diff --git "a/metadata_validation.csv" "b/metadata_validation.csv"
new file mode 100644--- /dev/null
+++ "b/metadata_validation.csv"
@@ -0,0 +1,1712 @@
+Chart,Question,Id
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A,B), as 5.",12689
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, B), as 5.",12690
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A, not B), as 5.",12691
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, not B), as 5.",12692
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A,B), as 6.",12693
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, B), as 6.",12694
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A, not B), as 6.",12695
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, not B), as 6.",12696
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A,B), as 7.",12697
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, B), as 7.",12698
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A, not B), as 7.",12699
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, not B), as 7.",12700
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A,B), as 4.",12701
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, B), as 4.",12702
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A, not B), as 4.",12703
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, not B), as 4.",12704
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A,B), as 8.",12705
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, B), as 8.",12706
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A, not B), as 8.",12707
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, not B), as 8.",12708
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A,B), as 3.",12709
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, B), as 3.",12710
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (A, not B), as 3.",12711
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that Naive Bayes algorithm classifies (not A, not B), as 3.",12712
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 5 for any k ≤ 154.",12713
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 5 for any k ≤ 154.",12714
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 5 for any k ≤ 154.",12715
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 5 for any k ≤ 154.",12716
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 6 for any k ≤ 154.",12717
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 6 for any k ≤ 154.",12718
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 6 for any k ≤ 154.",12719
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 6 for any k ≤ 154.",12720
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 7 for any k ≤ 154.",12721
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 7 for any k ≤ 154.",12722
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 7 for any k ≤ 154.",12723
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 7 for any k ≤ 154.",12724
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 4 for any k ≤ 154.",12725
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 4 for any k ≤ 154.",12726
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 4 for any k ≤ 154.",12727
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 4 for any k ≤ 154.",12728
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 8 for any k ≤ 154.",12729
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 8 for any k ≤ 154.",12730
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 8 for any k ≤ 154.",12731
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 8 for any k ≤ 154.",12732
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 3 for any k ≤ 154.",12733
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 3 for any k ≤ 154.",12734
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 3 for any k ≤ 154.",12735
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 3 for any k ≤ 154.",12736
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 5 for any k ≤ 27.",12737
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 5 for any k ≤ 27.",12738
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 5 for any k ≤ 27.",12739
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 5 for any k ≤ 27.",12740
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 6 for any k ≤ 27.",12741
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 6 for any k ≤ 27.",12742
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 6 for any k ≤ 27.",12743
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 6 for any k ≤ 27.",12744
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 7 for any k ≤ 27.",12745
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 7 for any k ≤ 27.",12746
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 7 for any k ≤ 27.",12747
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 7 for any k ≤ 27.",12748
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 4 for any k ≤ 27.",12749
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 4 for any k ≤ 27.",12750
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 4 for any k ≤ 27.",12751
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 4 for any k ≤ 27.",12752
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 8 for any k ≤ 27.",12753
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 8 for any k ≤ 27.",12754
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 8 for any k ≤ 27.",12755
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 8 for any k ≤ 27.",12756
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 3 for any k ≤ 27.",12757
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 3 for any k ≤ 27.",12758
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 3 for any k ≤ 27.",12759
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 3 for any k ≤ 27.",12760
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 5 for any k ≤ 172.",12761
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 5 for any k ≤ 172.",12762
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 5 for any k ≤ 172.",12763
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 5 for any k ≤ 172.",12764
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 6 for any k ≤ 172.",12765
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 6 for any k ≤ 172.",12766
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 6 for any k ≤ 172.",12767
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 6 for any k ≤ 172.",12768
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 7 for any k ≤ 172.",12769
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 7 for any k ≤ 172.",12770
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 7 for any k ≤ 172.",12771
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 7 for any k ≤ 172.",12772
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 4 for any k ≤ 172.",12773
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 4 for any k ≤ 172.",12774
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 4 for any k ≤ 172.",12775
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 4 for any k ≤ 172.",12776
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 8 for any k ≤ 172.",12777
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 8 for any k ≤ 172.",12778
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 8 for any k ≤ 172.",12779
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 8 for any k ≤ 172.",12780
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 3 for any k ≤ 172.",12781
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 3 for any k ≤ 172.",12782
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 3 for any k ≤ 172.",12783
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 3 for any k ≤ 172.",12784
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 5 for any k ≤ 447.",12785
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 5 for any k ≤ 447.",12786
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 5 for any k ≤ 447.",12787
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 5 for any k ≤ 447.",12788
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 6 for any k ≤ 447.",12789
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 6 for any k ≤ 447.",12790
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 6 for any k ≤ 447.",12791
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 6 for any k ≤ 447.",12792
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 7 for any k ≤ 447.",12793
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 7 for any k ≤ 447.",12794
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 7 for any k ≤ 447.",12795
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 7 for any k ≤ 447.",12796
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 4 for any k ≤ 447.",12797
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 4 for any k ≤ 447.",12798
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 4 for any k ≤ 447.",12799
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 4 for any k ≤ 447.",12800
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 8 for any k ≤ 447.",12801
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 8 for any k ≤ 447.",12802
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 8 for any k ≤ 447.",12803
