;0.006221388;0.003
11;0.0037495429;0.004
27;0.0054632667;0.001
134;0.004129039;0.003
109;0.0051733893;0.009
36;0.00520977;0.002
117;0.0041764216;0.002
78;0.005353386;0.003
4;0.0044288263;0.008
73;0.003796115;0.003
26;0.00415318;0.006
132;0.0041632513;0.005
60;0.0042418693;0.007
1 CA.GS_post_pred CA.GS_post
2 135 0.004853867 0.002
3 66 0.0045051635 0.003
4 31 0.0045612175 0.007
5 118 0.004375253 0.013
6 42 0.0044687674 0.003
7 12 0.006768136 0.01
8 51 0.0049496223 0.005
9 68 0.0044241445 0.002
10 126 0.005491973 0.003
11 55 0.0070505734 0.002
12 112 0.004242802 0.011
13 130 0.0048127496 0.004
14 80 0.006872018 0.002
15 19 0.0059037507 0.01
16 86 0.0037571252 0.002
17 69 0.006221388 0.003
18 11 0.0037495429 0.004
19 27 0.0054632667 0.001
20 134 0.004129039 0.003
21 109 0.0051733893 0.009
22 36 0.00520977 0.002
23 117 0.0041764216 0.002
24 78 0.005353386 0.003
25 4 0.0044288263 0.008
26 73 0.003796115 0.003
27 26 0.00415318 0.006
28 132 0.0041632513 0.005
29 60 0.0042418693 0.007

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results/cardioStudy/CA.GS_post/metrics_CA.GS_post_lgbm_CA.GS_post.csv Normal file
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index;Value
target;CA.GS_post
method;lgbm_CA.GS_post
r2;-0.02794884808635567
mae;0.002656066854740429
mse;1.0723971464921304e-05
mape;0.7629841625517554
ev;-0.024709758281218575
1 index Value
2 target CA.GS_post
3 method lgbm_CA.GS_post
4 r2 -0.02794884808635567
5 mae 0.002656066854740429
6 mse 1.0723971464921304e-05
7 mape 0.7629841625517554
8 ev -0.024709758281218575

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results/cardioStudy/CA.GS_post/metrics_CA.GS_post_rf_CA.GS_post.csv Normal file
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index;Value
target;CA.GS_post
method;rf_CA.GS_post
r2;0.02159694222263764
mae;0.002543726292536997
mse;1.020709006321562e-05
mape;0.7680643903702252
ev;0.0230442579639345
1 index Value
2 target CA.GS_post
3 method rf_CA.GS_post
4 r2 0.02159694222263764
5 mae 0.002543726292536997
6 mse 1.020709006321562e-05
7 mape 0.7680643903702252
8 ev 0.0230442579639345

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results/cardioStudy/CA.GS_post/metrics_CA.GS_post_xgb_CA.GS_post.csv Normal file
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index;Value
target;CA.GS_post
method;xgb_CA.GS_post
r2;-0.10517210123435161
mae;0.0028169617063498924
mse;1.152959517346398e-05
mape;0.8690263170213804
ev;-0.10452722910466927
1 index Value
2 target CA.GS_post
3 method xgb_CA.GS_post
4 r2 -0.10517210123435161
5 mae 0.0028169617063498924
6 mse 1.152959517346398e-05
7 mape 0.8690263170213804
8 ev -0.10452722910466927

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results/cardioStudy/CA.G_plasm_post/df_pred-test_lgbm_CA.G_plasm_post_CA.G_plasm_post.csv Normal file
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;CA.G_plasm_post_pred;CA.G_plasm_post
135;0.05843781355591559;0.09976958525345622
66;0.044981007999067124;0.0464285714285714
31;0.06022146330615885;0.0464285714285714
118;0.052646069345394585;0.0392857142857143
42;0.05843781355591559;0.09976958525345622
12;0.09020885333281468;0.0035714285714285
51;0.04686765636087788;0.0392857142857143
68;0.0697089624614342;0.485714285714286
126;0.08172709285209322;0.0428571428571429
55;0.060971493262375234;0.146428571428571
112;0.06873993837340646;0.0142857142857143
130;0.06228336678147556;0.0392857142857143
80;0.053513625341469744;0.0678571428571429
19;0.03784560925964497;0.0821428571428571
86;0.04044255108955716;0.135714285714286
69;0.05002890831504586;0.103571428571429
11;0.04692771374818055;0.225
27;0.06444927765613011;0.189285714285714
134;0.0731837641437369;0.09976958525345622
109;0.06815223749505167;0.0607142857142857
36;0.05732094616448322;0.414285714285714
117;0.08669020493347872;0.1
78;0.06519134954345336;0.025
4;0.06918450040884369;0.0821428571428571
73;0.07877179401933566;0.214285714285714
26;0.04565436897090408;0.0571428571428571
132;0.08349384788798134;0.0107142857142857
60;0.046571141368915325;0.117857142857143
1 CA.G_plasm_post_pred CA.G_plasm_post
2 135 0.05843781355591559 0.09976958525345622
3 66 0.044981007999067124 0.0464285714285714
4 31 0.06022146330615885 0.0464285714285714
5 118 0.052646069345394585 0.0392857142857143
6 42 0.05843781355591559 0.09976958525345622
7 12 0.09020885333281468 0.0035714285714285
8 51 0.04686765636087788 0.0392857142857143
9 68 0.0697089624614342 0.485714285714286
10 126 0.08172709285209322 0.0428571428571429
11 55 0.060971493262375234 0.146428571428571
12 112 0.06873993837340646 0.0142857142857143
13 130 0.06228336678147556 0.0392857142857143
14 80 0.053513625341469744 0.0678571428571429
15 19 0.03784560925964497 0.0821428571428571
16 86 0.04044255108955716 0.135714285714286
17 69 0.05002890831504586 0.103571428571429
18 11 0.04692771374818055 0.225
19 27 0.06444927765613011 0.189285714285714
20 134 0.0731837641437369 0.09976958525345622
21 109 0.06815223749505167 0.0607142857142857
22 36 0.05732094616448322 0.414285714285714
23 117 0.08669020493347872 0.1
24 78 0.06519134954345336 0.025
25 4 0.06918450040884369 0.0821428571428571
26 73 0.07877179401933566 0.214285714285714
27 26 0.04565436897090408 0.0571428571428571
28 132 0.08349384788798134 0.0107142857142857
29 60 0.046571141368915325 0.117857142857143

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results/cardioStudy/CA.G_plasm_post/df_pred-test_rf_CA.G_plasm_post_CA.G_plasm_post.csv Normal file
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;CA.G_plasm_post_pred;CA.G_plasm_post
135;0.12070401426385832;0.09976958525345622
66;0.10736878828988393;0.0464285714285714
31;0.11894557988623589;0.0464285714285714
118;0.10971226900776199;0.0392857142857143
42;0.1213555905171952;0.09976958525345622
12;0.08408740438288176;0.0035714285714285
51;0.07962513488431018;0.0392857142857143
68;0.11536990424356164;0.485714285714286
126;0.12316731662246433;0.0428571428571429
55;0.0778497197843045;0.146428571428571
112;0.11120677302008679;0.0142857142857143
130;0.11679896846169083;0.0392857142857143
80;0.1111450072368197;0.0678571428571429
19;0.07189762974724152;0.0821428571428571
86;0.10859606270415907;0.135714285714286
69;0.08039179864631843;0.103571428571429
11;0.06880965428950389;0.225
27;0.10806893393702623;0.189285714285714
134;0.12091133822647243;0.09976958525345622
109;0.09623724808959479;0.0607142857142857
36;0.11363371816109759;0.414285714285714
117;0.11701655357974663;0.1
78;0.1080238232566079;0.025
4;0.07740154371110218;0.0821428571428571
73;0.1105195754942125;0.214285714285714
26;0.10380296191707171;0.0571428571428571
132;0.11456799845785731;0.0107142857142857
60;0.08488372762124266;0.117857142857143
1 CA.G_plasm_post_pred CA.G_plasm_post
2 135 0.12070401426385832 0.09976958525345622
3 66 0.10736878828988393 0.0464285714285714
4 31 0.11894557988623589 0.0464285714285714
5 118 0.10971226900776199 0.0392857142857143
6 42 0.1213555905171952 0.09976958525345622
7 12 0.08408740438288176 0.0035714285714285
8 51 0.07962513488431018 0.0392857142857143
9 68 0.11536990424356164 0.485714285714286
10 126 0.12316731662246433 0.0428571428571429
11 55 0.0778497197843045 0.146428571428571
12 112 0.11120677302008679 0.0142857142857143
13 130 0.11679896846169083 0.0392857142857143
14 80 0.1111450072368197 0.0678571428571429
15 19 0.07189762974724152 0.0821428571428571
16 86 0.10859606270415907 0.135714285714286
17 69 0.08039179864631843 0.103571428571429
18 11 0.06880965428950389 0.225
19 27 0.10806893393702623 0.189285714285714
20 134 0.12091133822647243 0.09976958525345622
21 109 0.09623724808959479 0.0607142857142857
22 36 0.11363371816109759 0.414285714285714
23 117 0.11701655357974663 0.1
24 78 0.1080238232566079 0.025
25 4 0.07740154371110218 0.0821428571428571
26 73 0.1105195754942125 0.214285714285714
27 26 0.10380296191707171 0.0571428571428571
28 132 0.11456799845785731 0.0107142857142857
29 60 0.08488372762124266 0.117857142857143

