diff --git a/analysis_mysql.py b/analysis_mysql.py
index 6c4a46c..84c4f7e 100644
--- a/analysis_mysql.py
+++ b/analysis_mysql.py
@@ -103,10 +103,11 @@ def report_footer(agg):
             color + f"{item:10s} used {agg[item]['items']:2d} times ", end=""
         )
         print(
-            color + f"better {agg[item]['better']:2d} times ",
+            color + f"better than reference {agg[item]['better']:2d} times ",
             end="",
         )
-        print(color + f"worse {agg[item]['worse']:2d} times ")
+        print(color + f"worse {agg[item]['worse']:2d} times ", end="")
+        print(color + f"best of models {agg[item]['best']:2d} times")
         color = (
             TextColor.LINE2 if color == TextColor.LINE1 else TextColor.LINE1
         )
@@ -131,6 +132,7 @@ for item in [
     agg[item]["items"] = 0
     agg[item]["better"] = 0
     agg[item]["worse"] = 0
+    agg[item]["best"] = 0
 if csv_output:
     f = open(report_csv, "w")
     print("dataset, classifier, accuracy", file=f)
@@ -159,11 +161,13 @@ for dataset in dt:
                 agg[model]["worse"] += 1
             item = f"{accuracy:9.7} {sign}"
             line["reference"] = f"{reference:9.7}"
-            line[model] = (
-                TextColor.GREEN + TextColor.BOLD + item + TextColor.ENDC
-                if accuracy == max_accuracy
-                else color + item
-            )
+            if accuracy == max_accuracy:
+                line[model] = (
+                    TextColor.GREEN + TextColor.BOLD + item + TextColor.ENDC
+                )
+                agg[model]["best"] += 1
+            else:
+                line[model] = color + item
             if csv_output:
                 print(f"{dataset[0]}, {model}, {accuracy}", file=f)
     if not find_one:
diff --git a/report.csv b/report.csv
index 0c646c6..bc2b0ab 100644
--- a/report.csv
+++ b/report.csv
@@ -1,344 +1,393 @@
 dataset, classifier, accuracy
 balance-scale, stree, 0.9488
-balance-scale, wodt, 0.8528
-balance-scale, oc1, 0.9216
-balance-scale, cart, 0.6368
-balance-scale, baseRaF, 0.788139
-balance-scale, baseRoF, 0.767583
+balance-scale, wodt, 0.86016
+balance-scale, j48svm, 0.94128
+balance-scale, oc1, 0.9192
+balance-scale, cart, 0.57312
+balance-scale, baseRaF, 0.717285
+balance-scale, baseRoF, 0.788651
 balance-scale, baseRRoF, 0.797369
 balloons, stree, 0.866667
-balloons, wodt, 0.633333
-balloons, oc1, 0.766667
-balloons, cart, 0.75
-balloons, baseRaF, 0.625
-balloons, baseRoF, 0.675
+balloons, wodt, 0.626667
+balloons, j48svm, 0.511667
+balloons, oc1, 0.62
+balloons, cart, 0.683333
+balloons, baseRaF, 0.61375
+balloons, baseRoF, 0.6125
 balloons, baseRRoF, 0.625
 breast-cancer-wisc-diag, stree, 0.978932
-breast-cancer-wisc-diag, wodt, 0.963065
-breast-cancer-wisc-diag, oc1, 0.928039
-breast-cancer-wisc-diag, cart, 0.949092
-breast-cancer-wisc-diag, baseRaF, 0.953228
-breast-cancer-wisc-diag, baseRoF, 0.972242
+breast-cancer-wisc-diag, wodt, 0.962546
+breast-cancer-wisc-diag, j48svm, 0.956397
+breast-cancer-wisc-diag, oc1, 0.933477
+breast-cancer-wisc-diag, cart, 0.933925
+breast-cancer-wisc-diag, baseRaF, 0.955887
+breast-cancer-wisc-diag, baseRoF, 0.972335
 breast-cancer-wisc-diag, baseRRoF, 0.940946
 breast-cancer-wisc-prog, stree, 0.828462
-breast-cancer-wisc-prog, wodt, 0.666282
-breast-cancer-wisc-prog, oc1, 0.7323
-breast-cancer-wisc-prog, cart, 0.762179
