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Kubrik 2024-06-05 07:04:13 +02:00
parent c65dabeaeb
commit 6ad907e243
7 changed files with 1105 additions and 202 deletions
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;target;method;r2;mae;mape
194;VA_urine;xgb;0.934726178985602;0.0043647880100872;0.1092314074622201
192;VA_urine;lgbm;0.7032020398847578;0.011457501860532;0.4010830760571032
191;VA_plasm;xgb;0.9475822727482874;0.0202965537830296;1195670091483.5186
190;VA_plasm;rf;0.9202510360378108;0.0283893634637811;7044907030947.808
189;VA_plasm;lgbm;0.9004366125345739;0.0308456762570846;8383131695837.493
185;VA.SS_urine;xgb;0.921346399596366;0.0056758520087389;0.7622632660468819
183;VA.SS_urine;lgbm;0.8921337606739856;0.007760701777033;2.2968881866834563
184;VA.SS_urine;rf;0.8862254295987215;0.0096328887549506;2.842334969364808
182;VA.SS_plasm;xgb;0.9054072529630128;0.0265980836551849;0.1490673605423567
180;VA.SS_plasm;lgbm;0.738549292346596;0.0586965841588838;0.3347570746508302
188;VA.S;xgb;0.7417604221734597;0.0508786366841572;0.1476896415198487
45;VA.S;xgb;0.734865384893162;0.0403255896761499;0.1080470427189779
36;VA.GS_urine;xgb;0.9205543301109996;0.0088514078908428;0.1375765177494889
176;VA.GS_plasm;xgb;0.9151131466942998;0.0364350795249693;0.0777285277537488
174;VA.GS_plasm;lgbm;0.8495122783898265;0.0520639171050911;0.133614984029561
175;VA.GS_plasm;rf;0.7858230254002772;0.0703755202853687;0.2233800769250635
33;VA.GG_urine;xgb;0.8275435030328607;0.0245090374498232;0.534551787710454
171;VA.GG_urine;lgbm;0.7931122940469792;0.0258094513294458;0.533187204706875
31;VA.GG_urine;lgbm;0.7891522969043432;0.0281552139350457;0.6650965308911322
173;VA.GG_urine;xgb;0.7555452651099386;0.0228207981755855;0.4594031604911702
30;VA.GG_plasm;xgb;0.9298984216119696;0.0108797169137113;0.0296199433885655
167;Total.VA_urine;xgb;0.9970978188685208;0.0012302984848538;0.0438302644028844
166;Total.VA_urine;rf;0.8648660596541965;0.0093555610411378;0.3842486242232091
164;Total.VA_plasm;xgb;0.9584691112491468;0.0154553378134552;0.0656106852386915
163;Total.VA_plasm;rf;0.7741373530631465;0.0393431411521443;0.1508190458313319
162;Total.VA_plasm;lgbm;0.7438379817409109;0.0435745720217425;0.16036482074843
153;Total.TFA_urine;xgb;0.9963095439621484;0.0040106781405357;0.0582554562840862
152;Total.TFA_urine;rf;0.9678889014624552;0.0130159404132664;0.2180192716894179
151;Total.TFA_urine;lgbm;0.9103991884245928;0.0160499452470621;0.2340441284654073
150;Total.TFA_plasm;xgb;0.9595119700783086;0.0044710676932071;1.0752093816298482
129;Total.N;xgb;0.9840206458424876;0.0049317745687108;0.1735917954965647
128;Total.N;rf;0.9349190876661158;0.0075267586649929;0.21737206856157
127;Total.N;lgbm;0.9039104811038894;0.0124015095378566;0.4002964399495894
110;Total.HE;rf;0.8943387297923963;0.00959384184708;0.5200039024320761
111;Total.HE;xgb;0.8804075963752126;0.0074431687264725;0.0747428153258947
27;Total.E_urine;xgb;0.904613364897636;0.0055505360973083;0.16769707386891
81;Total.DHPAA_urine;xgb;0.9953087394554644;0.0034174819539259;0.0470314565278395
80;Total.DHPAA_urine;rf;0.9849040295389562;0.0061504605236141;0.1082582813834389
79;Total.DHPAA_urine;lgbm;0.8447656140444368;0.0134731994299758;0.1206961811332634
77;Total.DHPAA_plasm;rf;0.8760946070740653;0.0362636945753504;0.1934567460329166
78;Total.DHPAA_plasm;xgb;0.8648953518716379;0.038519558027519;0.1887710048902336
76;Total.DHPAA_plasm;lgbm;0.7707812953437809;0.0656926756006749;0.3333560576627254
147;TFA.S_urine;xgb;0.9912419834724144;0.00533237196299;0.0913286372022868
