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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv
new file mode 100644
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--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv
new file mode 100644
index 0000000..c2e71b8
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv
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new file mode 100644
index 0000000..64d1516
--- /dev/null
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GS_urine_post_DHPAA.GS_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.GS_urine_post_DHPAA.GS_urine_post.csv
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index 0000000..fd03d02
--- /dev/null
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.G_plasm_post_DHPAA.G_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.G_plasm_post_DHPAA.G_plasm_post.csv
new file mode 100644
index 0000000..4da3ec2
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+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.G_plasm_post_DHPAA.G_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.G_urine_post_DHPAA.G_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.G_urine_post_DHPAA.G_urine_post.csv
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--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.G_urine_post_DHPAA.G_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.SS_plasm_post_DHPAA.SS_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.SS_plasm_post_DHPAA.SS_plasm_post.csv
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--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.SS_plasm_post_DHPAA.SS_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.SS_urine_post_DHPAA.SS_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.SS_urine_post_DHPAA.SS_urine_post.csv
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--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA.SS_urine_post_DHPAA.SS_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA_plasm_post_DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA_plasm_post_DHPAA_plasm_post.csv
new file mode 100644
index 0000000..2b23ddf
--- /dev/null
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA_urine_post_DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA_urine_post_DHPAA_urine_post.csv
new file mode 100644
index 0000000..1c0360b
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_lgbm_DHPAA_urine_post_DHPAA_urine_post.csv
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index 0000000..a84691b
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_rf_DHPAA_plasm_post_DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_rf_DHPAA_plasm_post_DHPAA_plasm_post.csv
new file mode 100644
index 0000000..9bba4f2
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_rf_DHPAA_plasm_post_DHPAA_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_rf_DHPAA_urine_post_DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_rf_DHPAA_urine_post_DHPAA_urine_post.csv
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index 0000000..c0ef8b5
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_rf_DHPAA_urine_post_DHPAA_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_rf_Total.DHPAA_plasm_post_Total.DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_rf_Total.DHPAA_plasm_post_Total.DHPAA_plasm_post.csv
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index 0000000..33109ce
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_rf_Total.DHPAA_plasm_post_Total.DHPAA_plasm_post.csv
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index 0000000..9259065
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_rf_Total.DHPAA_urine_post_Total.DHPAA_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv
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index 0000000..06550ca
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GG_plasm_post_DHPAA.GG_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv
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index 0000000..285c16c
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GG_urine_post_DHPAA.GG_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GS_plasm_post_DHPAA.GS_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GS_plasm_post_DHPAA.GS_plasm_post.csv
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index 0000000..f0ce242
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GS_plasm_post_DHPAA.GS_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GS_urine_post_DHPAA.GS_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GS_urine_post_DHPAA.GS_urine_post.csv
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index 0000000..596f73a
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.GS_urine_post_DHPAA.GS_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.G_plasm_post_DHPAA.G_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.G_plasm_post_DHPAA.G_plasm_post.csv
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index 0000000..d1229ab
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+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.G_plasm_post_DHPAA.G_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.G_urine_post_DHPAA.G_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.G_urine_post_DHPAA.G_urine_post.csv
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index 0000000..0a31f6b
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+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.G_urine_post_DHPAA.G_urine_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.SS_plasm_post_DHPAA.SS_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.SS_plasm_post_DHPAA.SS_plasm_post.csv
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--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.SS_plasm_post_DHPAA.SS_plasm_post.csv
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.SS_urine_post_DHPAA.SS_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.SS_urine_post_DHPAA.SS_urine_post.csv
new file mode 100644
index 0000000..6f61285
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA.SS_urine_post_DHPAA.SS_urine_post.csv
@@ -0,0 +1,29 @@
+;DHPAA.SS_urine_post_pred;DHPAA.SS_urine_post_test
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA_plasm_post_DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA_plasm_post_DHPAA_plasm_post.csv
new file mode 100644
index 0000000..6784a4f
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA_plasm_post_DHPAA_plasm_post.csv
@@ -0,0 +1,29 @@
+;DHPAA_plasm_post_pred;DHPAA_plasm_post_test
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA_urine_post_DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA_urine_post_DHPAA_urine_post.csv
new file mode 100644
index 0000000..fe75400
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_DHPAA_urine_post_DHPAA_urine_post.csv
@@ -0,0 +1,29 @@
+;DHPAA_urine_post_pred;DHPAA_urine_post_test
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_Total.DHPAA_plasm_post_Total.DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_Total.DHPAA_plasm_post_Total.DHPAA_plasm_post.csv
new file mode 100644
index 0000000..b504170
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_Total.DHPAA_plasm_post_Total.DHPAA_plasm_post.csv
@@ -0,0 +1,29 @@
+;Total.DHPAA_plasm_post_pred;Total.DHPAA_plasm_post_test
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diff --git a/results/customStudy/DHPAAFamily/df_pred-test_xgb_Total.DHPAA_urine_post_Total.DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/df_pred-test_xgb_Total.DHPAA_urine_post_Total.DHPAA_urine_post.csv
new file mode 100644
index 0000000..db38d22
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/df_pred-test_xgb_Total.DHPAA_urine_post_Total.DHPAA_urine_post.csv
@@ -0,0 +1,29 @@
+;Total.DHPAA_urine_post_pred;Total.DHPAA_urine_post_test
+135;0.022023737;0.021680915
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diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_lgbm_DHPAA.GG_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_lgbm_DHPAA.GG_plasm_post.csv
new file mode 100644
index 0000000..0256943
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_lgbm_DHPAA.GG_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GG_plasm_post
+method;lgbm_DHPAA.GG_plasm_post
+r2;0.8008155669862349
+mae;0.03910420900272478
+mse;0.003965778321364112
+mape;0.40213025773910976
+ev;0.8210577977394902
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_rf_DHPAA.GG_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_rf_DHPAA.GG_plasm_post.csv
new file mode 100644
index 0000000..982e727
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_rf_DHPAA.GG_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GG_plasm_post
+method;rf_DHPAA.GG_plasm_post
+r2;0.8754673851107384
+mae;0.04002686989137235
+mse;0.0024794545284394258
+mape;0.6481515462527787
+ev;0.895976537602364
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_xgb_DHPAA.GG_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_xgb_DHPAA.GG_plasm_post.csv
new file mode 100644
index 0000000..fe19fdb
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_plasm_post_xgb_DHPAA.GG_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GG_plasm_post
+method;xgb_DHPAA.GG_plasm_post
+r2;0.982407393932425
+mae;0.011321044678120935
+mse;0.0003502702229459177
+mape;0.11898861664153947
+ev;0.9828127477415772
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_lgbm_DHPAA.GG_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_lgbm_DHPAA.GG_urine_post.csv
new file mode 100644
index 0000000..fb81d27
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_lgbm_DHPAA.GG_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GG_urine_post
+method;lgbm_DHPAA.GG_urine_post
+r2;0.7054909316621603
+mae;0.013696935923344483
+mse;0.00027324580445590784
+mape;0.5357706155593387
+ev;0.7058127748562504
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_rf_DHPAA.GG_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_rf_DHPAA.GG_urine_post.csv
new file mode 100644
index 0000000..6689287
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_rf_DHPAA.GG_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GG_urine_post
+method;rf_DHPAA.GG_urine_post
+r2;0.7070609067381031
+mae;0.015122447273365829
+mse;0.0002717891800299679
+mape;0.6466128325019607
+ev;0.7071032116840832
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_xgb_DHPAA.GG_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_xgb_DHPAA.GG_urine_post.csv
new file mode 100644
index 0000000..7b09fd7
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GG_urine_post_xgb_DHPAA.GG_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GG_urine_post
+method;xgb_DHPAA.GG_urine_post
+r2;0.7546483472229046
+mae;0.012177299841991646
+mse;0.0002276375057516362
+mape;0.46346827646593447
+ev;0.7588707455507291
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_lgbm_DHPAA.GS_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_lgbm_DHPAA.GS_plasm_post.csv
new file mode 100644
index 0000000..bf3feaa
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_lgbm_DHPAA.GS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GS_plasm_post
+method;lgbm_DHPAA.GS_plasm_post
+r2;0.8484906846657522
+mae;0.03509529842962732
+mse;0.002122942420322901
+mape;0.3780030072925558
+ev;0.8683731150701391
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_rf_DHPAA.GS_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_rf_DHPAA.GS_plasm_post.csv
new file mode 100644
index 0000000..fd6386d
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_rf_DHPAA.GS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GS_plasm_post
+method;rf_DHPAA.GS_plasm_post
+r2;0.4900681033545947
+mae;0.07527078491891048
+mse;0.007145145184479217
+mape;0.901516219693215
+ev;0.4971181871210415
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_xgb_DHPAA.GS_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_xgb_DHPAA.GS_plasm_post.csv
new file mode 100644
index 0000000..031be8b
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_plasm_post_xgb_DHPAA.GS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GS_plasm_post
+method;xgb_DHPAA.GS_plasm_post
+r2;0.9024492985082828
+mae;0.0201131313409298
+mse;0.0013668764978057445
+mape;0.15626724682306956
+ev;0.915546005858315
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_lgbm_DHPAA.GS_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_lgbm_DHPAA.GS_urine_post.csv
new file mode 100644
index 0000000..0898175
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_lgbm_DHPAA.GS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GS_urine_post
+method;lgbm_DHPAA.GS_urine_post
+r2;0.8815178296079402
+mae;0.02677587557835345
+mse;0.0011807329201449384
+mape;0.41181049233079126
+ev;0.8816653944336492
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_rf_DHPAA.GS_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_rf_DHPAA.GS_urine_post.csv
new file mode 100644
index 0000000..3deda9c
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_rf_DHPAA.GS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GS_urine_post
+method;rf_DHPAA.GS_urine_post
+r2;0.7996035953795142
+mae;0.03746485284090167
+mse;0.0019970484270429097
+mape;0.7810707737130373
+ev;0.8366099409083045
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_xgb_DHPAA.GS_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_xgb_DHPAA.GS_urine_post.csv
new file mode 100644
index 0000000..d029063
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.GS_urine_post_xgb_DHPAA.GS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.GS_urine_post
+method;xgb_DHPAA.GS_urine_post
+r2;0.9367603826855128
+mae;0.01778587904376498
+mse;0.0006302137931260163
+mape;0.25322403373893304
+ev;0.9374896017620498
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_lgbm_DHPAA.G_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_lgbm_DHPAA.G_plasm_post.csv
new file mode 100644
index 0000000..19eb876
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_lgbm_DHPAA.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.G_plasm_post
+method;lgbm_DHPAA.G_plasm_post
+r2;0.847360177787617
+mae;0.04031206423713867
+mse;0.0036480275510725846
+mape;0.21925368573122767
+ev;0.8637465946910003
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_rf_DHPAA.G_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_rf_DHPAA.G_plasm_post.csv
new file mode 100644
index 0000000..6d342c3
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_rf_DHPAA.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.G_plasm_post
+method;rf_DHPAA.G_plasm_post
+r2;0.739784333823962
+mae;0.058641515086022944
+mse;0.006219044975760478
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+ev;0.7630921565862406
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_xgb_DHPAA.G_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_xgb_DHPAA.G_plasm_post.csv
new file mode 100644
index 0000000..d083f47
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_plasm_post_xgb_DHPAA.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.G_plasm_post
+method;xgb_DHPAA.G_plasm_post
+r2;0.9810479038554784
+mae;0.012952977499621621
+mse;0.00045294712666523585
+mape;0.07733760703875447
+ev;0.9816448074322622
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_lgbm_DHPAA.G_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_lgbm_DHPAA.G_urine_post.csv
new file mode 100644
index 0000000..ef3c6c3
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_lgbm_DHPAA.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.G_urine_post
+method;lgbm_DHPAA.G_urine_post
+r2;0.8621665671294712
+mae;0.015130547937611384
+mse;0.0008244691235145425
+mape;0.3517444158295319
+ev;0.8630493286294332
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_rf_DHPAA.G_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_rf_DHPAA.G_urine_post.csv
new file mode 100644
index 0000000..b2b7585
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_rf_DHPAA.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.G_urine_post
+method;rf_DHPAA.G_urine_post
+r2;0.866825018533218
+mae;0.014616472157475286
+mse;0.0007966039730514468
+mape;0.4184369655184789
+ev;0.867225848892489
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_xgb_DHPAA.G_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_xgb_DHPAA.G_urine_post.csv
new file mode 100644
index 0000000..affb35b
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.G_urine_post_xgb_DHPAA.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.G_urine_post
+method;xgb_DHPAA.G_urine_post
+r2;0.9780126677949694
+mae;0.006680788423621212
+mse;0.0001315201699179377
+mape;0.08827295022883053
+ev;0.9786124628702128
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_lgbm_DHPAA.SS_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_lgbm_DHPAA.SS_plasm_post.csv
new file mode 100644
index 0000000..5260311
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_lgbm_DHPAA.SS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.SS_plasm_post
+method;lgbm_DHPAA.SS_plasm_post
+r2;0.6348716416878355
+mae;0.03657050376553684
+mse;0.0026768637833117378
+mape;0.25514874101045193
+ev;0.6352192064159953
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_rf_DHPAA.SS_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_rf_DHPAA.SS_plasm_post.csv
new file mode 100644
index 0000000..2c4e0ae
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_rf_DHPAA.SS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.SS_plasm_post
+method;rf_DHPAA.SS_plasm_post
+r2;0.5948180920780525
+mae;0.041342566961736514
+mse;0.0029705081795978324
+mape;0.37305398973165643
+ev;0.5952822161320732
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_xgb_DHPAA.SS_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_xgb_DHPAA.SS_plasm_post.csv
new file mode 100644
index 0000000..e34c965
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_plasm_post_xgb_DHPAA.SS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.SS_plasm_post
+method;xgb_DHPAA.SS_plasm_post
+r2;0.6275701680687737
+mae;0.035989574736354606
+mse;0.002730393041860762
+mape;0.21594606738886646
+ev;0.6682006268106035
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_lgbm_DHPAA.SS_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_lgbm_DHPAA.SS_urine_post.csv
new file mode 100644
index 0000000..f8a3aea
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_lgbm_DHPAA.SS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.SS_urine_post
+method;lgbm_DHPAA.SS_urine_post
+r2;0.9089527414440917
+mae;0.006322776551370747
+mse;7.159016372431583e-05
+mape;0.1464260023004271
+ev;0.9090305918035149
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_rf_DHPAA.SS_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_rf_DHPAA.SS_urine_post.csv
new file mode 100644
index 0000000..564bb54
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_rf_DHPAA.SS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.SS_urine_post
+method;rf_DHPAA.SS_urine_post
+r2;0.9187681435710467
+mae;0.006161983735950943
+mse;6.387234490764909e-05
+mape;0.1427395255007687
+ev;0.9216609198924035
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_xgb_DHPAA.SS_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_xgb_DHPAA.SS_urine_post.csv
new file mode 100644
index 0000000..6e0de56
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA.SS_urine_post_xgb_DHPAA.SS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA.SS_urine_post
+method;xgb_DHPAA.SS_urine_post
+r2;0.8983083873809511
+mae;0.004921809955974937
+mse;7.995978475636355e-05
+mape;0.11163759466159326
+ev;0.8992562814990578
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_lgbm_DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_lgbm_DHPAA_plasm_post.csv
new file mode 100644
index 0000000..c05f3dd
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_lgbm_DHPAA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA_plasm_post
+method;lgbm_DHPAA_plasm_post
+r2;0.7410021654554564
+mae;0.06840987372921979
+mse;0.013186269093251763
+mape;0.23340646929652184
+ev;0.7414968972910916
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_rf_DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_rf_DHPAA_plasm_post.csv
new file mode 100644
index 0000000..33cf1d7
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_rf_DHPAA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA_plasm_post
+method;rf_DHPAA_plasm_post
+r2;0.8180889137697566
+mae;0.06293807545143502
+mse;0.009261577566067145
+mape;0.23920526566701245
+ev;0.8181514640327635
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_xgb_DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_xgb_DHPAA_plasm_post.csv
new file mode 100644
index 0000000..7d4293c
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA_plasm_post_xgb_DHPAA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA_plasm_post
+method;xgb_DHPAA_plasm_post
+r2;0.8969745596038031
+mae;0.03988712200096674
+mse;0.005245299378290277
+mape;0.1545368060721109
+ev;0.8980694240323047
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_lgbm_DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_lgbm_DHPAA_urine_post.csv
new file mode 100644
index 0000000..4415af5
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_lgbm_DHPAA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA_urine_post
+method;lgbm_DHPAA_urine_post
+r2;0.7906212466383108
+mae;0.032589135476233
+mse;0.0038338701936473612
+mape;0.3307328478107484
+ev;0.7954800409923167
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_rf_DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_rf_DHPAA_urine_post.csv
new file mode 100644
index 0000000..405b9f7
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_rf_DHPAA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA_urine_post
+method;rf_DHPAA_urine_post
+r2;0.840738779446201
+mae;0.03597266022689562
+mse;0.002916183407732667
+mape;0.6014357705242165
+ev;0.8407992384002864
diff --git a/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_xgb_DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_xgb_DHPAA_urine_post.csv
new file mode 100644
index 0000000..cad74bc
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_DHPAA_urine_post_xgb_DHPAA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;DHPAA_urine_post
+method;xgb_DHPAA_urine_post
+r2;0.9331051862683601
+mae;0.017964101197774408
+mse;0.001224890435909208
+mape;0.1294175905104474
+ev;0.9407015254810854
diff --git a/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_lgbm_Total.DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_lgbm_Total.DHPAA_plasm_post.csv
new file mode 100644
index 0000000..c9652e0
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_lgbm_Total.DHPAA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.DHPAA_plasm_post
+method;lgbm_Total.DHPAA_plasm_post
+r2;0.7644776297160482
+mae;0.06581277708504615
+mse;0.01024803104062108
+mape;0.3391164601064815
+ev;0.7645079221492418
diff --git a/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_rf_Total.DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_rf_Total.DHPAA_plasm_post.csv
new file mode 100644
index 0000000..91a055b
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_rf_Total.DHPAA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.DHPAA_plasm_post
+method;rf_Total.DHPAA_plasm_post
+r2;0.6258629688789642
+mae;0.08485724783740398
+mse;0.01627942137195553
+mape;0.4558461132956961
+ev;0.6291554745327763
diff --git a/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_xgb_Total.DHPAA_plasm_post.csv b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_xgb_Total.DHPAA_plasm_post.csv
new file mode 100644
index 0000000..2812917
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_plasm_post_xgb_Total.DHPAA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.DHPAA_plasm_post
+method;xgb_Total.DHPAA_plasm_post
+r2;0.8327501871632398
+mae;0.04427080453208655
+mse;0.007277360835927241
+mape;0.21624756702237172
+ev;0.8367402453629402
diff --git a/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_lgbm_Total.DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_lgbm_Total.DHPAA_urine_post.csv
new file mode 100644
index 0000000..f5163e5
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_lgbm_Total.DHPAA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.DHPAA_urine_post
+method;lgbm_Total.DHPAA_urine_post
+r2;0.8256695758324675
+mae;0.014359120789622886
+mse;0.0011228231090598267
+mape;0.13652672689089373
+ev;0.8316589738542565
diff --git a/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_rf_Total.DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_rf_Total.DHPAA_urine_post.csv
new file mode 100644
index 0000000..ff448d7
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_rf_Total.DHPAA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.DHPAA_urine_post
+method;rf_Total.DHPAA_urine_post
+r2;0.9097611706260738
+mae;0.012419275905616835
+mse;0.0005812080331897763
+mape;0.20667952963596337
+ev;0.9102015743481595
diff --git a/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_xgb_Total.DHPAA_urine_post.csv b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_xgb_Total.DHPAA_urine_post.csv
new file mode 100644
index 0000000..7fb614a
--- /dev/null
+++ b/results/customStudy/DHPAAFamily/metrics_Total.DHPAA_urine_post_xgb_Total.DHPAA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.DHPAA_urine_post
+method;xgb_Total.DHPAA_urine_post
+r2;0.9848183577716533
+mae;0.005420731800442765
+mse;9.778154793614591e-05
+mape;0.05385295145156755
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diff --git a/results/customStudy/DHPAAFamily/residualsVsPredicted_DHPAA.GG_plasm_post_lgbm_DHPAA.GG_plasm_post_.png b/results/customStudy/DHPAAFamily/residualsVsPredicted_DHPAA.GG_plasm_post_lgbm_DHPAA.GG_plasm_post_.png
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diff --git a/results/customStudy/DHPAAFamily/residualsVsPredicted_DHPAA.GS_plasm_post_lgbm_DHPAA.GS_plasm_post_.png b/results/customStudy/DHPAAFamily/residualsVsPredicted_DHPAA.GS_plasm_post_lgbm_DHPAA.GS_plasm_post_.png
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_rf_E_plasm_post_E_plasm_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_rf_E_plasm_post_E_plasm_post.csv
new file mode 100644
index 0000000..8cd670a
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_rf_E_plasm_post_E_plasm_post.csv
@@ -0,0 +1,29 @@
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_rf_E_urine_post_E_urine_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_rf_E_urine_post_E_urine_post.csv
new file mode 100644
index 0000000..70ccf69
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_rf_E_urine_post_E_urine_post.csv
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E.S_plasm_post_E.S_plasm_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E.S_plasm_post_E.S_plasm_post.csv
new file mode 100644
index 0000000..609aff9
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E.S_plasm_post_E.S_plasm_post.csv
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E.S_urine_post_E.S_urine_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E.S_urine_post_E.S_urine_post.csv
new file mode 100644
index 0000000..6669f0a
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E.S_urine_post_E.S_urine_post.csv
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+;E.S_urine_post_pred;E.S_urine_post_test
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_EG.1_post_EG.1_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_EG.1_post_EG.1_post.csv
new file mode 100644
index 0000000..1d15190
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_EG.1_post_EG.1_post.csv
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+;EG.1_post_pred;EG.1_post_test
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E_plasm_post_E_plasm_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E_plasm_post_E_plasm_post.csv
new file mode 100644
index 0000000..c81e302
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E_plasm_post_E_plasm_post.csv
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+;E_plasm_post_pred;E_plasm_post_test
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diff --git a/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E_urine_post_E_urine_post.csv b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E_urine_post_E_urine_post.csv
new file mode 100644
index 0000000..fe6396d
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/df_pred-test_xgb_E_urine_post_E_urine_post.csv
@@ -0,0 +1,29 @@
+;E_urine_post_pred;E_urine_post_test
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_lgbm_E.S_plasm_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_lgbm_E.S_plasm_post.csv
new file mode 100644
index 0000000..b57ab15
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_lgbm_E.S_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E.S_plasm_post
+method;lgbm_E.S_plasm_post
+r2;0.36220650103108054
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+mse;0.01947718142018995
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_rf_E.S_plasm_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_rf_E.S_plasm_post.csv
new file mode 100644
index 0000000..93c9111
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_rf_E.S_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E.S_plasm_post
+method;rf_E.S_plasm_post
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+mae;0.07822467478351548
+mse;0.025568869702312418
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_xgb_E.S_plasm_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_xgb_E.S_plasm_post.csv
new file mode 100644
index 0000000..b44f3eb
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E.S_plasm_post_xgb_E.S_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E.S_plasm_post
+method;xgb_E.S_plasm_post
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+mse;0.024275383498114946
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_lgbm_E.S_urine_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_lgbm_E.S_urine_post.csv
new file mode 100644
index 0000000..c75eb30
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_lgbm_E.S_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E.S_urine_post
+method;lgbm_E.S_urine_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_rf_E.S_urine_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_rf_E.S_urine_post.csv
new file mode 100644
index 0000000..16cc01e
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_rf_E.S_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E.S_urine_post
+method;rf_E.S_urine_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_xgb_E.S_urine_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_xgb_E.S_urine_post.csv
new file mode 100644
index 0000000..569adb5
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E.S_urine_post_xgb_E.S_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E.S_urine_post
+method;xgb_E.S_urine_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_lgbm_EG.1_post.csv b/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_lgbm_EG.1_post.csv
new file mode 100644
index 0000000..904d05b
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_lgbm_EG.1_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;EG.1_post
+method;lgbm_EG.1_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_rf_EG.1_post.csv b/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_rf_EG.1_post.csv
new file mode 100644
index 0000000..877700e
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_rf_EG.1_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;EG.1_post
+method;rf_EG.1_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_xgb_EG.1_post.csv b/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_xgb_EG.1_post.csv
new file mode 100644
index 0000000..5279441
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_EG.1_post_xgb_EG.1_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;EG.1_post
+method;xgb_EG.1_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_lgbm_E_plasm_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_lgbm_E_plasm_post.csv
new file mode 100644
index 0000000..920bee1
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_lgbm_E_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E_plasm_post
+method;lgbm_E_plasm_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_rf_E_plasm_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_rf_E_plasm_post.csv
new file mode 100644
index 0000000..1fb41f3
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_rf_E_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E_plasm_post
+method;rf_E_plasm_post
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+mse;0.0076394292272405915
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_xgb_E_plasm_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_xgb_E_plasm_post.csv
new file mode 100644
index 0000000..f5c2338
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E_plasm_post_xgb_E_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_lgbm_E_urine_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_lgbm_E_urine_post.csv
new file mode 100644
index 0000000..bbb7b05
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_lgbm_E_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_rf_E_urine_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_rf_E_urine_post.csv
new file mode 100644
index 0000000..f77dea6
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_rf_E_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;E_urine_post
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diff --git a/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_xgb_E_urine_post.csv b/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_xgb_E_urine_post.csv
new file mode 100644
index 0000000..5d0be3b
--- /dev/null
+++ b/results/customStudy/EriodyctiolFamily/metrics_E_urine_post_xgb_E_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
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new file mode 100644
index 0000000..76e8b4a
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_lgbm_HE.GG_post_HE.GG_post.csv
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new file mode 100644
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--- /dev/null
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_lgbm_HE_post_HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_lgbm_HE_post_HE_post.csv
new file mode 100644
index 0000000..d9d09c5
--- /dev/null
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index 0000000..935b6a8
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_HE.G_urine_post_HE.G_urine_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_HE.G_urine_post_HE.G_urine_post.csv
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index 0000000..966d24d
--- /dev/null
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_HE_post_HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_HE_post_HE_post.csv
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--- /dev/null
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_Total.HE_post_Total.HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_Total.HE_post_Total.HE_post.csv
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index 0000000..8f409ec
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_rf_Total.HE_post_Total.HE_post.csv
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.GG_post_HE.GG_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.GG_post_HE.GG_post.csv
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index 0000000..76915cf
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.GG_post_HE.GG_post.csv
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.G_plasm_post_HE.G_plasm_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.G_plasm_post_HE.G_plasm_post.csv
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index 0000000..66aebc1
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.G_plasm_post_HE.G_plasm_post.csv
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.G_urine_post_HE.G_urine_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE.G_urine_post_HE.G_urine_post.csv
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index 0000000..26d7952
--- /dev/null
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE_post_HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE_post_HE_post.csv
new file mode 100644
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--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_HE_post_HE_post.csv
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diff --git a/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_Total.HE_post_Total.HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_Total.HE_post_Total.HE_post.csv