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results/cardioStudy/CA.G_plasm_post/df_pred-test_xgb_CA.G_plasm_post_CA.G_plasm_post.csv Normal file
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;CA.G_plasm_post_pred;CA.G_plasm_post
135;0.10390341;0.09976958525345622
66;0.10398991;0.0464285714285714
31;0.10403401;0.0464285714285714
118;0.104020186;0.0392857142857143
42;0.103899516;0.09976958525345622
12;0.103732795;0.0035714285714285
51;0.10370159;0.0392857142857143
68;0.103890546;0.485714285714286
126;0.10428927;0.0428571428571429
55;0.10366462;0.146428571428571
112;0.10393581;0.0142857142857143
130;0.10378574;0.0392857142857143
80;0.10375689;0.0678571428571429
19;0.10427511;0.0821428571428571
86;0.103701524;0.135714285714286
69;0.10371639;0.103571428571429
11;0.10404833;0.225
27;0.10374747;0.189285714285714
134;0.10385113;0.09976958525345622
109;0.10380776;0.0607142857142857
36;0.103765555;0.414285714285714
117;0.103949994;0.1
78;0.10394166;0.025
4;0.103669465;0.0821428571428571
73;0.1037894;0.214285714285714
26;0.104197524;0.0571428571428571
132;0.10380031;0.0107142857142857
60;0.103760794;0.117857142857143
1 CA.G_plasm_post_pred CA.G_plasm_post
2 135 0.10390341 0.09976958525345622
3 66 0.10398991 0.0464285714285714
4 31 0.10403401 0.0464285714285714
5 118 0.104020186 0.0392857142857143
6 42 0.103899516 0.09976958525345622
7 12 0.103732795 0.0035714285714285
8 51 0.10370159 0.0392857142857143
9 68 0.103890546 0.485714285714286
10 126 0.10428927 0.0428571428571429
11 55 0.10366462 0.146428571428571
12 112 0.10393581 0.0142857142857143
13 130 0.10378574 0.0392857142857143
14 80 0.10375689 0.0678571428571429
15 19 0.10427511 0.0821428571428571
16 86 0.103701524 0.135714285714286
17 69 0.10371639 0.103571428571429
18 11 0.10404833 0.225
19 27 0.10374747 0.189285714285714
20 134 0.10385113 0.09976958525345622
21 109 0.10380776 0.0607142857142857
22 36 0.103765555 0.414285714285714
23 117 0.103949994 0.1
24 78 0.10394166 0.025
25 4 0.103669465 0.0821428571428571
26 73 0.1037894 0.214285714285714
27 26 0.104197524 0.0571428571428571
28 132 0.10380031 0.0107142857142857
29 60 0.103760794 0.117857142857143

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results/cardioStudy/CA.G_plasm_post/metrics_CA.G_plasm_post_lgbm_CA.G_plasm_post.csv Normal file
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index;Value
target;CA.G_plasm_post
method;lgbm_CA.G_plasm_post
r2;-0.22562041507010977
mae;0.07436241807904334
mse;0.014898060185589479
mape;1.6961908405138748
ev;-0.02983779153533872
1 index Value
2 target CA.G_plasm_post
3 method lgbm_CA.G_plasm_post
4 r2 -0.22562041507010977
5 mae 0.07436241807904334
6 mse 0.014898060185589479
7 mape 1.6961908405138748
8 ev -0.02983779153533872

8
results/cardioStudy/CA.G_plasm_post/metrics_CA.G_plasm_post_rf_CA.G_plasm_post.csv Normal file
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index;Value
target;CA.G_plasm_post
method;rf_CA.G_plasm_post
r2;-0.013714012834590505
mae;0.07683989909185106
mse;0.01232222651359903
mape;2.113625858005061
ev;-0.00923965106831437
1 index Value
2 target CA.G_plasm_post
3 method rf_CA.G_plasm_post
4 r2 -0.013714012834590505
5 mae 0.07683989909185106
6 mse 0.01232222651359903
7 mape 2.113625858005061
8 ev -0.00923965106831437

8
results/cardioStudy/CA.G_plasm_post/metrics_CA.G_plasm_post_xgb_CA.G_plasm_post.csv Normal file
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index;Value
target;CA.G_plasm_post
method;xgb_CA.G_plasm_post
r2;-0.0038692574905465627
mae;0.07201566477284724
mse;0.01220255833915892
mape;2.194867943815281
ev;-0.00047066041052912233
1 index Value
2 target CA.G_plasm_post
3 method xgb_CA.G_plasm_post
4 r2 -0.0038692574905465627
5 mae 0.07201566477284724
6 mse 0.01220255833915892
7 mape 2.194867943815281
8 ev -0.00047066041052912233

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29
results/cardioStudy/CA.G_urine_post/df_pred-test_lgbm_CA.G_urine_post_CA.G_urine_post.csv Normal file
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;CA.G_urine_post_pred;CA.G_urine_post
135;0.11876157181488893;0.013659647
66;0.05992708366641415;0.013944223
31;0.016676046625198542;0.167615253
118;0.06906478611217216;0.061468412
42;0.11415323222317957;0.082811611
12;0.09062839401650286;0.046101309
51;0.08527882299435312;0.049516221
68;0.03588281023513624;0.016789983
126;0.04644616807413291;0.018782015
55;0.12370114389000847;0.097894138
112;0.051075675673133494;0.017928287
130;0.09208089363432444;0.249573136
80;0.08923007565870764;0.025042686
19;0.07055367787712162;0.048093341
86;0.10106214976802386;0.003699488
69;0.07335295243813293;0.113830393
11;0.08019355614727194;0.144564599
27;0.06620527491659493;0.014513375
134;0.054858905066766606;0.06089926
109;0.08520164203448796;0.060330108
36;0.0730676752960018;0.021343199
117;0.09420150112306781;0.023904382
78;0.10914127427308287;0.009106431
4;0.07522520088075088;0.136311895
73;0.06762854824279925;0.100455322
26;0.09267818002577152;0.028457598
132;0.06760810190929019;0.023335231
60;0.04145071496105562;0.034149118
1 CA.G_urine_post_pred CA.G_urine_post
2 135 0.11876157181488893 0.013659647
3 66 0.05992708366641415 0.013944223
4 31 0.016676046625198542 0.167615253
5 118 0.06906478611217216 0.061468412
6 42 0.11415323222317957 0.082811611
7 12 0.09062839401650286 0.046101309
8 51 0.08527882299435312 0.049516221
9 68 0.03588281023513624 0.016789983
10 126 0.04644616807413291 0.018782015
11 55 0.12370114389000847 0.097894138
12 112 0.051075675673133494 0.017928287
13 130 0.09208089363432444 0.249573136
14 80 0.08923007565870764 0.025042686
15 19 0.07055367787712162 0.048093341
16 86 0.10106214976802386 0.003699488
17 69 0.07335295243813293 0.113830393
18 11 0.08019355614727194 0.144564599
19 27 0.06620527491659493 0.014513375
20 134 0.054858905066766606 0.06089926
21 109 0.08520164203448796 0.060330108
22 36 0.0730676752960018 0.021343199
23 117 0.09420150112306781 0.023904382
24 78 0.10914127427308287 0.009106431
25 4 0.07522520088075088 0.136311895
26 73 0.06762854824279925 0.100455322
27 26 0.09267818002577152 0.028457598
28 132 0.06760810190929019 0.023335231
29 60 0.04145071496105562 0.034149118

29
results/cardioStudy/CA.G_urine_post/df_pred-test_rf_CA.G_urine_post_CA.G_urine_post.csv Normal file
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;CA.G_urine_post_pred;CA.G_urine_post
135;0.0;0.013659647
66;0.0;0.013944223
31;0.0;0.167615253
118;0.0;0.061468412
42;0.0;0.082811611
12;0.0;0.046101309
51;0.0;0.049516221
68;0.0;0.016789983
126;0.0;0.018782015
55;0.0;0.097894138
112;0.0;0.017928287
130;0.0;0.249573136
80;0.0;0.025042686
19;0.0;0.048093341
86;0.0;0.003699488
69;0.0;0.113830393
11;0.0;0.144564599
27;0.0;0.014513375
134;0.0;0.06089926
109;0.0;0.060330108
36;0.0;0.021343199
117;0.0;0.023904382
78;0.0;0.009106431
4;0.0;0.136311895
73;0.0;0.100455322
26;0.0;0.028457598
132;0.0;0.023335231
60;0.0;0.034149118
1 CA.G_urine_post_pred CA.G_urine_post
2 135 0.0 0.013659647
3 66 0.0 0.013944223
4 31 0.0 0.167615253
5 118 0.0 0.061468412
6 42 0.0 0.082811611
7 12 0.0 0.046101309
8 51 0.0 0.049516221
9 68 0.0 0.016789983
10 126 0.0 0.018782015
11 55 0.0 0.097894138
12 112 0.0 0.017928287
13 130 0.0 0.249573136
14 80 0.0 0.025042686
15 19 0.0 0.048093341
16 86 0.0 0.003699488
17 69 0.0 0.113830393
18 11 0.0 0.144564599
19 27 0.0 0.014513375
20 134 0.0 0.06089926
21 109 0.0 0.060330108
22 36 0.0 0.021343199
23 117 0.0 0.023904382
24 78 0.0 0.009106431
25 4 0.0 0.136311895
26 73 0.0 0.100455322
27 26 0.0 0.028457598
28 132 0.0 0.023335231
29 60 0.0 0.034149118

29
results/cardioStudy/CA.G_urine_post/df_pred-test_xgb_CA.G_urine_post_CA.G_urine_post.csv Normal file
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;CA.G_urine_post_pred;CA.G_urine_post
135;0.11009306;0.013659647
66;0.051066503;0.013944223
31;0.036044803;0.167615253
118;0.060653135;0.061468412
42;0.073515944;0.082811611
12;0.07893783;0.046101309
51;0.119587824;0.049516221
68;0.03515794;0.016789983
126;0.07874535;0.018782015
55;0.12308484;0.097894138
112;0.07091594;0.017928287
130;0.08335098;0.249573136
80;0.13442248;0.025042686
19;0.09152045;0.048093341
86;0.066437684;0.003699488
69;0.062365897;0.113830393
11;0.1067288;0.144564599
27;0.10757858;0.014513375
134;0.03756046;0.06089926
109;0.07244313;0.060330108
36;0.1266058;0.021343199
117;0.101704;0.023904382
78;0.15030663;0.009106431
4;0.07018419;0.136311895
73;0.039655603;0.100455322
26;0.07424934;0.028457598
132;0.06410217;0.023335231
60;0.025261676;0.034149118
1 CA.G_urine_post_pred CA.G_urine_post
2 135 0.11009306 0.013659647
3 66 0.051066503 0.013944223
4 31 0.036044803 0.167615253
5 118 0.060653135 0.061468412
6 42 0.073515944 0.082811611
7 12 0.07893783 0.046101309
8 51 0.119587824 0.049516221
9 68 0.03515794 0.016789983
10 126 0.07874535 0.018782015
11 55 0.12308484 0.097894138
12 112 0.07091594 0.017928287
13 130 0.08335098 0.249573136
14 80 0.13442248 0.025042686
15 19 0.09152045 0.048093341
16 86 0.066437684 0.003699488
17 69 0.062365897 0.113830393
18 11 0.1067288 0.144564599
19 27 0.10757858 0.014513375
20 134 0.03756046 0.06089926
21 109 0.07244313 0.060330108
22 36 0.1266058 0.021343199
23 117 0.101704 0.023904382
24 78 0.15030663 0.009106431
25 4 0.07018419 0.136311895
26 73 0.039655603 0.100455322
27 26 0.07424934 0.028457598
28 132 0.06410217 0.023335231
29 60 0.025261676 0.034149118