145;TFA.S_urine;lgbm;0.90087632465608;0.0184877937099598;0.346852127093932
146;TFA.S_urine;rf;0.7155415769019571;0.0362501967721383;0.9807750739027972
23;TFA.S_plasm;rf;0.8335468249681199;0.0087579868530651;0.2761356727200076
143;TFA.S_plasm;rf;0.8112252240090059;0.0110353416019401;0.5586495815928113
24;TFA.S_plasm;xgb;0.7851469959281978;0.0081678506707886;0.1729317287917242
141;TFA.G_urine;xgb;0.8435240000970184;0.0034418814525534;0.3648686077335931
21;TFA.G_plasm;xgb;0.7299690098725009;0.014260265775014;0.5027323411874461
123;N.S;xgb;0.9719560719045234;0.0073070872793641;0.4191984901245229
122;N.S;rf;0.7751196738249302;0.0244203110669777;1.3019033880666515
121;N.S;lgbm;0.752193913094164;0.0230097027829209;0.7795298754824314
120;N.G_urine;xgb;0.9815678085142632;0.005383977319696;0.1227146416660481
118;N.G_urine;lgbm;0.9072240363824504;0.0120091732031894;0.1685742043413527
117;N.G_plasm;xgb;0.9767391210412628;0.0050634976193387;0.0930784062873217
116;N.G_plasm;rf;0.8142037741962416;0.0137916087013204;0.2873900796030817
113;N.GG;rf;0.8602712716208687;0.0077989084264324;0.5542608684929405
114;N.GG;xgb;0.8019127153637063;0.0062783950967847;0.4624045340708597
18;N.GG;xgb;0.7483180678245538;0.0075517061592066;0.3531883920307841
125;N;rf;0.9524641439605877;0.0040890405691029;0.141327859197785
126;N;xgb;0.9057182284226216;0.0054520902364041;0.1810694669563833
124;N;lgbm;0.7502611461885964;0.0084239491747955;0.1937207724003628
105;HE.G_urine;xgb;0.8419283756461399;0.0104640502905059;0.6531423242794798
102;HE.G_plasm;xgb;0.953843031923032;0.0020267093098241;1.5188321322049754
99;HE.GG;xgb;0.9911333255840254;0.0061824268528392;0.0079086979608946
97;HE.GG;lgbm;0.8894252171640143;0.0186950912222912;0.0276286767539012
98;HE.GG;rf;0.8519223708550877;0.0216883292000662;0.0300921406926812
106;HE;lgbm;0.9608582145363336;0.01132117586572;0.0197120287459879
108;HE;xgb;0.9551351038800714;0.0119864672924381;0.0197737015664222
107;HE;rf;0.9001077320896357;0.0161200191950578;0.0293454959523368
96;E_urine;xgb;0.9172047985559126;0.0100995532016079;0.15126384535031
95;E_urine;rf;0.900016302733798;0.0148390463935455;0.3083922996802243
94;E_urine;lgbm;0.8140633267894439;0.0184971158140725;0.2849791144626513
93;E_plasm;xgb;0.8667945967757562;0.0343329597796713;0.1017949091591538
92;E_plasm;rf;0.8645956866293821;0.0431130913239921;0.148313215697162
91;E_plasm;lgbm;0.7804842859010278;0.0622254280693975;0.2253460017043999
90;EG.1;xgb;0.8724296672182849;0.0073637144778395;0.4576793264823293
13;E.S_urine;lgbm;0.8418851923309403;0.0385909019911835;1.1815188426877443
15;E.S_urine;xgb;0.7840861015827673;0.03387061186209;0.505464064639919
12;E.S_plasm;xgb;0.9870084152123232;0.017636522351365;2476814106625.2827
11;E.S_plasm;rf;0.8964080915583895;0.0735400914021819;9909683653684.645
10;E.S_plasm;lgbm;0.8795378243779641;0.0941848140808433;15011736769874.33
75;DHPAA_urine;xgb;0.9164453388382108;0.0195274893187505;0.115604017646443
73;DHPAA_urine;lgbm;0.8008077104881949;0.0323580798064555;0.3263777587741227
72;DHPAA_plasm;xgb;0.8678491013940448;0.0436585957450526;0.1706702623373372
70;DHPAA_plasm;lgbm;0.7455072504170839;0.0671866636050535;0.2296584429787476
68;DHPAA.SS_urine;rf;0.9455166810310828;0.0055879911354669;0.1585629635988854
69;DHPAA.SS_urine;xgb;0.9095931576302232;0.0047831819896982;0.1029824038527704
67;DHPAA.SS_urine;lgbm;0.9093872127620248;0.0061519967146925;0.1442867399448568
63;DHPAA.G_urine;xgb;0.976347411429044;0.0071684639212039;0.0781754617469567
61;DHPAA.G_urine;lgbm;0.8621601918945079;0.015127241704636;0.3517433820926031