-breast-cancer-wisc-prog, baseRaF, 0.710464
-breast-cancer-wisc-prog, baseRoF, 0.783633
+breast-cancer-wisc-prog, wodt, 0.689654
+breast-cancer-wisc-prog, j48svm, 0.697013
+breast-cancer-wisc-prog, oc1, 0.71
+breast-cancer-wisc-prog, cart, 0.749462
+breast-cancer-wisc-prog, baseRaF, 0.718709
+breast-cancer-wisc-prog, baseRoF, 0.79425
 breast-cancer-wisc-prog, baseRRoF, 0.703902
 breast-cancer-wisc, stree, 0.965694
-breast-cancer-wisc, wodt, 0.941367
-breast-cancer-wisc, oc1, 0.9471
-breast-cancer-wisc, cart, 0.954265
-breast-cancer-wisc, baseRaF, 0.934215
-breast-cancer-wisc, baseRoF, 0.960812
+breast-cancer-wisc, wodt, 0.936199
+breast-cancer-wisc, j48svm, 0.967529
+breast-cancer-wisc, oc1, 0.940194
+breast-cancer-wisc, cart, 0.937074
+breast-cancer-wisc, baseRaF, 0.938765
+breast-cancer-wisc, baseRoF, 0.962238
 breast-cancer-wisc, baseRRoF, 0.952484
 breast-cancer, stree, 0.730853
-breast-cancer, wodt, 0.573382
-breast-cancer, oc1, 0.6434
-breast-cancer, cart, 0.657592
-breast-cancer, baseRaF, 0.644096
-breast-cancer, baseRoF, 0.722333
+breast-cancer, wodt, 0.619673
+breast-cancer, j48svm, 0.712976
+breast-cancer, oc1, 0.649728
+breast-cancer, cart, 0.637205
+breast-cancer, baseRaF, 0.633768
+breast-cancer, baseRoF, 0.721597
 breast-cancer, baseRRoF, 0.719554
 cardiotocography-10clases, stree, 0.666522
-cardiotocography-10clases, wodt, 0.627007
-cardiotocography-10clases, oc1, 0.7874
-cardiotocography-10clases, cart, 0.721544
-cardiotocography-10clases, baseRaF, 0.728229
-cardiotocography-10clases, baseRoF, 0.777798
+cardiotocography-10clases, wodt, 0.627577
+cardiotocography-10clases, j48svm, 0.832552
+cardiotocography-10clases, oc1, 0.795528
+cardiotocography-10clases, cart, 0.716373
+cardiotocography-10clases, baseRaF, 0.732909
+cardiotocography-10clases, baseRoF, 0.781182
 cardiotocography-10clases, baseRRoF, 0.657922
 cardiotocography-3clases, stree, 0.848074
-cardiotocography-3clases, wodt, 0.800097
-cardiotocography-3clases, oc1, 0.903102
-cardiotocography-3clases, cart, 0.84571
-cardiotocography-3clases, baseRaF, 0.872983
-cardiotocography-3clases, baseRoF, 0.893694
+cardiotocography-3clases, wodt, 0.803063
+cardiotocography-3clases, j48svm, 0.9278
+cardiotocography-3clases, oc1, 0.899811
+cardiotocography-3clases, cart, 0.844726
+cardiotocography-3clases, baseRaF, 0.873838
+cardiotocography-3clases, baseRoF, 0.896471
 cardiotocography-3clases, baseRRoF, 0.876762
-conn-bench-sonar-mines-rocks, stree, 0.701974
-conn-bench-sonar-mines-rocks, wodt, 0.63043
-conn-bench-sonar-mines-rocks, oc1, 0.697672
-conn-bench-sonar-mines-rocks, cart, 0.649826
-conn-bench-sonar-mines-rocks, baseRaF, 0.725
-conn-bench-sonar-mines-rocks, baseRoF, 0.786538
+conn-bench-sonar-mines-rocks, stree, 0.597433
+conn-bench-sonar-mines-rocks, wodt, 0.649501
+conn-bench-sonar-mines-rocks, j48svm, 0.728897
+conn-bench-sonar-mines-rocks, oc1, 0.710798
+conn-bench-sonar-mines-rocks, cart, 0.630511
+conn-bench-sonar-mines-rocks, baseRaF, 0.712788
+conn-bench-sonar-mines-rocks, baseRoF, 0.782115
 conn-bench-sonar-mines-rocks, baseRRoF, 0.734615
-cylinder-bands, stree, 0.646602
-cylinder-bands, wodt, 0.541043
-cylinder-bands, oc1, 0.6543
-cylinder-bands, cart, 0.621093
-cylinder-bands, baseRaF, 0.642188
-cylinder-bands, baseRoF, 0.715234
+cylinder-bands, stree, 0.628081
+cylinder-bands, wodt, 0.570849
+cylinder-bands, j48svm, 0.736126
+cylinder-bands, oc1, 0.67106
+cylinder-bands, cart, 0.583602