8
results/cardioStudy/CA.G_urine_post/metrics_CA.G_urine_post_lgbm_CA.G_urine_post.csv Normal file
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index;Value
target;CA.G_urine_post
method;lgbm_CA.G_urine_post
r2;-0.3029165809336647
mae;0.05313153244671011
mse;0.004275986095784541
mape;2.6839369965811657
ev;-0.220242026844224
1 index Value
2 target CA.G_urine_post
3 method lgbm_CA.G_urine_post
4 r2 -0.3029165809336647
5 mae 0.05313153244671011
6 mse 0.004275986095784541
7 mape 2.6839369965811657
8 ev -0.220242026844224

8
results/cardioStudy/CA.G_urine_post/metrics_CA.G_urine_post_rf_CA.G_urine_post.csv Normal file
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index;Value
target;CA.G_urine_post
method;rf_CA.G_urine_post
r2;-1.1023275753190425
mae;0.06014716646428571
mse;0.006899538782756757
mape;1.0
ev;0.0
1 index Value
2 target CA.G_urine_post
3 method rf_CA.G_urine_post
4 r2 -1.1023275753190425
5 mae 0.06014716646428571
6 mse 0.006899538782756757
7 mape 1.0
8 ev 0.0

8
results/cardioStudy/CA.G_urine_post/metrics_CA.G_urine_post_xgb_CA.G_urine_post.csv Normal file
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index;Value
target;CA.G_urine_post
method;xgb_CA.G_urine_post
r2;-0.6243531435655387
mae;0.06003126414623387
mse;0.005330894976831813
mape;2.830843694979747
ev;-0.49889289306798346
1 index Value
2 target CA.G_urine_post
3 method xgb_CA.G_urine_post
4 r2 -0.6243531435655387
5 mae 0.06003126414623387
6 mse 0.005330894976831813
7 mape 2.830843694979747
8 ev -0.49889289306798346

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results/cardioStudy/CA.S_plasm_post/df_pred-test_lgbm_CA.S_plasm_post_CA.S_plasm_post.csv Normal file
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;CA.S_plasm_post_pred;CA.S_plasm_post
135;0.2991806609215867;0.3056383843860125
66;0.29073449062673745;0.241935483870968
31;0.2991806609215867;0.370967741935484
118;0.2991806609215867;0.225806451612903
42;0.2991806609215867;0.3056383843860125
12;0.2903806218872781;0.161290322580645
51;0.28783959123677255;0.193548387096774
68;0.2903806218872781;0.532258064516129
126;0.2991806609215867;0.435483870967742
55;0.2850635929307851;0.112903225806452
112;0.28783959123677255;0.564516129032258
130;0.2991806609215867;0.161290322580645
80;0.29073449062673745;0.387096774193548
19;0.28783959123677255;0.3056383843860125
86;0.2850635929307851;0.17741935483871
69;0.2871177024822971;0.645161290322581
11;0.28783959123677255;0.193548387096774
27;0.29073449062673745;0.17741935483871
134;0.2991806609215867;0.3056383843860125
109;0.2991806609215867;0.403225806451613
36;0.2903806218872781;0.370967741935484
117;0.2903806218872781;0.32258064516129
78;0.28783959123677255;0.0645161290322581
4;0.2850635929307851;0.274193548387097
73;0.2903806218872781;0.451612903225806
26;0.2935104889327249;0.129032258064516
132;0.28832651233576606;0.338709677419355
60;0.2903806218872781;0.17741935483871
1 CA.S_plasm_post_pred CA.S_plasm_post
2 135 0.2991806609215867 0.3056383843860125
3 66 0.29073449062673745 0.241935483870968
4 31 0.2991806609215867 0.370967741935484
5 118 0.2991806609215867 0.225806451612903
6 42 0.2991806609215867 0.3056383843860125
7 12 0.2903806218872781 0.161290322580645
8 51 0.28783959123677255 0.193548387096774
9 68 0.2903806218872781 0.532258064516129
10 126 0.2991806609215867 0.435483870967742
11 55 0.2850635929307851 0.112903225806452
12 112 0.28783959123677255 0.564516129032258
13 130 0.2991806609215867 0.161290322580645
14 80 0.29073449062673745 0.387096774193548
15 19 0.28783959123677255 0.3056383843860125
16 86 0.2850635929307851 0.17741935483871
17 69 0.2871177024822971 0.645161290322581
18 11 0.28783959123677255 0.193548387096774
19 27 0.29073449062673745 0.17741935483871
20 134 0.2991806609215867 0.3056383843860125
21 109 0.2991806609215867 0.403225806451613
22 36 0.2903806218872781 0.370967741935484
23 117 0.2903806218872781 0.32258064516129
24 78 0.28783959123677255 0.0645161290322581
25 4 0.2850635929307851 0.274193548387097
26 73 0.2903806218872781 0.451612903225806
27 26 0.2935104889327249 0.129032258064516
28 132 0.28832651233576606 0.338709677419355
29 60 0.2903806218872781 0.17741935483871

29
results/cardioStudy/CA.S_plasm_post/df_pred-test_rf_CA.S_plasm_post_CA.S_plasm_post.csv Normal file
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;CA.S_plasm_post_pred;CA.S_plasm_post
135;0.32950756402237213;0.3056383843860125
66;0.32386904930184895;0.241935483870968
31;0.32493479933602737;0.370967741935484
118;0.3787867498956548;0.225806451612903
42;0.32479234424016346;0.3056383843860125
12;0.24763708079968383;0.161290322580645
51;0.267297292202036;0.193548387096774
68;0.3432166391136736;0.532258064516129
126;0.42425115554860177;0.435483870967742
55;0.26951055267630575;0.112903225806452
112;0.2976153564781306;0.564516129032258
130;0.3238511592420254;0.161290322580645
80;0.25731422567511963;0.387096774193548
19;0.29471733295550495;0.3056383843860125
86;0.28809502966806555;0.17741935483871
69;0.2840962204899903;0.645161290322581
11;0.32515425549587407;0.193548387096774
27;0.2820897856812625;0.17741935483871
134;0.3350881848570124;0.3056383843860125
109;0.3050787340957393;0.403225806451613
36;0.2512080790779846;0.370967741935484
117;0.33562407023764307;0.32258064516129
78;0.2971530329957348;0.0645161290322581
4;0.27578793442975846;0.274193548387097
73;0.32827545340856346;0.451612903225806
26;0.30936914818636907;0.129032258064516
132;0.33354280035213985;0.338709677419355
60;0.35125399526456874;0.17741935483871
1 CA.S_plasm_post_pred CA.S_plasm_post
2 135 0.32950756402237213 0.3056383843860125
3 66 0.32386904930184895 0.241935483870968
4 31 0.32493479933602737 0.370967741935484
5 118 0.3787867498956548 0.225806451612903
6 42 0.32479234424016346 0.3056383843860125
7 12 0.24763708079968383 0.161290322580645
8 51 0.267297292202036 0.193548387096774
9 68 0.3432166391136736 0.532258064516129
10 126 0.42425115554860177 0.435483870967742
11 55 0.26951055267630575 0.112903225806452
12 112 0.2976153564781306 0.564516129032258
13 130 0.3238511592420254 0.161290322580645
14 80 0.25731422567511963 0.387096774193548
15 19 0.29471733295550495 0.3056383843860125
16 86 0.28809502966806555 0.17741935483871
17 69 0.2840962204899903 0.645161290322581
18 11 0.32515425549587407 0.193548387096774
19 27 0.2820897856812625 0.17741935483871
20 134 0.3350881848570124 0.3056383843860125
21 109 0.3050787340957393 0.403225806451613
22 36 0.2512080790779846 0.370967741935484
23 117 0.33562407023764307 0.32258064516129
24 78 0.2971530329957348 0.0645161290322581
25 4 0.27578793442975846 0.274193548387097
26 73 0.32827545340856346 0.451612903225806
27 26 0.30936914818636907 0.129032258064516
28 132 0.33354280035213985 0.338709677419355
29 60 0.35125399526456874 0.17741935483871

29
results/cardioStudy/CA.S_plasm_post/df_pred-test_xgb_CA.S_plasm_post_CA.S_plasm_post.csv Normal file
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@ -0,0 +1,29 @@
;CA.S_plasm_post_pred;CA.S_plasm_post
135;0.31269473;0.3056383843860125
66;0.31441045;0.241935483870968
31;0.38070172;0.370967741935484
118;0.31858104;0.225806451612903
42;0.2945312;0.3056383843860125
12;0.20905535;0.161290322580645
51;0.23863539;0.193548387096774
68;0.3432857;0.532258064516129
126;0.44947806;0.435483870967742
55;0.2662283;0.112903225806452
112;0.25986648;0.564516129032258
130;0.23917682;0.161290322580645
80;0.23943646;0.387096774193548
19;0.22965784;0.3056383843860125
86;0.25119546;0.17741935483871
69;0.27784184;0.645161290322581
11;0.3489709;0.193548387096774
27;0.28555003;0.17741935483871
134;0.32066402;0.3056383843860125
109;0.31594944;0.403225806451613
36;0.19851702;0.370967741935484
117;0.29222786;0.32258064516129
78;0.25149223;0.0645161290322581
4;0.24847697;0.274193548387097
73;0.32235447;0.451612903225806
26;0.33034417;0.129032258064516
132;0.34671393;0.338709677419355
60;0.33520746;0.17741935483871
1 CA.S_plasm_post_pred CA.S_plasm_post
2 135 0.31269473 0.3056383843860125
3 66 0.31441045 0.241935483870968
4 31 0.38070172 0.370967741935484
5 118 0.31858104 0.225806451612903
6 42 0.2945312 0.3056383843860125
7 12 0.20905535 0.161290322580645
8 51 0.23863539 0.193548387096774
9 68 0.3432857 0.532258064516129
10 126 0.44947806 0.435483870967742
11 55 0.2662283 0.112903225806452
12 112 0.25986648 0.564516129032258
13 130 0.23917682 0.161290322580645
14 80 0.23943646 0.387096774193548
15 19 0.22965784 0.3056383843860125
16 86 0.25119546 0.17741935483871
17 69 0.27784184 0.645161290322581
18 11 0.3489709 0.193548387096774
19 27 0.28555003 0.17741935483871
20 134 0.32066402 0.3056383843860125
21 109 0.31594944 0.403225806451613
22 36 0.19851702 0.370967741935484
23 117 0.29222786 0.32258064516129
24 78 0.25149223 0.0645161290322581
25 4 0.24847697 0.274193548387097
26 73 0.32235447 0.451612903225806
27 26 0.33034417 0.129032258064516
28 132 0.34671393 0.338709677419355
29 60 0.33520746 0.17741935483871