62;DHPAA.G_urine;rf;0.8320042574660886;0.0211773682856284;0.6713954791201031
60;DHPAA.G_plasm;xgb;0.9892583867501976;0.0094087891938056;0.0593424334434107
59;DHPAA.G_plasm;rf;0.9282146840997028;0.0236136879953136;0.1254716091058003
58;DHPAA.G_plasm;lgbm;0.8540074238610951;0.0367134736504667;0.167333347158769
57;DHPAA.GS_urine;xgb;0.9405756158435796;0.0175654154075792;0.2691110516254941
55;DHPAA.GS_urine;lgbm;0.8937195480079427;0.0268963648904965;0.4171293968152653
56;DHPAA.GS_urine;rf;0.889665927782423;0.0266968468127592;0.6074369793458604
54;DHPAA.GS_plasm;xgb;0.885660794884419;0.0253392508926831;0.225409862690464
52;DHPAA.GS_plasm;lgbm;0.8762758652927114;0.0321869438303696;0.365887938674224
50;DHPAA.GG_urine;rf;0.7807895330398471;0.012014932670092;0.500773957221993
51;DHPAA.GG_urine;xgb;0.7383413170707267;0.0112729912861209;0.3830254017273405
49;DHPAA.GG_urine;lgbm;0.7192883434456698;0.013366641815025;0.5238073137446568
41;DHPAA.GG_urine;rf;0.7153104415478325;0.0121103120926751;0.5389835080915979
48;DHPAA.GG_plasm;xgb;0.9680481930404284;0.0133058326011831;0.1360882855462746
47;DHPAA.GG_plasm;rf;0.8701425848652342;0.0388062219348419;0.6313339016656813
46;DHPAA.GG_plasm;lgbm;0.8199663914815158;0.035580908243887;0.3587630815426204
135;CA_urine;xgb;0.8870097132699792;0.003201748196715;0.1508371190327662
159;CA_urine;rf;0.8453210300793715;0.0073410158020908;0.7460629954124601
160;CA_urine;xgb;0.830791635295835;0.0036391614926608;0.1342297074835375
134;CA_urine;rf;0.7906620337820462;0.0091901085592945;0.7619010115456575
157;CA_plasm;xgb;0.9811583728189196;0.0133857499333594;0.0377850018259284
132;CA_plasm;xgb;0.9803453834548154;0.0145891232932188;0.0416759187704864
154;CA_plasm;xgb;0.9735656174757312;0.0152528830539441;0.042528996253196
130;CA_plasm;lgbm;0.9627368184029704;0.0217299355165143;0.0742220557894658
155;CA_plasm;lgbm;0.94598288027126;0.0283865631048081;0.0950826209917538
131;CA_plasm;rf;0.933635442490588;0.0338395310209108;0.1155000438445127
156;CA_plasm;rf;0.7838936096814866;0.0641713896581914;0.236769147646127
1 target method r2 mae mape
2 194 VA_urine xgb 0.934726178985602 0.0043647880100872 0.1092314074622201
3 192 VA_urine lgbm 0.7032020398847578 0.011457501860532 0.4010830760571032
4 191 VA_plasm xgb 0.9475822727482874 0.0202965537830296 1195670091483.5186
5 190 VA_plasm rf 0.9202510360378108 0.0283893634637811 7044907030947.808
6 189 VA_plasm lgbm 0.9004366125345739 0.0308456762570846 8383131695837.493
7 185 VA.SS_urine xgb 0.921346399596366 0.0056758520087389 0.7622632660468819
8 183 VA.SS_urine lgbm 0.8921337606739856 0.007760701777033 2.2968881866834563
9 184 VA.SS_urine rf 0.8862254295987215 0.0096328887549506 2.842334969364808
10 182 VA.SS_plasm xgb 0.9054072529630128 0.0265980836551849 0.1490673605423567
11 180 VA.SS_plasm lgbm 0.738549292346596 0.0586965841588838 0.3347570746508302
12 188 VA.S xgb 0.7417604221734597 0.0508786366841572 0.1476896415198487
13 45 VA.S xgb 0.734865384893162 0.0403255896761499 0.1080470427189779
14 36 VA.GS_urine xgb 0.9205543301109996 0.0088514078908428 0.1375765177494889
15 176 VA.GS_plasm xgb 0.9151131466942998 0.0364350795249693 0.0777285277537488
16 174 VA.GS_plasm lgbm 0.8495122783898265 0.0520639171050911 0.133614984029561
17 175 VA.GS_plasm rf 0.7858230254002772 0.0703755202853687 0.2233800769250635
18 33 VA.GG_urine xgb 0.8275435030328607 0.0245090374498232 0.534551787710454
19 171 VA.GG_urine lgbm 0.7931122940469792 0.0258094513294458 0.533187204706875