+cylinder-bands, baseRaF, 0.647422
+cylinder-bands, baseRoF, 0.713008
 cylinder-bands, baseRRoF, 0.654297
 dermatology, stree, 0.975454
-dermatology, wodt, 0.950907
-dermatology, oc1, 0.959
-dermatology, cart, 0.928952
-dermatology, baseRaF, 0.954
-dermatology, baseRoF, 0.976456
+dermatology, wodt, 0.951925
+dermatology, j48svm, 0.955472
+dermatology, oc1, 0.916087
+dermatology, cart, 0.918064
+dermatology, baseRaF, 0.957157
+dermatology, baseRoF, 0.972944
 dermatology, baseRRoF, 0.851879
-echocardiogram, stree, 0.862108
-echocardiogram, wodt, 0.640456
-echocardiogram, oc1, 0.702564
-echocardiogram, cart, 0.801425
-echocardiogram, baseRaF, 0.697098
-echocardiogram, baseRoF, 0.826161
+echocardiogram, stree, 0.82094
+echocardiogram, wodt, 0.723077
+echocardiogram, j48svm, 0.835726
+echocardiogram, oc1, 0.748291
+echocardiogram, cart, 0.757493
+echocardiogram, baseRaF, 0.728272
+echocardiogram, baseRoF, 0.831094
 echocardiogram, baseRRoF, 0.793482
 fertility, stree, 0.88
-fertility, wodt, 0.69
-fertility, oc1, 0.79
-fertility, cart, 0.79
-fertility, baseRaF, 0.79
+fertility, wodt, 0.763
+fertility, j48svm, 0.864
+fertility, oc1, 0.793
+fertility, cart, 0.752
+fertility, baseRaF, 0.7724
 fertility, baseRoF, 0.88
 fertility, baseRRoF, 0.832
 haberman-survival, stree, 0.764675
-haberman-survival, wodt, 0.659757
-haberman-survival, oc1, 0.679958
-haberman-survival, cart, 0.646801
-haberman-survival, baseRaF, 0.714491
-haberman-survival, baseRoF, 0.732777
+haberman-survival, wodt, 0.647827
+haberman-survival, j48svm, 0.708847
+haberman-survival, oc1, 0.651634
+haberman-survival, cart, 0.640899
+haberman-survival, baseRaF, 0.709536
+haberman-survival, baseRoF, 0.736051
 haberman-survival, baseRRoF, 0.729706
 heart-hungarian, stree, 0.829924
-heart-hungarian, wodt, 0.758212
-heart-hungarian, oc1, 0.7415
-heart-hungarian, cart, 0.782174
-heart-hungarian, baseRaF, 0.776621
-heart-hungarian, baseRoF, 0.806292
+heart-hungarian, wodt, 0.758328
+heart-hungarian, j48svm, 0.785061
+heart-hungarian, oc1, 0.758298
+heart-hungarian, cart, 0.731297
+heart-hungarian, baseRaF, 0.763593
+heart-hungarian, baseRoF, 0.805736
 heart-hungarian, baseRRoF, 0.770639
 hepatitis, stree, 0.83871
-hepatitis, wodt, 0.76129
-hepatitis, oc1, 0.754839
-hepatitis, cart, 0.793548
-hepatitis, baseRaF, 0.768549
-hepatitis, baseRoF, 0.794833
+hepatitis, wodt, 0.774839
+hepatitis, j48svm, 0.761935
+hepatitis, oc1, 0.756774
+hepatitis, cart, 0.766452
+hepatitis, baseRaF, 0.774124
+hepatitis, baseRoF, 0.806804
 hepatitis, baseRRoF, 0.77991
 ilpd-indian-liver, stree, 0.742691
-ilpd-indian-liver, wodt, 0.6673
-ilpd-indian-liver, oc1, 0.68286
-ilpd-indian-liver, cart, 0.674167
-ilpd-indian-liver, baseRaF, 0.658306
-ilpd-indian-liver, baseRoF, 0.704268
+ilpd-indian-liver, wodt, 0.650159
+ilpd-indian-liver, j48svm, 0.692116
+ilpd-indian-liver, oc1, 0.660139
+ilpd-indian-liver, cart, 0.653587
+ilpd-indian-liver, baseRaF, 0.662009
+ilpd-indian-liver, baseRoF, 0.707702
 ilpd-indian-liver, baseRRoF, 0.696055
 ionosphere, stree, 0.948732
-ionosphere, wodt, 0.83497
-ionosphere, oc1, 0.8775
-ionosphere, cart, 0.914447
-ionosphere, baseRaF, 0.848391
-ionosphere, baseRoF, 0.912165
+ionosphere, wodt, 0.857328
+ionosphere, j48svm, 0.891445
+ionosphere, oc1, 0.879742
+ionosphere, cart, 0.876125
+ionosphere, baseRaF, 0.856603
+ionosphere, baseRoF, 0.90722
 ionosphere, baseRRoF, 0.878506
 iris, stree, 0.98
-iris, wodt, 0.966667