new file mode 100644
index 0000000..9d734fc
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/df_pred-test_xgb_Total.HE_post_Total.HE_post.csv
@@ -0,0 +1,29 @@
+;Total.HE_post_pred;Total.HE_post_test
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_lgbm_HE.GG_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_lgbm_HE.GG_post.csv
new file mode 100644
index 0000000..053a5bb
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_lgbm_HE.GG_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;HE.GG_post
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+r2;0.8715503000876585
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_rf_HE.GG_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_rf_HE.GG_post.csv
new file mode 100644
index 0000000..8c7c8aa
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_rf_HE.GG_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;HE.GG_post
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+r2;0.8291700951232782
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_xgb_HE.GG_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_xgb_HE.GG_post.csv
new file mode 100644
index 0000000..0bfc65a
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.GG_post_xgb_HE.GG_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;HE.GG_post
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+r2;0.9741685765127491
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_lgbm_HE.G_plasm_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_lgbm_HE.G_plasm_post.csv
new file mode 100644
index 0000000..1d05720
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_lgbm_HE.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
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+r2;0.5916061900510263
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_rf_HE.G_plasm_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_rf_HE.G_plasm_post.csv
new file mode 100644
index 0000000..5395d1d
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_rf_HE.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
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+r2;-0.333423731958697
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_xgb_HE.G_plasm_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_xgb_HE.G_plasm_post.csv
new file mode 100644
index 0000000..6a9632e
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_plasm_post_xgb_HE.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_lgbm_HE.G_urine_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_lgbm_HE.G_urine_post.csv
new file mode 100644
index 0000000..6d917cc
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_lgbm_HE.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_rf_HE.G_urine_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_rf_HE.G_urine_post.csv
new file mode 100644
index 0000000..fcb5195
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_rf_HE.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_xgb_HE.G_urine_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_xgb_HE.G_urine_post.csv
new file mode 100644
index 0000000..2ddd038
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE.G_urine_post_xgb_HE.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_lgbm_HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_lgbm_HE_post.csv
new file mode 100644
index 0000000..d6cb5b2
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_lgbm_HE_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_rf_HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_rf_HE_post.csv
new file mode 100644
index 0000000..e9cee87
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_rf_HE_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_xgb_HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_xgb_HE_post.csv
new file mode 100644
index 0000000..57cd3ae
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_HE_post_xgb_HE_post.csv
@@ -0,0 +1,8 @@
+index;Value
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_lgbm_Total.HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_lgbm_Total.HE_post.csv
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index 0000000..d85c03d
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_lgbm_Total.HE_post.csv
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_rf_Total.HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_rf_Total.HE_post.csv
new file mode 100644
index 0000000..485759f
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_rf_Total.HE_post.csv
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diff --git a/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_xgb_Total.HE_post.csv b/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_xgb_Total.HE_post.csv
new file mode 100644
index 0000000..04c6510
--- /dev/null
+++ b/results/customStudy/HomoeriodyctiolFamily/metrics_Total.HE_post_xgb_Total.HE_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_rf_N.G_urine_post_N.G_urine_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_rf_N.G_urine_post_N.G_urine_post.csv
new file mode 100644
index 0000000..9571c51
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_rf_N.G_urine_post_N.G_urine_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_rf_N.S_post_N.S_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_rf_N.S_post_N.S_post.csv
new file mode 100644
index 0000000..d8a23bc
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_rf_N.S_post_N.S_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_rf_N_post_N_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_rf_N_post_N_post.csv
new file mode 100644
index 0000000..fb0a0ac
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_rf_N_post_N_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_rf_Total.N_post_Total.N_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_rf_Total.N_post_Total.N_post.csv
new file mode 100644
index 0000000..5a64b57
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_rf_Total.N_post_Total.N_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.GG_post_N.GG_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.GG_post_N.GG_post.csv
new file mode 100644
index 0000000..4f062ff
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.GG_post_N.GG_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.G_plasm_post_N.G_plasm_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.G_plasm_post_N.G_plasm_post.csv
new file mode 100644
index 0000000..bf45642
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.G_plasm_post_N.G_plasm_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.G_urine_post_N.G_urine_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.G_urine_post_N.G_urine_post.csv
new file mode 100644
index 0000000..9d92dff
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.G_urine_post_N.G_urine_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.S_post_N.S_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.S_post_N.S_post.csv
new file mode 100644
index 0000000..b623427
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N.S_post_N.S_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_xgb_N_post_N_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N_post_N_post.csv
new file mode 100644
index 0000000..9ce5310
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_xgb_N_post_N_post.csv
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diff --git a/results/customStudy/NaringeninFamily/df_pred-test_xgb_Total.N_post_Total.N_post.csv b/results/customStudy/NaringeninFamily/df_pred-test_xgb_Total.N_post_Total.N_post.csv
new file mode 100644
index 0000000..6ba4158
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/df_pred-test_xgb_Total.N_post_Total.N_post.csv
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diff --git a/results/customStudy/NaringeninFamily/metrics_N.GG_post_lgbm_N.GG_post.csv b/results/customStudy/NaringeninFamily/metrics_N.GG_post_lgbm_N.GG_post.csv
new file mode 100644
index 0000000..d883f84
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.GG_post_lgbm_N.GG_post.csv
@@ -0,0 +1,8 @@
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+method;lgbm_N.GG_post
+r2;0.5605144512773033
+mae;0.011654927991976555
+mse;0.0008173983544781411
+mape;0.7858325846491029
+ev;0.579257300687553
diff --git a/results/customStudy/NaringeninFamily/metrics_N.GG_post_rf_N.GG_post.csv b/results/customStudy/NaringeninFamily/metrics_N.GG_post_rf_N.GG_post.csv
new file mode 100644
index 0000000..997a80b
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.GG_post_rf_N.GG_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.GG_post
+method;rf_N.GG_post
+r2;0.7797107877061424
+mae;0.009909718969114686
+mse;0.0004097154961331856
+mape;1.3761351851975705
+ev;0.7798245007719696
diff --git a/results/customStudy/NaringeninFamily/metrics_N.GG_post_xgb_N.GG_post.csv b/results/customStudy/NaringeninFamily/metrics_N.GG_post_xgb_N.GG_post.csv
new file mode 100644
index 0000000..63410f8
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.GG_post_xgb_N.GG_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.GG_post
+method;xgb_N.GG_post
+r2;0.7569921282058557
+mae;0.006240137901414573
+mse;0.0004519698886734074
+mape;0.3142207709059937
+ev;0.7642294831759385
diff --git a/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_lgbm_N.G_plasm_post.csv b/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_lgbm_N.G_plasm_post.csv
new file mode 100644
index 0000000..af9c043
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_lgbm_N.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.G_plasm_post
+method;lgbm_N.G_plasm_post
+r2;0.5394019493526585
+mae;0.02043764905657145
+mse;0.0010037293217787205
+mape;0.3187778075299326
+ev;0.5697458542456295
diff --git a/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_rf_N.G_plasm_post.csv b/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_rf_N.G_plasm_post.csv
new file mode 100644
index 0000000..3e9bdaf
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_rf_N.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.G_plasm_post
+method;rf_N.G_plasm_post
+r2;0.6428606589947782
+mae;0.01494614600639722
+mse;0.0007782734382480816
+mape;0.17906940693301396
+ev;0.6561875939819164
diff --git a/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_xgb_N.G_plasm_post.csv b/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_xgb_N.G_plasm_post.csv
new file mode 100644
index 0000000..9b25473
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.G_plasm_post_xgb_N.G_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.G_plasm_post
+method;xgb_N.G_plasm_post
+r2;0.9592742714250904
+mae;0.005563218107198932
+mse;8.87489815990046e-05
+mape;0.07310589930974666
+ev;0.9625827687455827
diff --git a/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_lgbm_N.G_urine_post.csv b/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_lgbm_N.G_urine_post.csv
new file mode 100644
index 0000000..2090f61
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_lgbm_N.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.G_urine_post
+method;lgbm_N.G_urine_post
+r2;0.909322898225694
+mae;0.01175631604336452
+mse;0.0003628964383005544
+mape;0.1673679895511415
+ev;0.9154623369408964
diff --git a/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_rf_N.G_urine_post.csv b/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_rf_N.G_urine_post.csv
new file mode 100644
index 0000000..8be408e
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_rf_N.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.G_urine_post
+method;rf_N.G_urine_post
+r2;0.8577782221723624
+mae;0.019133744930685325
+mse;0.0005691820273533162
+mape;0.6734548666784683
+ev;0.8623276709198733
diff --git a/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_xgb_N.G_urine_post.csv b/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_xgb_N.G_urine_post.csv
new file mode 100644
index 0000000..ea77597
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.G_urine_post_xgb_N.G_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.G_urine_post
+method;xgb_N.G_urine_post
+r2;0.9920483742846447
+mae;0.003504936323067604
+mse;3.182299163005701e-05
+mape;0.06971751129453062
+ev;0.9922476959964346
diff --git a/results/customStudy/NaringeninFamily/metrics_N.S_post_lgbm_N.S_post.csv b/results/customStudy/NaringeninFamily/metrics_N.S_post_lgbm_N.S_post.csv
new file mode 100644
index 0000000..f585094
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.S_post_lgbm_N.S_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.S_post
+method;lgbm_N.S_post
+r2;0.8539354678068625
+mae;0.013943078154913092
+mse;0.0005147259192140936
+mape;0.40289588380821323
+ev;0.872106027017374
diff --git a/results/customStudy/NaringeninFamily/metrics_N.S_post_rf_N.S_post.csv b/results/customStudy/NaringeninFamily/metrics_N.S_post_rf_N.S_post.csv
new file mode 100644
index 0000000..c8845b0
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.S_post_rf_N.S_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.S_post
+method;rf_N.S_post
+r2;0.6916401144447735
+mae;0.02649245077565096
+mse;0.0010866486419255704
+mape;1.3738452300100985
+ev;0.8712070503533216
diff --git a/results/customStudy/NaringeninFamily/metrics_N.S_post_xgb_N.S_post.csv b/results/customStudy/NaringeninFamily/metrics_N.S_post_xgb_N.S_post.csv
new file mode 100644
index 0000000..6ed3d4a
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N.S_post_xgb_N.S_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N.S_post
+method;xgb_N.S_post
+r2;0.9774789870567685
+mae;0.005659210592656448
+mse;7.936320278977323e-05
+mape;0.2719841149830881
+ev;0.9775261980048873
diff --git a/results/customStudy/NaringeninFamily/metrics_N_post_lgbm_N_post.csv b/results/customStudy/NaringeninFamily/metrics_N_post_lgbm_N_post.csv
new file mode 100644
index 0000000..0946952
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N_post_lgbm_N_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N_post
+method;lgbm_N_post
+r2;0.7839007340042246
+mae;0.007773242711936014
+mse;0.00033646526411674967
+mape;0.16737233778285815
+ev;0.7938587621463606
diff --git a/results/customStudy/NaringeninFamily/metrics_N_post_rf_N_post.csv b/results/customStudy/NaringeninFamily/metrics_N_post_rf_N_post.csv
new file mode 100644
index 0000000..f5392ce
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N_post_rf_N_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N_post
+method;rf_N_post
+r2;0.5655578700292028
+mae;0.015579031251641484
+mse;0.0006764237968625268
+mape;0.7016221587093864
+ev;0.5662421984863621
diff --git a/results/customStudy/NaringeninFamily/metrics_N_post_xgb_N_post.csv b/results/customStudy/NaringeninFamily/metrics_N_post_xgb_N_post.csv
new file mode 100644
index 0000000..d7b0e5f
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_N_post_xgb_N_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;N_post
+method;xgb_N_post
+r2;0.9413045451683404
+mae;0.004744791938656598
+mse;9.138847196627291e-05
+mape;0.17304794193784725
+ev;0.9422625946741819
diff --git a/results/customStudy/NaringeninFamily/metrics_Total.N_post_lgbm_Total.N_post.csv b/results/customStudy/NaringeninFamily/metrics_Total.N_post_lgbm_Total.N_post.csv
new file mode 100644
index 0000000..bf77208
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_Total.N_post_lgbm_Total.N_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.N_post
+method;lgbm_Total.N_post
+r2;0.9041159602976515
+mae;0.012380891631480099
+mse;0.00040018186600293456
+mape;0.3974457500782967
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diff --git a/results/customStudy/NaringeninFamily/metrics_Total.N_post_rf_Total.N_post.csv b/results/customStudy/NaringeninFamily/metrics_Total.N_post_rf_Total.N_post.csv
new file mode 100644
index 0000000..25c2536
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_Total.N_post_rf_Total.N_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.N_post
+method;rf_Total.N_post
+r2;0.9493651080177722
+mae;0.011233962932100256
+mse;0.00021132991080901096
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diff --git a/results/customStudy/NaringeninFamily/metrics_Total.N_post_xgb_Total.N_post.csv b/results/customStudy/NaringeninFamily/metrics_Total.N_post_xgb_Total.N_post.csv
new file mode 100644
index 0000000..557e7b5
--- /dev/null
+++ b/results/customStudy/NaringeninFamily/metrics_Total.N_post_xgb_Total.N_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.N_post
+method;xgb_Total.N_post
+r2;0.9874850095229888
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+mse;5.22325953062303e-05
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diff --git a/results/customStudy/NaringeninFamily/residualsVsPredicted_N.GG_post_lgbm_N.GG_post_.png b/results/customStudy/NaringeninFamily/residualsVsPredicted_N.GG_post_lgbm_N.GG_post_.png
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv
new file mode 100644
index 0000000..7317b1e
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/metrics_CA_plasm_post_xgb_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/metrics_CA_plasm_post_xgb_CA_plasm_post.csv
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index 0000000..1bd1eae
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/metrics_CA_plasm_post_xgb_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_lgbm_CA_plasm_post_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_lgbm_CA_plasm_post_CA_plasm_post.csv
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+++ b/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_lgbm_CA_plasm_post_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_rf_CA_plasm_post_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_rf_CA_plasm_post_CA_plasm_post.csv
new file mode 100644
index 0000000..ffec6d4
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_rf_CA_plasm_post_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv
new file mode 100644
index 0000000..fc3732d
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/v1/df_pred-test_xgb_CA_plasm_post_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_lgbm_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_lgbm_CA_plasm_post.csv
new file mode 100644
index 0000000..bb5a6e4
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_lgbm_CA_plasm_post.csv
@@ -0,0 +1,8 @@
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_rf_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_rf_CA_plasm_post.csv
new file mode 100644
index 0000000..da4eed6
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_rf_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_xgb_CA_plasm_post.csv b/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_xgb_CA_plasm_post.csv
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--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_plasm_post/v1/metrics_CA_plasm_post_xgb_CA_plasm_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_lgbm_CA_urine_post_CA_urine_post.csv b/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_lgbm_CA_urine_post_CA_urine_post.csv
new file mode 100644
index 0000000..fd1d166
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_lgbm_CA_urine_post_CA_urine_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_rf_CA_urine_post_CA_urine_post.csv b/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_rf_CA_urine_post_CA_urine_post.csv
new file mode 100644
index 0000000..73c3719
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_rf_CA_urine_post_CA_urine_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_xgb_CA_urine_post_CA_urine_post.csv b/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_xgb_CA_urine_post_CA_urine_post.csv
new file mode 100644
index 0000000..ace9e35
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_urine_post/df_pred-test_xgb_CA_urine_post_CA_urine_post.csv
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diff --git a/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_lgbm_CA_urine_post.csv b/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_lgbm_CA_urine_post.csv
new file mode 100644
index 0000000..1185d46
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_lgbm_CA_urine_post.csv
@@ -0,0 +1,8 @@
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diff --git a/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_rf_CA_urine_post.csv b/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_rf_CA_urine_post.csv
new file mode 100644
index 0000000..2cc65d8
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_rf_CA_urine_post.csv
@@ -0,0 +1,8 @@
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diff --git a/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_xgb_CA_urine_post.csv b/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_xgb_CA_urine_post.csv
new file mode 100644
index 0000000..1bbcb42
--- /dev/null
+++ b/results/customStudy/OthersFamily/CA_urine_post/metrics_CA_urine_post_xgb_CA_urine_post.csv
@@ -0,0 +1,8 @@
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diff --git a/results/customStudy/OthersFamily/TFA.G_plasm_post/df_pred-test_xgb_TFA.G_plasm_post_TFA.G_plasm_post.csv b/results/customStudy/OthersFamily/TFA.G_plasm_post/df_pred-test_xgb_TFA.G_plasm_post_TFA.G_plasm_post.csv
new file mode 100644
index 0000000..2e3cd75
--- /dev/null
+++ b/results/customStudy/OthersFamily/TFA.G_plasm_post/df_pred-test_xgb_TFA.G_plasm_post_TFA.G_plasm_post.csv
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new file mode 100644
index 0000000..9755421
--- /dev/null
+++ b/results/customStudy/OthersFamily/TFA.G_plasm_post/metrics_TFA.G_plasm_post_xgb_TFA.G_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_Total.VA_plasm_post_Total.VA_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_Total.VA_plasm_post_Total.VA_plasm_post.csv
new file mode 100644
index 0000000..ef8c4b1
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_lgbm_Total.VA_plasm_post_Total.VA_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_Total.VA_urine_post_Total.VA_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_Total.VA_urine_post_Total.VA_urine_post.csv
new file mode 100644
index 0000000..64fcd58
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_lgbm_Total.VA_urine_post_Total.VA_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GG_plasm_post_VA.GG_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GG_plasm_post_VA.GG_plasm_post.csv
new file mode 100644
index 0000000..bd09ce5
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GG_plasm_post_VA.GG_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GG_urine_post_VA.GG_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GG_urine_post_VA.GG_urine_post.csv
new file mode 100644
index 0000000..8b1bd87
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+++ b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GG_urine_post_VA.GG_urine_post.csv
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index 0000000..ec84661
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GS_plasm_post_VA.GS_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GS_urine_post_VA.GS_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.GS_urine_post_VA.GS_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA.SS_plasm_post_VA.SS_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.SS_plasm_post_VA.SS_plasm_post.csv
new file mode 100644
index 0000000..d222465
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.SS_plasm_post_VA.SS_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA.SS_urine_post_VA.SS_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.SS_urine_post_VA.SS_urine_post.csv
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--- /dev/null
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA.S_post_VA.S_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA.S_post_VA.S_post.csv
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index 0000000..81edab3
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA_plasm_post_VA_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA_plasm_post_VA_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_lgbm_VA_urine_post_VA_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_lgbm_VA_urine_post_VA_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_Total.VA_plasm_post_Total.VA_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_Total.VA_plasm_post_Total.VA_plasm_post.csv
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index 0000000..850fe29
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_Total.VA_plasm_post_Total.VA_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_Total.VA_urine_post_Total.VA_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_Total.VA_urine_post_Total.VA_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.GG_plasm_post_VA.GG_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.GG_plasm_post_VA.GG_plasm_post.csv
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index 0000000..c6737f0
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA.GG_plasm_post_VA.GG_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.GG_urine_post_VA.GG_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.GG_urine_post_VA.GG_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.GS_plasm_post_VA.GS_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.GS_plasm_post_VA.GS_plasm_post.csv
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--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA.GS_plasm_post_VA.GS_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.GS_urine_post_VA.GS_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.GS_urine_post_VA.GS_urine_post.csv
new file mode 100644
index 0000000..6791a71
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA.GS_urine_post_VA.GS_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.SS_plasm_post_VA.SS_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.SS_plasm_post_VA.SS_plasm_post.csv
new file mode 100644
index 0000000..46c08fb
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA.SS_plasm_post_VA.SS_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.SS_urine_post_VA.SS_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.SS_urine_post_VA.SS_urine_post.csv
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index 0000000..4248856
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA.SS_urine_post_VA.SS_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA.S_post_VA.S_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA.S_post_VA.S_post.csv
new file mode 100644
index 0000000..7f61fd6
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA.S_post_VA.S_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA_plasm_post_VA_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA_plasm_post_VA_plasm_post.csv
new file mode 100644
index 0000000..1e34bba
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+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA_plasm_post_VA_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_rf_VA_urine_post_VA_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_rf_VA_urine_post_VA_urine_post.csv
new file mode 100644
index 0000000..1310479
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_rf_VA_urine_post_VA_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_Total.VA_plasm_post_Total.VA_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_Total.VA_plasm_post_Total.VA_plasm_post.csv
new file mode 100644
index 0000000..67be38a
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_Total.VA_plasm_post_Total.VA_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_Total.VA_urine_post_Total.VA_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_Total.VA_urine_post_Total.VA_urine_post.csv
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index 0000000..f846d89
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_Total.VA_urine_post_Total.VA_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.GG_plasm_post_VA.GG_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GG_plasm_post_VA.GG_plasm_post.csv
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index 0000000..cf1743a
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GG_plasm_post_VA.GG_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.GG_urine_post_VA.GG_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GG_urine_post_VA.GG_urine_post.csv
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index 0000000..4e6dde2
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GG_urine_post_VA.GG_urine_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.GS_plasm_post_VA.GS_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GS_plasm_post_VA.GS_plasm_post.csv
new file mode 100644
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--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GS_plasm_post_VA.GS_plasm_post.csv
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.GS_urine_post_VA.GS_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GS_urine_post_VA.GS_urine_post.csv
new file mode 100644
index 0000000..f797737
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.GS_urine_post_VA.GS_urine_post.csv
@@ -0,0 +1,29 @@
+;VA.GS_urine_post_pred;VA.GS_urine_post_test
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.SS_plasm_post_VA.SS_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.SS_plasm_post_VA.SS_plasm_post.csv
new file mode 100644
index 0000000..5d3db40
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.SS_plasm_post_VA.SS_plasm_post.csv
@@ -0,0 +1,29 @@
+;VA.SS_plasm_post_pred;VA.SS_plasm_post_test
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.SS_urine_post_VA.SS_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.SS_urine_post_VA.SS_urine_post.csv
new file mode 100644
index 0000000..606861e
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.SS_urine_post_VA.SS_urine_post.csv
@@ -0,0 +1,29 @@
+;VA.SS_urine_post_pred;VA.SS_urine_post_test
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA.S_post_VA.S_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA.S_post_VA.S_post.csv
new file mode 100644
index 0000000..9a0bbce
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA.S_post_VA.S_post.csv
@@ -0,0 +1,29 @@
+;VA.S_post_pred;VA.S_post_test
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA_plasm_post_VA_plasm_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA_plasm_post_VA_plasm_post.csv
new file mode 100644
index 0000000..c1a83ee
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA_plasm_post_VA_plasm_post.csv
@@ -0,0 +1,29 @@
+;VA_plasm_post_pred;VA_plasm_post_test
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diff --git a/results/customStudy/VAFamily/df_pred-test_xgb_VA_urine_post_VA_urine_post.csv b/results/customStudy/VAFamily/df_pred-test_xgb_VA_urine_post_VA_urine_post.csv
new file mode 100644
index 0000000..4766e34
--- /dev/null
+++ b/results/customStudy/VAFamily/df_pred-test_xgb_VA_urine_post_VA_urine_post.csv
@@ -0,0 +1,29 @@
+;VA_urine_post_pred;VA_urine_post_test
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diff --git a/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_lgbm_Total.VA_plasm_post.csv b/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_lgbm_Total.VA_plasm_post.csv
new file mode 100644
index 0000000..ac45e75
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_lgbm_Total.VA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.VA_plasm_post
+method;lgbm_Total.VA_plasm_post
+r2;0.7439797143222867
+mae;0.04355476152907235
+mse;0.0046113069137293525
+mape;0.1605253135158892
+ev;0.7541563858341276
diff --git a/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_rf_Total.VA_plasm_post.csv b/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_rf_Total.VA_plasm_post.csv
new file mode 100644
index 0000000..559a223
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_rf_Total.VA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.VA_plasm_post
+method;rf_Total.VA_plasm_post
+r2;0.915620204800421
+mae;0.027128019178496825
+mse;0.0015198058698860253
+mape;0.12545960863227432
+ev;0.9165248713961954
diff --git a/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_xgb_Total.VA_plasm_post.csv b/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_xgb_Total.VA_plasm_post.csv
new file mode 100644
index 0000000..c33be6a
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_Total.VA_plasm_post_xgb_Total.VA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.VA_plasm_post
+method;xgb_Total.VA_plasm_post
+r2;0.9581109201878132
+mae;0.015466746428779151
+mse;0.0007544847582541104
+mape;0.054188650043613854
+ev;0.9604919230025026
diff --git a/results/customStudy/VAFamily/metrics_Total.VA_urine_post_lgbm_Total.VA_urine_post.csv b/results/customStudy/VAFamily/metrics_Total.VA_urine_post_lgbm_Total.VA_urine_post.csv
new file mode 100644
index 0000000..ea98be9
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_Total.VA_urine_post_lgbm_Total.VA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.VA_urine_post
+method;lgbm_Total.VA_urine_post
+r2;0.294183398795854
+mae;0.015668127768231573
+mse;0.00062586375599766
+mape;0.29526975670245836
+ev;0.42218509529694237
diff --git a/results/customStudy/VAFamily/metrics_Total.VA_urine_post_rf_Total.VA_urine_post.csv b/results/customStudy/VAFamily/metrics_Total.VA_urine_post_rf_Total.VA_urine_post.csv
new file mode 100644
index 0000000..fc4785c
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_Total.VA_urine_post_rf_Total.VA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.VA_urine_post
+method;rf_Total.VA_urine_post
+r2;0.9795508794558935
+mae;0.003041417143237495
+mse;1.813270383375651e-05
+mape;0.1407763013599497
+ev;0.9808392712477086
diff --git a/results/customStudy/VAFamily/metrics_Total.VA_urine_post_xgb_Total.VA_urine_post.csv b/results/customStudy/VAFamily/metrics_Total.VA_urine_post_xgb_Total.VA_urine_post.csv
new file mode 100644
index 0000000..f1995ea
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_Total.VA_urine_post_xgb_Total.VA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;Total.VA_urine_post
+method;xgb_Total.VA_urine_post
+r2;0.9943772525950773
+mae;0.0014707901590696752
+mse;4.9858189845171695e-06
+mape;0.05195905094553647
+ev;0.9944690067080877
diff --git a/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_lgbm_VA.GG_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_lgbm_VA.GG_plasm_post.csv
new file mode 100644
index 0000000..643ef61
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_lgbm_VA.GG_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GG_plasm_post
+method;lgbm_VA.GG_plasm_post
+r2;0.4965534495668579
+mae;0.06674034085564357
+mse;0.016509410686903907
+mape;0.27597389922555954
+ev;0.49669339065577156
diff --git a/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_rf_VA.GG_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_rf_VA.GG_plasm_post.csv
new file mode 100644
index 0000000..bd7e13f
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_rf_VA.GG_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GG_plasm_post
+method;rf_VA.GG_plasm_post
+r2;0.6303458686835148
+mae;0.045705271294574246
+mse;0.0121219856621602
+mape;0.15181380257361723
+ev;0.6456311965664825
diff --git a/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_xgb_VA.GG_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_xgb_VA.GG_plasm_post.csv
new file mode 100644
index 0000000..1cc5b94
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GG_plasm_post_xgb_VA.GG_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GG_plasm_post
+method;xgb_VA.GG_plasm_post
+r2;0.5910198816332629
+mae;0.03615992082355168
+mse;0.013411594003545973
+mape;0.0861518121824886
+ev;0.6196280099615468
diff --git a/results/customStudy/VAFamily/metrics_VA.GG_urine_post_lgbm_VA.GG_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.GG_urine_post_lgbm_VA.GG_urine_post.csv
new file mode 100644
index 0000000..23415c2
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GG_urine_post_lgbm_VA.GG_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GG_urine_post
+method;lgbm_VA.GG_urine_post
+r2;0.7909214481220246
+mae;0.02460337416291377
+mse;0.0024008332211558517
+mape;0.47267732536546125
+ev;0.7913812797064632
diff --git a/results/customStudy/VAFamily/metrics_VA.GG_urine_post_rf_VA.GG_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.GG_urine_post_rf_VA.GG_urine_post.csv
new file mode 100644
index 0000000..f312f37
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GG_urine_post_rf_VA.GG_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GG_urine_post
+method;rf_VA.GG_urine_post
+r2;0.6927198236226888
+mae;0.03984849745693216
+mse;0.003528475058885232
+mape;1.4679201656841965
+ev;0.6988997650136792