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 8 for any k ≤ 447.",12804
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A,B) as 3 for any k ≤ 447.",12805
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, B) as 3 for any k ≤ 447.",12806
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (A, not B) as 3 for any k ≤ 447.",12807
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, it is possible to state that KNN algorithm classifies (not A, not B) as 3 for any k ≤ 447.",12808
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A,B) as 5.",12809
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, B) as 5.",12810
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A, not B) as 5.",12811
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, not B) as 5.",12812
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A,B) as 6.",12813
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, B) as 6.",12814
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A, not B) as 6.",12815
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, not B) as 6.",12816
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A,B) as 7.",12817
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, B) as 7.",12818
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A, not B) as 7.",12819
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, not B) as 7.",12820
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A,B) as 4.",12821
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, B) as 4.",12822
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A, not B) as 4.",12823
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, not B) as 4.",12824
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A,B) as 8.",12825
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, B) as 8.",12826
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A, not B) as 8.",12827
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, not B) as 8.",12828
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A,B) as 3.",12829
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, B) as 3.",12830
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (A, not B) as 3.",12831
+WineQT_decision_tree.png,"Considering that A=True<=>density<=1.0 and B=True<=>chlorides<=0.08, the Decision Tree presented classifies (not A, not B) as 3.",12832
+WineQT_overfitting_mlp.png,We are able to identify the existence of overfitting for MLP models trained longer than 1046 episodes.,12833
+WineQT_overfitting_mlp.png,We are able to identify the existence of overfitting for MLP models trained longer than 1177 episodes.,12834
+WineQT_overfitting_mlp.png,We are able to identify the existence of overfitting for MLP models trained longer than 1015 episodes.,12835
+WineQT_overfitting_mlp.png,We are able to identify the existence of overfitting for MLP models trained longer than 706 episodes.,12836
+WineQT_overfitting_mlp.png,We are able to identify the existence of overfitting for MLP models trained longer than 1307 episodes.,12837
+WineQT_overfitting_gb.png,We are able to identify the existence of overfitting for gradient boosting models with more than 64 estimators.,12838
+WineQT_overfitting_gb.png,We are able to identify the existence of overfitting for gradient boosting models with more than 87 estimators.,12839
+WineQT_overfitting_gb.png,We are able to identify the existence of overfitting for gradient boosting models with more than 148 estimators.,12840
+WineQT_overfitting_gb.png,We are able to identify the existence of overfitting for gradient boosting models with more than 146 estimators.,12841
+WineQT_overfitting_gb.png,We are able to identify the existence of overfitting for gradient boosting models with more than 92 estimators.,12842
+WineQT_overfitting_rf.png,We are able to identify the existence of overfitting for random forest models with more than 100 estimators.,12843
+WineQT_overfitting_rf.png,We are able to identify the existence of overfitting for random forest models with more than 67 estimators.,12844
+WineQT_overfitting_rf.png,We are able to identify the existence of overfitting for random forest models with more than 136 estimators.,12845
+WineQT_overfitting_rf.png,We are able to identify the existence of overfitting for random forest models with more than 93 estimators.,12846
+WineQT_overfitting_rf.png,We are able to identify the existence of overfitting for random forest models with more than 95 estimators.,12847
+WineQT_overfitting_knn.png,We are able to identify the existence of overfitting for KNN models with less than 2 neighbors.,12848
+WineQT_overfitting_knn.png,We are able to identify the existence of overfitting for KNN models with less than 3 neighbors.,12849
+WineQT_overfitting_knn.png,We are able to identify the existence of overfitting for KNN models with less than 4 neighbors.,12850
+WineQT_overfitting_knn.png,We are able to identify the existence of overfitting for KNN models with less than 5 neighbors.,12851
+WineQT_overfitting_knn.png,We are able to identify the existence of overfitting for KNN models with less than 6 neighbors.,12852
+WineQT_overfitting_decision_tree.png,We are able to identify the existence of overfitting for decision tree models with more than 2 nodes of depth.,12853
+WineQT_overfitting_decision_tree.png,We are able to identify the existence of overfitting for decision tree models with more than 3 nodes of depth.,12854
+WineQT_overfitting_decision_tree.png,We are able to identify the existence of overfitting for decision tree models with more than 4 nodes of depth.,12855
+WineQT_overfitting_decision_tree.png,We are able to identify the existence of overfitting for decision tree models with more than 5 nodes of depth.,12856
+WineQT_overfitting_decision_tree.png,We are able to identify the existence of overfitting for decision tree models with more than 6 nodes of depth.,12857
+WineQT_overfitting_rf.png,The random forests results shown can be explained by the lack of diversity resulting from the number of features considered.,12858
+WineQT_decision_tree.png,The recall for the presented tree is higher than its accuracy.,12859
+WineQT_decision_tree.png,The precision for the presented tree is higher than its accuracy.,12860
+WineQT_decision_tree.png,The specificity for the presented tree is higher than its accuracy.,12861
+WineQT_decision_tree.png,The recall for the presented tree is lower than its accuracy.,12862
+WineQT_decision_tree.png,The precision for the presented tree is lower than its accuracy.,12863
+WineQT_decision_tree.png,The specificity for the presented tree is lower than its accuracy.,12864
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than its recall.,12865
+WineQT_decision_tree.png,The precision for the presented tree is higher than its recall.,12866
+WineQT_decision_tree.png,The specificity for the presented tree is higher than its recall.,12867
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than its recall.,12868
+WineQT_decision_tree.png,The precision for the presented tree is lower than its recall.,12869
+WineQT_decision_tree.png,The specificity for the presented tree is lower than its recall.,12870
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than its precision.,12871
+WineQT_decision_tree.png,The recall for the presented tree is higher than its precision.,12872
+WineQT_decision_tree.png,The specificity for the presented tree is higher than its precision.,12873
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than its precision.,12874
+WineQT_decision_tree.png,The recall for the presented tree is lower than its precision.,12875
+WineQT_decision_tree.png,The specificity for the presented tree is lower than its precision.,12876
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than its specificity.,12877
+WineQT_decision_tree.png,The recall for the presented tree is higher than its specificity.,12878
+WineQT_decision_tree.png,The precision for the presented tree is higher than its specificity.,12879
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than its specificity.,12880
+WineQT_decision_tree.png,The recall for the presented tree is lower than its specificity.,12881
+WineQT_decision_tree.png,The precision for the presented tree is lower than its specificity.,12882
+WineQT_decision_tree.png,The number of False Positives is higher than the number of True Positives for the presented tree.,12883
+WineQT_decision_tree.png,The number of True Negatives is higher than the number of True Positives for the presented tree.,12884
+WineQT_decision_tree.png,The number of False Negatives is higher than the number of True Positives for the presented tree.,12885
+WineQT_decision_tree.png,The number of False Positives is lower than the number of True Positives for the presented tree.,12886
+WineQT_decision_tree.png,The number of True Negatives is lower than the number of True Positives for the presented tree.,12887
+WineQT_decision_tree.png,The number of False Negatives is lower than the number of True Positives for the presented tree.,12888
+WineQT_decision_tree.png,The number of True Positives is higher than the number of False Positives for the presented tree.,12889
+WineQT_decision_tree.png,The number of True Negatives is higher than the number of False Positives for the presented tree.,12890