-iris, oc1, 0.94
-iris, cart, 0.96
-iris, baseRaF, 0.953534
-iris, baseRoF, 0.977304
+iris, wodt, 0.96
+iris, j48svm, 0.941333
+iris, oc1, 0.948
+iris, cart, 0.956667
+iris, baseRaF, 0.950468
+iris, baseRoF, 0.976327
 iris, baseRRoF, 0.909217
-led-display, stree, 0.712
-led-display, wodt, 0.704
-led-display, oc1, 0.68
-led-display, cart, 0.708
-led-display, baseRaF, 0.6732
-led-display, baseRoF, 0.7058
+led-display, stree, 0.7071
+led-display, wodt, 0.7053
+led-display, j48svm, 0.7177
+led-display, oc1, 0.6993
+led-display, cart, 0.7073
+led-display, baseRaF, 0.6784
+led-display, baseRoF, 0.69908
 led-display, baseRRoF, 0.5002
-libras, stree, 0.702778
-libras, wodt, 0.658333
-libras, oc1, 0.619444
-libras, cart, 0.577778
-libras, baseRaF, 0.590556
-libras, baseRoF, 0.748333
+libras, stree, 0.761111
+libras, wodt, 0.671111
+libras, j48svm, 0.664167
+libras, oc1, 0.645
+libras, cart, 0.555556
+libras, baseRaF, 0.565944
+libras, baseRoF, 0.753722
 libras, baseRRoF, 0.684444
 low-res-spect, stree, 0.879492
-low-res-spect, wodt, 0.870111
-low-res-spect, oc1, 0.828619
-low-res-spect, cart, 0.847522
-low-res-spect, baseRaF, 0.733636
-low-res-spect, baseRoF, 0.867643
+low-res-spect, wodt, 0.845585
+low-res-spect, j48svm, 0.831852
+low-res-spect, oc1, 0.824671
+low-res-spect, cart, 0.826327
+low-res-spect, baseRaF, 0.748946
+low-res-spect, baseRoF, 0.867385
 low-res-spect, baseRRoF, 0.826734
 lymphography, stree, 0.864828
-lymphography, wodt, 0.736092
-lymphography, oc1, 0.73125
-lymphography, cart, 0.804138
-lymphography, baseRaF, 0.695946
-lymphography, baseRoF, 0.771622
+lymphography, wodt, 0.784598
+lymphography, j48svm, 0.772552
+lymphography, oc1, 0.734634
+lymphography, cart, 0.79331
+lymphography, baseRaF, 0.703378
+lymphography, baseRoF, 0.774865
 lymphography, baseRRoF, 0.708108
-mammographic, stree, 0.844959
-mammographic, wodt, 0.764848
-mammographic, oc1, 0.766953
-mammographic, cart, 0.771065
-mammographic, baseRaF, 0.75569
-mammographic, baseRoF, 0.815809
+mammographic, stree, 0.819062
+mammographic, wodt, 0.76379
+mammographic, j48svm, 0.816863
+mammographic, oc1, 0.768805
+mammographic, cart, 0.766706
+mammographic, baseRaF, 0.76943
+mammographic, baseRoF, 0.81261
 mammographic, baseRRoF, 0.80708
 molec-biol-promoter, stree, 0.810822
-molec-biol-promoter, wodt, 0.772294
-molec-biol-promoter, oc1, 0.6698
-molec-biol-promoter, cart, 0.791775
-molec-biol-promoter, baseRaF, 0.639835
-molec-biol-promoter, baseRoF, 0.651648
+molec-biol-promoter, wodt, 0.741905
+molec-biol-promoter, j48svm, 0.785455
+molec-biol-promoter, oc1, 0.734805
+molec-biol-promoter, cart, 0.739437
+molec-biol-promoter, baseRaF, 0.664409
+molec-biol-promoter, baseRoF, 0.68364
 molec-biol-promoter, baseRRoF, 0.638736
 musk-1, stree, 0.75432
-musk-1, wodt, 0.722566
-musk-1, oc1, 0.808838
-musk-1, cart, 0.752127
-musk-1, baseRaF, 0.77521
-musk-1, baseRoF, 0.856303
+musk-1, wodt, 0.734763
+musk-1, j48svm, 0.806143
+musk-1, oc1, 0.776401
+musk-1, cart, 0.683419
+musk-1, baseRaF, 0.770462
+musk-1, baseRoF, 0.862227
 musk-1, baseRRoF, 0.756723
-oocytes_merluccius_nucleus_4d, stree, 0.808221
-oocytes_merluccius_nucleus_4d, wodt, 0.718125
-oocytes_merluccius_nucleus_4d, oc1, 0.742776
-oocytes_merluccius_nucleus_4d, cart, 0.71912
-oocytes_merluccius_nucleus_4d, baseRaF, 0.772783
-oocytes_merluccius_nucleus_4d, baseRoF, 0.825408
+oocytes_merluccius_nucleus_4d, stree, 0.812142