8
results/cardioStudy/CA.S_plasm_post/metrics_CA.S_plasm_post_lgbm_CA.S_plasm_post.csv Normal file
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index;Value
target;CA.S_plasm_post
method;lgbm_CA.S_plasm_post
r2;0.00263240445141244
mae;0.11175567319177863
mse;0.019596309832145754
mape;0.5284467516340757
ev;0.00438229066262219
1 index Value
2 target CA.S_plasm_post
3 method lgbm_CA.S_plasm_post
4 r2 0.00263240445141244
5 mae 0.11175567319177863
6 mse 0.019596309832145754
7 mape 0.5284467516340757
8 ev 0.00438229066262219

8
results/cardioStudy/CA.S_plasm_post/metrics_CA.S_plasm_post_rf_CA.S_plasm_post.csv Normal file
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index;Value
target;CA.S_plasm_post
method;rf_CA.S_plasm_post
r2;0.0019232466459575548
mae;0.11058701564594382
mse;0.019610243386973085
mape;0.5446776738955411
ev;0.01098727065506
1 index Value
2 target CA.S_plasm_post
3 method rf_CA.S_plasm_post
4 r2 0.0019232466459575548
5 mae 0.11058701564594382
6 mse 0.019610243386973085
7 mape 0.5446776738955411
8 ev 0.01098727065506

8
results/cardioStudy/CA.S_plasm_post/metrics_CA.S_plasm_post_xgb_CA.S_plasm_post.csv Normal file
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index;Value
target;CA.S_plasm_post
method;xgb_CA.S_plasm_post
r2;0.02417260888005157
mae;0.10597419077830926
mse;0.019173087219224193
mape;0.4891606440546942
ev;0.02501941508325123
1 index Value
2 target CA.S_plasm_post
3 method xgb_CA.S_plasm_post
4 r2 0.02417260888005157
5 mae 0.10597419077830926
6 mse 0.019173087219224193
7 mape 0.4891606440546942
8 ev 0.02501941508325123

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results/cardioStudy/CA.S_urine_post/df_pred-test_lgbm_CA.S_urine_post_CA.S_urine_post.csv Normal file
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;CA.S_urine_post_pred;CA.S_urine_post
135;0.21317849647100262;0.23626103014545458
66;0.22221548847911987;0.152934537
31;0.25964211752325067;0.391647856
118;0.24481050370342552;0.23626103014545458
42;0.22647608063598773;0.23626103014545458
12;0.20893387242850917;0.23626103014545458
51;0.21105448653532582;0.140519187
68;0.22562027393386933;0.111173815
126;0.26708364117584815;0.23626103014545458
55;0.27568059760580144;0.094808126
112;0.22632690729562488;0.23626103014545458
130;0.24526811601061577;0.23626103014545458
80;0.2569552664355401;0.282167043
19;0.2511610890476106;0.24717833
86;0.2359459075118218;0.072799097
69;0.23918914156462273;0.23626103014545458
11;0.239688038376572;0.125282167
27;0.21650203970490342;0.090857788
134;0.23438488684009706;0.23626103014545458
109;0.21640066047281553;0.23626103014545458
36;0.24526723287545574;0.23626103014545458
117;0.23883996239033622;0.23626103014545458
78;0.19369148340608192;0.23626103014545458
4;0.2275524979836373;0.777088036
73;0.24518253897871806;0.123589165
26;0.2274511187515494;0.242099323
132;0.2453317123190809;0.23626103014545458
60;0.24518253897871806;0.414785553
1 CA.S_urine_post_pred CA.S_urine_post
2 135 0.21317849647100262 0.23626103014545458
3 66 0.22221548847911987 0.152934537
4 31 0.25964211752325067 0.391647856
5 118 0.24481050370342552 0.23626103014545458
6 42 0.22647608063598773 0.23626103014545458
7 12 0.20893387242850917 0.23626103014545458
8 51 0.21105448653532582 0.140519187
9 68 0.22562027393386933 0.111173815
10 126 0.26708364117584815 0.23626103014545458
11 55 0.27568059760580144 0.094808126
12 112 0.22632690729562488 0.23626103014545458
13 130 0.24526811601061577 0.23626103014545458
14 80 0.2569552664355401 0.282167043
15 19 0.2511610890476106 0.24717833
16 86 0.2359459075118218 0.072799097
17 69 0.23918914156462273 0.23626103014545458
18 11 0.239688038376572 0.125282167
19 27 0.21650203970490342 0.090857788
20 134 0.23438488684009706 0.23626103014545458
21 109 0.21640066047281553 0.23626103014545458
22 36 0.24526723287545574 0.23626103014545458
23 117 0.23883996239033622 0.23626103014545458
24 78 0.19369148340608192 0.23626103014545458
25 4 0.2275524979836373 0.777088036
26 73 0.24518253897871806 0.123589165
27 26 0.2274511187515494 0.242099323
28 132 0.2453317123190809 0.23626103014545458
29 60 0.24518253897871806 0.414785553

29
results/cardioStudy/CA.S_urine_post/df_pred-test_rf_CA.S_urine_post_CA.S_urine_post.csv Normal file
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;CA.S_urine_post_pred;CA.S_urine_post
135;0.2579324430173624;0.23626103014545458
66;0.21083059271385585;0.152934537
31;0.25094506107358044;0.391647856
118;0.22388075920266673;0.23626103014545458
42;0.28526814950222823;0.23626103014545458
12;0.20055113948520467;0.23626103014545458
51;0.23635003422000023;0.140519187
68;0.22429608510429216;0.111173815
126;0.25154471211809526;0.23626103014545458
55;0.2823131244978488;0.094808126
112;0.23216779469830912;0.23626103014545458
130;0.23666569121536044;0.23626103014545458
80;0.3223176704322298;0.282167043
19;0.32559633341767985;0.24717833
86;0.1976801336100343;0.072799097
69;0.21281455337149768;0.23626103014545458
11;0.21398119555277723;0.125282167
27;0.2329933975372646;0.090857788
134;0.2157515482055757;0.23626103014545458
109;0.20871180301887027;0.23626103014545458
36;0.25382764904710536;0.23626103014545458
117;0.22685393497240766;0.23626103014545458
78;0.19455680391384647;0.23626103014545458
4;0.24169898229198755;0.777088036
73;0.21440312874095238;0.123589165
26;0.22286447733311607;0.242099323
132;0.2569257760008711;0.23626103014545458
60;0.22456143951707278;0.414785553
1 CA.S_urine_post_pred CA.S_urine_post
2 135 0.2579324430173624 0.23626103014545458
3 66 0.21083059271385585 0.152934537
4 31 0.25094506107358044 0.391647856
5 118 0.22388075920266673 0.23626103014545458
6 42 0.28526814950222823 0.23626103014545458
7 12 0.20055113948520467 0.23626103014545458
8 51 0.23635003422000023 0.140519187
9 68 0.22429608510429216 0.111173815
10 126 0.25154471211809526 0.23626103014545458
11 55 0.2823131244978488 0.094808126
12 112 0.23216779469830912 0.23626103014545458
13 130 0.23666569121536044 0.23626103014545458
14 80 0.3223176704322298 0.282167043
15 19 0.32559633341767985 0.24717833
16 86 0.1976801336100343 0.072799097
17 69 0.21281455337149768 0.23626103014545458
18 11 0.21398119555277723 0.125282167
19 27 0.2329933975372646 0.090857788
20 134 0.2157515482055757 0.23626103014545458
21 109 0.20871180301887027 0.23626103014545458
22 36 0.25382764904710536 0.23626103014545458
23 117 0.22685393497240766 0.23626103014545458
24 78 0.19455680391384647 0.23626103014545458
25 4 0.24169898229198755 0.777088036
26 73 0.21440312874095238 0.123589165
27 26 0.22286447733311607 0.242099323
28 132 0.2569257760008711 0.23626103014545458
29 60 0.22456143951707278 0.414785553

29
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;CA.S_urine_post_pred;CA.S_urine_post
135;0.31686306;0.23626103014545458
66;0.23599392;0.152934537
31;0.23048009;0.391647856
118;0.2066513;0.23626103014545458
42;0.32554388;0.23626103014545458
12;0.23609579;0.23626103014545458
51;0.27904418;0.140519187
68;0.21168725;0.111173815
126;0.236733;0.23626103014545458
55;0.29693896;0.094808126
112;0.22393374;0.23626103014545458
130;0.22944781;0.23626103014545458
80;0.26510265;0.282167043
19;0.24135625;0.24717833
86;0.20615956;0.072799097
69;0.21030767;0.23626103014545458
11;0.218392;0.125282167
27;0.2513285;0.090857788
134;0.22433256;0.23626103014545458
109;0.22347665;0.23626103014545458
36;0.26990038;0.23626103014545458
117;0.21367939;0.23626103014545458
78;0.22607677;0.23626103014545458
4;0.24013393;0.777088036
73;0.22490135;0.123589165
26;0.2428489;0.242099323
132;0.2257044;0.23626103014545458
60;0.23501964;0.414785553
1 CA.S_urine_post_pred CA.S_urine_post
2 135 0.31686306 0.23626103014545458
3 66 0.23599392 0.152934537
4 31 0.23048009 0.391647856
5 118 0.2066513 0.23626103014545458
6 42 0.32554388 0.23626103014545458
7 12 0.23609579 0.23626103014545458
8 51 0.27904418 0.140519187
9 68 0.21168725 0.111173815
10 126 0.236733 0.23626103014545458
11 55 0.29693896 0.094808126
12 112 0.22393374 0.23626103014545458
13 130 0.22944781 0.23626103014545458
14 80 0.26510265 0.282167043
15 19 0.24135625 0.24717833
16 86 0.20615956 0.072799097
17 69 0.21030767 0.23626103014545458
18 11 0.218392 0.125282167
19 27 0.2513285 0.090857788
20 134 0.22433256 0.23626103014545458
21 109 0.22347665 0.23626103014545458
22 36 0.26990038 0.23626103014545458
23 117 0.21367939 0.23626103014545458
24 78 0.22607677 0.23626103014545458
25 4 0.24013393 0.777088036
26 73 0.22490135 0.123589165
27 26 0.2428489 0.242099323
28 132 0.2257044 0.23626103014545458
29 60 0.23501964 0.414785553