+WineQT_decision_tree.png,The number of False Negatives is higher than the number of False Positives for the presented tree.,12891
+WineQT_decision_tree.png,The number of True Positives is lower than the number of False Positives for the presented tree.,12892
+WineQT_decision_tree.png,The number of True Negatives is lower than the number of False Positives for the presented tree.,12893
+WineQT_decision_tree.png,The number of False Negatives is lower than the number of False Positives for the presented tree.,12894
+WineQT_decision_tree.png,The number of True Positives is higher than the number of True Negatives for the presented tree.,12895
+WineQT_decision_tree.png,The number of False Positives is higher than the number of True Negatives for the presented tree.,12896
+WineQT_decision_tree.png,The number of False Negatives is higher than the number of True Negatives for the presented tree.,12897
+WineQT_decision_tree.png,The number of True Positives is lower than the number of True Negatives for the presented tree.,12898
+WineQT_decision_tree.png,The number of False Positives is lower than the number of True Negatives for the presented tree.,12899
+WineQT_decision_tree.png,The number of False Negatives is lower than the number of True Negatives for the presented tree.,12900
+WineQT_decision_tree.png,The number of True Positives is higher than the number of False Negatives for the presented tree.,12901
+WineQT_decision_tree.png,The number of False Positives is higher than the number of False Negatives for the presented tree.,12902
+WineQT_decision_tree.png,The number of True Negatives is higher than the number of False Negatives for the presented tree.,12903
+WineQT_decision_tree.png,The number of True Positives is lower than the number of False Negatives for the presented tree.,12904
+WineQT_decision_tree.png,The number of False Positives is lower than the number of False Negatives for the presented tree.,12905
+WineQT_decision_tree.png,The number of True Negatives is lower than the number of False Negatives for the presented tree.,12906
+WineQT_decision_tree.png,The number of True Positives reported in the same tree is 33.,12907
+WineQT_decision_tree.png,The number of False Positives reported in the same tree is 30.,12908
+WineQT_decision_tree.png,The number of True Negatives reported in the same tree is 47.,12909
+WineQT_decision_tree.png,The number of False Negatives reported in the same tree is 26.,12910
+WineQT_decision_tree.png,The number of True Positives reported in the same tree is 16.,12911
+WineQT_decision_tree.png,The number of False Positives reported in the same tree is 24.,12912
+WineQT_decision_tree.png,The number of True Negatives reported in the same tree is 14.,12913
+WineQT_decision_tree.png,The number of False Negatives reported in the same tree is 42.,12914
+WineQT_decision_tree.png,The number of True Positives reported in the same tree is 32.,12915
+WineQT_decision_tree.png,The number of False Positives reported in the same tree is 17.,12916
+WineQT_decision_tree.png,The number of True Negatives reported in the same tree is 43.,12917
+WineQT_decision_tree.png,The number of False Negatives reported in the same tree is 18.,12918
+WineQT_decision_tree.png,The number of True Positives reported in the same tree is 50.,12919
+WineQT_decision_tree.png,The number of False Positives reported in the same tree is 20.,12920
+WineQT_decision_tree.png,The number of True Negatives reported in the same tree is 13.,12921
+WineQT_decision_tree.png,The number of False Negatives reported in the same tree is 48.,12922
+WineQT_decision_tree.png,The number of True Positives reported in the same tree is 27.,12923
+WineQT_decision_tree.png,The number of False Positives reported in the same tree is 45.,12924
+WineQT_decision_tree.png,The number of True Negatives reported in the same tree is 11.,12925
+WineQT_decision_tree.png,The number of False Negatives reported in the same tree is 23.,12926
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 3.,12927
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 4.,12928
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 5.,12929
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 6.,12930
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 7.,12931
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 8.,12932
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 9.,12933
+WineQT_overfitting_decision_tree.png,The decision tree is in overfitting for depths above 10.,12934
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 3.,12935
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 4.,12936
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 5.,12937
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 6.,12938
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 7.,12939
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 8.,12940
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 9.,12941
+WineQT_overfitting_decision_tree.png,The chart reporting the recall for different trees shows that the model enters in overfitting for models with depth higher than 10.,12942
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than 75%.,12943
+WineQT_decision_tree.png,The recall for the presented tree is higher than 85%.,12944
+WineQT_decision_tree.png,The precision for the presented tree is higher than 66%.,12945
+WineQT_decision_tree.png,The specificity for the presented tree is higher than 90%.,12946
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than 60%.,12947
+WineQT_decision_tree.png,The recall for the presented tree is lower than 71%.,12948
+WineQT_decision_tree.png,The precision for the presented tree is lower than 72%.,12949
+WineQT_decision_tree.png,The specificity for the presented tree is lower than 88%.,12950
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than 68%.,12951
+WineQT_decision_tree.png,The recall for the presented tree is higher than 73%.,12952
+WineQT_decision_tree.png,The precision for the presented tree is higher than 83%.,12953
+WineQT_decision_tree.png,The specificity for the presented tree is higher than 87%.,12954
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than 64%.,12955
+WineQT_decision_tree.png,The recall for the presented tree is lower than 82%.,12956
+WineQT_decision_tree.png,The precision for the presented tree is lower than 69%.,12957
+WineQT_decision_tree.png,The specificity for the presented tree is lower than 70%.,12958
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than 74%.,12959
+WineQT_decision_tree.png,The recall for the presented tree is higher than 81%.,12960
+WineQT_decision_tree.png,The precision for the presented tree is higher than 89%.,12961
+WineQT_decision_tree.png,The specificity for the presented tree is higher than 62%.,12962
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than 86%.,12963
+WineQT_decision_tree.png,The recall for the presented tree is lower than 79%.,12964
+WineQT_decision_tree.png,The precision for the presented tree is lower than 76%.,12965
+WineQT_decision_tree.png,The specificity for the presented tree is lower than 80%.,12966
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than 63%.,12967
+WineQT_decision_tree.png,The recall for the presented tree is higher than 84%.,12968
+WineQT_decision_tree.png,The precision for the presented tree is higher than 77%.,12969
+WineQT_decision_tree.png,The specificity for the presented tree is higher than 67%.,12970
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than 78%.,12971
+WineQT_decision_tree.png,The recall for the presented tree is lower than 61%.,12972
+WineQT_decision_tree.png,The precision for the presented tree is lower than 65%.,12973
+WineQT_decision_tree.png,The specificity for the presented tree is lower than 75%.,12974
+WineQT_decision_tree.png,The accuracy for the presented tree is higher than 78%.,12975
+WineQT_decision_tree.png,The recall for the presented tree is higher than 66%.,12976
+WineQT_decision_tree.png,The precision for the presented tree is higher than 81%.,12977
+WineQT_decision_tree.png,The specificity for the presented tree is higher than 88%.,12978
+WineQT_decision_tree.png,The accuracy for the presented tree is lower than 62%.,12979
+WineQT_decision_tree.png,The recall for the presented tree is lower than 74%.,12980
+WineQT_decision_tree.png,The precision for the presented tree is lower than 72%.,12981
+WineQT_decision_tree.png,The specificity for the presented tree is lower than 69%.,12982
+WineQT_overfitting_rf.png,"Results for Random Forests identified as 2, may be explained by its estimators being in underfitting.",12983
+WineQT_overfitting_rf.png,"Results for Random Forests identified as 3, may be explained by its estimators being in underfitting.",12984
+WineQT_overfitting_rf.png,"Results for Random Forests identified as 10, may be explained by its estimators being in underfitting.",12985
+WineQT_overfitting_rf.png,"Results for Random Forests identified as 2, may be explained by its estimators being in overfitting.",12986
+WineQT_overfitting_rf.png,"Results for Random Forests identified as 3, may be explained by its estimators being in overfitting.",12987
+WineQT_overfitting_rf.png,"Results for Random Forests identified as 10, may be explained by its estimators being in overfitting.",12988