20 31 VA.GG_urine lgbm 0.7891522969043432 0.0281552139350457 0.6650965308911322
21 173 VA.GG_urine xgb 0.7555452651099386 0.0228207981755855 0.4594031604911702
22 30 VA.GG_plasm xgb 0.9298984216119696 0.0108797169137113 0.0296199433885655
23 167 Total.VA_urine xgb 0.9970978188685208 0.0012302984848538 0.0438302644028844
24 166 Total.VA_urine rf 0.8648660596541965 0.0093555610411378 0.3842486242232091
25 164 Total.VA_plasm xgb 0.9584691112491468 0.0154553378134552 0.0656106852386915
26 163 Total.VA_plasm rf 0.7741373530631465 0.0393431411521443 0.1508190458313319
27 162 Total.VA_plasm lgbm 0.7438379817409109 0.0435745720217425 0.16036482074843
28 153 Total.TFA_urine xgb 0.9963095439621484 0.0040106781405357 0.0582554562840862
29 152 Total.TFA_urine rf 0.9678889014624552 0.0130159404132664 0.2180192716894179
30 151 Total.TFA_urine lgbm 0.9103991884245928 0.0160499452470621 0.2340441284654073
31 150 Total.TFA_plasm xgb 0.9595119700783086 0.0044710676932071 1.0752093816298482
32 129 Total.N xgb 0.9840206458424876 0.0049317745687108 0.1735917954965647
33 128 Total.N rf 0.9349190876661158 0.0075267586649929 0.21737206856157
34 127 Total.N lgbm 0.9039104811038894 0.0124015095378566 0.4002964399495894
35 110 Total.HE rf 0.8943387297923963 0.00959384184708 0.5200039024320761
36 111 Total.HE xgb 0.8804075963752126 0.0074431687264725 0.0747428153258947
37 27 Total.E_urine xgb 0.904613364897636 0.0055505360973083 0.16769707386891
38 81 Total.DHPAA_urine xgb 0.9953087394554644 0.0034174819539259 0.0470314565278395
39 80 Total.DHPAA_urine rf 0.9849040295389562 0.0061504605236141 0.1082582813834389
40 79 Total.DHPAA_urine lgbm 0.8447656140444368 0.0134731994299758 0.1206961811332634
41 77 Total.DHPAA_plasm rf 0.8760946070740653 0.0362636945753504 0.1934567460329166
42 78 Total.DHPAA_plasm xgb 0.8648953518716379 0.038519558027519 0.1887710048902336
43 76 Total.DHPAA_plasm lgbm 0.7707812953437809 0.0656926756006749 0.3333560576627254
44 147 TFA.S_urine xgb 0.9912419834724144 0.00533237196299 0.0913286372022868
45 145 TFA.S_urine lgbm 0.90087632465608 0.0184877937099598 0.346852127093932
46 146 TFA.S_urine rf 0.7155415769019571 0.0362501967721383 0.9807750739027972
47 23 TFA.S_plasm rf 0.8335468249681199 0.0087579868530651 0.2761356727200076
48 143 TFA.S_plasm rf 0.8112252240090059 0.0110353416019401 0.5586495815928113
49 24 TFA.S_plasm xgb 0.7851469959281978 0.0081678506707886 0.1729317287917242
50 141 TFA.G_urine xgb 0.8435240000970184 0.0034418814525534 0.3648686077335931
51 21 TFA.G_plasm xgb 0.7299690098725009 0.014260265775014 0.5027323411874461
52 123 N.S xgb 0.9719560719045234 0.0073070872793641 0.4191984901245229
53 122 N.S rf 0.7751196738249302 0.0244203110669777 1.3019033880666515
54 121 N.S lgbm 0.752193913094164 0.0230097027829209 0.7795298754824314
55 120 N.G_urine xgb 0.9815678085142632 0.005383977319696 0.1227146416660481
56 118 N.G_urine lgbm 0.9072240363824504 0.0120091732031894 0.1685742043413527
57 117 N.G_plasm xgb 0.9767391210412628 0.0050634976193387 0.0930784062873217
58 116 N.G_plasm rf 0.8142037741962416 0.0137916087013204 0.2873900796030817
59 113 N.GG rf 0.8602712716208687 0.0077989084264324 0.5542608684929405
60 114 N.GG xgb 0.8019127153637063 0.0062783950967847 0.4624045340708597
61 18 N.GG xgb 0.7483180678245538 0.0075517061592066 0.3531883920307841
62 125 N rf 0.9524641439605877 0.0040890405691029 0.141327859197785
63 126 N xgb 0.9057182284226216 0.0054520902364041 0.1810694669563833
64 124 N lgbm 0.7502611461885964 0.0084239491747955 0.1937207724003628
65 105 HE.G_urine xgb 0.8419283756461399 0.0104640502905059 0.6531423242794798