diff --git a/results/customStudy/VAFamily/metrics_VA.GG_urine_post_xgb_VA.GG_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.GG_urine_post_xgb_VA.GG_urine_post.csv
new file mode 100644
index 0000000..f7cc08b
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GG_urine_post_xgb_VA.GG_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GG_urine_post
+method;xgb_VA.GG_urine_post
+r2;0.7823383779146739
+mae;0.024309521022734235
+mse;0.0024993919681350596
+mape;0.5882227976462406
+ev;0.7831393063130617
diff --git a/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_lgbm_VA.GS_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_lgbm_VA.GS_plasm_post.csv
new file mode 100644
index 0000000..69aa0aa
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_lgbm_VA.GS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GS_plasm_post
+method;lgbm_VA.GS_plasm_post
+r2;0.8551676970802728
+mae;0.052362401859517384
+mse;0.008298690557198575
+mape;0.1323942946193428
+ev;0.8653070784986416
diff --git a/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_rf_VA.GS_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_rf_VA.GS_plasm_post.csv
new file mode 100644
index 0000000..29b453b
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_rf_VA.GS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GS_plasm_post
+method;rf_VA.GS_plasm_post
+r2;0.9208920020490072
+mae;0.040532024060884124
+mse;0.004532778823234257
+mape;0.11729861407899052
+ev;0.9278105124509121
diff --git a/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_xgb_VA.GS_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_xgb_VA.GS_plasm_post.csv
new file mode 100644
index 0000000..f240344
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GS_plasm_post_xgb_VA.GS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GS_plasm_post
+method;xgb_VA.GS_plasm_post
+r2;0.9148568385146649
+mae;0.035821345117448535
+mse;0.004878585343077789
+mape;0.08213250397395762
+ev;0.92805497352071
diff --git a/results/customStudy/VAFamily/metrics_VA.GS_urine_post_lgbm_VA.GS_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.GS_urine_post_lgbm_VA.GS_urine_post.csv
new file mode 100644
index 0000000..2aab088
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GS_urine_post_lgbm_VA.GS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GS_urine_post
+method;lgbm_VA.GS_urine_post
+r2;0.5927174560542992
+mae;0.02777741754221338
+mse;0.0028769847124487683
+mape;0.4379904862549871
+ev;0.6010346677011158
diff --git a/results/customStudy/VAFamily/metrics_VA.GS_urine_post_rf_VA.GS_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.GS_urine_post_rf_VA.GS_urine_post.csv
new file mode 100644
index 0000000..5bdc4eb
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GS_urine_post_rf_VA.GS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GS_urine_post
+method;rf_VA.GS_urine_post
+r2;0.4055980770423203
+mae;0.04514766140837263
+mse;0.004198768817421707
+mape;1.197200387065952
+ev;0.4158293795021599
diff --git a/results/customStudy/VAFamily/metrics_VA.GS_urine_post_xgb_VA.GS_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.GS_urine_post_xgb_VA.GS_urine_post.csv
new file mode 100644
index 0000000..da701aa
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.GS_urine_post_xgb_VA.GS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.GS_urine_post
+method;xgb_VA.GS_urine_post
+r2;0.7025911760027906
+mae;0.017446874788726943
+mse;0.002100852719338279
+mape;0.17243473699727743
+ev;0.7082126622420026
diff --git a/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_lgbm_VA.SS_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_lgbm_VA.SS_plasm_post.csv
new file mode 100644
index 0000000..fbad97e
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_lgbm_VA.SS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.SS_plasm_post
+method;lgbm_VA.SS_plasm_post
+r2;0.7191048690711952
+mae;0.05205025569610116
+mse;0.009014576058356255
+mape;0.2901999941736535
+ev;0.7194385028571084
diff --git a/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_rf_VA.SS_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_rf_VA.SS_plasm_post.csv
new file mode 100644
index 0000000..4b87572
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_rf_VA.SS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.SS_plasm_post
+method;rf_VA.SS_plasm_post
+r2;0.8816101964131423
+mae;0.038867826786143186
+mse;0.003799403305563478
+mape;0.22500220623633146
+ev;0.8827157177577664
diff --git a/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_xgb_VA.SS_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_xgb_VA.SS_plasm_post.csv
new file mode 100644
index 0000000..a16b5fb
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.SS_plasm_post_xgb_VA.SS_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.SS_plasm_post
+method;xgb_VA.SS_plasm_post
+r2;0.8969206693067612
+mae;0.029163837361619836
+mse;0.0033080547302693363
+mape;0.16655975267632805
+ev;0.8970988290586832
diff --git a/results/customStudy/VAFamily/metrics_VA.SS_urine_post_lgbm_VA.SS_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.SS_urine_post_lgbm_VA.SS_urine_post.csv
new file mode 100644
index 0000000..f20bb9c
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.SS_urine_post_lgbm_VA.SS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.SS_urine_post
+method;lgbm_VA.SS_urine_post
+r2;0.8953516182538144
+mae;0.007498712636974013
+mse;0.00013762121120579367
+mape;1.4739405203265667
+ev;0.9043201578442646
diff --git a/results/customStudy/VAFamily/metrics_VA.SS_urine_post_rf_VA.SS_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.SS_urine_post_rf_VA.SS_urine_post.csv
new file mode 100644
index 0000000..d74f21e
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.SS_urine_post_rf_VA.SS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.SS_urine_post
+method;rf_VA.SS_urine_post
+r2;0.8494909604753289
+mae;0.011463369734168992
+mse;0.0001979317402828438
+mape;3.536391485501606
+ev;0.8538368943651693
diff --git a/results/customStudy/VAFamily/metrics_VA.SS_urine_post_xgb_VA.SS_urine_post.csv b/results/customStudy/VAFamily/metrics_VA.SS_urine_post_xgb_VA.SS_urine_post.csv
new file mode 100644
index 0000000..3b446b4
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.SS_urine_post_xgb_VA.SS_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.SS_urine_post
+method;xgb_VA.SS_urine_post
+r2;0.9289854318539761
+mae;0.005325548766995957
+mse;9.338998576409809e-05
+mape;0.7695875284949983
+ev;0.9292833911698433
diff --git a/results/customStudy/VAFamily/metrics_VA.S_post_lgbm_VA.S_post.csv b/results/customStudy/VAFamily/metrics_VA.S_post_lgbm_VA.S_post.csv
new file mode 100644
index 0000000..4815c54
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.S_post_lgbm_VA.S_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.S_post
+method;lgbm_VA.S_post
+r2;0.454443114505631
+mae;0.0784355225982027
+mse;0.022570030915085935
+mape;0.21881524077114725
+ev;0.4885315181337292
diff --git a/results/customStudy/VAFamily/metrics_VA.S_post_rf_VA.S_post.csv b/results/customStudy/VAFamily/metrics_VA.S_post_rf_VA.S_post.csv
new file mode 100644
index 0000000..9419db5
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.S_post_rf_VA.S_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.S_post
+method;rf_VA.S_post
+r2;0.7223936975589945
+mae;0.05241778741191489
+mse;0.011484747044551524
+mape;0.1657948218481037
+ev;0.7345167659288578
diff --git a/results/customStudy/VAFamily/metrics_VA.S_post_xgb_VA.S_post.csv b/results/customStudy/VAFamily/metrics_VA.S_post_xgb_VA.S_post.csv
new file mode 100644
index 0000000..4c6496b
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA.S_post_xgb_VA.S_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA.S_post
+method;xgb_VA.S_post
+r2;0.7478902295321799
+mae;0.050682245506038
+mse;0.010429939507220551
+mape;0.14935376570687528
+ev;0.7560094148382251
diff --git a/results/customStudy/VAFamily/metrics_VA_plasm_post_lgbm_VA_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA_plasm_post_lgbm_VA_plasm_post.csv
new file mode 100644
index 0000000..ecf9659
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA_plasm_post_lgbm_VA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA_plasm_post
+method;lgbm_VA_plasm_post
+r2;0.9017631647536264
+mae;0.030550713383972607
+mse;0.0018151151763010943
+mape;7013306059528.847
+ev;0.9046925543828845
diff --git a/results/customStudy/VAFamily/metrics_VA_plasm_post_rf_VA_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA_plasm_post_rf_VA_plasm_post.csv
new file mode 100644
index 0000000..c9c12e3
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA_plasm_post_rf_VA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA_plasm_post
+method;rf_VA_plasm_post
+r2;0.818078060898104
+mae;0.04264687875580259
+mse;0.003361359023199648
+mape;15485813726299.775
+ev;0.8184320280040678
diff --git a/results/customStudy/VAFamily/metrics_VA_plasm_post_xgb_VA_plasm_post.csv b/results/customStudy/VAFamily/metrics_VA_plasm_post_xgb_VA_plasm_post.csv
new file mode 100644
index 0000000..dcd20ce
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA_plasm_post_xgb_VA_plasm_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA_plasm_post
+method;xgb_VA_plasm_post
+r2;0.9394297405406565
+mae;0.01928423141073682
+mse;0.0011191524737275956
+mape;474014473069.78595
+ev;0.9502046928558695
diff --git a/results/customStudy/VAFamily/metrics_VA_urine_post_lgbm_VA_urine_post.csv b/results/customStudy/VAFamily/metrics_VA_urine_post_lgbm_VA_urine_post.csv
new file mode 100644
index 0000000..5e6b249
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA_urine_post_lgbm_VA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA_urine_post
+method;lgbm_VA_urine_post
+r2;0.7134208683882438
+mae;0.010034000876434726
+mse;0.00023844553956962818
+mape;0.4271073217447214
+ev;0.7931994517340593
diff --git a/results/customStudy/VAFamily/metrics_VA_urine_post_rf_VA_urine_post.csv b/results/customStudy/VAFamily/metrics_VA_urine_post_rf_VA_urine_post.csv
new file mode 100644
index 0000000..f00611f
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA_urine_post_rf_VA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA_urine_post
+method;rf_VA_urine_post
+r2;0.3608368127120606
+mae;0.018887679882635736
+mse;0.0005318098711820647
+mape;1.2015629649081638
+ev;0.7072265078413227
diff --git a/results/customStudy/VAFamily/metrics_VA_urine_post_xgb_VA_urine_post.csv b/results/customStudy/VAFamily/metrics_VA_urine_post_xgb_VA_urine_post.csv
new file mode 100644
index 0000000..d66f5c6
--- /dev/null
+++ b/results/customStudy/VAFamily/metrics_VA_urine_post_xgb_VA_urine_post.csv
@@ -0,0 +1,8 @@
+index;Value
+target;VA_urine_post
+method;xgb_VA_urine_post
+r2;0.9440089811760776
+mae;0.0035836959921976075
+mse;4.6586813978522495e-05
+mape;0.07982352336933367
+ev;0.9508592722146195
diff --git a/results/customStudy/VAFamily/residualsVsPredicted_Total.VA_plasm_post_lgbm_Total.VA_plasm_post_.png b/results/customStudy/VAFamily/residualsVsPredicted_Total.VA_plasm_post_lgbm_Total.VA_plasm_post_.png
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--- /dev/null
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diff --git a/results/multiple_targets/DHPAAFamily/df_pred-test_multiTargetxgb_multiTargets.csv b/results/multiple_targets/DHPAAFamily/df_pred-test_multiTargetxgb_multiTargets.csv
new file mode 100644
index 0000000..eef4544
--- /dev/null
+++ b/results/multiple_targets/DHPAAFamily/df_pred-test_multiTargetxgb_multiTargets.csv
@@ -0,0 +1,29 @@
+;DHPAA.GG_urine_post;DHPAA.GG_urine_post_pred;DHPAA.GS_urine_post;DHPAA.GS_urine_post_pred;DHPAA.G_urine_post;DHPAA.G_urine_post_pred;DHPAA.SS_urine_post;DHPAA.SS_urine_post_pred;DHPAA_urine_post;DHPAA_urine_post_pred;Total.DHPAA_urine_post;Total.DHPAA_urine_post_pred
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diff --git a/results/multiple_targets/DHPAAFamily/metricsMulti_rf_multiTargets.csv b/results/multiple_targets/DHPAAFamily/metricsMulti_rf_multiTargets.csv
new file mode 100644
index 0000000..613c762
--- /dev/null
+++ b/results/multiple_targets/DHPAAFamily/metricsMulti_rf_multiTargets.csv
@@ -0,0 +1,7 @@
+target;method;r2;mae;mse;mape;ev
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];rf_multiTargets;-0.234403145552323;0.10594668151442939;0.025819299410626433;1.0033331431753736;0.001373900392114602
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];rf_multiTargets;-0.07336077912337036;0.06706097946443122;0.006420451136916796;2.511416665391669;0.0020337394453685542
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];rf_multiTargets;-2.505719394183943;0.05124235065917878;0.003523264035095136;3.2870153749709425;-0.0004746234827157636
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];rf_multiTargets;-0.10474234804840221;0.07212971991119399;0.011037678001099125;1.0710961573637026;0.001851576415521028
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];rf_multiTargets;-2.3110211312477476;0.04628637896199853;0.0026097777909507226;1.796087079874182;0.002922190720789475
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];rf_multiTargets;-0.006926879370807049;0.06392004236789949;0.006485389883549671;1.4233645842628497;0.002132505057419576
diff --git a/results/multiple_targets/DHPAAFamily/metricsMulti_xgb_multiTargets.csv b/results/multiple_targets/DHPAAFamily/metricsMulti_xgb_multiTargets.csv
new file mode 100644
index 0000000..bab1905
--- /dev/null
+++ b/results/multiple_targets/DHPAAFamily/metricsMulti_xgb_multiTargets.csv
@@ -0,0 +1,7 @@
+target;method;r2;mae;mse;mape;ev
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];xgb_multiTargets;0.13516581291258212;0.10352230135881683;0.018089238428637227;1.8643767839985301;0.14179043600559582
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];xgb_multiTargets;0.024425062220909344;0.058311195380099844;0.0058355320412647235;1.8743890514414716;0.02734539934629232
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];xgb_multiTargets;-0.027915481177275936;0.028688605190028922;0.0010330597628428965;1.4053160147573982;-0.022243798365058742
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];xgb_multiTargets;-0.11567747342295354;0.08632689305827879;0.011146932790687998;1.9716609884442984;0.02725676806285038
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];xgb_multiTargets;-0.08305863289042992;0.023592695340931415;0.0008536769336019679;0.8961942228645334;-0.039730038177603344
+['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post', 'DHPAA.SS_urine_post', 'Total.DHPAA_urine_post'];xgb_multiTargets;0.03299490731668031;0.06166081683544384;0.00622826262156016;1.3064515795530656;0.03492668242858732
diff --git a/results/multiple_targets/DHPAAFamily/residualsVsPredicted_DHPAA.GG_plasm_post_rf_multiTargets_.png b/results/multiple_targets/DHPAAFamily/residualsVsPredicted_DHPAA.GG_plasm_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/EriodyctiolFamily/df_pred-test_multiTargetrf_multiTargets.csv b/results/multiple_targets/EriodyctiolFamily/df_pred-test_multiTargetrf_multiTargets.csv
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diff --git a/results/multiple_targets/EriodyctiolFamily/df_pred-test_multiTargetxgb_multiTargets.csv b/results/multiple_targets/EriodyctiolFamily/df_pred-test_multiTargetxgb_multiTargets.csv
new file mode 100644
index 0000000..4980fa1
--- /dev/null
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diff --git a/results/multiple_targets/EriodyctiolFamily/metricsMulti_rf_multiTargets.csv b/results/multiple_targets/EriodyctiolFamily/metricsMulti_rf_multiTargets.csv
new file mode 100644
index 0000000..18dcd6d
--- /dev/null
+++ b/results/multiple_targets/EriodyctiolFamily/metricsMulti_rf_multiTargets.csv
@@ -0,0 +1,6 @@
+target;method;r2;mae;mse;mape;ev
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];rf_multiTargets;-0.804486613287605;0.0746361617746603;0.007616904441222373;1.7357646577007009;-2.220446049250313e-16
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];rf_multiTargets;-0.005684840042878392;0.13517065046788365;0.048238166277610635;3.715046194938772;0.0
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];rf_multiTargets;-1.2832718334404936;0.23537357423513652;0.08608979782246481;0.5503462794845453;0.0
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];rf_multiTargets;-0.002708773812507781;0.10297730772622993;0.03226459247891639;48945313087488.64;0.0
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];rf_multiTargets;-5.427365460822263;0.12171908716080362;0.015897505663659793;29.631135344258457;0.0
diff --git a/results/multiple_targets/EriodyctiolFamily/metricsMulti_xgb_multiTargets.csv b/results/multiple_targets/EriodyctiolFamily/metricsMulti_xgb_multiTargets.csv
new file mode 100644
index 0000000..2f5cac4
--- /dev/null
+++ b/results/multiple_targets/EriodyctiolFamily/metricsMulti_xgb_multiTargets.csv
@@ -0,0 +1,6 @@
+target;method;r2;mae;mse;mape;ev
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];xgb_multiTargets;-0.1604061746859211;0.05455581906737721;0.0048981814996586605;1.0628534684968265;-0.1403631277713322
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];xgb_multiTargets;0.06644530754656519;0.14509493244382626;0.044778408394713816;3.8801801035061123;0.06656395000982274
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];xgb_multiTargets;-0.23146980872461764;0.17778659328108756;0.04643204777673037;0.7690353604968019;-0.23146968748968466
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];xgb_multiTargets;-0.05803732469065381;0.10813127122819421;0.03404492311245104;65454375249042.836;-0.051281099495753324
+['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post'];xgb_multiTargets;-0.0752081122933217;0.03582177777799915;0.002659429770873692;7.283954672404806;-0.05535391892134012
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diff --git a/results/multiple_targets/EriodyctiolFamily/testVsPredicted_lmplot_E_urine_post_xgb_multiTargets_.png b/results/multiple_targets/EriodyctiolFamily/testVsPredicted_lmplot_E_urine_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/HomoeriodyctiolFamily/df_pred-test_multiTargetrf_multiTargets.csv b/results/multiple_targets/HomoeriodyctiolFamily/df_pred-test_multiTargetrf_multiTargets.csv
new file mode 100644
index 0000000..44ca9f5
--- /dev/null
+++ b/results/multiple_targets/HomoeriodyctiolFamily/df_pred-test_multiTargetrf_multiTargets.csv
@@ -0,0 +1,29 @@
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diff --git a/results/multiple_targets/HomoeriodyctiolFamily/df_pred-test_multiTargetxgb_multiTargets.csv b/results/multiple_targets/HomoeriodyctiolFamily/df_pred-test_multiTargetxgb_multiTargets.csv
new file mode 100644
index 0000000..3743b36
--- /dev/null
+++ b/results/multiple_targets/HomoeriodyctiolFamily/df_pred-test_multiTargetxgb_multiTargets.csv
@@ -0,0 +1,29 @@
+;HE.GG_post;HE.GG_post_pred;HE.G_plasm_post;HE.G_plasm_post_pred;HE.G_urine_post;HE.G_urine_post_pred;HE_post;HE_post_pred;Total.HE_post;Total.HE_post_pred
+135;0.817934782608696;0.7348592;0.0031654052436351776;0.0048828823;0.007532751091703;0.082308635;0.661572052401747;0.61858124;0.0091513509396184;0.08398882
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diff --git a/results/multiple_targets/HomoeriodyctiolFamily/metricsMulti_rf_multiTargets.csv b/results/multiple_targets/HomoeriodyctiolFamily/metricsMulti_rf_multiTargets.csv
new file mode 100644
index 0000000..f218776
--- /dev/null
+++ b/results/multiple_targets/HomoeriodyctiolFamily/metricsMulti_rf_multiTargets.csv
@@ -0,0 +1,6 @@
+target;method;r2;mae;mse;mape;ev
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];rf_multiTargets;-460.64112190027504;0.29164149572715814;0.0852394063397983;379.94860456620245;7.771561172376096e-16
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];rf_multiTargets;-16.839694541608722;0.3083165894801069;0.10070406255790341;0.4938552963684871;0.0
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];rf_multiTargets;-8.112965616019409;0.2631670394392959;0.07178978547670158;51.288767213312205;2.220446049250313e-16
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];rf_multiTargets;-28.658851530603734;0.47466639702364516;0.23316991970629583;0.6009235357935621;2.220446049250313e-16
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];rf_multiTargets;-8.026491521169055;0.26162515404979286;0.07094551885308313;30.02603571020038;0.0
diff --git a/results/multiple_targets/HomoeriodyctiolFamily/metricsMulti_xgb_multiTargets.csv b/results/multiple_targets/HomoeriodyctiolFamily/metricsMulti_xgb_multiTargets.csv
new file mode 100644
index 0000000..8273f59
--- /dev/null
+++ b/results/multiple_targets/HomoeriodyctiolFamily/metricsMulti_xgb_multiTargets.csv
@@ -0,0 +1,6 @@
+target;method;r2;mae;mse;mape;ev
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];xgb_multiTargets;-6.014013111670629;0.019777540309769113;0.0012950976101031124;18.32540043143229;-5.941072848490397
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];xgb_multiTargets;-0.2008870572803747;0.06322132790006849;0.006778939239081498;0.10655803687897247;-0.15380602533507837
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];xgb_multiTargets;-0.3415278757905218;0.0693900402365177;0.010568238976422756;12.048775985731666;-0.2937330411904262
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];xgb_multiTargets;-0.4358469614550424;0.08273112107507932;0.011288242916875548;0.11088363882077212;-0.276534127203963
+['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post'];xgb_multiTargets;-0.342757294926763;0.06939138402121088;0.01055367002327874;6.589228056208557;-0.29428365273645274
diff --git a/results/multiple_targets/HomoeriodyctiolFamily/residualsVsPredicted_HE.GG_post_rf_multiTargets_.png b/results/multiple_targets/HomoeriodyctiolFamily/residualsVsPredicted_HE.GG_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/HomoeriodyctiolFamily/testVsPredicted_lmplot_Total.HE_post_xgb_multiTargets_.png b/results/multiple_targets/HomoeriodyctiolFamily/testVsPredicted_lmplot_Total.HE_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/df_pred-test_multiTargetrf_multiTargets.csv b/results/multiple_targets/NaringeninFamily/df_pred-test_multiTargetrf_multiTargets.csv
new file mode 100644
index 0000000..07c6c73
--- /dev/null
+++ b/results/multiple_targets/NaringeninFamily/df_pred-test_multiTargetrf_multiTargets.csv
@@ -0,0 +1,29 @@
+;N.GG_post;N.GG_post_pred;N.G_plasm_post;N.G_plasm_post_pred;N.G_urine_post;N.G_urine_post_pred;N.S_post;N.S_post_pred;N_post;N_post_pred;Total.N_post;Total.N_post_pred
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diff --git a/results/multiple_targets/NaringeninFamily/df_pred-test_multiTargetxgb_multiTargets.csv b/results/multiple_targets/NaringeninFamily/df_pred-test_multiTargetxgb_multiTargets.csv
new file mode 100644
index 0000000..4d089af
--- /dev/null
+++ b/results/multiple_targets/NaringeninFamily/df_pred-test_multiTargetxgb_multiTargets.csv
@@ -0,0 +1,29 @@
+;N.GG_post;N.GG_post_pred;N.G_plasm_post;N.G_plasm_post_pred;N.G_urine_post;N.G_urine_post_pred;N.S_post;N.S_post_pred;N_post;N_post_pred;Total.N_post;Total.N_post_pred
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diff --git a/results/multiple_targets/NaringeninFamily/metricsMulti_rf_multiTargets.csv b/results/multiple_targets/NaringeninFamily/metricsMulti_rf_multiTargets.csv
new file mode 100644
index 0000000..a1b4435
--- /dev/null
+++ b/results/multiple_targets/NaringeninFamily/metricsMulti_rf_multiTargets.csv
@@ -0,0 +1,7 @@
+target;method;r2;mae;mse;mape;ev
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];rf_multiTargets;-0.0007299553076554055;0.030348047616997463;0.002232596325700535;0.5667260500208329;-0.000240188555677312
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];rf_multiTargets;-0.5216300632494693;0.044536266961334406;0.002360143809342838;2.567726458678135;-0.00011935948721997214
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];rf_multiTargets;-0.017358866958702146;0.049573665327257634;0.004248348770685186;1.5821081928953622;0.00183512410261788
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];rf_multiTargets;-0.8034443163110736;0.054352219398528426;0.0033145437517634125;8.735125299928443;0.00039658943403331204
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];rf_multiTargets;-0.008329285499412142;0.04652602108637222;0.0035533144874821264;2.068721928640889;0.00023728642011411338
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];rf_multiTargets;-0.021220264030691327;0.04889234915416583;0.0042621674277434725;1.422811625508164;0.0016812936256432875
diff --git a/results/multiple_targets/NaringeninFamily/metricsMulti_xgb_multiTargets.csv b/results/multiple_targets/NaringeninFamily/metricsMulti_xgb_multiTargets.csv
new file mode 100644
index 0000000..16bdeaa
--- /dev/null
+++ b/results/multiple_targets/NaringeninFamily/metricsMulti_xgb_multiTargets.csv
@@ -0,0 +1,7 @@
+target;method;r2;mae;mse;mape;ev
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];xgb_multiTargets;-0.13484228336415605;0.03384305805535195;0.002531796613712337;0.6447813616689869;-0.12207376884100896
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];xgb_multiTargets;-0.06781503006554046;0.03238278409876798;0.0016562481864681971;1.7411445670887296;0.02008728647339264
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];xgb_multiTargets;0.0624679866998713;0.05037059032567848;0.003915002960644849;1.8790425851298242;0.06571241133192895
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];xgb_multiTargets;-0.0821794225923631;0.03446297538705819;0.001988933626061427;5.092242415212477;0.013195885604338264
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];xgb_multiTargets;-0.495047580688627;0.059486098630685144;0.005268491458427544;3.1106843493741665;-0.11149074167441086
+['N.G_plasm_post', 'N_post', 'N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post'];xgb_multiTargets;0.04273757484961116;0.0508973392944243;0.003995232832704632;1.803499878107249;0.05245472465663781
diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.GG_post_rf_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.GG_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.GG_post_xgb_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.GG_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_plasm_post_rf_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_plasm_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_plasm_post_xgb_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_plasm_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_urine_post_rf_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_urine_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_urine_post_xgb_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.G_urine_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.S_post_rf_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.S_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.S_post_xgb_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N.S_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N_post_rf_multiTargets_.png b/results/multiple_targets/NaringeninFamily/residualsVsPredicted_N_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/OthersFamily/df_pred-test_multiTargetrf_multiTargets.csv b/results/multiple_targets/OthersFamily/df_pred-test_multiTargetrf_multiTargets.csv
new file mode 100644
index 0000000..d505a53
--- /dev/null
+++ b/results/multiple_targets/OthersFamily/df_pred-test_multiTargetrf_multiTargets.csv
@@ -0,0 +1,29 @@
+;CA_plasm_post;CA_plasm_post_pred;CA_urine_post;CA_urine_post_pred
+135;0.44797849655151367;0.20712878;0.005309735;0.20366439
+66;0.132530120481928;0.20592348;0.033628319;0.20389502
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diff --git a/results/multiple_targets/OthersFamily/df_pred-test_multiTargetxgb_multiTargets.csv b/results/multiple_targets/OthersFamily/df_pred-test_multiTargetxgb_multiTargets.csv
new file mode 100644
index 0000000..f5d21f7
--- /dev/null
+++ b/results/multiple_targets/OthersFamily/df_pred-test_multiTargetxgb_multiTargets.csv
@@ -0,0 +1,29 @@
+;CA_plasm_post;CA_plasm_post_pred;CA_urine_post;CA_urine_post_pred
+135;0.44797849655151367;0.38992548;0.005309735;0.039221026
+66;0.132530120481928;0.3800802;0.033628319;0.033044
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+42;0.4252873957157135;0.36253223;0.015497778542339802;0.042074047
+12;0.228915662650602;0.23960721;0.028318584;0.04917997
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diff --git a/results/multiple_targets/OthersFamily/metricsMulti_rf_multiTargets.csv b/results/multiple_targets/OthersFamily/metricsMulti_rf_multiTargets.csv
new file mode 100644
index 0000000..39c4acc
--- /dev/null
+++ b/results/multiple_targets/OthersFamily/metricsMulti_rf_multiTargets.csv
@@ -0,0 +1,3 @@
+target;method;r2;mae;mse;mape;ev
+['CA_plasm_post', 'CA_urine_post'];rf_multiTargets;-0.8707121778553104;0.17584251559206407;0.05215923115435193;0.4207000964322294;0.003583767372118185
+['CA_plasm_post', 'CA_urine_post'];rf_multiTargets;-42.12206243958286;0.17389791626494341;0.03095625828227876;11.845835962800814;0.002928333269979655
diff --git a/results/multiple_targets/OthersFamily/metricsMulti_xgb_multiTargets.csv b/results/multiple_targets/OthersFamily/metricsMulti_xgb_multiTargets.csv
new file mode 100644
index 0000000..ff49fcf
--- /dev/null
+++ b/results/multiple_targets/OthersFamily/metricsMulti_xgb_multiTargets.csv
@@ -0,0 +1,3 @@
+target;method;r2;mae;mse;mape;ev
+['CA_plasm_post', 'CA_urine_post'];xgb_multiTargets;-0.0779267919420803;0.14329159956124074;0.03005477452594238;0.5077952361909475;-0.05476924520227677
+['CA_plasm_post', 'CA_urine_post'];xgb_multiTargets;-0.5528251505096526;0.02457094436819978;0.0011147346325038204;1.8555952248292995;-0.18868916900018395
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diff --git a/results/multiple_targets/OthersFamily/testVsPredicted_lmplot_TFA.S_plasm_post_rf_multiTargets_.png b/results/multiple_targets/OthersFamily/testVsPredicted_lmplot_TFA.S_plasm_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/OthersFamily/testVsPredicted_lmplot_Total.TFA_urine_post_rf_multiTargets_.png b/results/multiple_targets/OthersFamily/testVsPredicted_lmplot_Total.TFA_urine_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/OthersFamily/testVsPredicted_lmplot_Total.TFA_urine_post_xgb_multiTargets_.png b/results/multiple_targets/OthersFamily/testVsPredicted_lmplot_Total.TFA_urine_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/df_pred-test_multiTargetrf_multiTargets.csv b/results/multiple_targets/VAFamily/df_pred-test_multiTargetrf_multiTargets.csv
new file mode 100644
index 0000000..48e7ead
--- /dev/null
+++ b/results/multiple_targets/VAFamily/df_pred-test_multiTargetrf_multiTargets.csv
@@ -0,0 +1,29 @@
+;Total.VA_urine_post;Total.VA_urine_post_pred;VA.GG_urine_post;VA.GG_urine_post_pred;VA.GS_urine_post;VA.GS_urine_post_pred;VA.SS_urine_post;VA.SS_urine_post_pred;VA_urine_post;VA_urine_post_pred
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diff --git a/results/multiple_targets/VAFamily/df_pred-test_multiTargetxgb_multiTargets.csv b/results/multiple_targets/VAFamily/df_pred-test_multiTargetxgb_multiTargets.csv
new file mode 100644
index 0000000..4b5da40
--- /dev/null
+++ b/results/multiple_targets/VAFamily/df_pred-test_multiTargetxgb_multiTargets.csv
@@ -0,0 +1,29 @@
+;Total.VA_urine_post;Total.VA_urine_post_pred;VA.GG_urine_post;VA.GG_urine_post_pred;VA.GS_urine_post;VA.GS_urine_post_pred;VA.SS_urine_post;VA.SS_urine_post_pred;VA_urine_post;VA_urine_post_pred
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diff --git a/results/multiple_targets/VAFamily/metricsMulti_rf_multiTargets.csv b/results/multiple_targets/VAFamily/metricsMulti_rf_multiTargets.csv
new file mode 100644
index 0000000..9cd69c8
--- /dev/null
+++ b/results/multiple_targets/VAFamily/metricsMulti_rf_multiTargets.csv
@@ -0,0 +1,6 @@
+target;method;r2;mae;mse;mape;ev
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];rf_multiTargets;-4.527210256197576;0.06286301271084321;0.004598864629261612;4.085442370933061;0.0013412897015027125
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];rf_multiTargets;-0.038047297593607476;0.06992378929843861;0.009056349263125337;1.7382826835864003;-0.001897627962749171
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];rf_multiTargets;-0.09772372446155675;0.058020969482617916;0.0045620567933742215;1.1768523401903817;0.003835290161220306
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];rf_multiTargets;-1.7267600128611327;0.0512451723742419;0.0036706100063171316;15.789334044792506;0.001138671564020921
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];rf_multiTargets;-3.091469813520221;0.05478002405585562;0.0036280000508236406;2.2624704806005274;0.0017856179331424693
diff --git a/results/multiple_targets/VAFamily/metricsMulti_xgb_multiTargets.csv b/results/multiple_targets/VAFamily/metricsMulti_xgb_multiTargets.csv
new file mode 100644
index 0000000..31c10dd
--- /dev/null
+++ b/results/multiple_targets/VAFamily/metricsMulti_xgb_multiTargets.csv
@@ -0,0 +1,6 @@
+target;method;r2;mae;mse;mape;ev
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];xgb_multiTargets;-5.558949107343138;0.05452912617442734;0.005457313483065941;3.140539473744887;-3.5084629546443358
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];xgb_multiTargets;-1.6712812823550713;0.1226577816488762;0.023305350660936815;3.971018786269615;-0.8779272617664242
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];xgb_multiTargets;-0.6801982361700312;0.07102641247287382;0.006982776819636201;1.9893916103758742;-0.008241842183092318
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];xgb_multiTargets;-0.0407490809274309;0.03298089027601617;0.001400997510781723;6.06940170458572;-0.040199944525974196
+['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post', 'Total.VA_urine_post'];xgb_multiTargets;-5.742298293889972;0.05722421421645097;0.005978550415322542;2.0713474401493475;-3.4809986120927165
diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_Total.VA_urine_post_rf_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_Total.VA_urine_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_Total.VA_urine_post_xgb_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_Total.VA_urine_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GG_urine_post_rf_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GG_urine_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GG_urine_post_xgb_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GG_urine_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GS_urine_post_rf_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GS_urine_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GS_urine_post_xgb_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_VA.GS_urine_post_xgb_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_VA.SS_urine_post_rf_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_VA.SS_urine_post_rf_multiTargets_.png
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diff --git a/results/multiple_targets/VAFamily/residualsVsPredicted_VA.SS_urine_post_xgb_multiTargets_.png b/results/multiple_targets/VAFamily/residualsVsPredicted_VA.SS_urine_post_xgb_multiTargets_.png
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diff --git a/scripts/__pycache__/fit_models.cpython-310.pyc b/scripts/__pycache__/fit_models.cpython-310.pyc
index 5bb74fc..cc629cd 100644
Binary files a/scripts/__pycache__/fit_models.cpython-310.pyc and b/scripts/__pycache__/fit_models.cpython-310.pyc differ
diff --git a/scripts/__pycache__/plotting.cpython-310.pyc b/scripts/__pycache__/plotting.cpython-310.pyc
index d24611c..981a1b7 100644
Binary files a/scripts/__pycache__/plotting.cpython-310.pyc and b/scripts/__pycache__/plotting.cpython-310.pyc differ
diff --git a/scripts/__pycache__/scoring.cpython-310.pyc b/scripts/__pycache__/scoring.cpython-310.pyc
index fd44de5..b57c777 100644
Binary files a/scripts/__pycache__/scoring.cpython-310.pyc and b/scripts/__pycache__/scoring.cpython-310.pyc differ
diff --git a/scripts/__pycache__/utils.cpython-310.pyc b/scripts/__pycache__/utils.cpython-310.pyc
index e15abb8..8b0add9 100644
Binary files a/scripts/__pycache__/utils.cpython-310.pyc and b/scripts/__pycache__/utils.cpython-310.pyc differ
diff --git a/scripts/modelSanoApp.py b/scripts/modelSanoApp.py
index 859650b..ba23cb5 100644
--- a/scripts/modelSanoApp.py
+++ b/scripts/modelSanoApp.py
@@ -62,6 +62,7 @@ def post_model(model, X_test, y_test, targets, modelname, savePath, multiple = F
         