+WineQT_overfitting_knn.png,KNN with more than 2 neighbours is in overfitting.,12989
+WineQT_overfitting_knn.png,KNN with less than 2 neighbours is in overfitting.,12990
+WineQT_overfitting_knn.png,KNN with more than 3 neighbours is in overfitting.,12991
+WineQT_overfitting_knn.png,KNN with less than 3 neighbours is in overfitting.,12992
+WineQT_overfitting_knn.png,KNN with more than 4 neighbours is in overfitting.,12993
+WineQT_overfitting_knn.png,KNN with less than 4 neighbours is in overfitting.,12994
+WineQT_overfitting_knn.png,KNN with more than 5 neighbours is in overfitting.,12995
+WineQT_overfitting_knn.png,KNN with less than 5 neighbours is in overfitting.,12996
+WineQT_overfitting_knn.png,KNN with more than 6 neighbours is in overfitting.,12997
+WineQT_overfitting_knn.png,KNN with less than 6 neighbours is in overfitting.,12998
+WineQT_overfitting_knn.png,KNN with more than 7 neighbours is in overfitting.,12999
+WineQT_overfitting_knn.png,KNN with less than 7 neighbours is in overfitting.,13000
+WineQT_overfitting_knn.png,KNN with more than 8 neighbours is in overfitting.,13001
+WineQT_overfitting_knn.png,KNN with less than 8 neighbours is in overfitting.,13002
+WineQT_overfitting_knn.png,KNN with 1 neighbour is in overfitting.,13003
+WineQT_overfitting_knn.png,KNN with 2 neighbour is in overfitting.,13004
+WineQT_overfitting_knn.png,KNN with 3 neighbour is in overfitting.,13005
+WineQT_overfitting_knn.png,KNN with 4 neighbour is in overfitting.,13006
+WineQT_overfitting_knn.png,KNN with 5 neighbour is in overfitting.,13007
+WineQT_overfitting_knn.png,KNN with 6 neighbour is in overfitting.,13008
+WineQT_overfitting_knn.png,KNN with 7 neighbour is in overfitting.,13009
+WineQT_overfitting_knn.png,KNN with 8 neighbour is in overfitting.,13010
+WineQT_overfitting_knn.png,KNN with 9 neighbour is in overfitting.,13011
+WineQT_overfitting_knn.png,KNN with 10 neighbour is in overfitting.,13012
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 2.,13013
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 2.,13014
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 3.,13015
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 3.,13016
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 4.,13017
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 4.,13018
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 5.,13019
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 5.,13020
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 6.,13021
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 6.,13022
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 7.,13023
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 7.,13024
+WineQT_overfitting_knn.png,KNN is in overfitting for k less than 8.,13025
+WineQT_overfitting_knn.png,KNN is in overfitting for k larger than 8.,13026
+WineQT_decision_tree.png,"As reported in the tree, the number of False Positive is smaller than the number of False Negatives.",13027
+WineQT_decision_tree.png,"As reported in the tree, the number of False Positive is bigger than the number of False Negatives.",13028
+WineQT_overfitting_decision_tree.png,"According to the decision tree overfitting chart, the tree with 3 nodes of depth is in overfitting.",13029
+WineQT_overfitting_decision_tree.png,"According to the decision tree overfitting chart, the tree with 4 nodes of depth is in overfitting.",13030
+WineQT_overfitting_decision_tree.png,"According to the decision tree overfitting chart, the tree with 5 nodes of depth is in overfitting.",13031
+WineQT_overfitting_decision_tree.png,"According to the decision tree overfitting chart, the tree with 6 nodes of depth is in overfitting.",13032
+WineQT_overfitting_decision_tree.png,"According to the decision tree overfitting chart, the tree with 7 nodes of depth is in overfitting.",13033
+WineQT_overfitting_decision_tree.png,"According to the decision tree overfitting chart, the tree with 8 nodes of depth is in overfitting.",13034
+WineQT_decision_tree.png,"A smaller tree would be delivered if we would apply post-pruning, accepting an accuracy reduction of 5%.",13035
+WineQT_decision_tree.png,"A smaller tree would be delivered if we would apply post-pruning, accepting an accuracy reduction of 6%.",13036
+WineQT_decision_tree.png,"A smaller tree would be delivered if we would apply post-pruning, accepting an accuracy reduction of 7%.",13037
+WineQT_decision_tree.png,"A smaller tree would be delivered if we would apply post-pruning, accepting an accuracy reduction of 8%.",13038
+WineQT_decision_tree.png,"A smaller tree would be delivered if we would apply post-pruning, accepting an accuracy reduction of 9%.",13039
+WineQT_decision_tree.png,"A smaller tree would be delivered if we would apply post-pruning, accepting an accuracy reduction of 10%.",13040
+WineQT_pca.png,Using the first 2 principal components would imply an error between 5 and 20%.,13041
+WineQT_pca.png,Using the first 3 principal components would imply an error between 5 and 20%.,13042
+WineQT_pca.png,Using the first 4 principal components would imply an error between 5 and 20%.,13043
+WineQT_pca.png,Using the first 2 principal components would imply an error between 10 and 20%.,13044
+WineQT_pca.png,Using the first 3 principal components would imply an error between 10 and 20%.,13045
+WineQT_pca.png,Using the first 4 principal components would imply an error between 10 and 20%.,13046
+WineQT_pca.png,Using the first 2 principal components would imply an error between 15 and 20%.,13047
+WineQT_pca.png,Using the first 3 principal components would imply an error between 15 and 20%.,13048
+WineQT_pca.png,Using the first 4 principal components would imply an error between 15 and 20%.,13049
+WineQT_pca.png,Using the first 2 principal components would imply an error between 5 and 25%.,13050
+WineQT_pca.png,Using the first 3 principal components would imply an error between 5 and 25%.,13051
+WineQT_pca.png,Using the first 4 principal components would imply an error between 5 and 25%.,13052
+WineQT_pca.png,Using the first 2 principal components would imply an error between 10 and 25%.,13053
+WineQT_pca.png,Using the first 3 principal components would imply an error between 10 and 25%.,13054
+WineQT_pca.png,Using the first 4 principal components would imply an error between 10 and 25%.,13055
+WineQT_pca.png,Using the first 2 principal components would imply an error between 15 and 25%.,13056
+WineQT_pca.png,Using the first 3 principal components would imply an error between 15 and 25%.,13057
+WineQT_pca.png,Using the first 4 principal components would imply an error between 15 and 25%.,13058
+WineQT_pca.png,Using the first 2 principal components would imply an error between 5 and 30%.,13059
+WineQT_pca.png,Using the first 3 principal components would imply an error between 5 and 30%.,13060
+WineQT_pca.png,Using the first 4 principal components would imply an error between 5 and 30%.,13061
+WineQT_pca.png,Using the first 2 principal components would imply an error between 10 and 30%.,13062
+WineQT_pca.png,Using the first 3 principal components would imply an error between 10 and 30%.,13063
+WineQT_pca.png,Using the first 4 principal components would imply an error between 10 and 30%.,13064
+WineQT_pca.png,Using the first 2 principal components would imply an error between 15 and 30%.,13065
+WineQT_pca.png,Using the first 3 principal components would imply an error between 15 and 30%.,13066
+WineQT_pca.png,Using the first 4 principal components would imply an error between 15 and 30%.,13067
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable fixed acidity.,13068
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable fixed acidity.,13069
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable fixed acidity.,13070
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable fixed acidity.,13071
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable fixed acidity.,13072
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable fixed acidity.,13073
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable fixed acidity.,13074
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable fixed acidity.,13075
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable fixed acidity.,13076
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable fixed acidity.,13077
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable fixed acidity.,13078
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable volatile acidity.,13079
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable volatile acidity.,13080
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable volatile acidity.,13081
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable volatile acidity.,13082
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable volatile acidity.,13083
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable volatile acidity.,13084
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable volatile acidity.,13085
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable volatile acidity.,13086
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable volatile acidity.,13087
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable volatile acidity.,13088