8
results/cardioStudy/CA.S_urine_post/metrics_CA.S_urine_post_lgbm_CA.S_urine_post.csv Normal file
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index;Value
target;CA.S_urine_post
method;lgbm_CA.S_urine_post
r2;-0.00952555475082173
mae;0.0736182300710826
mse;0.017138500066164526
mape;0.4252082513169904
ev;-0.009517377927469095
1 index Value
2 target CA.S_urine_post
3 method lgbm_CA.S_urine_post
4 r2 -0.00952555475082173
5 mae 0.0736182300710826
6 mse 0.017138500066164526
7 mape 0.4252082513169904
8 ev -0.009517377927469095

8
results/cardioStudy/CA.S_urine_post/metrics_CA.S_urine_post_rf_CA.S_urine_post.csv Normal file
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index;Value
target;CA.S_urine_post
method;rf_CA.S_urine_post
r2;0.007045072046786949
mae;0.07872862117624044
mse;0.016857184068634085
mape;0.4318379440707085
ev;0.007571427389754026
1 index Value
2 target CA.S_urine_post
3 method rf_CA.S_urine_post
4 r2 0.007045072046786949
5 mae 0.07872862117624044
6 mse 0.016857184068634085
7 mape 0.4318379440707085
8 ev 0.007571427389754026

8
results/cardioStudy/CA.S_urine_post/metrics_CA.S_urine_post_xgb_CA.S_urine_post.csv Normal file
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index;Value
target;CA.S_urine_post
method;xgb_CA.S_urine_post
r2;-0.06202372271122458
mae;0.08074664660368268
mse;0.01802975026862717
mape;0.4577626231767079
ev;-0.05976078096250648
1 index Value
2 target CA.S_urine_post
3 method xgb_CA.S_urine_post
4 r2 -0.06202372271122458
5 mae 0.08074664660368268
6 mse 0.01802975026862717
7 mape 0.4577626231767079
8 ev -0.05976078096250648

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29
results/cardioStudy/CA_plasm_post/df_pred-test_lgbm_CA_plasm_post_CA_plasm_post.csv Normal file
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;CA_plasm_post_pred;CA_plasm_post
135;0.3664747577818318;0.3612482717756271
66;0.3632263065694585;0.132530120481928
31;0.36541928426398;0.253012048192771
118;0.3664747577818318;0.674698795180723
42;0.3664747577818318;0.3612482717756271
12;0.3664747577818318;0.228915662650602
51;0.36541928426398;0.168674698795181
68;0.3632263065694585;0.325301204819277
126;0.3664747577818318;0.421686746987952
55;0.36541928426398;0.542168674698795
112;0.36541928426398;0.602409638554217
130;0.36541928426398;0.614457831325301
80;0.3664747577818318;0.481927710843374
19;0.36541928426398;0.108433734939759
86;0.3664747577818318;0.228915662650602
69;0.3632263065694585;0.481927710843374
11;0.3664747577818318;0.36144578313253
27;0.3632263065694585;0.204819277108434
134;0.3664747577818318;0.3612482717756271
109;0.3664747577818318;0.204819277108434
36;0.3632263065694585;0.421686746987952
117;0.3632263065694585;0.44578313253012
78;0.36541928426398;0.144578313253012
4;0.3664747577818318;0.216867469879518
73;0.36541928426398;0.409638554216867
26;0.3664747577818318;0.228915662650602
132;0.3632263065694585;0.301204819277108
60;0.3632263065694585;0.72289156626506
1 CA_plasm_post_pred CA_plasm_post
2 135 0.3664747577818318 0.3612482717756271
3 66 0.3632263065694585 0.132530120481928
4 31 0.36541928426398 0.253012048192771
5 118 0.3664747577818318 0.674698795180723
6 42 0.3664747577818318 0.3612482717756271
7 12 0.3664747577818318 0.228915662650602
8 51 0.36541928426398 0.168674698795181
9 68 0.3632263065694585 0.325301204819277
10 126 0.3664747577818318 0.421686746987952
11 55 0.36541928426398 0.542168674698795
12 112 0.36541928426398 0.602409638554217
13 130 0.36541928426398 0.614457831325301
14 80 0.3664747577818318 0.481927710843374
15 19 0.36541928426398 0.108433734939759
16 86 0.3664747577818318 0.228915662650602
17 69 0.3632263065694585 0.481927710843374
18 11 0.3664747577818318 0.36144578313253
19 27 0.3632263065694585 0.204819277108434
20 134 0.3664747577818318 0.3612482717756271
21 109 0.3664747577818318 0.204819277108434
22 36 0.3632263065694585 0.421686746987952
23 117 0.3632263065694585 0.44578313253012
24 78 0.36541928426398 0.144578313253012
25 4 0.3664747577818318 0.216867469879518
26 73 0.36541928426398 0.409638554216867
27 26 0.3664747577818318 0.228915662650602
28 132 0.3632263065694585 0.301204819277108
29 60 0.3632263065694585 0.72289156626506

29
results/cardioStudy/CA_plasm_post/df_pred-test_rf_CA_plasm_post_CA_plasm_post.csv Normal file
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@ -0,0 +1,29 @@
;CA_plasm_post_pred;CA_plasm_post
135;0.362618480752851;0.3612482717756271
66;0.3617197720596092;0.132530120481928
31;0.37444295621419194;0.253012048192771
118;0.363754490055906;0.674698795180723
42;0.363036181687142;0.3612482717756271
12;0.3634566682547661;0.228915662650602
51;0.36367306645953895;0.168674698795181
68;0.37111157418261564;0.325301204819277
126;0.3655562268076429;0.421686746987952
55;0.3674957378584117;0.542168674698795
112;0.35840912293468286;0.602409638554217
130;0.37106033547086986;0.614457831325301
80;0.3707516712608612;0.481927710843374
19;0.36044405702712984;0.108433734939759
86;0.3664521590213968;0.228915662650602
69;0.34570795244995134;0.481927710843374
11;0.36394840756079355;0.36144578313253
27;0.35729770104162173;0.204819277108434
134;0.36219399065854846;0.3612482717756271
109;0.3628373893776235;0.204819277108434
36;0.3591782482955351;0.421686746987952
117;0.3569380162237619;0.44578313253012
78;0.3573888141971224;0.144578313253012
4;0.3734317033027657;0.216867469879518
73;0.3597001003653185;0.409638554216867
26;0.364615944325327;0.228915662650602
132;0.36230538190596223;0.301204819277108
60;0.3564416911787856;0.72289156626506
1 CA_plasm_post_pred CA_plasm_post
2 135 0.362618480752851 0.3612482717756271
3 66 0.3617197720596092 0.132530120481928
4 31 0.37444295621419194 0.253012048192771
5 118 0.363754490055906 0.674698795180723
6 42 0.363036181687142 0.3612482717756271
7 12 0.3634566682547661 0.228915662650602
8 51 0.36367306645953895 0.168674698795181
9 68 0.37111157418261564 0.325301204819277
10 126 0.3655562268076429 0.421686746987952
11 55 0.3674957378584117 0.542168674698795
12 112 0.35840912293468286 0.602409638554217
13 130 0.37106033547086986 0.614457831325301
14 80 0.3707516712608612 0.481927710843374
15 19 0.36044405702712984 0.108433734939759
16 86 0.3664521590213968 0.228915662650602
17 69 0.34570795244995134 0.481927710843374
18 11 0.36394840756079355 0.36144578313253
19 27 0.35729770104162173 0.204819277108434
20 134 0.36219399065854846 0.3612482717756271
21 109 0.3628373893776235 0.204819277108434
22 36 0.3591782482955351 0.421686746987952
23 117 0.3569380162237619 0.44578313253012
24 78 0.3573888141971224 0.144578313253012
25 4 0.3734317033027657 0.216867469879518
26 73 0.3597001003653185 0.409638554216867
27 26 0.364615944325327 0.228915662650602
28 132 0.36230538190596223 0.301204819277108
29 60 0.3564416911787856 0.72289156626506

29
results/cardioStudy/CA_plasm_post/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv Normal file
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;CA_plasm_post_pred;CA_plasm_post
135;0.37110734;0.3612482717756271
66;0.37660763;0.132530120481928
31;0.3712955;0.253012048192771
118;0.37506667;0.674698795180723
42;0.37300253;0.3612482717756271
12;0.36821774;0.228915662650602
51;0.3720648;0.168674698795181
68;0.37404865;0.325301204819277
126;0.37309694;0.421686746987952
55;0.3690642;0.542168674698795
112;0.37469205;0.602409638554217
130;0.36938518;0.614457831325301
80;0.37250358;0.481927710843374
19;0.37017232;0.108433734939759
86;0.3734539;0.228915662650602
69;0.36859864;0.481927710843374
11;0.37473318;0.36144578313253
27;0.36691874;0.204819277108434
134;0.3717294;0.3612482717756271
109;0.37223074;0.204819277108434
36;0.37281775;0.421686746987952
117;0.3695993;0.44578313253012
78;0.37323284;0.144578313253012
4;0.37220222;0.216867469879518
73;0.37107983;0.409638554216867
26;0.37084535;0.228915662650602
132;0.37290162;0.301204819277108
60;0.36998352;0.72289156626506
1 CA_plasm_post_pred CA_plasm_post
2 135 0.37110734 0.3612482717756271
3 66 0.37660763 0.132530120481928
4 31 0.3712955 0.253012048192771
5 118 0.37506667 0.674698795180723
6 42 0.37300253 0.3612482717756271
7 12 0.36821774 0.228915662650602
8 51 0.3720648 0.168674698795181
9 68 0.37404865 0.325301204819277
10 126 0.37309694 0.421686746987952
11 55 0.3690642 0.542168674698795
12 112 0.37469205 0.602409638554217
13 130 0.36938518 0.614457831325301
14 80 0.37250358 0.481927710843374
15 19 0.37017232 0.108433734939759
16 86 0.3734539 0.228915662650602
17 69 0.36859864 0.481927710843374
18 11 0.37473318 0.36144578313253
19 27 0.36691874 0.204819277108434
20 134 0.3717294 0.3612482717756271
21 109 0.37223074 0.204819277108434
22 36 0.37281775 0.421686746987952
23 117 0.3695993 0.44578313253012
24 78 0.37323284 0.144578313253012
25 4 0.37220222 0.216867469879518
26 73 0.37107983 0.409638554216867
27 26 0.37084535 0.228915662650602
28 132 0.37290162 0.301204819277108
29 60 0.36998352 0.72289156626506