         df_predTest = pd.DataFrame([i for i in y_pred], index = y_test.index, columns= y_test.columns).add_suffix("_pred").join(y_test)
         df_predTest.reindex(sorted(df_predTest.columns), axis=1).to_csv(savePath+"/df_pred-test_multiTarget"+modelname+".csv", sep = ";", decimal = ".")
+        y_pred = pd.DataFrame([i for i in y_pred], index = y_test.index, columns= y_test.columns)
         result_metrics = modelMetrics(target=targets, method = modelname, y_true=y_test, y_pred=y_pred, multiple = multiple)
         result_metrics.to_csv(savePath+"/metricsMulti_"+modelname+".csv", sep=";", decimal=".", index = False)
 
@@ -77,7 +78,6 @@ def post_model(model, X_test, y_test, targets, modelname, savePath, multiple = F
         result_metrics = modelMetrics(target=targets, method = modelname, y_true=y_test, y_pred=y_pred)
         pd.Series(result_metrics, name="Value").reset_index().to_csv(savePath+"/metrics_"+targets+"_"+modelname+".csv", sep=";", decimal=".", index = False)
 
-            
         plotTestVsPredicted (metabs=targets,  df_predTest=df_predTest,   modelname=modelname, savePath=savePath)
         plotResiduals(metabs=targets,  df_predTest=df_predTest,   modelname=modelname, savePath=savePath)
 