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable volatile acidity.,13089
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable citric acid.,13090
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable citric acid.,13091
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable citric acid.,13092
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable citric acid.,13093
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable citric acid.,13094
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable citric acid.,13095
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable citric acid.,13096
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable citric acid.,13097
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable citric acid.,13098
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable citric acid.,13099
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable citric acid.,13100
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable residual sugar.,13101
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable residual sugar.,13102
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable residual sugar.,13103
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable residual sugar.,13104
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable residual sugar.,13105
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable residual sugar.,13106
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable residual sugar.,13107
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable residual sugar.,13108
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable residual sugar.,13109
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable residual sugar.,13110
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable residual sugar.,13111
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable chlorides.,13112
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable chlorides.,13113
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable chlorides.,13114
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable chlorides.,13115
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable chlorides.,13116
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable chlorides.,13117
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable chlorides.,13118
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable chlorides.,13119
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable chlorides.,13120
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable chlorides.,13121
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable chlorides.,13122
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable free sulfur dioxide.,13123
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable free sulfur dioxide.,13124
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable free sulfur dioxide.,13125
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable free sulfur dioxide.,13126
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable free sulfur dioxide.,13127
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable free sulfur dioxide.,13128
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable free sulfur dioxide.,13129
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable free sulfur dioxide.,13130
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable free sulfur dioxide.,13131
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable free sulfur dioxide.,13132
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable free sulfur dioxide.,13133
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable total sulfur dioxide.,13134
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable total sulfur dioxide.,13135
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable total sulfur dioxide.,13136
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable total sulfur dioxide.,13137
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable total sulfur dioxide.,13138
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable total sulfur dioxide.,13139
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable total sulfur dioxide.,13140
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable total sulfur dioxide.,13141
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable total sulfur dioxide.,13142
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable total sulfur dioxide.,13143
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable total sulfur dioxide.,13144
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable density.,13145
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable density.,13146
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable density.,13147
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable density.,13148
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable density.,13149
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable density.,13150
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable density.,13151
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable density.,13152
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable density.,13153
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable density.,13154
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable density.,13155
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable pH.,13156
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable pH.,13157
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable pH.,13158
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable pH.,13159
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable pH.,13160
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable pH.,13161
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable pH.,13162
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable pH.,13163
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable pH.,13164
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable pH.,13165
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable pH.,13166
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable sulphates.,13167
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable sulphates.,13168
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable sulphates.,13169
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable sulphates.,13170
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable sulphates.,13171
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable sulphates.,13172
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable sulphates.,13173
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable sulphates.,13174
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable sulphates.,13175
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable sulphates.,13176
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable sulphates.,13177
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable alcohol.,13178
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable alcohol.,13179
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable alcohol.,13180
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable alcohol.,13181
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable alcohol.,13182
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable alcohol.,13183
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable alcohol.,13184
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable alcohol.,13185
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable alcohol.,13186
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable alcohol.,13187
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable quality previously than variable alcohol.,13188
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable fixed acidity previously than variable quality.,13189
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable volatile acidity previously than variable quality.,13190
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable citric acid previously than variable quality.,13191
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable residual sugar previously than variable quality.,13192
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable chlorides previously than variable quality.,13193
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable free sulfur dioxide previously than variable quality.,13194
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable total sulfur dioxide previously than variable quality.,13195
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable density previously than variable quality.,13196
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable pH previously than variable quality.,13197
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable sulphates previously than variable quality.,13198
+WineQT_correlation_heatmap.png,There is evidence in favour for sequential backward selection to select variable alcohol previously than variable quality.,13199
+WineQT_pca.png,The first 2 principal components are enough for explaining half the data variance.,13200
+WineQT_pca.png,The first 3 principal components are enough for explaining half the data variance.,13201
+WineQT_pca.png,The first 4 principal components are enough for explaining half the data variance.,13202