8
results/cardioStudy/CA_plasm_post/metrics_CA_plasm_post_lgbm_CA_plasm_post.csv Normal file
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index;Value
target;CA_plasm_post
method;lgbm_CA_plasm_post
r2;-0.003660176418228911
mae;0.136640968030646
mse;0.027556668084587652
mape;0.5289852961199571
ev;-0.0015046161631135924
1 index Value
2 target CA_plasm_post
3 method lgbm_CA_plasm_post
4 r2 -0.003660176418228911
5 mae 0.136640968030646
6 mse 0.027556668084587652
7 mape 0.5289852961199571
8 ev -0.0015046161631135924

8
results/cardioStudy/CA_plasm_post/metrics_CA_plasm_post_rf_CA_plasm_post.csv Normal file
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index;Value
target;CA_plasm_post
method;rf_CA_plasm_post
r2;-0.010344602480947929
mae;0.13725282904622765
mse;0.027740196847284678
mape;0.5267711746298559
ev;-0.00923550587315125
1 index Value
2 target CA_plasm_post
3 method rf_CA_plasm_post
4 r2 -0.010344602480947929
5 mae 0.13725282904622765
6 mse 0.027740196847284678
7 mape 0.5267711746298559
8 ev -0.00923550587315125

8
results/cardioStudy/CA_plasm_post/metrics_CA_plasm_post_xgb_CA_plasm_post.csv Normal file
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index;Value
target;CA_plasm_post
method;xgb_CA_plasm_post
r2;-0.0090035254084464
mae;0.13807054814197744
mse;0.02770337600231038
mape;0.5426999095381649
ev;-0.001600360162834935
1 index Value
2 target CA_plasm_post
3 method xgb_CA_plasm_post
4 r2 -0.0090035254084464
5 mae 0.13807054814197744
6 mse 0.02770337600231038
7 mape 0.5426999095381649
8 ev -0.001600360162834935

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29
results/cardioStudy/CA_urine_post/df_pred-test_lgbm_CA_urine_post_CA_urine_post.csv Normal file
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;CA_urine_post_pred;CA_urine_post
135;0.04414239771043554;0.005309735
66;0.04276776545728721;0.033628319
31;0.04558540264228368;0.051327434
118;0.04276776545728721;0.053097345
42;0.04276776545728721;0.04408418250420168
12;0.04414239771043554;0.028318584
51;0.04414239771043554;0.019469027
68;0.04276776545728721;0.007079646
126;0.04276776545728721;0.02300885
55;0.04558540264228368;0.008849558
112;0.04276776545728721;0.019469027
130;0.04558540264228368;0.031858407
80;0.04276776545728721;0.003539823
19;0.04414239771043554;0.046017699
86;0.04276776545728721;0.014159292
69;0.04414239771043554;0.026548673
11;0.04276776545728721;0.026548673
27;0.04276776545728721;0.010619469
134;0.04276776545728721;0.007079646
109;0.04414239771043554;0.054867257
36;0.04414239771043554;0.021238938
117;0.04276776545728721;0.028318584
78;0.04414239771043554;0.031858407
4;0.04276776545728721;0.146902655
73;0.04276776545728721;0.026548673
26;0.04353617457786646;0.031858407
132;0.04558540264228368;0.015929204
60;0.04558540264228368;0.047787611
1 CA_urine_post_pred CA_urine_post
2 135 0.04414239771043554 0.005309735
3 66 0.04276776545728721 0.033628319
4 31 0.04558540264228368 0.051327434
5 118 0.04276776545728721 0.053097345
6 42 0.04276776545728721 0.04408418250420168
7 12 0.04414239771043554 0.028318584
8 51 0.04414239771043554 0.019469027
9 68 0.04276776545728721 0.007079646
10 126 0.04276776545728721 0.02300885
11 55 0.04558540264228368 0.008849558
12 112 0.04276776545728721 0.019469027
13 130 0.04558540264228368 0.031858407
14 80 0.04276776545728721 0.003539823
15 19 0.04414239771043554 0.046017699
16 86 0.04276776545728721 0.014159292
17 69 0.04414239771043554 0.026548673
18 11 0.04276776545728721 0.026548673
19 27 0.04276776545728721 0.010619469
20 134 0.04276776545728721 0.007079646
21 109 0.04414239771043554 0.054867257
22 36 0.04414239771043554 0.021238938
23 117 0.04276776545728721 0.028318584
24 78 0.04414239771043554 0.031858407
25 4 0.04276776545728721 0.146902655
26 73 0.04276776545728721 0.026548673
27 26 0.04353617457786646 0.031858407
28 132 0.04558540264228368 0.015929204
29 60 0.04558540264228368 0.047787611

29
results/cardioStudy/CA_urine_post/df_pred-test_rf_CA_urine_post_CA_urine_post.csv Normal file
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;CA_urine_post_pred;CA_urine_post
135;0.050253042545898255;0.005309735
66;0.04149600019072289;0.033628319
31;0.04360043913763785;0.051327434
118;0.04870072824893032;0.053097345
42;0.03913851173826836;0.04408418250420168
12;0.043866737883041546;0.028318584
51;0.04555104929897733;0.019469027
68;0.04055261062846965;0.007079646
126;0.04847236300656566;0.02300885
55;0.05327318156629487;0.008849558
112;0.049064131468446535;0.019469027
130;0.05108862613995229;0.031858407
80;0.038992187481761524;0.003539823
19;0.04691165429992208;0.046017699
86;0.03850456614744907;0.014159292
69;0.05224136897236071;0.026548673
11;0.03964386505159985;0.026548673
27;0.03906230680267192;0.010619469
134;0.044543069474940716;0.007079646
109;0.051578413852453736;0.054867257
36;0.04525750640534691;0.021238938
117;0.0431335040009911;0.028318584
78;0.039472733534309294;0.031858407
4;0.04246885223806264;0.146902655
73;0.04401769427976096;0.026548673
26;0.04235308350138926;0.031858407
132;0.05143867297986725;0.015929204
60;0.04988502221137597;0.047787611
1 CA_urine_post_pred CA_urine_post
2 135 0.050253042545898255 0.005309735
3 66 0.04149600019072289 0.033628319
4 31 0.04360043913763785 0.051327434
5 118 0.04870072824893032 0.053097345
6 42 0.03913851173826836 0.04408418250420168
7 12 0.043866737883041546 0.028318584
8 51 0.04555104929897733 0.019469027
9 68 0.04055261062846965 0.007079646
10 126 0.04847236300656566 0.02300885
11 55 0.05327318156629487 0.008849558
12 112 0.049064131468446535 0.019469027
13 130 0.05108862613995229 0.031858407
14 80 0.038992187481761524 0.003539823
15 19 0.04691165429992208 0.046017699
16 86 0.03850456614744907 0.014159292
17 69 0.05224136897236071 0.026548673
18 11 0.03964386505159985 0.026548673
19 27 0.03906230680267192 0.010619469
20 134 0.044543069474940716 0.007079646
21 109 0.051578413852453736 0.054867257
22 36 0.04525750640534691 0.021238938
23 117 0.0431335040009911 0.028318584
24 78 0.039472733534309294 0.031858407
25 4 0.04246885223806264 0.146902655
26 73 0.04401769427976096 0.026548673
27 26 0.04235308350138926 0.031858407
28 132 0.05143867297986725 0.015929204
29 60 0.04988502221137597 0.047787611

29
results/cardioStudy/CA_urine_post/df_pred-test_xgb_CA_urine_post_CA_urine_post.csv Normal file
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@ -0,0 +1,29 @@
;CA_urine_post_pred;CA_urine_post
135;0.044626106;0.005309735
66;0.041588478;0.033628319
31;0.04659234;0.051327434
118;0.04261201;0.053097345
42;0.04253872;0.04408418250420168
12;0.043834254;0.028318584
51;0.042972468;0.019469027
68;0.04103144;0.007079646
126;0.04275309;0.02300885
55;0.0507231;0.008849558
112;0.04417038;0.019469027
130;0.05387751;0.031858407
80;0.04160495;0.003539823
19;0.048026152;0.046017699
86;0.04050893;0.014159292
69;0.050422713;0.026548673
11;0.04212482;0.026548673
27;0.041585885;0.010619469
134;0.041455746;0.007079646
109;0.045428935;0.054867257
36;0.04315791;0.021238938
117;0.042396765;0.028318584
78;0.04052932;0.031858407
4;0.043998946;0.146902655
73;0.040675994;0.026548673
26;0.04016312;0.031858407
132;0.043093994;0.015929204
60;0.04281589;0.047787611
1 CA_urine_post_pred CA_urine_post
2 135 0.044626106 0.005309735
3 66 0.041588478 0.033628319
4 31 0.04659234 0.051327434
5 118 0.04261201 0.053097345
6 42 0.04253872 0.04408418250420168
7 12 0.043834254 0.028318584
8 51 0.042972468 0.019469027
9 68 0.04103144 0.007079646
10 126 0.04275309 0.02300885
11 55 0.0507231 0.008849558
12 112 0.04417038 0.019469027
13 130 0.05387751 0.031858407
14 80 0.04160495 0.003539823
15 19 0.048026152 0.046017699
16 86 0.04050893 0.014159292
17 69 0.050422713 0.026548673
18 11 0.04212482 0.026548673
19 27 0.041585885 0.010619469
20 134 0.041455746 0.007079646
21 109 0.045428935 0.054867257
22 36 0.04315791 0.021238938
23 117 0.042396765 0.028318584
24 78 0.04052932 0.031858407
25 4 0.043998946 0.146902655
26 73 0.040675994 0.026548673
27 26 0.04016312 0.031858407
28 132 0.043093994 0.015929204
29 60 0.04281589 0.047787611

8
results/cardioStudy/CA_urine_post/metrics_CA_urine_post_lgbm_CA_urine_post.csv Normal file
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index;Value
target;CA_urine_post
method;lgbm_CA_urine_post
r2;-0.23116386363440022
mae;0.022524233329442558
mse;0.0008823062367152613
mape;1.7741026038896095
ev;-0.0030170871815897726
1 index Value
2 target CA_urine_post
3 method lgbm_CA_urine_post
4 r2 -0.23116386363440022
5 mae 0.022524233329442558
6 mse 0.0008823062367152613
7 mape 1.7741026038896095
8 ev -0.0030170871815897726

8
results/cardioStudy/CA_urine_post/metrics_CA_urine_post_rf_CA_urine_post.csv Normal file
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index;Value
target;CA_urine_post
method;rf_CA_urine_post
r2;-0.31774683521336966
mae;0.023172237648605872
mse;0.0009443554066705534
mape;1.8221586956826243
ev;-0.034055594996738936
1 index Value
2 target CA_urine_post
3 method rf_CA_urine_post
4 r2 -0.31774683521336966
5 mae 0.023172237648605872
6 mse 0.0009443554066705534
7 mape 1.8221586956826243
8 ev -0.034055594996738936