@@ -96,20 +96,14 @@ def exec_models(df, directory, targets, features, multiple = False):
             
             if target in features:
                 features = df.drop(target, axis = 1).columns
-            if not os.path.exists(os.path.join(directory,target)):
-                new_directory = os.path.join(directory,target)
-                os.mkdir(new_directory)
-            else:
-                new_directory = os.path.join(directory,target,"v1")
-                os.mkdir(new_directory)
-            
+
             X_train, X_test, X_val, y_train, y_test, y_val = preproc(df=df, targets=target, features=features)
 
             xgb_model, rf_model, lgbm_model = model_training(X_train, X_test, X_val, y_train, y_test, y_val)
 
-            post_model(xgb_model, X_test=X_test, y_test=y_test, targets = target, modelname = "xgb_"+target, savePath=new_directory)
-            post_model(rf_model, X_test=X_test, y_test=y_test, targets = target, modelname ="rf_"+target, savePath=new_directory) 
-            post_model(lgbm_model, X_test=X_test, y_test=y_test, targets = target, modelname ="lgbm_"+target, savePath=new_directory)
+            post_model(xgb_model, X_test=X_test, y_test=y_test, targets = target, modelname = "xgb_"+target, savePath=directory)
+            post_model(rf_model, X_test=X_test, y_test=y_test, targets = target, modelname ="rf_"+target, savePath=directory) 
+            post_model(lgbm_model, X_test=X_test, y_test=y_test, targets = target, modelname ="lgbm_"+target, savePath=directory)
 
 ## execution
 
@@ -168,92 +162,139 @@ plasm_ant_features =    ['CA_plasm_pre', 'CA.G_plasm_pre', 'CA.S_plasm_pre', 'To
 # Total VA, Total DHPAA, DHPAA_plasm -> Ok
 # VA_plasm -> =(
 
-multipleStudy = True
+multipleStudy = False
 if multipleStudy:
     
+    # TFA & CA
+    directory = "../results/multiple_targets/OthersFamily"
+    if not os.path.exists(directory):
+        os.mkdir(directory)
+    features = ['TFA.G_plasm_pre','TFA.S_plasm_pre', 'Total.TFA_plasm_pre','TFA.G_urine_pre','TFA.S_urine_pre', 'Total.TFA_urine_pre'] + study_features
+    targets = ['TFA.G_plasm_post','TFA.S_plasm_post', 'Total.TFA_plasm_post', 'TFA.G_urine_post','TFA.S_urine_post', 'Total.TFA_urine_post']
+    exec_models(main_df, features=features,targets=targets, multiple=True, directory=directory+"/")
+    features = ['CA_plasm_pre', 'CA.G_plasm_pre', 'CA.S_plasm_pre','Total.CA_plasm_pre',
+                'CA_urine_pre', 'CA.G_urine_pre', 'CA.S_urine_pre', 'CA.GS_pre', 'Total.CA_urine_pre'] + study_features
+    targets = ['CA_plasm_post', "CA_urine_post"]
+    exec_models(main_df, features=features,targets=targets, multiple=True, directory=directory+"/")
+
+
     # VA Family 
     targets = ['VA_urine_post','VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post','Total.VA_urine_post']
     features =  ['VA_urine_pre', 'VA.GG_urine_pre', 'VA.GS_urine_pre','VA.SS_urine_pre', 'Total.VA_urine_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    if not os.path.exists("../results/indResults/customStudy/VAFamily/multiple"):
-        os.mkdir("../results/indResults/customStudy/VAFamily/multiple")
+    if not os.path.exists("../results/multiple_targets/VAFamily"):
+        os.mkdir("../results/multiple_targets/VAFamily")
 
-    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/indResults/customStudy/VAFamily/multiple/")
+    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/multiple_targets/VAFamily/")
 
     # DHPAA Family
     
     targets = ['DHPAA_plasm_post','DHPAA.G_plasm_post', 'DHPAA.GG_plasm_post', 'DHPAA.GS_plasm_post','DHPAA.SS_plasm_post', 'Total.DHPAA_plasm_post']
     features =  ['DHPAA_plasm_pre', 'DHPAA.G_plasm_pre', 'DHPAA.GG_plasm_pre', 'DHPAA.GS_plasm_pre', 'DHPAA.SS_plasm_pre', 'Total.DHPAA_plasm_pre',] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    if not os.path.exists("../results/indResults/customStudy/DHPAAFamily/multiple"):
-        os.mkdir("../results/indResults/customStudy/DHPAAFamily/multiple")
-    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/indResults/customStudy/DHPAAFamily/multiple/")
+    if not os.path.exists("../results/multiple_targets/DHPAAFamily"):
+        os.mkdir("../results/multiple_targets/DHPAAFamily")
+    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/multiple_targets/DHPAAFamily/")
 
     targets = ['DHPAA_urine_post','DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post','DHPAA.SS_urine_post', 'Total.DHPAA_urine_post']
     features =  ['DHPAA_urine_pre', 'DHPAA.G_urine_pre', 'DHPAA.GG_urine_pre', 'DHPAA.GS_urine_pre', 'DHPAA.SS_urine_pre', 'Total.DHPAA_urine_pre',] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/indResults/customStudy/DHPAAFamily/multiple/")
+    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/multiple_targets/DHPAAFamily/")
     
     # Naringenin 
 
     targets = ['N.G_plasm_post','N_post','N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post']
     features =  ['N.G_plasm_pre', 'N_pre','N.G_urine_pre', 'N.GG_pre', 'N.S_pre', 'Total.N_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    if not os.path.exists("../results/indResults/customStudy/NaringeninFamily/multiple"):
-        os.mkdir("../results/indResults/customStudy/NaringeninFamily/multiple")
-    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/indResults/customStudy/NaringeninFamily/multiple/")
+    if not os.path.exists("../results/multiple_targets/NaringeninFamily"):
+        os.mkdir("../results/multiple_targets/NaringeninFamily")
+    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/multiple_targets/NaringeninFamily/")
 
     # Eriodictiol
     targets = ['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post']
     features =  ['E_plasm_pre', 'E.S_plasm_pre','E_urine_pre', 'E.S_urine_pre','EG.1_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    if not os.path.exists("../results/indResults/customStudy/EriodyctiolFamily/multiple"):
-    
-        os.mkdir("../results/indResults/customStudy/EriodyctiolFamily/multiple")
-    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/indResults/customStudy/EriodyctiolFamily/multiple/")
+    if not os.path.exists("../results/multiple_targets/EriodyctiolFamily"):
+        os.mkdir("../results/multiple_targets/EriodyctiolFamily")
+    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/multiple_targets/EriodyctiolFamily/")
 
     # Homoeriodictiol
-    
+
     targets = ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post']
     features =  ['HE.G_plasm_pre', 'HE_pre', 'HE.G_urine_pre', 'HE.GG_pre', 'Total.HE_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    if not os.path.exists("../results/indResults/customStudy/HomoeriodyctiolFamily/multiple"):
-        os.mkdir("../results/indResults/customStudy/HomoeriodyctiolFamily/multiple")
-    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/indResults/customStudy/HomoeriodyctiolFamily/multiple/")
+    if not os.path.exists("../results/multiple_targets/HomoeriodyctiolFamily"):
+        os.mkdir("../results/multiple_targets/HomoeriodyctiolFamily")
+    exec_models(main_df, features=features, targets=targets, multiple=True, directory="../results/multiple_targets/HomoeriodyctiolFamily/")
 
-customStudy = False
+customStudy = True
 
 if customStudy: 
+    directory = "../results/customStudy/OthersFamily"
+    tfatry = False
+    if tfatry:
+        # TFA & CA
+        directory = "../results/customStudy/OthersFamily"
+        print(" ----------------- STARTING "+ directory + "----------------- ")
+        if not os.path.exists(directory):
+            os.mkdir(directory)
+        features = ['TFA.G_plasm_pre','TFA.S_plasm_pre', 'Total.TFA_plasm_pre','TFA.G_urine_pre','TFA.S_urine_pre', 'Total.TFA_urine_pre'] + study_features
+        targets = ['TFA.G_plasm_post','TFA.S_plasm_post', 'Total.TFA_plasm_post', 'TFA.G_urine_post','TFA.S_urine_post', 'Total.TFA_urine_post']
+        exec_models(main_df, features=features,targets=targets, multiple=False, directory=directory+"/")
     
-    # VA Family 
-    targets = ['VA_urine_post','VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post','Total.VA_urine_post']
-    features =  ['VA_urine_pre', 'VA.GG_urine_pre', 'VA.GS_urine_pre','VA.SS_urine_pre', 'Total.VA_urine_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    exec_models(main_df, features=features, targets=targets, multiple=False, directory="../results/indResults/customStudy/VAFamily/")
+        features = ['CA_plasm_pre', 'CA.G_plasm_pre', 'CA.S_plasm_pre','Total.CA_plasm_pre',
+                    'CA_urine_pre', 'CA.G_urine_pre', 'CA.S_urine_pre', 'CA.GS_pre', 'Total.CA_urine_pre'] + study_features
+        targets = ['CA_plasm_post', "CA_urine_post"]
+        exec_models(main_df, features=features,targets=targets, multiple=False, directory=directory+"/")
+        
+        # VA Family 
+        directory = "../results/customStudy/VAFamily"
+        print(" ----------------- STARTING "+ directory + "----------------- ")
 
+        if not os.path.exists(directory):
+                os.mkdir(directory)
+        targets = ['VA_urine_post','VA.GG_urine_post', 'VA.GS_urine_post', 'VA.SS_urine_post','Total.VA_urine_post',
+                'VA_plasm_post','VA.GG_plasm_post', 'VA.S_post', 'VA.GS_plasm_post', 'VA.SS_plasm_post',
+                'Total.VA_plasm_post']
+        features =  ['VA_urine_pre', 'VA.GG_urine_pre', 'VA.GS_urine_pre','VA.SS_urine_pre', 'Total.VA_urine_pre',
+                    'VA_plasm_pre','VA.GG_plasm_pre', 'VA.S_pre', 'VA.GS_plasm_pre', 'VA.SS_plasm_pre',
+                    'Total.VA_plasm_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
+        exec_models(main_df, features=features, targets=targets, multiple=False, directory=directory+"/")
+    
     # DHPAA Family
-    
-    targets = ['DHPAA_plasm_post','DHPAA.G_plasm_post', 'DHPAA.GG_plasm_post', 'DHPAA.GS_plasm_post','DHPAA.SS_plasm_post', 'Total.DHPAA_plasm_post']
-    features =  ['DHPAA_plasm_pre', 'DHPAA.G_plasm_pre', 'DHPAA.GG_plasm_pre', 'DHPAA.GS_plasm_pre', 'DHPAA.SS_plasm_pre', 'Total.DHPAA_plasm_pre',] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    os.mkdir("../results/indResults/customStudy/DHPAAFamily")
-    exec_models(main_df, features=features, targets=targets, multiple=False, directory="../results/indResults/customStudy/DHPAAFamily/")
+    directory = "../results/customStudy/DHPAAFamily"
+    print(" ----------------- STARTING "+ directory + "----------------- ")
 