66 102 HE.G_plasm xgb 0.953843031923032 0.0020267093098241 1.5188321322049754
67 99 HE.GG xgb 0.9911333255840254 0.0061824268528392 0.0079086979608946
68 97 HE.GG lgbm 0.8894252171640143 0.0186950912222912 0.0276286767539012
69 98 HE.GG rf 0.8519223708550877 0.0216883292000662 0.0300921406926812
70 106 HE lgbm 0.9608582145363336 0.01132117586572 0.0197120287459879
71 108 HE xgb 0.9551351038800714 0.0119864672924381 0.0197737015664222
72 107 HE rf 0.9001077320896357 0.0161200191950578 0.0293454959523368
73 96 E_urine xgb 0.9172047985559126 0.0100995532016079 0.15126384535031
74 95 E_urine rf 0.900016302733798 0.0148390463935455 0.3083922996802243
75 94 E_urine lgbm 0.8140633267894439 0.0184971158140725 0.2849791144626513
76 93 E_plasm xgb 0.8667945967757562 0.0343329597796713 0.1017949091591538
77 92 E_plasm rf 0.8645956866293821 0.0431130913239921 0.148313215697162
78 91 E_plasm lgbm 0.7804842859010278 0.0622254280693975 0.2253460017043999
79 90 EG.1 xgb 0.8724296672182849 0.0073637144778395 0.4576793264823293
80 13 E.S_urine lgbm 0.8418851923309403 0.0385909019911835 1.1815188426877443
81 15 E.S_urine xgb 0.7840861015827673 0.03387061186209 0.505464064639919
82 12 E.S_plasm xgb 0.9870084152123232 0.017636522351365 2476814106625.2827
83 11 E.S_plasm rf 0.8964080915583895 0.0735400914021819 9909683653684.645
84 10 E.S_plasm lgbm 0.8795378243779641 0.0941848140808433 15011736769874.33
85 75 DHPAA_urine xgb 0.9164453388382108 0.0195274893187505 0.115604017646443
86 73 DHPAA_urine lgbm 0.8008077104881949 0.0323580798064555 0.3263777587741227
87 72 DHPAA_plasm xgb 0.8678491013940448 0.0436585957450526 0.1706702623373372
88 70 DHPAA_plasm lgbm 0.7455072504170839 0.0671866636050535 0.2296584429787476
89 68 DHPAA.SS_urine rf 0.9455166810310828 0.0055879911354669 0.1585629635988854
90 69 DHPAA.SS_urine xgb 0.9095931576302232 0.0047831819896982 0.1029824038527704
91 67 DHPAA.SS_urine lgbm 0.9093872127620248 0.0061519967146925 0.1442867399448568
92 63 DHPAA.G_urine xgb 0.976347411429044 0.0071684639212039 0.0781754617469567
93 61 DHPAA.G_urine lgbm 0.8621601918945079 0.015127241704636 0.3517433820926031
94 62 DHPAA.G_urine rf 0.8320042574660886 0.0211773682856284 0.6713954791201031
95 60 DHPAA.G_plasm xgb 0.9892583867501976 0.0094087891938056 0.0593424334434107
96 59 DHPAA.G_plasm rf 0.9282146840997028 0.0236136879953136 0.1254716091058003
97 58 DHPAA.G_plasm lgbm 0.8540074238610951 0.0367134736504667 0.167333347158769
98 57 DHPAA.GS_urine xgb 0.9405756158435796 0.0175654154075792 0.2691110516254941
99 55 DHPAA.GS_urine lgbm 0.8937195480079427 0.0268963648904965 0.4171293968152653
100 56 DHPAA.GS_urine rf 0.889665927782423 0.0266968468127592 0.6074369793458604
101 54 DHPAA.GS_plasm xgb 0.885660794884419 0.0253392508926831 0.225409862690464
102 52 DHPAA.GS_plasm lgbm 0.8762758652927114 0.0321869438303696 0.365887938674224
103 50 DHPAA.GG_urine rf 0.7807895330398471 0.012014932670092 0.500773957221993
104 51 DHPAA.GG_urine xgb 0.7383413170707267 0.0112729912861209 0.3830254017273405
105 49 DHPAA.GG_urine lgbm 0.7192883434456698 0.013366641815025 0.5238073137446568
106 41 DHPAA.GG_urine rf 0.7153104415478325 0.0121103120926751 0.5389835080915979
107 48 DHPAA.GG_plasm xgb 0.9680481930404284 0.0133058326011831 0.1360882855462746
108 47 DHPAA.GG_plasm rf 0.8701425848652342 0.0388062219348419 0.6313339016656813
109 46 DHPAA.GG_plasm lgbm 0.8199663914815158 0.035580908243887 0.3587630815426204
110 135 CA_urine xgb 0.8870097132699792 0.003201748196715 0.1508371190327662