+WineQT_boxplots.png,Scaling this dataset would be mandatory to improve the results with distance-based methods.,13203
+WineQT_correlation_heatmap.png,Removing variable fixed acidity might improve the training of decision trees .,13204
+WineQT_correlation_heatmap.png,Removing variable volatile acidity might improve the training of decision trees .,13205
+WineQT_correlation_heatmap.png,Removing variable citric acid might improve the training of decision trees .,13206
+WineQT_correlation_heatmap.png,Removing variable residual sugar might improve the training of decision trees .,13207
+WineQT_correlation_heatmap.png,Removing variable chlorides might improve the training of decision trees .,13208
+WineQT_correlation_heatmap.png,Removing variable free sulfur dioxide might improve the training of decision trees .,13209
+WineQT_correlation_heatmap.png,Removing variable total sulfur dioxide might improve the training of decision trees .,13210
+WineQT_correlation_heatmap.png,Removing variable density might improve the training of decision trees .,13211
+WineQT_correlation_heatmap.png,Removing variable pH might improve the training of decision trees .,13212
+WineQT_correlation_heatmap.png,Removing variable sulphates might improve the training of decision trees .,13213
+WineQT_correlation_heatmap.png,Removing variable alcohol might improve the training of decision trees .,13214
+WineQT_correlation_heatmap.png,Removing variable quality might improve the training of decision trees .,13215
+WineQT_histograms.png,"Not knowing the semantics of fixed acidity variable, dummification could have been a more adequate codification.",13216
+WineQT_histograms.png,"Not knowing the semantics of volatile acidity variable, dummification could have been a more adequate codification.",13217
+WineQT_histograms.png,"Not knowing the semantics of citric acid variable, dummification could have been a more adequate codification.",13218
+WineQT_histograms.png,"Not knowing the semantics of residual sugar variable, dummification could have been a more adequate codification.",13219
+WineQT_histograms.png,"Not knowing the semantics of chlorides variable, dummification could have been a more adequate codification.",13220
+WineQT_histograms.png,"Not knowing the semantics of free sulfur dioxide variable, dummification could have been a more adequate codification.",13221
+WineQT_histograms.png,"Not knowing the semantics of total sulfur dioxide variable, dummification could have been a more adequate codification.",13222
+WineQT_histograms.png,"Not knowing the semantics of density variable, dummification could have been a more adequate codification.",13223
+WineQT_histograms.png,"Not knowing the semantics of pH variable, dummification could have been a more adequate codification.",13224
+WineQT_histograms.png,"Not knowing the semantics of sulphates variable, dummification could have been a more adequate codification.",13225
+WineQT_histograms.png,"Not knowing the semantics of alcohol variable, dummification could have been a more adequate codification.",13226
+WineQT_boxplots.png,Normalization of this dataset could not have impact on a KNN classifier.,13227
+WineQT_boxplots.png,"Multiplying ratio and Boolean variables by 100, and variables with a range between 0 and 10 by 10, would have an impact similar to other scaling transformations.",13228
+WineQT_histograms.png,"Given the usual semantics of fixed acidity variable, dummification would have been a better codification.",13229
+WineQT_histograms.png,"Given the usual semantics of volatile acidity variable, dummification would have been a better codification.",13230
+WineQT_histograms.png,"Given the usual semantics of citric acid variable, dummification would have been a better codification.",13231
+WineQT_histograms.png,"Given the usual semantics of residual sugar variable, dummification would have been a better codification.",13232
+WineQT_histograms.png,"Given the usual semantics of chlorides variable, dummification would have been a better codification.",13233
+WineQT_histograms.png,"Given the usual semantics of free sulfur dioxide variable, dummification would have been a better codification.",13234
+WineQT_histograms.png,"Given the usual semantics of total sulfur dioxide variable, dummification would have been a better codification.",13235
+WineQT_histograms.png,"Given the usual semantics of density variable, dummification would have been a better codification.",13236
+WineQT_histograms.png,"Given the usual semantics of pH variable, dummification would have been a better codification.",13237
+WineQT_histograms.png,"Given the usual semantics of sulphates variable, dummification would have been a better codification.",13238
+WineQT_histograms.png,"Given the usual semantics of alcohol variable, dummification would have been a better codification.",13239
+WineQT_histograms.png,The variable fixed acidity can be coded as ordinal without losing information.,13240
+WineQT_histograms.png,The variable volatile acidity can be coded as ordinal without losing information.,13241
+WineQT_histograms.png,The variable citric acid can be coded as ordinal without losing information.,13242
+WineQT_histograms.png,The variable residual sugar can be coded as ordinal without losing information.,13243
+WineQT_histograms.png,The variable chlorides can be coded as ordinal without losing information.,13244
+WineQT_histograms.png,The variable free sulfur dioxide can be coded as ordinal without losing information.,13245
+WineQT_histograms.png,The variable total sulfur dioxide can be coded as ordinal without losing information.,13246
+WineQT_histograms.png,The variable density can be coded as ordinal without losing information.,13247
+WineQT_histograms.png,The variable pH can be coded as ordinal without losing information.,13248
+WineQT_histograms.png,The variable sulphates can be coded as ordinal without losing information.,13249
+WineQT_histograms.png,The variable alcohol can be coded as ordinal without losing information.,13250
+WineQT_histograms.png,"Considering the common semantics for fixed acidity variable, dummification would be the most adequate encoding.",13251
+WineQT_histograms.png,"Considering the common semantics for volatile acidity variable, dummification would be the most adequate encoding.",13252
+WineQT_histograms.png,"Considering the common semantics for citric acid variable, dummification would be the most adequate encoding.",13253
+WineQT_histograms.png,"Considering the common semantics for residual sugar variable, dummification would be the most adequate encoding.",13254
+WineQT_histograms.png,"Considering the common semantics for chlorides variable, dummification would be the most adequate encoding.",13255
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide variable, dummification would be the most adequate encoding.",13256
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide variable, dummification would be the most adequate encoding.",13257
+WineQT_histograms.png,"Considering the common semantics for density variable, dummification would be the most adequate encoding.",13258
+WineQT_histograms.png,"Considering the common semantics for pH variable, dummification would be the most adequate encoding.",13259
+WineQT_histograms.png,"Considering the common semantics for sulphates variable, dummification would be the most adequate encoding.",13260
+WineQT_histograms.png,"Considering the common semantics for alcohol variable, dummification would be the most adequate encoding.",13261
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13262
+WineQT_histograms.png,"Considering the common semantics for citric acid and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13263
+WineQT_histograms.png,"Considering the common semantics for residual sugar and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13264
+WineQT_histograms.png,"Considering the common semantics for chlorides and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13265
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13266
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13267
+WineQT_histograms.png,"Considering the common semantics for density and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13268
+WineQT_histograms.png,"Considering the common semantics for pH and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13269
+WineQT_histograms.png,"Considering the common semantics for sulphates and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13270
+WineQT_histograms.png,"Considering the common semantics for alcohol and fixed acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13271
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13272
+WineQT_histograms.png,"Considering the common semantics for citric acid and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13273
+WineQT_histograms.png,"Considering the common semantics for residual sugar and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13274
+WineQT_histograms.png,"Considering the common semantics for chlorides and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13275
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13276
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13277
+WineQT_histograms.png,"Considering the common semantics for density and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13278