+oocytes_merluccius_nucleus_4d, wodt, 0.723538
+oocytes_merluccius_nucleus_4d, j48svm, 0.740807
+oocytes_merluccius_nucleus_4d, oc1, 0.743199
+oocytes_merluccius_nucleus_4d, cart, 0.706999
+oocytes_merluccius_nucleus_4d, baseRaF, 0.776534
+oocytes_merluccius_nucleus_4d, baseRoF, 0.825376
 oocytes_merluccius_nucleus_4d, baseRRoF, 0.729155
-oocytes_merluccius_states_2f, stree, 0.911903
-oocytes_merluccius_states_2f, wodt, 0.888431
-oocytes_merluccius_states_2f, oc1, 0.879688
-oocytes_merluccius_states_2f, cart, 0.886471
-oocytes_merluccius_states_2f, baseRaF, 0.891969
-oocytes_merluccius_states_2f, baseRoF, 0.921528
+oocytes_merluccius_states_2f, stree, 0.921688
+oocytes_merluccius_states_2f, wodt, 0.884993
+oocytes_merluccius_states_2f, j48svm, 0.900002
+oocytes_merluccius_states_2f, oc1, 0.889223
+oocytes_merluccius_states_2f, cart, 0.877563
+oocytes_merluccius_states_2f, baseRaF, 0.897844
+oocytes_merluccius_states_2f, baseRoF, 0.919947
 oocytes_merluccius_states_2f, baseRRoF, 0.880828
 oocytes_trisopterus_nucleus_2f, stree, 0.747691
-oocytes_trisopterus_nucleus_2f, wodt, 0.674263
-oocytes_trisopterus_nucleus_2f, oc1, 0.7292
-oocytes_trisopterus_nucleus_2f, cart, 0.705014
-oocytes_trisopterus_nucleus_2f, baseRaF, 0.74057
-oocytes_trisopterus_nucleus_2f, baseRoF, 0.805702
+oocytes_trisopterus_nucleus_2f, wodt, 0.654345
+oocytes_trisopterus_nucleus_2f, j48svm, 0.755697
+oocytes_trisopterus_nucleus_2f, oc1, 0.747697
+oocytes_trisopterus_nucleus_2f, cart, 0.704823
+oocytes_trisopterus_nucleus_2f, baseRaF, 0.737697
+oocytes_trisopterus_nucleus_2f, baseRoF, 0.804846
 oocytes_trisopterus_nucleus_2f, baseRRoF, 0.712719
 oocytes_trisopterus_states_5b, stree, 0.845361
-oocytes_trisopterus_states_5b, wodt, 0.798199
-oocytes_trisopterus_states_5b, oc1, 0.861945
-oocytes_trisopterus_states_5b, cart, 0.756554
-oocytes_trisopterus_states_5b, baseRaF, 0.906579
-oocytes_trisopterus_states_5b, baseRoF, 0.932018
+oocytes_trisopterus_states_5b, wodt, 0.769139
+oocytes_trisopterus_states_5b, j48svm, 0.885075
+oocytes_trisopterus_states_5b, oc1, 0.86393
+oocytes_trisopterus_states_5b, cart, 0.757974
+oocytes_trisopterus_states_5b, baseRaF, 0.906908
+oocytes_trisopterus_states_5b, baseRoF, 0.929803
 oocytes_trisopterus_states_5b, baseRRoF, 0.866667
 parkinsons, stree, 0.835897
-parkinsons, wodt, 0.835897
-parkinsons, oc1, 0.8667
-parkinsons, cart, 0.769231
-parkinsons, baseRaF, 0.827941
-parkinsons, baseRoF, 0.911581
+parkinsons, wodt, 0.811795
+parkinsons, j48svm, 0.859487
+parkinsons, oc1, 0.865641
+parkinsons, cart, 0.725128
+parkinsons, baseRaF, 0.840263
+parkinsons, baseRoF, 0.891048
 parkinsons, baseRRoF, 0.854289
 pima, stree, 0.780002
-pima, wodt, 0.692793
-pima, oc1, 0.701961
-pima, cart, 0.726645
-pima, baseRaF, 0.685677
-pima, baseRoF, 0.772135
+pima, wodt, 0.697832
+pima, j48svm, 0.748314
+pima, oc1, 0.693027
+pima, cart, 0.712883
+pima, baseRaF, 0.686693
+pima, baseRoF, 0.768464
 pima, baseRRoF, 0.726302
 pittsburg-bridges-MATERIAL, stree, 0.886147
-pittsburg-bridges-MATERIAL, wodt, 0.785714
-pittsburg-bridges-MATERIAL, oc1, 0.7925
-pittsburg-bridges-MATERIAL, cart, 0.75671
-pittsburg-bridges-MATERIAL, baseRaF, 0.768132
-pittsburg-bridges-MATERIAL, baseRoF, 0.816758
+pittsburg-bridges-MATERIAL, wodt, 0.762208
+pittsburg-bridges-MATERIAL, j48svm, 0.84645
+pittsburg-bridges-MATERIAL, oc1, 0.81026
+pittsburg-bridges-MATERIAL, cart, 0.730087
+pittsburg-bridges-MATERIAL, baseRaF, 0.784766