111 159 CA_urine rf 0.8453210300793715 0.0073410158020908 0.7460629954124601
112 160 CA_urine xgb 0.830791635295835 0.0036391614926608 0.1342297074835375
113 134 CA_urine rf 0.7906620337820462 0.0091901085592945 0.7619010115456575
114 157 CA_plasm xgb 0.9811583728189196 0.0133857499333594 0.0377850018259284
115 132 CA_plasm xgb 0.9803453834548154 0.0145891232932188 0.0416759187704864
116 154 CA_plasm xgb 0.9735656174757312 0.0152528830539441 0.042528996253196
117 130 CA_plasm lgbm 0.9627368184029704 0.0217299355165143 0.0742220557894658
118 155 CA_plasm lgbm 0.94598288027126 0.0283865631048081 0.0950826209917538
119 131 CA_plasm rf 0.933635442490588 0.0338395310209108 0.1155000438445127
120 156 CA_plasm rf 0.7838936096814866 0.0641713896581914 0.236769147646127

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;target;method;r2;mae;mape
194;VA_urine;xgb;0.934726178985602;0.0043647880100872;0.1092314074622201
191;VA_plasm;xgb;0.9475822727482874;0.0202965537830296;1195670091483.5186
185;VA.SS_urine;xgb;0.921346399596366;0.0056758520087389;0.7622632660468819
182;VA.SS_plasm;xgb;0.9054072529630128;0.0265980836551849;0.1490673605423567
188;VA.S;xgb;0.7417604221734597;0.0508786366841572;0.1476896415198487
36;VA.GS_urine;xgb;0.9205543301109996;0.0088514078908428;0.1375765177494889
176;VA.GS_plasm;xgb;0.9151131466942998;0.0364350795249693;0.0777285277537488
33;VA.GG_urine;xgb;0.8275435030328607;0.0245090374498232;0.534551787710454
30;VA.GG_plasm;xgb;0.9298984216119696;0.0108797169137113;0.0296199433885655
167;Total.VA_urine;xgb;0.9970978188685208;0.0012302984848538;0.0438302644028844
164;Total.VA_plasm;xgb;0.9584691112491468;0.0154553378134552;0.0656106852386915
153;Total.TFA_urine;xgb;0.9963095439621484;0.0040106781405357;0.0582554562840862
150;Total.TFA_plasm;xgb;0.9595119700783086;0.0044710676932071;1.0752093816298482
129;Total.N;xgb;0.9840206458424876;0.0049317745687108;0.1735917954965647
110;Total.HE;rf;0.8943387297923963;0.00959384184708;0.5200039024320761
27;Total.E_urine;xgb;0.904613364897636;0.0055505360973083;0.16769707386891
81;Total.DHPAA_urine;xgb;0.9953087394554644;0.0034174819539259;0.0470314565278395
77;Total.DHPAA_plasm;rf;0.8760946070740653;0.0362636945753504;0.1934567460329166
147;TFA.S_urine;xgb;0.9912419834724144;0.00533237196299;0.0913286372022868
23;TFA.S_plasm;rf;0.8335468249681199;0.0087579868530651;0.2761356727200076
141;TFA.G_urine;xgb;0.8435240000970184;0.0034418814525534;0.3648686077335931
21;TFA.G_plasm;xgb;0.7299690098725009;0.014260265775014;0.5027323411874461
123;N.S;xgb;0.9719560719045234;0.0073070872793641;0.4191984901245229
120;N.G_urine;xgb;0.9815678085142632;0.005383977319696;0.1227146416660481
117;N.G_plasm;xgb;0.9767391210412628;0.0050634976193387;0.0930784062873217
113;N.GG;rf;0.8602712716208687;0.0077989084264324;0.5542608684929405
125;N;rf;0.9524641439605877;0.0040890405691029;0.141327859197785
105;HE.G_urine;xgb;0.8419283756461399;0.0104640502905059;0.6531423242794798
102;HE.G_plasm;xgb;0.953843031923032;0.0020267093098241;1.5188321322049754
99;HE.GG;xgb;0.9911333255840254;0.0061824268528392;0.0079086979608946
106;HE;lgbm;0.9608582145363336;0.01132117586572;0.0197120287459879
96;E_urine;xgb;0.9172047985559126;0.0100995532016079;0.15126384535031
93;E_plasm;xgb;0.8667945967757562;0.0343329597796713;0.1017949091591538
90;EG.1;xgb;0.8724296672182849;0.0073637144778395;0.4576793264823293
13;E.S_urine;lgbm;0.8418851923309403;0.0385909019911835;1.1815188426877443
12;E.S_plasm;xgb;0.9870084152123232;0.017636522351365;2476814106625.2827