+WineQT_histograms.png,"Considering the common semantics for pH and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13279
+WineQT_histograms.png,"Considering the common semantics for sulphates and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13280
+WineQT_histograms.png,"Considering the common semantics for alcohol and volatile acidity variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13281
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13282
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13283
+WineQT_histograms.png,"Considering the common semantics for residual sugar and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13284
+WineQT_histograms.png,"Considering the common semantics for chlorides and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13285
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13286
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13287
+WineQT_histograms.png,"Considering the common semantics for density and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13288
+WineQT_histograms.png,"Considering the common semantics for pH and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13289
+WineQT_histograms.png,"Considering the common semantics for sulphates and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13290
+WineQT_histograms.png,"Considering the common semantics for alcohol and citric acid variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13291
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13292
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13293
+WineQT_histograms.png,"Considering the common semantics for citric acid and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13294
+WineQT_histograms.png,"Considering the common semantics for chlorides and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13295
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13296
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13297
+WineQT_histograms.png,"Considering the common semantics for density and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13298
+WineQT_histograms.png,"Considering the common semantics for pH and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13299
+WineQT_histograms.png,"Considering the common semantics for sulphates and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13300
+WineQT_histograms.png,"Considering the common semantics for alcohol and residual sugar variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13301
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13302
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13303
+WineQT_histograms.png,"Considering the common semantics for citric acid and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13304
+WineQT_histograms.png,"Considering the common semantics for residual sugar and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13305
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13306
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13307
+WineQT_histograms.png,"Considering the common semantics for density and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13308
+WineQT_histograms.png,"Considering the common semantics for pH and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13309
+WineQT_histograms.png,"Considering the common semantics for sulphates and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13310
+WineQT_histograms.png,"Considering the common semantics for alcohol and chlorides variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13311
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13312
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13313
+WineQT_histograms.png,"Considering the common semantics for citric acid and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13314
+WineQT_histograms.png,"Considering the common semantics for residual sugar and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13315
+WineQT_histograms.png,"Considering the common semantics for chlorides and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13316
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13317
+WineQT_histograms.png,"Considering the common semantics for density and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13318
+WineQT_histograms.png,"Considering the common semantics for pH and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13319
+WineQT_histograms.png,"Considering the common semantics for sulphates and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13320
+WineQT_histograms.png,"Considering the common semantics for alcohol and free sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13321
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13322
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13323
+WineQT_histograms.png,"Considering the common semantics for citric acid and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13324
+WineQT_histograms.png,"Considering the common semantics for residual sugar and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13325
+WineQT_histograms.png,"Considering the common semantics for chlorides and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13326
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13327
+WineQT_histograms.png,"Considering the common semantics for density and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13328
+WineQT_histograms.png,"Considering the common semantics for pH and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13329
+WineQT_histograms.png,"Considering the common semantics for sulphates and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13330
+WineQT_histograms.png,"Considering the common semantics for alcohol and total sulfur dioxide variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13331
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13332
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13333
+WineQT_histograms.png,"Considering the common semantics for citric acid and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13334
+WineQT_histograms.png,"Considering the common semantics for residual sugar and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13335
+WineQT_histograms.png,"Considering the common semantics for chlorides and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13336
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13337
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13338
+WineQT_histograms.png,"Considering the common semantics for pH and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13339
+WineQT_histograms.png,"Considering the common semantics for sulphates and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13340
+WineQT_histograms.png,"Considering the common semantics for alcohol and density variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13341
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13342
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13343
+WineQT_histograms.png,"Considering the common semantics for citric acid and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13344
+WineQT_histograms.png,"Considering the common semantics for residual sugar and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13345
+WineQT_histograms.png,"Considering the common semantics for chlorides and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13346
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13347
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13348
+WineQT_histograms.png,"Considering the common semantics for density and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13349
+WineQT_histograms.png,"Considering the common semantics for sulphates and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13350
+WineQT_histograms.png,"Considering the common semantics for alcohol and pH variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13351
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13352
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13353
+WineQT_histograms.png,"Considering the common semantics for citric acid and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13354
+WineQT_histograms.png,"Considering the common semantics for residual sugar and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13355
+WineQT_histograms.png,"Considering the common semantics for chlorides and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13356
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13357
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13358
+WineQT_histograms.png,"Considering the common semantics for density and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13359
+WineQT_histograms.png,"Considering the common semantics for pH and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13360
+WineQT_histograms.png,"Considering the common semantics for alcohol and sulphates variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13361
+WineQT_histograms.png,"Considering the common semantics for fixed acidity and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13362
+WineQT_histograms.png,"Considering the common semantics for volatile acidity and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13363