+pittsburg-bridges-MATERIAL, baseRoF, 0.800495
 pittsburg-bridges-MATERIAL, baseRRoF, 0.803846
-pittsburg-bridges-REL-L, stree, 0.67619
-pittsburg-bridges-REL-L, wodt, 0.590476
-pittsburg-bridges-REL-L, oc1, 0.681739
-pittsburg-bridges-REL-L, cart, 0.611429
-pittsburg-bridges-REL-L, baseRaF, 0.573786
-pittsburg-bridges-REL-L, baseRoF, 0.627214
+pittsburg-bridges-REL-L, stree, 0.578143
+pittsburg-bridges-REL-L, wodt, 0.574429
+pittsburg-bridges-REL-L, j48svm, 0.653571
+pittsburg-bridges-REL-L, oc1, 0.604957
+pittsburg-bridges-REL-L, cart, 0.581762
+pittsburg-bridges-REL-L, baseRaF, 0.567436
+pittsburg-bridges-REL-L, baseRoF, 0.624271
 pittsburg-bridges-REL-L, baseRRoF, 0.601357
 pittsburg-bridges-SPAN, stree, 0.677193
-pittsburg-bridges-SPAN, wodt, 0.545029
-pittsburg-bridges-SPAN, oc1, 0.6196
-pittsburg-bridges-SPAN, cart, 0.546199
-pittsburg-bridges-SPAN, baseRaF, 0.571739
-pittsburg-bridges-SPAN, baseRoF, 0.632609
+pittsburg-bridges-SPAN, wodt, 0.529357
+pittsburg-bridges-SPAN, j48svm, 0.626784
+pittsburg-bridges-SPAN, oc1, 0.579333
+pittsburg-bridges-SPAN, cart, 0.536023
+pittsburg-bridges-SPAN, baseRaF, 0.581957
+pittsburg-bridges-SPAN, baseRoF, 0.64
 pittsburg-bridges-SPAN, baseRRoF, 0.584783
 pittsburg-bridges-T-OR-D, stree, 0.902381
-pittsburg-bridges-T-OR-D, wodt, 0.742857
-pittsburg-bridges-T-OR-D, oc1, 0.7843
-pittsburg-bridges-T-OR-D, cart, 0.782381
-pittsburg-bridges-T-OR-D, baseRaF, 0.803407
-pittsburg-bridges-T-OR-D, baseRoF, 0.87437
+pittsburg-bridges-T-OR-D, wodt, 0.79
+pittsburg-bridges-T-OR-D, j48svm, 0.835619
+pittsburg-bridges-T-OR-D, oc1, 0.831545
+pittsburg-bridges-T-OR-D, cart, 0.721667
+pittsburg-bridges-T-OR-D, baseRaF, 0.810689
+pittsburg-bridges-T-OR-D, baseRoF, 0.865052
 pittsburg-bridges-T-OR-D, baseRRoF, 0.849259
 planning, stree, 0.725525
-planning, wodt, 0.478228
-planning, oc1, 0.627193
-planning, cart, 0.621772
-planning, baseRaF, 0.613144
-planning, baseRoF, 0.710165
+planning, wodt, 0.552192
+planning, j48svm, 0.711246
+planning, oc1, 0.566988
+planning, cart, 0.574384
+planning, baseRaF, 0.57918
+planning, baseRoF, 0.712416
 planning, baseRRoF, 0.61227
 post-operative, stree, 0.722222
-post-operative, wodt, 0.588889
-post-operative, oc1, 0.5889
-post-operative, cart, 0.633333
-post-operative, baseRaF, 0.49072
-post-operative, baseRoF, 0.709091
+post-operative, wodt, 0.56
+post-operative, j48svm, 0.692222
+post-operative, oc1, 0.542222
+post-operative, cart, 0.586667
+post-operative, baseRaF, 0.514792
+post-operative, baseRoF, 0.71142
 post-operative, baseRRoF, 0.705303
-seeds, stree, 0.957143
-seeds, wodt, 0.928571
-seeds, oc1, 0.9381
-seeds, cart, 0.919048
-seeds, baseRaF, 0.93052
-seeds, baseRoF, 0.949644
+seeds, stree, 0.949048
+seeds, wodt, 0.925238
+seeds, j48svm, 0.912381
+seeds, oc1, 0.932381
+seeds, cart, 0.879524
+seeds, baseRaF, 0.92459
+seeds, baseRoF, 0.953494
 seeds, baseRRoF, 0.790705
-statlog-australian-credit, stree, 0.678261
-statlog-australian-credit, wodt, 0.55942
-statlog-australian-credit, oc1, 0.5928
-statlog-australian-credit, cart, 0.595652
-statlog-australian-credit, baseRaF, 0.678291
-statlog-australian-credit, baseRoF, 0.678271
+statlog-australian-credit, stree, 0.678116
+statlog-australian-credit, wodt, 0.571739
+statlog-australian-credit, j48svm, 0.655652
+statlog-australian-credit, oc1, 0.573913
+statlog-australian-credit, cart, 0.606377
+statlog-australian-credit, baseRaF, 0.678272