75;DHPAA_urine;xgb;0.9164453388382108;0.0195274893187505;0.115604017646443
72;DHPAA_plasm;xgb;0.8678491013940448;0.0436585957450526;0.1706702623373372
68;DHPAA.SS_urine;rf;0.9455166810310828;0.0055879911354669;0.1585629635988854
63;DHPAA.G_urine;xgb;0.976347411429044;0.0071684639212039;0.0781754617469567
60;DHPAA.G_plasm;xgb;0.9892583867501976;0.0094087891938056;0.0593424334434107
57;DHPAA.GS_urine;xgb;0.9405756158435796;0.0175654154075792;0.2691110516254941
54;DHPAA.GS_plasm;xgb;0.885660794884419;0.0253392508926831;0.225409862690464
50;DHPAA.GG_urine;rf;0.7807895330398471;0.012014932670092;0.500773957221993
48;DHPAA.GG_plasm;xgb;0.9680481930404284;0.0133058326011831;0.1360882855462746
135;CA_urine;xgb;0.8870097132699792;0.003201748196715;0.1508371190327662
157;CA_plasm;xgb;0.9811583728189196;0.0133857499333594;0.0377850018259284
1 target method r2 mae mape
2 194 VA_urine xgb 0.934726178985602 0.0043647880100872 0.1092314074622201
3 191 VA_plasm xgb 0.9475822727482874 0.0202965537830296 1195670091483.5186
4 185 VA.SS_urine xgb 0.921346399596366 0.0056758520087389 0.7622632660468819
5 182 VA.SS_plasm xgb 0.9054072529630128 0.0265980836551849 0.1490673605423567
6 188 VA.S xgb 0.7417604221734597 0.0508786366841572 0.1476896415198487
7 36 VA.GS_urine xgb 0.9205543301109996 0.0088514078908428 0.1375765177494889
8 176 VA.GS_plasm xgb 0.9151131466942998 0.0364350795249693 0.0777285277537488
9 33 VA.GG_urine xgb 0.8275435030328607 0.0245090374498232 0.534551787710454
10 30 VA.GG_plasm xgb 0.9298984216119696 0.0108797169137113 0.0296199433885655
11 167 Total.VA_urine xgb 0.9970978188685208 0.0012302984848538 0.0438302644028844
12 164 Total.VA_plasm xgb 0.9584691112491468 0.0154553378134552 0.0656106852386915
13 153 Total.TFA_urine xgb 0.9963095439621484 0.0040106781405357 0.0582554562840862
14 150 Total.TFA_plasm xgb 0.9595119700783086 0.0044710676932071 1.0752093816298482
15 129 Total.N xgb 0.9840206458424876 0.0049317745687108 0.1735917954965647
16 110 Total.HE rf 0.8943387297923963 0.00959384184708 0.5200039024320761
17 27 Total.E_urine xgb 0.904613364897636 0.0055505360973083 0.16769707386891
18 81 Total.DHPAA_urine xgb 0.9953087394554644 0.0034174819539259 0.0470314565278395
19 77 Total.DHPAA_plasm rf 0.8760946070740653 0.0362636945753504 0.1934567460329166
20 147 TFA.S_urine xgb 0.9912419834724144 0.00533237196299 0.0913286372022868
21 23 TFA.S_plasm rf 0.8335468249681199 0.0087579868530651 0.2761356727200076
22 141 TFA.G_urine xgb 0.8435240000970184 0.0034418814525534 0.3648686077335931
23 21 TFA.G_plasm xgb 0.7299690098725009 0.014260265775014 0.5027323411874461
24 123 N.S xgb 0.9719560719045234 0.0073070872793641 0.4191984901245229
25 120 N.G_urine xgb 0.9815678085142632 0.005383977319696 0.1227146416660481
26 117 N.G_plasm xgb 0.9767391210412628 0.0050634976193387 0.0930784062873217
27 113 N.GG rf 0.8602712716208687 0.0077989084264324 0.5542608684929405
28 125 N rf 0.9524641439605877 0.0040890405691029 0.141327859197785
29 105 HE.G_urine xgb 0.8419283756461399 0.0104640502905059 0.6531423242794798
30 102 HE.G_plasm xgb 0.953843031923032 0.0020267093098241 1.5188321322049754
31 99 HE.GG xgb 0.9911333255840254 0.0061824268528392 0.0079086979608946
32 106 HE lgbm 0.9608582145363336 0.01132117586572 0.0197120287459879
33 96 E_urine xgb 0.9172047985559126 0.0100995532016079 0.15126384535031
34 93 E_plasm xgb 0.8667945967757562 0.0343329597796713 0.1017949091591538
35 90 EG.1 xgb 0.8724296672182849 0.0073637144778395 0.4576793264823293
36 13 E.S_urine lgbm 0.8418851923309403 0.0385909019911835 1.1815188426877443