8
results/cardioStudy/CA_urine_post/metrics_CA_urine_post_xgb_CA_urine_post.csv Normal file
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index;Value
target;CA_urine_post
method;xgb_CA_urine_post
r2;-0.22055881380916698
mae;0.022433789951239715
mse;0.0008747061910366482
mape;1.7592218472050922
ev;0.01009130163344829
1 index Value
2 target CA_urine_post
3 method xgb_CA_urine_post
4 r2 -0.22055881380916698
5 mae 0.022433789951239715
6 mse 0.0008747061910366482
7 mape 1.7592218472050922
8 ev 0.01009130163344829

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29
results/cardioStudy/DHPAA.GG_plasm_post/df_pred-test_lgbm_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv Normal file
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@ -0,0 +1,29 @@
;DHPAA.GG_plasm_post_pred;DHPAA.GG_plasm_post
135;0.24719952232695258;0.18244010088272383
66;0.14554978359940043;0.275
31;0.1246342378872826;0.0717948717948718
118;0.2980704497477023;0.219871794871795
42;0.1787332131354131;0.18244010088272383
12;0.21727528023990433;0.0314102564102564
51;0.18865999603918202;0.136538461538462
68;0.1447230425584977;0.149358974358974
126;0.22346879121856733;0.530128205128205
55;0.13842110119718298;0.0596153846153846
112;0.22367876922714594;0.621153846153846
130;0.20108628710039975;0.0820512820512821
80;0.12316975238518633;0.0634615384615385
19;0.14801847807562762;0.294871794871795
86;0.11700017669341523;0.102564102564103
69;0.2271238659949644;0.141025641025641
11;0.18803980407891083;0.173717948717949
27;0.2145140837282994;0.269871794871795
134;0.24719952232695258;0.18244010088272383
109;0.25990814247866956;0.0378205128205128
36;0.17474164295865846;0.0506410256410256
117;0.2683628524391606;0.107692307692308
78;0.18733128176729708;0.0429487179487179
4;0.10430817530921822;0.104487179487179
73;0.08837410235994148;0.0602564102564103
26;0.15432594151332016;0.0115384615384615
132;0.2502507145491892;0.0916666666666667
60;0.13081508953869245;0.0461538461538462
1 DHPAA.GG_plasm_post_pred DHPAA.GG_plasm_post
2 135 0.24719952232695258 0.18244010088272383
3 66 0.14554978359940043 0.275
4 31 0.1246342378872826 0.0717948717948718
5 118 0.2980704497477023 0.219871794871795
6 42 0.1787332131354131 0.18244010088272383
7 12 0.21727528023990433 0.0314102564102564
8 51 0.18865999603918202 0.136538461538462
9 68 0.1447230425584977 0.149358974358974
10 126 0.22346879121856733 0.530128205128205
11 55 0.13842110119718298 0.0596153846153846
12 112 0.22367876922714594 0.621153846153846
13 130 0.20108628710039975 0.0820512820512821
14 80 0.12316975238518633 0.0634615384615385
15 19 0.14801847807562762 0.294871794871795
16 86 0.11700017669341523 0.102564102564103
17 69 0.2271238659949644 0.141025641025641
18 11 0.18803980407891083 0.173717948717949
19 27 0.2145140837282994 0.269871794871795
20 134 0.24719952232695258 0.18244010088272383
21 109 0.25990814247866956 0.0378205128205128
22 36 0.17474164295865846 0.0506410256410256
23 117 0.2683628524391606 0.107692307692308
24 78 0.18733128176729708 0.0429487179487179
25 4 0.10430817530921822 0.104487179487179
26 73 0.08837410235994148 0.0602564102564103
27 26 0.15432594151332016 0.0115384615384615
28 132 0.2502507145491892 0.0916666666666667
29 60 0.13081508953869245 0.0461538461538462

29
results/cardioStudy/DHPAA.GG_plasm_post/df_pred-test_rf_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv Normal file
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@ -0,0 +1,29 @@
;DHPAA.GG_plasm_post_pred;DHPAA.GG_plasm_post
135;0.21244334999867032;0.18244010088272383
66;0.17024769454298663;0.275
31;0.1773202679750464;0.0717948717948718
118;0.22399589604168546;0.219871794871795
42;0.19232788482045693;0.18244010088272383
12;0.18140350344146078;0.0314102564102564
51;0.18497827845109693;0.136538461538462
68;0.12912775656084982;0.149358974358974
126;0.2647853348143538;0.530128205128205
55;0.14397506065662516;0.0596153846153846
112;0.28398918353633995;0.621153846153846
130;0.21184939760001242;0.0820512820512821
80;0.1472247525392207;0.0634615384615385
19;0.14142054973893328;0.294871794871795
86;0.16598329620027524;0.102564102564103
69;0.19479237457952064;0.141025641025641
11;0.15695615938088112;0.173717948717949
27;0.19494751559386486;0.269871794871795
134;0.21668732239366034;0.18244010088272383
109;0.2212830293422496;0.0378205128205128
36;0.17634912187122712;0.0506410256410256
117;0.2740876589348767;0.107692307692308
78;0.1815880806219377;0.0429487179487179
4;0.1258604036077226;0.104487179487179
73;0.1351702205019156;0.0602564102564103
26;0.1328999773971542;0.0115384615384615
132;0.2131476650362098;0.0916666666666667
60;0.14154262990026634;0.0461538461538462
1 DHPAA.GG_plasm_post_pred DHPAA.GG_plasm_post
2 135 0.21244334999867032 0.18244010088272383
3 66 0.17024769454298663 0.275
4 31 0.1773202679750464 0.0717948717948718
5 118 0.22399589604168546 0.219871794871795
6 42 0.19232788482045693 0.18244010088272383
7 12 0.18140350344146078 0.0314102564102564
8 51 0.18497827845109693 0.136538461538462
9 68 0.12912775656084982 0.149358974358974
10 126 0.2647853348143538 0.530128205128205
11 55 0.14397506065662516 0.0596153846153846
12 112 0.28398918353633995 0.621153846153846
13 130 0.21184939760001242 0.0820512820512821
14 80 0.1472247525392207 0.0634615384615385
15 19 0.14142054973893328 0.294871794871795
16 86 0.16598329620027524 0.102564102564103
17 69 0.19479237457952064 0.141025641025641
18 11 0.15695615938088112 0.173717948717949
19 27 0.19494751559386486 0.269871794871795
20 134 0.21668732239366034 0.18244010088272383
21 109 0.2212830293422496 0.0378205128205128
22 36 0.17634912187122712 0.0506410256410256
23 117 0.2740876589348767 0.107692307692308
24 78 0.1815880806219377 0.0429487179487179
25 4 0.1258604036077226 0.104487179487179
26 73 0.1351702205019156 0.0602564102564103
27 26 0.1328999773971542 0.0115384615384615
28 132 0.2131476650362098 0.0916666666666667
29 60 0.14154262990026634 0.0461538461538462

29
results/cardioStudy/DHPAA.GG_plasm_post/df_pred-test_xgb_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv Normal file
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@ -0,0 +1,29 @@
;DHPAA.GG_plasm_post_pred;DHPAA.GG_plasm_post
135;0.18865782;0.18244010088272383
66;0.15241744;0.275
31;0.18994053;0.0717948717948718
118;0.18561278;0.219871794871795
42;0.18092401;0.18244010088272383
12;0.2590617;0.0314102564102564
51;0.14702196;0.136538461538462
68;0.25312224;0.149358974358974
126;0.19166583;0.530128205128205
55;0.10656142;0.0596153846153846
112;0.14897032;0.621153846153846
130;0.1210003;0.0820512820512821
80;0.18350741;0.0634615384615385
19;0.14360586;0.294871794871795
86;0.16195513;0.102564102564103
69;0.18622807;0.141025641025641
11;0.13488242;0.173717948717949
27;0.12246505;0.269871794871795
134;0.19396868;0.18244010088272383
109;0.18821217;0.0378205128205128
36;0.1783086;0.0506410256410256
117;0.1720843;0.107692307692308
78;0.15341964;0.0429487179487179
4;0.08506045;0.104487179487179
73;0.099591166;0.0602564102564103
26;0.13999476;0.0115384615384615
132;0.22520112;0.0916666666666667
60;0.036402524;0.0461538461538462
1 DHPAA.GG_plasm_post_pred DHPAA.GG_plasm_post
2 135 0.18865782 0.18244010088272383
3 66 0.15241744 0.275
4 31 0.18994053 0.0717948717948718
5 118 0.18561278 0.219871794871795
6 42 0.18092401 0.18244010088272383
7 12 0.2590617 0.0314102564102564
8 51 0.14702196 0.136538461538462
9 68 0.25312224 0.149358974358974
10 126 0.19166583 0.530128205128205
11 55 0.10656142 0.0596153846153846
12 112 0.14897032 0.621153846153846
13 130 0.1210003 0.0820512820512821
14 80 0.18350741 0.0634615384615385
15 19 0.14360586 0.294871794871795
16 86 0.16195513 0.102564102564103
17 69 0.18622807 0.141025641025641
18 11 0.13488242 0.173717948717949
19 27 0.12246505 0.269871794871795
20 134 0.19396868 0.18244010088272383
21 109 0.18821217 0.0378205128205128
22 36 0.1783086 0.0506410256410256
23 117 0.1720843 0.107692307692308
24 78 0.15341964 0.0429487179487179
25 4 0.08506045 0.104487179487179
26 73 0.099591166 0.0602564102564103
27 26 0.13999476 0.0115384615384615
28 132 0.22520112 0.0916666666666667
29 60 0.036402524 0.0461538461538462

8
results/cardioStudy/DHPAA.GG_plasm_post/metrics_DHPAA.GG_plasm_post_lgbm_DHPAA.GG_plasm_post.csv Normal file
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index;Value
target;DHPAA.GG_plasm_post
method;lgbm_DHPAA.GG_plasm_post
r2;0.005525658561057356
mae;0.10645206749966549
mse;0.0194520775394437
mape;1.5955519776877318
ev;0.057413237911609794
1 index Value
2 target DHPAA.GG_plasm_post
3 method lgbm_DHPAA.GG_plasm_post
4 r2 0.005525658561057356
5 mae 0.10645206749966549
6 mse 0.0194520775394437
7 mape 1.5955519776877318
8 ev 0.057413237911609794