+statlog-australian-credit, baseRoF, 0.678273
 statlog-australian-credit, baseRRoF, 0.678214
-statlog-german-credit, stree, 0.762
-statlog-german-credit, wodt, 0.696
-statlog-german-credit, oc1, 0.671
-statlog-german-credit, cart, 0.701
-statlog-german-credit, baseRaF, 0.672
-statlog-german-credit, baseRoF, 0.7596
+statlog-german-credit, stree, 0.7472
+statlog-german-credit, wodt, 0.6878
+statlog-german-credit, j48svm, 0.7261
+statlog-german-credit, oc1, 0.6874
+statlog-german-credit, cart, 0.6834
+statlog-german-credit, baseRaF, 0.67332
+statlog-german-credit, baseRoF, 0.75558
 statlog-german-credit, baseRRoF, 0.6848
 statlog-heart, stree, 0.848148
-statlog-heart, wodt, 0.788889
-statlog-heart, oc1, 0.718518
-statlog-heart, cart, 0.755556
-statlog-heart, baseRaF, 0.745187
-statlog-heart, baseRoF, 0.830554
+statlog-heart, wodt, 0.773333
+statlog-heart, j48svm, 0.815556
+statlog-heart, oc1, 0.749259
+statlog-heart, cart, 0.758519
+statlog-heart, baseRaF, 0.732019
+statlog-heart, baseRoF, 0.826089
 statlog-heart, baseRRoF, 0.76883
 statlog-image, stree, 0.959307
-statlog-image, wodt, 0.955844
-statlog-image, oc1, 0.9442
-statlog-image, cart, 0.961039
-statlog-image, baseRaF, 0.942258
-statlog-image, baseRoF, 0.961124
+statlog-image, wodt, 0.955671
+statlog-image, j48svm, 0.966797
+statlog-image, oc1, 0.95013
+statlog-image, cart, 0.963377
+statlog-image, baseRaF, 0.929442
+statlog-image, baseRoF, 0.958705
 statlog-image, baseRRoF, 0.879948
 statlog-vehicle, stree, 0.801413
-statlog-vehicle, wodt, 0.719875
-statlog-vehicle, oc1, 0.717529
-statlog-vehicle, cart, 0.735224
-statlog-vehicle, baseRaF, 0.768526
-statlog-vehicle, baseRoF, 0.805401
+statlog-vehicle, wodt, 0.731811
+statlog-vehicle, j48svm, 0.730389
+statlog-vehicle, oc1, 0.708496
+statlog-vehicle, cart, 0.728592
+statlog-vehicle, baseRaF, 0.76307
+statlog-vehicle, baseRoF, 0.80055
 statlog-vehicle, baseRRoF, 0.663137
 synthetic-control, stree, 0.971667
-synthetic-control, wodt, 0.97
-synthetic-control, oc1, 0.8317
-synthetic-control, cart, 0.911667
-synthetic-control, baseRaF, 0.885667
-synthetic-control, baseRoF, 0.98
+synthetic-control, wodt, 0.979
+synthetic-control, j48svm, 0.921667
+synthetic-control, oc1, 0.863167
+synthetic-control, cart, 0.906333
+synthetic-control, baseRaF, 0.883767
+synthetic-control, baseRoF, 0.980667
 synthetic-control, baseRRoF, 0.885
 tic-tac-toe, stree, 0.987435
-tic-tac-toe, wodt, 0.866416
-tic-tac-toe, oc1, 0.9217
-tic-tac-toe, cart, 0.832952
-tic-tac-toe, baseRaF, 0.964097
+tic-tac-toe, wodt, 0.849967
+tic-tac-toe, j48svm, 0.983301
+tic-tac-toe, oc1, 0.91849
+tic-tac-toe, cart, 0.836177
+tic-tac-toe, baseRaF, 0.966285
 tic-tac-toe, baseRoF, 0.983295
 tic-tac-toe, baseRRoF, 0.824842
 vertebral-column-2clases, stree, 0.829032
-vertebral-column-2clases, wodt, 0.790323
-vertebral-column-2clases, oc1, 0.803226
-vertebral-column-2clases, cart, 0.803226
-vertebral-column-2clases, baseRaF, 0.810858
-vertebral-column-2clases, baseRoF, 0.841328
+vertebral-column-2clases, wodt, 0.793548
+vertebral-column-2clases, j48svm, 0.850645
+vertebral-column-2clases, oc1, 0.815161
+vertebral-column-2clases, cart, 0.775161
+vertebral-column-2clases, baseRaF, 0.801863
+vertebral-column-2clases, baseRoF, 0.848364
 vertebral-column-2clases, baseRRoF, 0.803313
 wine, stree, 0.977778
-wine, wodt, 0.972063
-wine, oc1, 0.927068
-wine, cart, 0.93873
-wine, baseRaF, 0.952619