-    targets = ['DHPAA_urine_post','DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post','DHPAA.SS_urine_post', 'Total.DHPAA_urine_post']
-    features =  ['DHPAA_urine_pre', 'DHPAA.G_urine_pre', 'DHPAA.GG_urine_pre', 'DHPAA.GS_urine_pre', 'DHPAA.SS_urine_pre', 'Total.DHPAA_urine_pre',] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    exec_models(main_df, features=features, targets=targets, multiple=False, directory="../results/indResults/customStudy/DHPAAFamily/")
+    if not os.path.exists(directory):
+        os.mkdir(directory)
+    targets = ['DHPAA_plasm_post','DHPAA.G_plasm_post', 'DHPAA.GG_plasm_post', 'DHPAA.GS_plasm_post','DHPAA.SS_plasm_post', 'Total.DHPAA_plasm_post',
+               'DHPAA_urine_post','DHPAA.G_urine_post', 'DHPAA.GG_urine_post', 'DHPAA.GS_urine_post','DHPAA.SS_urine_post', 'Total.DHPAA_urine_post']
+    features =  ['DHPAA_plasm_pre', 'DHPAA.G_plasm_pre', 'DHPAA.GG_plasm_pre', 'DHPAA.GS_plasm_pre', 'DHPAA.SS_plasm_pre', 'Total.DHPAA_plasm_pre',
+                 'DHPAA_urine_pre', 'DHPAA.G_urine_pre', 'DHPAA.GG_urine_pre', 'DHPAA.GS_urine_pre', 'DHPAA.SS_urine_pre', 'Total.DHPAA_urine_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
+    exec_models(main_df, features=features, targets=targets, multiple=False, directory=directory+"/")
     
     # Naringenin 
+    directory = "../results/customStudy/NaringeninFamily"
+    print(" ----------------- STARTING "+ directory + "----------------- ")
 
+    if not os.path.exists(directory):
+        os.mkdir(directory)
     targets = ['N.G_plasm_post','N_post','N.G_urine_post', 'N.GG_post', 'N.S_post', 'Total.N_post']
     features =  ['N.G_plasm_pre', 'N_pre','N.G_urine_pre', 'N.GG_pre', 'N.S_pre', 'Total.N_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    os.mkdir("../results/indResults/customStudy/NaringeninFamily")
-    exec_models(main_df, features=features, targets=targets, multiple=False, directory="../results/indResults/customStudy/NaringeninFamily/")
+    exec_models(main_df, features=features, targets=targets, multiple=False, directory=directory+"/")
 
     # Eriodictiol
+    directory = "../results/customStudy/EriodyctiolFamily"
+    print(" ----------------- STARTING "+ directory + "----------------- ")
+
+    if not os.path.exists(directory):
+        os.mkdir(directory)
     targets = ['E_urine_post', 'E.S_urine_post', 'E_plasm_post', 'E.S_plasm_post', 'EG.1_post']
     features =  ['E_plasm_pre', 'E.S_plasm_pre','E_urine_pre', 'E.S_urine_pre','EG.1_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    os.mkdir("../results/indResults/customStudy/EriodyctiolFamily")
-    exec_models(main_df, features=features, targets=targets, multiple=False, directory="../results/indResults/customStudy/EriodyctiolFamily/")
+    exec_models(main_df, features=features, targets=targets, multiple=False, directory=directory+"/")
 
     # Homoeriodictiol
-    
+    directory = "../results/customStudy/HomoeriodyctiolFamily"
+    print(" ----------------- STARTING "+ directory + "----------------- ")
+    if not os.path.exists(directory):
+        os.mkdir(directory)
     targets = ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_post', 'HE.GG_post', 'Total.HE_post']
     features =  ['HE.G_plasm_pre', 'HE_pre', 'HE.G_urine_pre', 'HE.GG_pre', 'Total.HE_pre'] + study_features #+ ["Fat_pre","CVRI_pre","Bpmin_pre","Bpmax_pre","Frec_pre"]
-    os.mkdir("../results/indResults/customStudy/HomoeriodyctiolFamily")
-    exec_models(main_df, features=features, targets=targets, multiple=False, directory="../results/indResults/customStudy/HomoeriodyctiolFamily/")
+    exec_models(main_df, features=features, targets=targets, multiple=False, directory=directory+"/")
 
 
 
diff --git a/scripts/plotting.py b/scripts/plotting.py
index 497acee..c943da5 100644
--- a/scripts/plotting.py
+++ b/scripts/plotting.py
@@ -9,7 +9,7 @@ def plotTestVsPredicted (df_predTest,  metabs,  modelname, savePath, multiple =
     
     def plotTVP(df_predTest, metab, modelname):
         plt.figure()
-        sns.lmplot(data = df_predTest, x=metab+"_pred", y=metab, height=7, aspect = 1)
+        sns.lmplot(data = df_predTest, x=metab+"_pred", y=metab+"_test", height=7, aspect = 1)
         plt.title("TEST VS PREDICTED lmplot " + metab + " " + modelname)
         plt.savefig(savePath+"/testVsPredicted_lmplot_"+ metab+"_"+modelname+"_"".png")
         plt.close("all")   
@@ -30,7 +30,7 @@ def plotResiduals (df_predTest, metabs,  modelname, savePath, multiple = False):
 
     def plotR (df_predTest, metab, modelname):
         y_pred_metab = df_predTest[metab+"_pred"]
-        residuals = df_predTest[metab]-df_predTest[metab+"_pred"]
+        residuals = df_predTest[metab+"_test"]-df_predTest[metab+"_pred"]
         df_all = pd.concat([y_pred_metab, residuals], axis=1)
         df_all.columns = ["Predicted", "Residuals"]        
 