8
results/cardioStudy/DHPAA.GG_plasm_post/metrics_DHPAA.GG_plasm_post_rf_DHPAA.GG_plasm_post.csv Normal file
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index;Value
target;DHPAA.GG_plasm_post
method;rf_DHPAA.GG_plasm_post
r2;0.19297397290578688
mae;0.10066713491639326
mse;0.01578555846164046
mape;1.5092801455197227
ev;0.24272027619583336
1 index Value
2 target DHPAA.GG_plasm_post
3 method rf_DHPAA.GG_plasm_post
4 r2 0.19297397290578688
5 mae 0.10066713491639326
6 mse 0.01578555846164046
7 mape 1.5092801455197227
8 ev 0.24272027619583336

8
results/cardioStudy/DHPAA.GG_plasm_post/metrics_DHPAA.GG_plasm_post_xgb_DHPAA.GG_plasm_post.csv Normal file
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index;Value
target;DHPAA.GG_plasm_post
method;xgb_DHPAA.GG_plasm_post
r2;-0.080892820465017
mae;0.10279507257108289
mse;0.021142436842654738
mape;1.443353237765511
ev;-0.07810182897385465
1 index Value
2 target DHPAA.GG_plasm_post
3 method xgb_DHPAA.GG_plasm_post
4 r2 -0.080892820465017
5 mae 0.10279507257108289
6 mse 0.021142436842654738
7 mape 1.443353237765511
8 ev -0.07810182897385465

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results/cardioStudy/DHPAA.GG_urine_post/df_pred-test_lgbm_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv Normal file
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@ -0,0 +1,29 @@
;DHPAA.GG_urine_post_pred;DHPAA.GG_urine_post
135;0.04441591143486062;0.04360021781666667
66;0.04630125674416501;0.02124183
31;0.049280135542156746;0.011437908
118;0.04208085929677486;0.049019608
42;0.04021753571417178;0.04360021781666667
12;0.037478012748695735;0.04360021781666667
51;0.045316760694036;0.081699346
68;0.043816607424384306;0.013071895
126;0.043592660301123846;0.04360021781666667
55;0.043839750546252436;0.022875817
112;0.04274178746775919;0.04360021781666667
130;0.047007146540054105;0.058823529
80;0.04630125674416501;0.04360021781666667
19;0.04220115532023611;0.091503268
86;0.04848639183587294;0.088235294
69;0.0409342308733228;0.016339869
11;0.037517586589997244;0.04360021781666667
27;0.04053730723958364;0.032679739
134;0.04091086856952008;0.04360021781666667
109;0.04517293627284101;0.04360021781666667
36;0.04389150036708403;0.04360021781666667
117;0.044176705074519124;0.011437908
78;0.04653209069785459;0.04360021781666667
4;0.03995826948951311;0.006535948
73;0.0411398014220779;0.019607843
26;0.04749705512849922;0.109477124
132;0.04315076163136967;0.004901961
60;0.04608263637697544;0.04360021781666667
1 DHPAA.GG_urine_post_pred DHPAA.GG_urine_post
2 135 0.04441591143486062 0.04360021781666667
3 66 0.04630125674416501 0.02124183
4 31 0.049280135542156746 0.011437908
5 118 0.04208085929677486 0.049019608
6 42 0.04021753571417178 0.04360021781666667
7 12 0.037478012748695735 0.04360021781666667
8 51 0.045316760694036 0.081699346
9 68 0.043816607424384306 0.013071895
10 126 0.043592660301123846 0.04360021781666667
11 55 0.043839750546252436 0.022875817
12 112 0.04274178746775919 0.04360021781666667
13 130 0.047007146540054105 0.058823529
14 80 0.04630125674416501 0.04360021781666667
15 19 0.04220115532023611 0.091503268
16 86 0.04848639183587294 0.088235294
17 69 0.0409342308733228 0.016339869
18 11 0.037517586589997244 0.04360021781666667
19 27 0.04053730723958364 0.032679739
20 134 0.04091086856952008 0.04360021781666667
21 109 0.04517293627284101 0.04360021781666667
22 36 0.04389150036708403 0.04360021781666667
23 117 0.044176705074519124 0.011437908
24 78 0.04653209069785459 0.04360021781666667
25 4 0.03995826948951311 0.006535948
26 73 0.0411398014220779 0.019607843
27 26 0.04749705512849922 0.109477124
28 132 0.04315076163136967 0.004901961
29 60 0.04608263637697544 0.04360021781666667

29
results/cardioStudy/DHPAA.GG_urine_post/df_pred-test_rf_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv Normal file
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@ -0,0 +1,29 @@
;DHPAA.GG_urine_post_pred;DHPAA.GG_urine_post
135;0.043629611215322016;0.04360021781666667
66;0.044484835015158576;0.02124183
31;0.04456946271243493;0.011437908
118;0.0441536599308468;0.049019608
42;0.043801035253409636;0.04360021781666667
12;0.04361449603097058;0.04360021781666667
51;0.04381329643154747;0.081699346
68;0.04409400032672516;0.013071895
126;0.04382549558259085;0.04360021781666667
55;0.04363587126822707;0.022875817
112;0.04440691998349095;0.04360021781666667
130;0.044125734913612026;0.058823529
80;0.043959679607180106;0.04360021781666667
19;0.04387408120886473;0.091503268
86;0.0439948423783218;0.088235294
69;0.043621282706811065;0.016339869
11;0.0436876137243745;0.04360021781666667
27;0.04395146068218735;0.032679739
134;0.04411642344280734;0.04360021781666667
109;0.04369918537551014;0.04360021781666667
36;0.04378628572550516;0.04360021781666667
117;0.044470254798504805;0.011437908
78;0.044096999416071175;0.04360021781666667
4;0.043920097902084815;0.006535948
73;0.0438145747797271;0.019607843
26;0.04449762736846576;0.109477124
132;0.04423565134955847;0.004901961
60;0.04403026749461669;0.04360021781666667
1 DHPAA.GG_urine_post_pred DHPAA.GG_urine_post
2 135 0.043629611215322016 0.04360021781666667
3 66 0.044484835015158576 0.02124183
4 31 0.04456946271243493 0.011437908
5 118 0.0441536599308468 0.049019608
6 42 0.043801035253409636 0.04360021781666667
7 12 0.04361449603097058 0.04360021781666667
8 51 0.04381329643154747 0.081699346
9 68 0.04409400032672516 0.013071895
10 126 0.04382549558259085 0.04360021781666667
11 55 0.04363587126822707 0.022875817
12 112 0.04440691998349095 0.04360021781666667
13 130 0.044125734913612026 0.058823529
14 80 0.043959679607180106 0.04360021781666667
15 19 0.04387408120886473 0.091503268
16 86 0.0439948423783218 0.088235294
17 69 0.043621282706811065 0.016339869
18 11 0.0436876137243745 0.04360021781666667
19 27 0.04395146068218735 0.032679739
20 134 0.04411642344280734 0.04360021781666667
21 109 0.04369918537551014 0.04360021781666667
22 36 0.04378628572550516 0.04360021781666667
23 117 0.044470254798504805 0.011437908
24 78 0.044096999416071175 0.04360021781666667
25 4 0.043920097902084815 0.006535948
26 73 0.0438145747797271 0.019607843
27 26 0.04449762736846576 0.109477124
28 132 0.04423565134955847 0.004901961
29 60 0.04403026749461669 0.04360021781666667

29
results/cardioStudy/DHPAA.GG_urine_post/df_pred-test_xgb_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv Normal file
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@ -0,0 +1,29 @@
;DHPAA.GG_urine_post_pred;DHPAA.GG_urine_post
135;0.043749265;0.04360021781666667
66;0.043792576;0.02124183
31;0.043827225;0.011437908
118;0.043813273;0.049019608
42;0.043746218;0.04360021781666667
12;0.04374044;0.04360021781666667
51;0.04375853;0.081699346
68;0.04377205;0.013071895
126;0.04378448;0.04360021781666667
55;0.04376243;0.022875817
112;0.043841776;0.04360021781666667
130;0.043781813;0.058823529
80;0.0437378;0.04360021781666667
19;0.043790642;0.091503268
86;0.043750826;0.088235294
69;0.04375039;0.016339869
11;0.043721497;0.04360021781666667
27;0.043795962;0.032679739
134;0.04378808;0.04360021781666667
109;0.043790907;0.04360021781666667
36;0.04376258;0.04360021781666667
117;0.043848466;0.011437908
78;0.04383519;0.04360021781666667
4;0.04373056;0.006535948
73;0.043778405;0.019607843
26;0.043794055;0.109477124
132;0.04378866;0.004901961
60;0.04376373;0.04360021781666667
1 DHPAA.GG_urine_post_pred DHPAA.GG_urine_post
2 135 0.043749265 0.04360021781666667
3 66 0.043792576 0.02124183
4 31 0.043827225 0.011437908
5 118 0.043813273 0.049019608
6 42 0.043746218 0.04360021781666667
7 12 0.04374044 0.04360021781666667
8 51 0.04375853 0.081699346
9 68 0.04377205 0.013071895
10 126 0.04378448 0.04360021781666667
11 55 0.04376243 0.022875817
12 112 0.043841776 0.04360021781666667
13 130 0.043781813 0.058823529
14 80 0.0437378 0.04360021781666667
15 19 0.043790642 0.091503268
16 86 0.043750826 0.088235294
17 69 0.04375039 0.016339869
18 11 0.043721497 0.04360021781666667
19 27 0.043795962 0.032679739
20 134 0.04378808 0.04360021781666667
21 109 0.043790907 0.04360021781666667
22 36 0.04376258 0.04360021781666667
23 117 0.043848466 0.011437908
24 78 0.04383519 0.04360021781666667
25 4 0.04373056 0.006535948
26 73 0.043778405 0.019607843
27 26 0.043794055 0.109477124
28 132 0.04378866 0.004901961
29 60 0.04376373 0.04360021781666667

8
results/cardioStudy/DHPAA.GG_urine_post/metrics_DHPAA.GG_urine_post_lgbm_DHPAA.GG_urine_post.csv Normal file
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@ -0,0 +1,8 @@
index;Value
target;DHPAA.GG_urine_post
method;lgbm_DHPAA.GG_urine_post
r2;0.04042986202227672
mae;0.018182528166942297
mse;0.0006324882449922667
mape;1.050316500968591
ev;0.04704949608700859
1 index Value
2 target DHPAA.GG_urine_post
3 method lgbm_DHPAA.GG_urine_post
4 r2 0.04042986202227672
5 mae 0.018182528166942297
6 mse 0.0006324882449922667
7 mape 1.050316500968591
8 ev 0.04704949608700859

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