-wine, baseRoF, 0.989872
+wine, wodt, 0.968079
+wine, j48svm, 0.983778
+wine, oc1, 0.916165
+wine, cart, 0.897524
+wine, baseRaF, 0.948582
+wine, baseRoF, 0.988108
 wine, baseRRoF, 0.828063
 zoo, stree, 0.96
-zoo, wodt, 0.94
-zoo, oc1, 0.8515
-zoo, cart, 0.95
-zoo, baseRaF, 0.859385
-zoo, baseRoF, 0.931154
+zoo, wodt, 0.945
+zoo, j48svm, 0.920857
+zoo, oc1, 0.890952
+zoo, cart, 0.958
+zoo, baseRaF, 0.880069
+zoo, baseRoF, 0.946708
 zoo, baseRRoF, 0.845154
diff --git a/test_validation.ipynb b/test_validation.ipynb
index 8b22de9..33be434 100644
--- a/test_validation.ipynb
+++ b/test_validation.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 136,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -22,16 +22,20 @@
     "dataset_name = \"pima\"\n",
     "dataset_name = \"conn-bench-sonar-mines-rocks\"\n",
     "dataset_name = \"libras\"\n",
+    "dataset_name = \"oocytes_merluccius_nucleus_4d\"\n",
     "parameters = {\"C\": .15, \"degree\": 6, \"gamma\": .7, \"kernel\": \"poly\", \"max_features\": None, \"max_iter\": 100000.0, \"random_state\": 0}\n",
     "#parameters = {'C': .17, 'degree': 5, 'gamma': 0.1, 'kernel': 'poly', 'max_features': 'auto', 'max_iter': 10000.0, 'random_state': 1, 'split_criteria': 'impurity'}\n",
     "#parameters = {\"C\": 0.2, \"max_iter\": 10000.0, \"random_state\": 1}\n",
     "#parameters = {\"C\": 0.55, \"gamma\": 0.1, \"kernel\": \"rbf\", \"max_iter\": 10000.0, \"random_state\": 1}\n",
-    "#parameters = {\"C\": 55, \"max_iter\": 10000.0, \"random_state\": 1}"
+    "#parameters = {\"C\": 55, \"max_iter\": 10000.0, \"random_state\": 1}\n",
+    "parameters = {\"C\": 0.08, \"max_iter\": 10000.0, \"random_state\": 1}\n",
+    "parameters = {\"C\": 0.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"max_iter\": 10000.0, \"random_state\": 1}\n",
+    "parameters = {\"C\": 8.25, \"gamma\": 0.1, \"kernel\": \"poly\", \"degree\": 5, \"random_state\": 1, \"max_iter\": 1000000.0,}"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 137,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -41,12 +45,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 138,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.7817647058823529\n"
+     ]
+    }
+   ],
    "source": [
     "clf = Stree(**parameters)\n",
-    "results = cross_validate(clf, X, y, n_jobs=1, return_estimator=True)"
+    "results = cross_validate(clf, X, y, n_jobs=1, return_estimator=True)\n",
+    "print(results['test_score'].mean())"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'fit_time': array([0.03832388, 0.03705883, 0.03425193, 0.03189301, 0.03623199]),\n",
+       " 'score_time': array([0.00377917, 0.00316501, 0.00348616, 0.00294399, 0.00328493]),\n",
+       " 'estimator': [Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
+       "  Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
+       "  Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
+       "  Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1),\n",
+       "  Stree(C=0.55, gamma=0.1, kernel='poly', max_iter=10000.0, random_state=1)],\n",
+       " 'test_score': array([0.96585366, 0.89268293, 0.89215686, 0.87254902, 0.93627451])}"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "results"
    ]
   },
   {
@@ -805,9 +845,9 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.3"
+   "version": "3.9.2"
   }
  },
  "nbformat": 4,
  "nbformat_minor": 4
-}
+}
\ No newline at end of file