diff --git a/scripts/pruebas.ipynb b/scripts/pruebas.ipynb
index d520bfb..834f152 100644
--- a/scripts/pruebas.ipynb
+++ b/scripts/pruebas.ipynb
@@ -301,116 +301,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 3,
    "id": "141cc6dc",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<Axes: xlabel='method', ylabel='r2'>"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 2500x1000 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "\n",
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
-    "import seaborn as sns\n",
-    "\n",
-    "df = pd.read_csv(\"../results/indResults/metricsIndResults.csv\", sep = \";\", decimal = \".\")\n",
-    "plt.figure(figsize=(25,10))\n",
-    "sns.barplot(data = df, x = \"method\", y = \"r2\", hue = \"target\")\n"
+    "import seaborn as sns\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 4,
    "id": "18cd8802",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'target': 'BMI', 'method': 'xgb', 'r2': 0.5915732720034663, 'mae': 1.4491291428571433, 'mse': 3.660066111504857, 'mape': 0.04908226329623315, 'ev': 0.6169756946279494}\n",
-      "{'target': 'Bpmax', 'method': 'xgb', 'r2': 0.36449172148362063, 'mae': 10.672539928571428, 'mse': 167.85200286855067, 'mape': 0.0863313428288881, 'ev': 0.37060618727098826}\n",
-      "{'target': 'Bpmin', 'method': 'xgb', 'r2': 0.28647509988894726, 'mae': 9.299929428571428, 'mse': 130.43945058496993, 'mape': 0.11657396800388535, 'ev': 0.3012212975343377}\n",
-      "{'target': 'CA.GS', 'method': 'xgb', 'r2': -137.1213216296515, 'mae': 0.036805360464285716, 'mse': 0.001440936593888928, 'mape': 12.175918487186324, 'ev': -7.27250219178514}\n",
-      "{'target': 'CA.G_plasm', 'method': 'xgb', 'r2': -0.052199560740131545, 'mae': 0.09335067549896968, 'mse': 0.013109584191956418, 'mape': 2.9840703958996846, 'ev': 0.04991298870372174}\n",
-      "{'target': 'CA.G_urine', 'method': 'xgb', 'r2': -0.8507914257621536, 'mae': 0.06850851957142857, 'mse': 0.006074033072082868, 'mape': 3.781991295655921, 'ev': -0.0657176904546406}\n",
-      "{'target': 'CA.S_plasm', 'method': 'xgb', 'r2': -0.04004253991550066, 'mae': 0.12997594401759363, 'mse': 0.022109461042920907, 'mape': 0.6748930899972675, 'ev': 0.010496094580946469}\n",
-      "{'target': 'CA.S_urine', 'method': 'xgb', 'r2': -0.0037001991708351945, 'mae': 0.10938123617171573, 'mse': 0.020754459022729353, 'mape': 0.7868966562132613, 'ev': 0.07001619050091079}\n",
-      "{'target': 'CA_plasm', 'method': 'xgb', 'r2': -0.05827958466958316, 'mae': 0.16142814668368963, 'mse': 0.03404200053073019, 'mape': 0.6694491142109056, 'ev': 0.007744895293677945}\n",
-      "{'target': 'CA_urine', 'method': 'xgb', 'r2': -3.3513045380721493, 'mae': 0.05268977991486727, 'mse': 0.0030907622439707706, 'mape': 3.76892483996958, 'ev': -0.12540555987020396}\n",
-      "{'target': 'CVRI', 'method': 'xgb', 'r2': 0.5045549112484258, 'mae': 1.956301952885655, 'mse': 5.736966766502502, 'mape': 0.16949198559224182, 'ev': 0.5695926653302014}\n",
-      "{'target': 'DHPAA.GG_plasm', 'method': 'xgb', 'r2': -0.19907962123905287, 'mae': 0.1387140319794178, 'mse': 0.026266122772797183, 'mape': 2.2241253380450847, 'ev': -0.03823638773153193}\n",
-      "{'target': 'DHPAA.GG_urine', 'method': 'xgb', 'r2': -1.6280676820928512, 'mae': 0.04098442468978586, 'mse': 0.002292176103664095, 'mape': 2.686177619855801, 'ev': 0.07939212892479319}\n",
-      "{'target': 'DHPAA.GS_plasm', 'method': 'xgb', 'r2': -0.33702104839105007, 'mae': 0.12409525518530236, 'mse': 0.01879962233420196, 'mape': 1.6834704915071887, 'ev': -0.045019098281009695}\n",
-      "{'target': 'DHPAA.GS_urine', 'method': 'xgb', 'r2': -0.582120195402102, 'mae': 0.11463462091750934, 'mse': 0.01588261777961617, 'mape': 2.4930521118966658, 'ev': 0.10608467106059594}\n",
-      "{'target': 'DHPAA.G_plasm', 'method': 'xgb', 'r2': -0.17437874812884124, 'mae': 0.14963738490078876, 'mse': 0.030413302386124184, 'mape': 1.4174402338933505, 'ev': -0.038111939920701055}\n",
-      "{'target': 'DHPAA.G_urine', 'method': 'xgb', 'r2': -0.3110795610065604, 'mae': 0.07649258167857143, 'mse': 0.007842397842156878, 'mape': 2.8391047592858234, 'ev': -0.13797442603895216}\n",
-      "{'target': 'DHPAA.SS_plasm', 'method': 'xgb', 'r2': 0.041936210613194524, 'mae': 0.08423891302243965, 'mse': 0.01397099971471504, 'mape': 0.7268423818680666, 'ev': 0.10267275918476171}\n",
-      "{'target': 'DHPAA.SS_urine', 'method': 'xgb', 'r2': -1.4802005750604104, 'mae': 0.0390771910291936, 'mse': 0.0019530828357661994, 'mape': 1.544852465373894, 'ev': 0.0026869670072747764}\n",
-      "{'target': 'DHPAA_plasm', 'method': 'xgb', 'r2': 0.09539909508278788, 'mae': 0.17001208628404071, 'mse': 0.047951418993369924, 'mape': 0.6908663316917435, 'ev': 0.09547404088649358}\n",
-      "{'target': 'DHPAA_urine', 'method': 'xgb', 'r2': 0.022644087188475215, 'mae': 0.10810136383342729, 'mse': 0.017750255765984043, 'mape': 1.941708780584872, 'ev': 0.0975427066235105}\n",
-      "{'target': 'E.S_plasm', 'method': 'xgb', 'r2': -0.15136015885611354, 'mae': 0.07327126544315953, 'mse': 0.008402123576487371, 'mape': 52707899148500.836, 'ev': -0.0637039362279539}\n",
-      "{'target': 'E.S_urine', 'method': 'xgb', 'r2': -0.12228572494247736, 'mae': 0.1258958796690776, 'mse': 0.02673852081424857, 'mape': 4.4982058536821246, 'ev': -0.025585073476205533}\n",
-      "{'target': 'EG.1', 'method': 'xgb', 'r2': -0.31232032210354754, 'mae': 0.046909957792599676, 'mse': 0.00324590532160404, 'mape': 12.082329008799826, 'ev': -0.05367350458462372}\n",
-      "{'target': 'E_plasm', 'method': 'xgb', 'r2': -0.08587104040945381, 'mae': 0.16617395794214632, 'mse': 0.04025123377137852, 'mape': 0.7549337622401247, 'ev': -0.06519898297284588}\n",
-      "{'target': 'E_urine', 'method': 'xgb', 'r2': -0.28343648435224944, 'mae': 0.06431116326601476, 'mse': 0.005406285695471635, 'mape': 1.4433621268203403, 'ev': 0.13429844631292764}\n",
-      "{'target': 'Fat', 'method': 'xgb', 'r2': 0.4969633014090933, 'mae': 4.105200464285714, 'mse': 27.60174556108705, 'mape': 0.1633218713349143, 'ev': 0.537641952039615}\n",
-      "{'target': 'Frec', 'method': 'xgb', 'r2': 0.07811553076937694, 'mae': 7.90654142857143, 'mse': 109.39734897304973, 'mape': 0.11469866325838482, 'ev': 0.08926765860842267}\n",
-      "{'target': 'HE.GG', 'method': 'xgb', 'r2': -0.025763157799978842, 'mae': 0.0650140673913043, 'mse': 0.008064274265478575, 'mape': 0.09410940463580787, 'ev': 0.029057678838211976}\n",
-      "{'target': 'HE.G_plasm', 'method': 'xgb', 'r2': -11.120143784492551, 'mae': 0.04407075433961764, 'mse': 0.0022559313770117895, 'mape': 62.69396841298272, 'ev': -1.881591836971873}\n",
-      "{'target': 'HE.G_urine', 'method': 'xgb', 'r2': -0.21699701539991167, 'mae': 0.07593335141110417, 'mse': 0.009587214343019604, 'mape': 14.99778500347389, 'ev': -0.0358807505927099}\n",
-      "{'target': 'HE', 'method': 'xgb', 'r2': -0.10340347402719163, 'mae': 0.06176613788209606, 'mse': 0.006228649947782238, 'mape': 0.11200472655322423, 'ev': 0.046971560801199796}\n",
-      "{'target': 'N.GG', 'method': 'xgb', 'r2': -0.7035552725266192, 'mae': 0.049817836421493934, 'mse': 0.003155071772274194, 'mape': 8.120449351175393, 'ev': -0.13083411594085037}\n",
-      "{'target': 'N.G_plasm', 'method': 'xgb', 'r2': -0.8635762803755627, 'mae': 0.05394769085596597, 'mse': 0.004031688677947073, 'mape': 1.1745304200161828, 'ev': -0.06150171469984467}\n",
-      "{'target': 'N.G_urine', 'method': 'xgb', 'r2': -0.5115194995228487, 'mae': 0.07202854278569093, 'mse': 0.006294908740668332, 'mape': 2.9958921367205273, 'ev': -0.03388133908157753}\n",
-      "{'target': 'N.S', 'method': 'xgb', 'r2': -1.7333435117739486, 'mae': 0.0855519662439332, 'mse': 0.009632199757880886, 'mape': 4.761613238287339, 'ev': -0.11169718683447871}\n",
-      "{'target': 'N', 'method': 'xgb', 'r2': -0.8904480404355153, 'mae': 0.0497671924272421, 'mse': 0.002965760470277383, 'mape': 2.9435262985899664, 'ev': -0.1483711516718591}\n",
-      "{'target': 'TFA.G_plasm', 'method': 'xgb', 'r2': -0.6087107724505363, 'mae': 0.05981422348201447, 'mse': 0.00435656726773346, 'mape': 4.406587994090711, 'ev': 0.11995979732664308}\n",
-      "{'target': 'TFA.G_urine', 'method': 'xgb', 'r2': -2.500985919492817, 'mae': 0.04438843557142857, 'mse': 0.0023121867113779877, 'mape': 8.810846105579015, 'ev': -0.18285154514460955}\n",
-      "{'target': 'TFA.S_plasm', 'method': 'xgb', 'r2': -0.9969537680605667, 'mae': 0.04557864712998499, 'mse': 0.002708992059418844, 'mape': 2.539048957044302, 'ev': 0.0579535522224045}\n",
-      "{'target': 'TFA.S_urine', 'method': 'xgb', 'r2': -0.3803349701302632, 'mae': 0.08610431221428573, 'mse': 0.009896593948698762, 'mape': 2.139725579602756, 'ev': 0.05817679823801625}\n",
-      "{'target': 'TFA.di.sulfate.1', 'method': 'xgb', 'r2': -0.18527481641036125, 'mae': 0.1377085729695034, 'mse': 0.02950128931743031, 'mape': 0.8690787690194377, 'ev': -0.07533702681737808}\n",
-      "{'target': 'TIFA.Sulfate.1', 'method': 'xgb', 'r2': -10.071844791595083, 'mae': 0.04026704018272931, 'mse': 0.0018890720950404671, 'mape': 1.8824224149586881, 'ev': -0.5686228401811009}\n",
-      "{'target': 'Total.CA_plasm', 'method': 'xgb', 'r2': -0.09811916150270328, 'mae': 0.09254177189686862, 'mse': 0.012829736146073325, 'mape': 0.4982297390601022, 'ev': -0.00452080398037813}\n",
-      "{'target': 'Total.CA_urine', 'method': 'xgb', 'r2': 0.0898004146200071, 'mae': 0.29722083035714286, 'mse': 0.15940334046026255, 'mape': 1.6198404403300202, 'ev': 0.09737197703083778}\n",
-      "{'target': 'Total.DHPAA_plasm', 'method': 'xgb', 'r2': 0.06271479726967122, 'mae': 0.15689595541493587, 'mse': 0.040790203950494465, 'mape': 0.8041375419743702, 'ev': 0.0890637684078055}\n",
-      "{'target': 'Total.DHPAA_urine', 'method': 'xgb', 'r2': -0.29048337680302216, 'mae': 0.07864108021428572, 'mse': 0.008311713599340013, 'mape': 1.9144450442641692, 'ev': -0.1288459157600419}\n",
-      "{'target': 'Total.E_urine', 'method': 'xgb', 'r2': -0.3136796590513249, 'mae': 0.04693925600670092, 'mse': 0.0032470122957502174, 'mape': 9.10107706489114, 'ev': -0.05406066410771104}\n",
-      "{'target': 'Total.HE', 'method': 'xgb', 'r2': -0.21853819290085075, 'mae': 0.07593597626287754, 'mse': 0.009577345099688602, 'mape': 8.302291458672158, 'ev': -0.03595902681046814}\n",
-      "{'target': 'Total.N', 'method': 'xgb', 'r2': -0.6149374642998431, 'mae': 0.07462631795932724, 'mse': 0.0067401070078791205, 'mape': 2.983975320114475, 'ev': -0.0362048701660278}\n",
-      "{'target': 'Total.TFA_plasm', 'method': 'xgb', 'r2': -1.351280491109832, 'mae': 0.04403293009051562, 'mse': 0.0025532394013129643, 'mape': 1.964917215707939, 'ev': 0.04757630583707728}\n",
-      "{'target': 'Total.TFA_urine', 'method': 'xgb', 'r2': -0.38143138747083616, 'mae': 0.08610870232142856, 'mse': 0.009903939732032404, 'mape': 2.048848229387316, 'ev': 0.057005946356915804}\n",
-      "{'target': 'Total.VA_plasm', 'method': 'xgb', 'r2': -0.17498856080297642, 'mae': 0.1182829697185311, 'mse': 0.022023006101841124, 'mape': 0.5426954229961523, 'ev': -0.05488890897036014}\n",
-      "{'target': 'Total.VA_urine', 'method': 'xgb', 'r2': -4.16788645926189, 'mae': 0.06049694128571429, 'mse': 0.004582483359622196, 'mape': 2.4867374067928467, 'ev': -0.3166065853455411}\n",
-      "{'target': 'VA.GG_plasm', 'method': 'xgb', 'r2': -0.21384898879762804, 'mae': 0.1198991775094371, 'mse': 0.02503255028361729, 'mape': 0.9240351772964767, 'ev': -0.022351484694563384}\n",
-      "{'target': 'VA.GG_urine', 'method': 'xgb', 'r2': -1.1231435958526221, 'mae': 0.11926670868499142, 'mse': 0.018614961960265942, 'mape': 3.7246137452691443, 'ev': -0.08595603843137734}\n",
-      "{'target': 'VA.GS_plasm', 'method': 'xgb', 'r2': 0.05878824319531928, 'mae': 0.2088740532599506, 'mse': 0.05593684471292221, 'mape': 0.8587913751881651, 'ev': 0.06361694435278875}\n",
-      "{'target': 'VA.GS_urine', 'method': 'xgb', 'r2': -1.567325387996621, 'mae': 0.08250251521627405, 'mse': 0.01044727026684183, 'mape': 2.5063343400465428, 'ev': -0.24122605095034566}\n",
-      "{'target': 'VA.SS_plasm', 'method': 'xgb', 'r2': -0.030251505655157995, 'mae': 0.15526861388466698, 'mse': 0.03526790773110125, 'mape': 1.0398689953035984, 'ev': 0.006493575554965214}\n",
-      "{'target': 'VA.SS_urine', 'method': 'xgb', 'r2': -1.1856961988133072, 'mae': 0.04338589480094263, 'mse': 0.002794393065202097, 'mape': 12.67978112705738, 'ev': -0.1465221064675466}\n",
-      "{'target': 'VA.S', 'method': 'xgb', 'r2': 0.04534052726931259, 'mae': 0.12700151141640342, 'mse': 0.034498275626378555, 'mape': 0.5750799870424935, 'ev': 0.04583523853095306}\n",
-      "{'target': 'VA_plasm', 'method': 'xgb', 'r2': -0.05183947093546348, 'mae': 0.1237412504798687, 'mse': 0.020639241336731822, 'mape': 41840502543530.44, 'ev': -0.04742604550780771}\n",
-      "{'target': 'VA_urine', 'method': 'xgb', 'r2': -4.042903099878379, 'mae': 0.058325396964285715, 'mse': 0.004195901299180722, 'mape': 3.870658133208527, 'ev': -0.26505047484921995}\n",
-      "{'target': 'Weight', 'method': 'xgb', 'r2': 0.6295352031371657, 'mae': 5.696119178571429, 'mse': 55.85202882564675, 'mape': 0.06479111053109932, 'ev': 0.6700691193773615}\n"
+     "ename": "FileNotFoundError",
+     "evalue": "[Errno 2] No such file or directory: '/home/die/Documents/repositories/modelsanoApp/results/multiple_targets/df_pred-test_multiTargetxgb_multiTargets.csv'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[4], line 4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscoring\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m modelMetrics\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mre\u001b[39;00m\n\u001b[0;32m----> 4\u001b[0m df \u001b[38;5;241m=\u001b[39m\u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mread_csv\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m/home/die/Documents/repositories/modelsanoApp/results/multiple_targets/df_pred-test_multiTargetxgb_multiTargets.csv\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msep\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m;\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdecimal\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m      5\u001b[0m df\u001b[38;5;241m.\u001b[39mrename(columns\u001b[38;5;241m=\u001b[39m{\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnnamed: 0\u001b[39m\u001b[38;5;124m\"\u001b[39m:\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnumVol\u001b[39m\u001b[38;5;124m\"\u001b[39m}, inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m      8\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m col \u001b[38;5;129;01min\u001b[39;00m df\u001b[38;5;241m.\u001b[39mcolumns[\u001b[38;5;241m1\u001b[39m:]:\n",
+      "File \u001b[0;32m~/eric_env/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1026\u001b[0m, in \u001b[0;36mread_csv\u001b[0;34m(filepath_or_buffer, sep, delimiter, header, names, index_col, usecols, dtype, engine, converters, true_values, false_values, skipinitialspace, skiprows, skipfooter, nrows, na_values, keep_default_na, na_filter, verbose, skip_blank_lines, parse_dates, infer_datetime_format, keep_date_col, date_parser, date_format, dayfirst, cache_dates, iterator, chunksize, compression, thousands, decimal, lineterminator, quotechar, quoting, doublequote, escapechar, comment, encoding, encoding_errors, dialect, on_bad_lines, delim_whitespace, low_memory, memory_map, float_precision, storage_options, dtype_backend)\u001b[0m\n\u001b[1;32m   1013\u001b[0m kwds_defaults \u001b[38;5;241m=\u001b[39m _refine_defaults_read(\n\u001b[1;32m   1014\u001b[0m     dialect,\n\u001b[1;32m   1015\u001b[0m     delimiter,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1022\u001b[0m     dtype_backend\u001b[38;5;241m=\u001b[39mdtype_backend,\n\u001b[1;32m   1023\u001b[0m )\n\u001b[1;32m   1024\u001b[0m kwds\u001b[38;5;241m.\u001b[39mupdate(kwds_defaults)\n\u001b[0;32m-> 1026\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_read\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/eric_env/lib/python3.10/site-packages/pandas/io/parsers/readers.py:620\u001b[0m, in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m    617\u001b[0m _validate_names(kwds\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m))\n\u001b[1;32m    619\u001b[0m \u001b[38;5;66;03m# Create the parser.\u001b[39;00m\n\u001b[0;32m--> 620\u001b[0m parser \u001b[38;5;241m=\u001b[39m \u001b[43mTextFileReader\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfilepath_or_buffer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwds\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    622\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m chunksize \u001b[38;5;129;01mor\u001b[39;00m iterator:\n\u001b[1;32m    623\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m parser\n",
+      "File \u001b[0;32m~/eric_env/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1620\u001b[0m, in \u001b[0;36mTextFileReader.__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m   1617\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39moptions[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwds[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mhas_index_names\u001b[39m\u001b[38;5;124m\"\u001b[39m]\n\u001b[1;32m   1619\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles: IOHandles \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m-> 1620\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_engine \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_engine\u001b[49m\u001b[43m(\u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mengine\u001b[49m\u001b[43m)\u001b[49m\n",
+      "File \u001b[0;32m~/eric_env/lib/python3.10/site-packages/pandas/io/parsers/readers.py:1880\u001b[0m, in \u001b[0;36mTextFileReader._make_engine\u001b[0;34m(self, f, engine)\u001b[0m\n\u001b[1;32m   1878\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m mode:\n\u001b[1;32m   1879\u001b[0m         mode \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m-> 1880\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;241m=\u001b[39m \u001b[43mget_handle\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m   1881\u001b[0m \u001b[43m    \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1882\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1883\u001b[0m \u001b[43m    \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1884\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcompression\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcompression\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1885\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmemory_map\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mmemory_map\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1886\u001b[0m \u001b[43m    \u001b[49m\u001b[43mis_text\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mis_text\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1887\u001b[0m \u001b[43m    \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mencoding_errors\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstrict\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1888\u001b[0m \u001b[43m    \u001b[49m\u001b[43mstorage_options\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mstorage_options\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mNone\u001b[39;49;00m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m   1889\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m   1890\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   1891\u001b[0m f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mhandles\u001b[38;5;241m.\u001b[39mhandle\n",
+      "File \u001b[0;32m~/eric_env/lib/python3.10/site-packages/pandas/io/common.py:873\u001b[0m, in \u001b[0;36mget_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text, errors, storage_options)\u001b[0m\n\u001b[1;32m    868\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(handle, \u001b[38;5;28mstr\u001b[39m):\n\u001b[1;32m    869\u001b[0m     \u001b[38;5;66;03m# Check whether the filename is to be opened in binary mode.\u001b[39;00m\n\u001b[1;32m    870\u001b[0m     \u001b[38;5;66;03m# Binary mode does not support 'encoding' and 'newline'.\u001b[39;00m\n\u001b[1;32m    871\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mencoding \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m ioargs\u001b[38;5;241m.\u001b[39mmode:\n\u001b[1;32m    872\u001b[0m         \u001b[38;5;66;03m# Encoding\u001b[39;00m\n\u001b[0;32m--> 873\u001b[0m         handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mopen\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m    874\u001b[0m \u001b[43m            \u001b[49m\u001b[43mhandle\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    875\u001b[0m \u001b[43m            \u001b[49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmode\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    876\u001b[0m \u001b[43m            \u001b[49m\u001b[43mencoding\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mioargs\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mencoding\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    877\u001b[0m \u001b[43m            \u001b[49m\u001b[43merrors\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43merrors\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m    878\u001b[0m \u001b[43m            \u001b[49m\u001b[43mnewline\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[1;32m    879\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    880\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    881\u001b[0m         \u001b[38;5;66;03m# Binary mode\u001b[39;00m\n\u001b[1;32m    882\u001b[0m         handle \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mopen\u001b[39m(handle, ioargs\u001b[38;5;241m.\u001b[39mmode)\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/home/die/Documents/repositories/modelsanoApp/results/multiple_targets/df_pred-test_multiTargetxgb_multiTargets.csv'"
      ]
     }
    ],
@@ -509,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 88,
+   "execution_count": 19,
    "id": "519a10d1",
    "metadata": {},
    "outputs": [
@@ -517,16 +438,19 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "The r2 scores above 0.6 are:  with method \n"
+      "The r2 scores above 0.9 are: DHPAA.GS_plasm_post DHPAA_urine_post Total.DHPAA_urine_post DHPAA.GS_urine_post DHPAA.SS_urine_post DHPAA.SS_urine_post DHPAA.GG_plasm_post DHPAA.G_plasm_post DHPAA.G_urine_post Total.DHPAA_urine_post VA.GS_plasm_post Total.VA_urine_post Total.VA_plasm_post VA_plasm_post Total.VA_plasm_post VA.GS_plasm_post VA_urine_post VA.SS_urine_post Total.VA_urine_post VA_plasm_post CA_plasm_post CA_plasm_post CA_plasm_post E_urine_post E_urine_post HE_post HE_post HE.GG_post HE.G_plasm_post HE_post Total.N_post Total.N_post N.G_urine_post N.S_post Total.N_post N.G_plasm_post N.G_urine_post N_post with method xgb_DHPAA.GS_plasm_post xgb_DHPAA_urine_post rf_Total.DHPAA_urine_post xgb_DHPAA.GS_urine_post lgbm_DHPAA.SS_urine_post rf_DHPAA.SS_urine_post xgb_DHPAA.GG_plasm_post xgb_DHPAA.G_plasm_post xgb_DHPAA.G_urine_post xgb_Total.DHPAA_urine_post rf_VA.GS_plasm_post rf_Total.VA_urine_post rf_Total.VA_plasm_post xgb_VA_plasm_post xgb_Total.VA_plasm_post xgb_VA.GS_plasm_post xgb_VA_urine_post xgb_VA.SS_urine_post xgb_Total.VA_urine_post lgbm_VA_plasm_post xgb_CA_plasm_post xgb_CA_plasm_post lgbm_CA_plasm_post rf_E_urine_post xgb_E_urine_post xgb_HE_post rf_HE_post xgb_HE.GG_post xgb_HE.G_plasm_post lgbm_HE_post xgb_Total.N_post lgbm_Total.N_post xgb_N.G_urine_post xgb_N.S_post rf_Total.N_post xgb_N.G_plasm_post lgbm_N.G_urine_post xgb_N_post\n"
      ]
     }
    ],
    "source": [
+    "import pandas as pd\n",
+    "import numpy as np\n",
+    "import os\n",
     "def metricsComparison(directory):\n",
     "    csv_list = []\n",
     "    for r, d, f in os.walk(directory):\n",
     "            for file in f:\n",
-    "                if \"metrics_\" in file:\n",
+    "                if \"metrics\" in file:\n",
     "                    csv_list.append(os.path.join(r,file))\n",
     "\n",
     "    #print(csv_list)\n",
@@ -539,25 +463,26 @@
     "        df = df.iloc[1:]\n",
     "        df_list = pd.concat([df_list, df], axis = 0)\n",
     "\n",
-    "\n",
+    "    '''\n",
     "    df_list['method'] = df_list['method'].str.extract(r'(?=(.*?_))')\n",
     "    df_list['method'] = df_list['method'].str.removesuffix('_')\n",
     "    df_list['target'] = df_list[\"target\"].str.removesuffix(\"_post\")\n",
     "    df_list.reset_index(inplace=True)\n",
     "    df_list.drop(\"index\", axis = 1, inplace = True)\n",
+    "    '''\n",
     "    df_list[[\"r2\", \"mae\", \"mse\", \"mape\", \"ev\"]]= df_list[[\"r2\", \"mae\", \"mse\", \"mape\", \"ev\"]].apply(pd.to_numeric)\n",
     "    \n",
-    "    r2_scores = df_list[df_list[\"r2\"] > 0.5][[\"target\", \"method\"]]\n",
-    "    print (\"The r2 scores above 0.6 are: \" + \" \".join([i for i in r2_scores[\"target\"]]) + \" with method \"+ \" \".join([i for i in r2_scores[\"method\"]]))\n",
+    "    r2_scores = df_list[df_list[\"r2\"] > 0.9][[\"target\", \"method\"]]\n",
+    "    print (\"The r2 scores above 0.9 are: \" + \" \".join([i for i in r2_scores[\"target\"]]) + \" with method \"+ \" \".join([i for i in r2_scores[\"method\"]]))\n",
     "    return (df_list)\n",
     "\n",
-    "df_metrics = metricsComparison(\"../results/indResults/customStudy/\")\n",
+    "df_metrics = metricsComparison(\"../results/customStudy/\")\n",
     "    "
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 89,
+   "execution_count": 15,
    "id": "70de78ea",
    "metadata": {},
    "outputs": [
@@ -581,7 +506,7 @@
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
-       "      <th>index</th>\n",
+       "      <th></th>\n",
        "      <th>target</th>\n",
        "      <th>method</th>\n",
        "      <th>r2</th>\n",
@@ -594,137 +519,711 @@
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>EG.1</td>\n",
-       "      <td>rf</td>\n",
-       "      <td>0.003998</td>\n",
-       "      <td>0.029671</td>\n",
-       "      <td>0.002464</td>\n",
-       "      <td>4.438741</td>\n",
-       "      <td>0.023863</td>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>0.135166</td>\n",
+       "      <td>0.103522</td>\n",
+       "      <td>0.018089</td>\n",
+       "      <td>1.864377e+00</td>\n",
+       "      <td>1.417904e-01</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>EG.1</td>\n",
-       "      <td>lgbm</td>\n",
-       "      <td>-0.079202</td>\n",
-       "      <td>0.029194</td>\n",
-       "      <td>0.002669</td>\n",
-       "      <td>3.799125</td>\n",
-       "      <td>-0.027215</td>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>0.024425</td>\n",
+       "      <td>0.058311</td>\n",
+       "      <td>0.005836</td>\n",
+       "      <td>1.874389e+00</td>\n",
+       "      <td>2.734540e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>EG.1</td>\n",
-       "      <td>xgb</td>\n",
-       "      <td>-0.024976</td>\n",
-       "      <td>0.027902</td>\n",
-       "      <td>0.002535</td>\n",
-       "      <td>3.704013</td>\n",
-       "      <td>0.021558</td>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.027915</td>\n",
+       "      <td>0.028689</td>\n",
+       "      <td>0.001033</td>\n",
+       "      <td>1.405316e+00</td>\n",
+       "      <td>-2.224380e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>E.S_urine</td>\n",
-       "      <td>lgbm</td>\n",
-       "      <td>0.046099</td>\n",
-       "      <td>0.103571</td>\n",
-       "      <td>0.022196</td>\n",
-       "      <td>3.737286</td>\n",
-       "      <td>0.064708</td>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.115677</td>\n",
+       "      <td>0.086327</td>\n",
+       "      <td>0.011147</td>\n",
+       "      <td>1.971661e+00</td>\n",
+       "      <td>2.725677e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>E.S_urine</td>\n",
-       "      <td>rf</td>\n",
-       "      <td>-0.047621</td>\n",
-       "      <td>0.110731</td>\n",
-       "      <td>0.024377</td>\n",