37 12 E.S_plasm xgb 0.9870084152123232 0.017636522351365 2476814106625.2827
38 75 DHPAA_urine xgb 0.9164453388382108 0.0195274893187505 0.115604017646443
39 72 DHPAA_plasm xgb 0.8678491013940448 0.0436585957450526 0.1706702623373372
40 68 DHPAA.SS_urine rf 0.9455166810310828 0.0055879911354669 0.1585629635988854
41 63 DHPAA.G_urine xgb 0.976347411429044 0.0071684639212039 0.0781754617469567
42 60 DHPAA.G_plasm xgb 0.9892583867501976 0.0094087891938056 0.0593424334434107
43 57 DHPAA.GS_urine xgb 0.9405756158435796 0.0175654154075792 0.2691110516254941
44 54 DHPAA.GS_plasm xgb 0.885660794884419 0.0253392508926831 0.225409862690464
45 50 DHPAA.GG_urine rf 0.7807895330398471 0.012014932670092 0.500773957221993
46 48 DHPAA.GG_plasm xgb 0.9680481930404284 0.0133058326011831 0.1360882855462746
47 135 CA_urine xgb 0.8870097132699792 0.003201748196715 0.1508371190327662
48 157 CA_plasm xgb 0.9811583728189196 0.0133857499333594 0.0377850018259284

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;target;method;r2;mae;mape
38;VA.S;xgb;0.734865384893162;0.0403255896761499;0.1080470427189779
29;VA.GS_urine;xgb;0.9205543301109996;0.0088514078908428;0.1375765177494889
26;VA.GG_urine;xgb;0.8275435030328607;0.0245090374498232;0.534551787710454
24;VA.GG_urine;lgbm;0.7891522969043432;0.0281552139350457;0.6650965308911322
23;VA.GG_plasm;xgb;0.9298984216119696;0.0108797169137113;0.0296199433885655
20;Total.E_urine;xgb;0.904613364897636;0.0055505360973083;0.16769707386891
16;TFA.S_plasm;rf;0.8335468249681199;0.0087579868530651;0.2761356727200076
17;TFA.S_plasm;xgb;0.7851469959281978;0.0081678506707886;0.1729317287917242
14;TFA.G_plasm;xgb;0.7299690098725009;0.014260265775014;0.5027323411874461
11;N.GG;xgb;0.7483180678245538;0.0075517061592066;0.3531883920307841
6;E.S_urine;lgbm;0.8418851923309403;0.0385909019911835;1.1815188426877443
8;E.S_urine;xgb;0.7840861015827673;0.03387061186209;0.505464064639919
5;E.S_plasm;xgb;0.9870084152123232;0.017636522351365;2476814106625.2827
4;E.S_plasm;rf;0.8964080915583895;0.0735400914021819;9909683653684.645
3;E.S_plasm;lgbm;0.8795378243779641;0.0941848140808433;15011736769874.33
34;DHPAA.GG_urine;rf;0.7153104415478325;0.0121103120926751;0.5389835080915979
1 target method r2 mae mape
2 38 VA.S xgb 0.734865384893162 0.0403255896761499 0.1080470427189779
3 29 VA.GS_urine xgb 0.9205543301109996 0.0088514078908428 0.1375765177494889
4 26 VA.GG_urine xgb 0.8275435030328607 0.0245090374498232 0.534551787710454
5 24 VA.GG_urine lgbm 0.7891522969043432 0.0281552139350457 0.6650965308911322
6 23 VA.GG_plasm xgb 0.9298984216119696 0.0108797169137113 0.0296199433885655
7 20 Total.E_urine xgb 0.904613364897636 0.0055505360973083 0.16769707386891
8 16 TFA.S_plasm rf 0.8335468249681199 0.0087579868530651 0.2761356727200076
9 17 TFA.S_plasm xgb 0.7851469959281978 0.0081678506707886 0.1729317287917242
10 14 TFA.G_plasm xgb 0.7299690098725009 0.014260265775014 0.5027323411874461
11 11 N.GG xgb 0.7483180678245538 0.0075517061592066 0.3531883920307841
12 6 E.S_urine lgbm 0.8418851923309403 0.0385909019911835 1.1815188426877443
13 8 E.S_urine xgb 0.7840861015827673 0.03387061186209 0.505464064639919
14 5 E.S_plasm xgb 0.9870084152123232 0.017636522351365 2476814106625.2827
15 4 E.S_plasm rf 0.8964080915583895 0.0735400914021819 9909683653684.645
16 3 E.S_plasm lgbm 0.8795378243779641 0.0941848140808433 15011736769874.33
17 34 DHPAA.GG_urine rf 0.7153104415478325 0.0121103120926751 0.5389835080915979

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