-       "      <td>3.421735</td>\n",
-       "      <td>-0.036735</td>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.083059</td>\n",
+       "      <td>0.023593</td>\n",
+       "      <td>0.000854</td>\n",
+       "      <td>8.961942e-01</td>\n",
+       "      <td>-3.973004e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>...</th>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
-       "      <td>...</td>\n",
+       "      <th>5</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>0.032995</td>\n",
+       "      <td>0.061661</td>\n",
+       "      <td>0.006228</td>\n",
+       "      <td>1.306452e+00</td>\n",
+       "      <td>3.492668e-02</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>112</th>\n",
-       "      <td>Total.VA_urine</td>\n",
-       "      <td>lgbm</td>\n",
-       "      <td>-0.863061</td>\n",
-       "      <td>0.037946</td>\n",
-       "      <td>0.001652</td>\n",
-       "      <td>1.526303</td>\n",
-       "      <td>0.002274</td>\n",
+       "      <th>0</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.234403</td>\n",
+       "      <td>0.105947</td>\n",
+       "      <td>0.025819</td>\n",
+       "      <td>1.003333e+00</td>\n",
+       "      <td>1.373900e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>113</th>\n",
-       "      <td>Total.VA_urine</td>\n",
-       "      <td>rf</td>\n",
-       "      <td>-0.906014</td>\n",
-       "      <td>0.038295</td>\n",
-       "      <td>0.001690</td>\n",
-       "      <td>1.545610</td>\n",
-       "      <td>-0.004968</td>\n",
+       "      <th>1</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.073361</td>\n",
+       "      <td>0.067061</td>\n",
+       "      <td>0.006420</td>\n",
+       "      <td>2.511417e+00</td>\n",
+       "      <td>2.033739e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>114</th>\n",
-       "      <td>VA.GG_urine</td>\n",
-       "      <td>lgbm</td>\n",
-       "      <td>-0.387669</td>\n",
-       "      <td>0.083110</td>\n",
-       "      <td>0.011531</td>\n",
-       "      <td>3.184292</td>\n",
-       "      <td>-0.046577</td>\n",
+       "      <th>2</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-2.505719</td>\n",
+       "      <td>0.051242</td>\n",
+       "      <td>0.003523</td>\n",
+       "      <td>3.287015e+00</td>\n",
+       "      <td>-4.746235e-04</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>115</th>\n",
-       "      <td>VA.GG_urine</td>\n",
-       "      <td>rf</td>\n",
-       "      <td>-0.525251</td>\n",
-       "      <td>0.087872</td>\n",
-       "      <td>0.012674</td>\n",
-       "      <td>3.345862</td>\n",
-       "      <td>-0.141089</td>\n",
+       "      <th>3</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.104742</td>\n",
+       "      <td>0.072130</td>\n",
+       "      <td>0.011038</td>\n",
+       "      <td>1.071096e+00</td>\n",
+       "      <td>1.851576e-03</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>116</th>\n",
-       "      <td>VA.GG_urine</td>\n",
-       "      <td>xgb</td>\n",
-       "      <td>-1.180431</td>\n",
-       "      <td>0.104108</td>\n",
-       "      <td>0.018118</td>\n",
-       "      <td>3.585176</td>\n",
-       "      <td>-0.660509</td>\n",
+       "      <th>4</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-2.311021</td>\n",
+       "      <td>0.046286</td>\n",
+       "      <td>0.002610</td>\n",
+       "      <td>1.796087e+00</td>\n",
+       "      <td>2.922191e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.006927</td>\n",
+       "      <td>0.063920</td>\n",
+       "      <td>0.006485</td>\n",
+       "      <td>1.423365e+00</td>\n",
+       "      <td>2.132505e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-5.558949</td>\n",
+       "      <td>0.054529</td>\n",
+       "      <td>0.005457</td>\n",
+       "      <td>3.140539e+00</td>\n",
+       "      <td>-3.508463e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-1.671281</td>\n",
+       "      <td>0.122658</td>\n",
+       "      <td>0.023305</td>\n",
+       "      <td>3.971019e+00</td>\n",
+       "      <td>-8.779273e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.680198</td>\n",
+       "      <td>0.071026</td>\n",
+       "      <td>0.006983</td>\n",
+       "      <td>1.989392e+00</td>\n",
+       "      <td>-8.241842e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.040749</td>\n",
+       "      <td>0.032981</td>\n",
+       "      <td>0.001401</td>\n",
+       "      <td>6.069402e+00</td>\n",
+       "      <td>-4.019994e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-5.742298</td>\n",
+       "      <td>0.057224</td>\n",
+       "      <td>0.005979</td>\n",
+       "      <td>2.071347e+00</td>\n",
+       "      <td>-3.480999e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-4.527210</td>\n",
+       "      <td>0.062863</td>\n",
+       "      <td>0.004599</td>\n",
+       "      <td>4.085442e+00</td>\n",
+       "      <td>1.341290e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.038047</td>\n",
+       "      <td>0.069924</td>\n",
+       "      <td>0.009056</td>\n",
+       "      <td>1.738283e+00</td>\n",
+       "      <td>-1.897628e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.097724</td>\n",
+       "      <td>0.058021</td>\n",
+       "      <td>0.004562</td>\n",
+       "      <td>1.176852e+00</td>\n",
+       "      <td>3.835290e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-1.726760</td>\n",
+       "      <td>0.051245</td>\n",
+       "      <td>0.003671</td>\n",
+       "      <td>1.578933e+01</td>\n",
+       "      <td>1.138672e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-3.091470</td>\n",
+       "      <td>0.054780</td>\n",
+       "      <td>0.003628</td>\n",
+       "      <td>2.262470e+00</td>\n",
+       "      <td>1.785618e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['CA_plasm_post', 'CA_urine_post']</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.077927</td>\n",
+       "      <td>0.143292</td>\n",
+       "      <td>0.030055</td>\n",
+       "      <td>5.077952e-01</td>\n",
+       "      <td>-5.476925e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['CA_plasm_post', 'CA_urine_post']</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.552825</td>\n",
+       "      <td>0.024571</td>\n",
+       "      <td>0.001115</td>\n",
+       "      <td>1.855595e+00</td>\n",
+       "      <td>-1.886892e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['CA_plasm_post', 'CA_urine_post']</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.870712</td>\n",
+       "      <td>0.175843</td>\n",
+       "      <td>0.052159</td>\n",
+       "      <td>4.207001e-01</td>\n",
+       "      <td>3.583767e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['CA_plasm_post', 'CA_urine_post']</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-42.122062</td>\n",
+       "      <td>0.173898</td>\n",
+       "      <td>0.030956</td>\n",
+       "      <td>1.184584e+01</td>\n",
+       "      <td>2.928333e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.160406</td>\n",
+       "      <td>0.054556</td>\n",
+       "      <td>0.004898</td>\n",
+       "      <td>1.062853e+00</td>\n",
+       "      <td>-1.403631e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>0.066445</td>\n",
+       "      <td>0.145095</td>\n",
+       "      <td>0.044778</td>\n",
+       "      <td>3.880180e+00</td>\n",
+       "      <td>6.656395e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.231470</td>\n",
+       "      <td>0.177787</td>\n",
+       "      <td>0.046432</td>\n",
+       "      <td>7.690354e-01</td>\n",
+       "      <td>-2.314697e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.058037</td>\n",
+       "      <td>0.108131</td>\n",
+       "      <td>0.034045</td>\n",
+       "      <td>6.545438e+13</td>\n",
+       "      <td>-5.128110e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.075208</td>\n",
+       "      <td>0.035822</td>\n",
+       "      <td>0.002659</td>\n",
+       "      <td>7.283955e+00</td>\n",
+       "      <td>-5.535392e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.804487</td>\n",
+       "      <td>0.074636</td>\n",
+       "      <td>0.007617</td>\n",
+       "      <td>1.735765e+00</td>\n",
+       "      <td>-2.220446e-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.005685</td>\n",
+       "      <td>0.135171</td>\n",
+       "      <td>0.048238</td>\n",
+       "      <td>3.715046e+00</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-1.283272</td>\n",
+       "      <td>0.235374</td>\n",
+       "      <td>0.086090</td>\n",
+       "      <td>5.503463e-01</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.002709</td>\n",
+       "      <td>0.102977</td>\n",
+       "      <td>0.032265</td>\n",
+       "      <td>4.894531e+13</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['E_urine_post', 'E.S_urine_post', 'E_plasm_po...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-5.427365</td>\n",
+       "      <td>0.121719</td>\n",
+       "      <td>0.015898</td>\n",
+       "      <td>2.963114e+01</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-6.014013</td>\n",
+       "      <td>0.019778</td>\n",
+       "      <td>0.001295</td>\n",
+       "      <td>1.832540e+01</td>\n",
+       "      <td>-5.941073e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.200887</td>\n",
+       "      <td>0.063221</td>\n",
+       "      <td>0.006779</td>\n",
+       "      <td>1.065580e-01</td>\n",
+       "      <td>-1.538060e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.341528</td>\n",
+       "      <td>0.069390</td>\n",
+       "      <td>0.010568</td>\n",
+       "      <td>1.204878e+01</td>\n",
+       "      <td>-2.937330e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.435847</td>\n",
+       "      <td>0.082731</td>\n",
+       "      <td>0.011288</td>\n",
+       "      <td>1.108836e-01</td>\n",
+       "      <td>-2.765341e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.342757</td>\n",
+       "      <td>0.069391</td>\n",
+       "      <td>0.010554</td>\n",
+       "      <td>6.589228e+00</td>\n",
+       "      <td>-2.942837e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-460.641122</td>\n",
+       "      <td>0.291641</td>\n",
+       "      <td>0.085239</td>\n",
+       "      <td>3.799486e+02</td>\n",
+       "      <td>7.771561e-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-16.839695</td>\n",
+       "      <td>0.308317</td>\n",
+       "      <td>0.100704</td>\n",
+       "      <td>4.938553e-01</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-8.112966</td>\n",
+       "      <td>0.263167</td>\n",
+       "      <td>0.071790</td>\n",
+       "      <td>5.128877e+01</td>\n",
+       "      <td>2.220446e-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-28.658852</td>\n",
+       "      <td>0.474666</td>\n",
+       "      <td>0.233170</td>\n",
+       "      <td>6.009235e-01</td>\n",
+       "      <td>2.220446e-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-8.026492</td>\n",
+       "      <td>0.261625</td>\n",
+       "      <td>0.070946</td>\n",
+       "      <td>3.002604e+01</td>\n",
+       "      <td>0.000000e+00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.134842</td>\n",
+       "      <td>0.033843</td>\n",
+       "      <td>0.002532</td>\n",
+       "      <td>6.447814e-01</td>\n",
+       "      <td>-1.220738e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.067815</td>\n",
+       "      <td>0.032383</td>\n",
+       "      <td>0.001656</td>\n",
+       "      <td>1.741145e+00</td>\n",
+       "      <td>2.008729e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>0.062468</td>\n",
+       "      <td>0.050371</td>\n",
+       "      <td>0.003915</td>\n",
+       "      <td>1.879043e+00</td>\n",
+       "      <td>6.571241e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.082179</td>\n",
+       "      <td>0.034463</td>\n",
+       "      <td>0.001989</td>\n",
+       "      <td>5.092242e+00</td>\n",
+       "      <td>1.319589e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>-0.495048</td>\n",
+       "      <td>0.059486</td>\n",
+       "      <td>0.005268</td>\n",
+       "      <td>3.110684e+00</td>\n",
+       "      <td>-1.114907e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>xgb_multiTargets</td>\n",
+       "      <td>0.042738</td>\n",
+       "      <td>0.050897</td>\n",
+       "      <td>0.003995</td>\n",
+       "      <td>1.803500e+00</td>\n",
+       "      <td>5.245472e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.000730</td>\n",
+       "      <td>0.030348</td>\n",
+       "      <td>0.002233</td>\n",
+       "      <td>5.667261e-01</td>\n",
+       "      <td>-2.401886e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.521630</td>\n",
+       "      <td>0.044536</td>\n",
+       "      <td>0.002360</td>\n",
+       "      <td>2.567726e+00</td>\n",
+       "      <td>-1.193595e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.017359</td>\n",
+       "      <td>0.049574</td>\n",
+       "      <td>0.004248</td>\n",
+       "      <td>1.582108e+00</td>\n",
+       "      <td>1.835124e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.803444</td>\n",
+       "      <td>0.054352</td>\n",
+       "      <td>0.003315</td>\n",
+       "      <td>8.735125e+00</td>\n",
+       "      <td>3.965894e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.008329</td>\n",
+       "      <td>0.046526</td>\n",
+       "      <td>0.003553</td>\n",
+       "      <td>2.068722e+00</td>\n",
+       "      <td>2.372864e-04</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>['N.G_plasm_post', 'N_post', 'N.G_urine_post',...</td>\n",
+       "      <td>rf_multiTargets</td>\n",
+       "      <td>-0.021220</td>\n",
+       "      <td>0.048892</td>\n",
+       "      <td>0.004262</td>\n",
+       "      <td>1.422812e+00</td>\n",
+       "      <td>1.681294e-03</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>117 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "index          target method        r2       mae       mse      mape        ev\n",
-       "0                EG.1     rf  0.003998  0.029671  0.002464  4.438741  0.023863\n",
-       "1                EG.1   lgbm -0.079202  0.029194  0.002669  3.799125 -0.027215\n",
-       "2                EG.1    xgb -0.024976  0.027902  0.002535  3.704013  0.021558\n",
-       "3           E.S_urine   lgbm  0.046099  0.103571  0.022196  3.737286  0.064708\n",
-       "4           E.S_urine     rf -0.047621  0.110731  0.024377  3.421735 -0.036735\n",
-       "..                ...    ...       ...       ...       ...       ...       ...\n",
-       "112    Total.VA_urine   lgbm -0.863061  0.037946  0.001652  1.526303  0.002274\n",
-       "113    Total.VA_urine     rf -0.906014  0.038295  0.001690  1.545610 -0.004968\n",
-       "114       VA.GG_urine   lgbm -0.387669  0.083110  0.011531  3.184292 -0.046577\n",
-       "115       VA.GG_urine     rf -0.525251  0.087872  0.012674  3.345862 -0.141089\n",
-       "116       VA.GG_urine    xgb -1.180431  0.104108  0.018118  3.585176 -0.660509\n",
+       "                                              target            method  \\\n",
+       "0  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...  xgb_multiTargets   \n",
+       "1  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...  xgb_multiTargets   \n",
+       "2  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...  xgb_multiTargets   \n",
+       "3  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...  xgb_multiTargets   \n",
+       "4  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...  xgb_multiTargets   \n",
+       "5  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...  xgb_multiTargets   \n",
+       "0  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...   rf_multiTargets   \n",
+       "1  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...   rf_multiTargets   \n",
+       "2  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...   rf_multiTargets   \n",
+       "3  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...   rf_multiTargets   \n",
+       "4  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...   rf_multiTargets   \n",
+       "5  ['DHPAA_urine_post', 'DHPAA.G_urine_post', 'DH...   rf_multiTargets   \n",
+       "0  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...  xgb_multiTargets   \n",
+       "1  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...  xgb_multiTargets   \n",
+       "2  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...  xgb_multiTargets   \n",
+       "3  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...  xgb_multiTargets   \n",
+       "4  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...  xgb_multiTargets   \n",
+       "0  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...   rf_multiTargets   \n",
+       "1  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...   rf_multiTargets   \n",
+       "2  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...   rf_multiTargets   \n",
+       "3  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...   rf_multiTargets   \n",
+       "4  ['VA_urine_post', 'VA.GG_urine_post', 'VA.GS_u...   rf_multiTargets   \n",
+       "0                 ['CA_plasm_post', 'CA_urine_post']  xgb_multiTargets   \n",
+       "1                 ['CA_plasm_post', 'CA_urine_post']  xgb_multiTargets   \n",
+       "0                 ['CA_plasm_post', 'CA_urine_post']   rf_multiTargets   \n",
+       "1                 ['CA_plasm_post', 'CA_urine_post']   rf_multiTargets   \n",
+       "0  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...  xgb_multiTargets   \n",
+       "1  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...  xgb_multiTargets   \n",
+       "2  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...  xgb_multiTargets   \n",
+       "3  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...  xgb_multiTargets   \n",
+       "4  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...  xgb_multiTargets   \n",
+       "0  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...   rf_multiTargets   \n",
+       "1  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...   rf_multiTargets   \n",
+       "2  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...   rf_multiTargets   \n",
+       "3  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...   rf_multiTargets   \n",
+       "4  ['E_urine_post', 'E.S_urine_post', 'E_plasm_po...   rf_multiTargets   \n",
+       "0  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...  xgb_multiTargets   \n",
+       "1  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...  xgb_multiTargets   \n",
+       "2  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...  xgb_multiTargets   \n",
+       "3  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...  xgb_multiTargets   \n",
+       "4  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...  xgb_multiTargets   \n",
+       "0  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...   rf_multiTargets   \n",
+       "1  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...   rf_multiTargets   \n",
+       "2  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...   rf_multiTargets   \n",
+       "3  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...   rf_multiTargets   \n",
+       "4  ['HE.G_plasm_post', 'HE_post', 'HE.G_urine_pos...   rf_multiTargets   \n",
+       "0  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...  xgb_multiTargets   \n",
+       "1  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...  xgb_multiTargets   \n",
+       "2  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...  xgb_multiTargets   \n",
+       "3  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...  xgb_multiTargets   \n",
+       "4  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...  xgb_multiTargets   \n",
+       "5  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...  xgb_multiTargets   \n",
+       "0  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...   rf_multiTargets   \n",
+       "1  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...   rf_multiTargets   \n",
+       "2  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...   rf_multiTargets   \n",
+       "3  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...   rf_multiTargets   \n",
+       "4  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...   rf_multiTargets   \n",
+       "5  ['N.G_plasm_post', 'N_post', 'N.G_urine_post',...   rf_multiTargets   \n",
        "\n",
-       "[117 rows x 7 columns]"
+       "           r2       mae       mse          mape            ev  \n",
+       "0    0.135166  0.103522  0.018089  1.864377e+00  1.417904e-01  \n",
+       "1    0.024425  0.058311  0.005836  1.874389e+00  2.734540e-02  \n",
+       "2   -0.027915  0.028689  0.001033  1.405316e+00 -2.224380e-02  \n",
+       "3   -0.115677  0.086327  0.011147  1.971661e+00  2.725677e-02  \n",
+       "4   -0.083059  0.023593  0.000854  8.961942e-01 -3.973004e-02  \n",
+       "5    0.032995  0.061661  0.006228  1.306452e+00  3.492668e-02  \n",
+       "0   -0.234403  0.105947  0.025819  1.003333e+00  1.373900e-03  \n",
+       "1   -0.073361  0.067061  0.006420  2.511417e+00  2.033739e-03  \n",
+       "2   -2.505719  0.051242  0.003523  3.287015e+00 -4.746235e-04  \n",
+       "3   -0.104742  0.072130  0.011038  1.071096e+00  1.851576e-03  \n",
+       "4   -2.311021  0.046286  0.002610  1.796087e+00  2.922191e-03  \n",
+       "5   -0.006927  0.063920  0.006485  1.423365e+00  2.132505e-03  \n",
+       "0   -5.558949  0.054529  0.005457  3.140539e+00 -3.508463e+00  \n",
+       "1   -1.671281  0.122658  0.023305  3.971019e+00 -8.779273e-01  \n",
+       "2   -0.680198  0.071026  0.006983  1.989392e+00 -8.241842e-03  \n",
+       "3   -0.040749  0.032981  0.001401  6.069402e+00 -4.019994e-02  \n",
+       "4   -5.742298  0.057224  0.005979  2.071347e+00 -3.480999e+00  \n",
+       "0   -4.527210  0.062863  0.004599  4.085442e+00  1.341290e-03  \n",
+       "1   -0.038047  0.069924  0.009056  1.738283e+00 -1.897628e-03  \n",
+       "2   -0.097724  0.058021  0.004562  1.176852e+00  3.835290e-03  \n",
+       "3   -1.726760  0.051245  0.003671  1.578933e+01  1.138672e-03  \n",
+       "4   -3.091470  0.054780  0.003628  2.262470e+00  1.785618e-03  \n",
+       "0   -0.077927  0.143292  0.030055  5.077952e-01 -5.476925e-02  \n",
+       "1   -0.552825  0.024571  0.001115  1.855595e+00 -1.886892e-01  \n",
+       "0   -0.870712  0.175843  0.052159  4.207001e-01  3.583767e-03  \n",
+       "1  -42.122062  0.173898  0.030956  1.184584e+01  2.928333e-03  \n",
+       "0   -0.160406  0.054556  0.004898  1.062853e+00 -1.403631e-01  \n",
+       "1    0.066445  0.145095  0.044778  3.880180e+00  6.656395e-02  \n",
+       "2   -0.231470  0.177787  0.046432  7.690354e-01 -2.314697e-01  \n",
+       "3   -0.058037  0.108131  0.034045  6.545438e+13 -5.128110e-02  \n",
+       "4   -0.075208  0.035822  0.002659  7.283955e+00 -5.535392e-02  \n",
+       "0   -0.804487  0.074636  0.007617  1.735765e+00 -2.220446e-16  \n",
+       "1   -0.005685  0.135171  0.048238  3.715046e+00  0.000000e+00  \n",
+       "2   -1.283272  0.235374  0.086090  5.503463e-01  0.000000e+00  \n",
+       "3   -0.002709  0.102977  0.032265  4.894531e+13  0.000000e+00  \n",
+       "4   -5.427365  0.121719  0.015898  2.963114e+01  0.000000e+00  \n",
+       "0   -6.014013  0.019778  0.001295  1.832540e+01 -5.941073e+00  \n",
+       "1   -0.200887  0.063221  0.006779  1.065580e-01 -1.538060e-01  \n",
+       "2   -0.341528  0.069390  0.010568  1.204878e+01 -2.937330e-01  \n",
+       "3   -0.435847  0.082731  0.011288  1.108836e-01 -2.765341e-01  \n",
+       "4   -0.342757  0.069391  0.010554  6.589228e+00 -2.942837e-01  \n",
+       "0 -460.641122  0.291641  0.085239  3.799486e+02  7.771561e-16  \n",
+       "1  -16.839695  0.308317  0.100704  4.938553e-01  0.000000e+00  \n",
+       "2   -8.112966  0.263167  0.071790  5.128877e+01  2.220446e-16  \n",
+       "3  -28.658852  0.474666  0.233170  6.009235e-01  2.220446e-16  \n",
+       "4   -8.026492  0.261625  0.070946  3.002604e+01  0.000000e+00  \n",
+       "0   -0.134842  0.033843  0.002532  6.447814e-01 -1.220738e-01  \n",
+       "1   -0.067815  0.032383  0.001656  1.741145e+00  2.008729e-02  \n",
+       "2    0.062468  0.050371  0.003915  1.879043e+00  6.571241e-02  \n",
+       "3   -0.082179  0.034463  0.001989  5.092242e+00  1.319589e-02  \n",
+       "4   -0.495048  0.059486  0.005268  3.110684e+00 -1.114907e-01  \n",
+       "5    0.042738  0.050897  0.003995  1.803500e+00  5.245472e-02  \n",
+       "0   -0.000730  0.030348  0.002233  5.667261e-01 -2.401886e-04  \n",
+       "1   -0.521630  0.044536  0.002360  2.567726e+00 -1.193595e-04  \n",
+       "2   -0.017359  0.049574  0.004248  1.582108e+00  1.835124e-03  \n",
+       "3   -0.803444  0.054352  0.003315  8.735125e+00  3.965894e-04  \n",
+       "4   -0.008329  0.046526  0.003553  2.068722e+00  2.372864e-04  \n",
+       "5   -0.021220  0.048892  0.004262  1.422812e+00  1.681294e-03  "
       ]
      },
-     "execution_count": 89,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -750,7 +1249,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.2"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,
diff --git a/scripts/scoring.py b/scripts/scoring.py
index 847dbc5..56f997a 100644
--- a/scripts/scoring.py
+++ b/scripts/scoring.py
@@ -40,11 +40,13 @@ def modelMetrics (target, method, y_true, y_pred, multiple = False):
     if multiple: 
         result_metrics_list = []
         for target_multi in target:
-            r2 = r2_score(y_true, y_pred)
-            mae = mean_absolute_error(y_true, y_pred)
-            mse = mean_squared_error(y_true, y_pred)
-            mape = mean_absolute_percentage_error(y_true, y_pred)
-            ev = explained_variance_score(y_true, y_pred)
+            y_pred_target = y_pred[target_multi]
+            y_true_target = y_true[target_multi]
+            r2 = r2_score(y_true_target, y_pred_target)
+            mae = mean_absolute_error(y_true_target, y_pred_target)
+            mse = mean_squared_error(y_true_target, y_pred_target)
+            mape = mean_absolute_percentage_error(y_true_target, y_pred_target)
+            ev = explained_variance_score(y_true_target, y_pred_target)
             result_metrics = {"target":target, "method":method, "r2":r2, "mae":mae, "mse":mse, "mape":mape, "ev":ev}
             result_metrics_list.append(result_metrics)
         result_metrics = pd.DataFrame.from_dict(result_metrics_list)
diff --git a/scripts/utils.py b/scripts/utils.py
index 470020a..0eb0649 100644
--- a/scripts/utils.py
+++ b/scripts/utils.py
@@ -1,25 +1,36 @@
 import pandas as pd
-import re 
-import os
+import numpy as np
 from sklearn.experimental import enable_iterative_imputer
 from sklearn.impute import IterativeImputer
 from xgboost import XGBRegressor
 from sklearn.model_selection import train_test_split
 
 def preproc (df, features, targets):
+
+    if type(targets) == str:
+        featplustargets = features
+        featplustargets.append(targets)
+        print(featplustargets)
+    else:
+        featplustargets = features+targets
+
+    to_imput = df[df[featplustargets].select_dtypes(include=np.number).columns]
+    not_imput = df.columns.drop(df[featplustargets].select_dtypes(include=np.number).columns)
     
     iimp = IterativeImputer(
     estimator = XGBRegressor(),
     random_state = 42,
     verbose = 0,
     )
+    
     iimp.set_output(transform="pandas")
-
-    targets_imp= iimp.fit_transform(pd.DataFrame(df[targets]))
-
+    
+    df_imp = iimp.fit_transform(to_imput)
+    df_imp[not_imput] = df[not_imput]
+    
     X_train, X_test, y_train, y_test = train_test_split(
                 df[features],
-                targets_imp,
+                df_imp[targets],
                 train_size = 0.8,
                 random_state = 42,
                 shuffle = True