+WineQT_histograms.png,"Considering the common semantics for citric acid and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13364
+WineQT_histograms.png,"Considering the common semantics for residual sugar and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13365
+WineQT_histograms.png,"Considering the common semantics for chlorides and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13366
+WineQT_histograms.png,"Considering the common semantics for free sulfur dioxide and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13367
+WineQT_histograms.png,"Considering the common semantics for total sulfur dioxide and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13368
+WineQT_histograms.png,"Considering the common semantics for density and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13369
+WineQT_histograms.png,"Considering the common semantics for pH and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13370
+WineQT_histograms.png,"Considering the common semantics for sulphates and alcohol variables, dummification if applied would increase the risk of facing the curse of dimensionality.",13371
+WineQT_class_histogram.png,Balancing this dataset would be mandatory to improve the results.,13372
+WineQT_nr_records_nr_variables.png,Balancing this dataset by SMOTE would most probably be preferable over undersampling.,13373
+WineQT_scatter-plots.png,Balancing this dataset by SMOTE would be riskier than oversampling by replication.,13374
+WineQT_correlation_heatmap.png,"Applying a non-supervised feature selection based on the redundancy, would not increase the performance of the generality of the training algorithms in this dataset.",13375
+WineQT_boxplots.png,"A scaling transformation is mandatory, in order to improve the Naive Bayes performance in this dataset.",13376
+WineQT_boxplots.png,"A scaling transformation is mandatory, in order to improve the  KNN performance in this dataset.",13377
+WineQT_correlation_heatmap.png,Variables volatile acidity and fixed acidity seem to be useful for classification tasks.,13378
+WineQT_correlation_heatmap.png,Variables citric acid and fixed acidity seem to be useful for classification tasks.,13379
+WineQT_correlation_heatmap.png,Variables residual sugar and fixed acidity seem to be useful for classification tasks.,13380
+WineQT_correlation_heatmap.png,Variables chlorides and fixed acidity seem to be useful for classification tasks.,13381
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and fixed acidity seem to be useful for classification tasks.,13382
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and fixed acidity seem to be useful for classification tasks.,13383
+WineQT_correlation_heatmap.png,Variables density and fixed acidity seem to be useful for classification tasks.,13384
+WineQT_correlation_heatmap.png,Variables pH and fixed acidity seem to be useful for classification tasks.,13385
+WineQT_correlation_heatmap.png,Variables sulphates and fixed acidity seem to be useful for classification tasks.,13386
+WineQT_correlation_heatmap.png,Variables alcohol and fixed acidity seem to be useful for classification tasks.,13387
+WineQT_correlation_heatmap.png,Variables quality and fixed acidity seem to be useful for classification tasks.,13388
+WineQT_correlation_heatmap.png,Variables fixed acidity and volatile acidity seem to be useful for classification tasks.,13389
+WineQT_correlation_heatmap.png,Variables citric acid and volatile acidity seem to be useful for classification tasks.,13390
+WineQT_correlation_heatmap.png,Variables residual sugar and volatile acidity seem to be useful for classification tasks.,13391
+WineQT_correlation_heatmap.png,Variables chlorides and volatile acidity seem to be useful for classification tasks.,13392
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and volatile acidity seem to be useful for classification tasks.,13393
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and volatile acidity seem to be useful for classification tasks.,13394
+WineQT_correlation_heatmap.png,Variables density and volatile acidity seem to be useful for classification tasks.,13395
+WineQT_correlation_heatmap.png,Variables pH and volatile acidity seem to be useful for classification tasks.,13396
+WineQT_correlation_heatmap.png,Variables sulphates and volatile acidity seem to be useful for classification tasks.,13397
+WineQT_correlation_heatmap.png,Variables alcohol and volatile acidity seem to be useful for classification tasks.,13398
+WineQT_correlation_heatmap.png,Variables quality and volatile acidity seem to be useful for classification tasks.,13399
+WineQT_correlation_heatmap.png,Variables fixed acidity and citric acid seem to be useful for classification tasks.,13400
+WineQT_correlation_heatmap.png,Variables volatile acidity and citric acid seem to be useful for classification tasks.,13401
+WineQT_correlation_heatmap.png,Variables residual sugar and citric acid seem to be useful for classification tasks.,13402
+WineQT_correlation_heatmap.png,Variables chlorides and citric acid seem to be useful for classification tasks.,13403
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and citric acid seem to be useful for classification tasks.,13404
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and citric acid seem to be useful for classification tasks.,13405
+WineQT_correlation_heatmap.png,Variables density and citric acid seem to be useful for classification tasks.,13406
+WineQT_correlation_heatmap.png,Variables pH and citric acid seem to be useful for classification tasks.,13407
+WineQT_correlation_heatmap.png,Variables sulphates and citric acid seem to be useful for classification tasks.,13408
+WineQT_correlation_heatmap.png,Variables alcohol and citric acid seem to be useful for classification tasks.,13409
+WineQT_correlation_heatmap.png,Variables quality and citric acid seem to be useful for classification tasks.,13410
+WineQT_correlation_heatmap.png,Variables fixed acidity and residual sugar seem to be useful for classification tasks.,13411
+WineQT_correlation_heatmap.png,Variables volatile acidity and residual sugar seem to be useful for classification tasks.,13412
+WineQT_correlation_heatmap.png,Variables citric acid and residual sugar seem to be useful for classification tasks.,13413
+WineQT_correlation_heatmap.png,Variables chlorides and residual sugar seem to be useful for classification tasks.,13414
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and residual sugar seem to be useful for classification tasks.,13415
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and residual sugar seem to be useful for classification tasks.,13416
+WineQT_correlation_heatmap.png,Variables density and residual sugar seem to be useful for classification tasks.,13417
+WineQT_correlation_heatmap.png,Variables pH and residual sugar seem to be useful for classification tasks.,13418
+WineQT_correlation_heatmap.png,Variables sulphates and residual sugar seem to be useful for classification tasks.,13419
+WineQT_correlation_heatmap.png,Variables alcohol and residual sugar seem to be useful for classification tasks.,13420
+WineQT_correlation_heatmap.png,Variables quality and residual sugar seem to be useful for classification tasks.,13421
+WineQT_correlation_heatmap.png,Variables fixed acidity and chlorides seem to be useful for classification tasks.,13422
+WineQT_correlation_heatmap.png,Variables volatile acidity and chlorides seem to be useful for classification tasks.,13423
+WineQT_correlation_heatmap.png,Variables citric acid and chlorides seem to be useful for classification tasks.,13424
+WineQT_correlation_heatmap.png,Variables residual sugar and chlorides seem to be useful for classification tasks.,13425
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and chlorides seem to be useful for classification tasks.,13426
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and chlorides seem to be useful for classification tasks.,13427
+WineQT_correlation_heatmap.png,Variables density and chlorides seem to be useful for classification tasks.,13428
+WineQT_correlation_heatmap.png,Variables pH and chlorides seem to be useful for classification tasks.,13429
+WineQT_correlation_heatmap.png,Variables sulphates and chlorides seem to be useful for classification tasks.,13430
+WineQT_correlation_heatmap.png,Variables alcohol and chlorides seem to be useful for classification tasks.,13431
+WineQT_correlation_heatmap.png,Variables quality and chlorides seem to be useful for classification tasks.,13432
+WineQT_correlation_heatmap.png,Variables fixed acidity and free sulfur dioxide seem to be useful for classification tasks.,13433
+WineQT_correlation_heatmap.png,Variables volatile acidity and free sulfur dioxide seem to be useful for classification tasks.,13434
+WineQT_correlation_heatmap.png,Variables citric acid and free sulfur dioxide seem to be useful for classification tasks.,13435
+WineQT_correlation_heatmap.png,Variables residual sugar and free sulfur dioxide seem to be useful for classification tasks.,13436
+WineQT_correlation_heatmap.png,Variables chlorides and free sulfur dioxide seem to be useful for classification tasks.,13437
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and free sulfur dioxide seem to be useful for classification tasks.,13438
+WineQT_correlation_heatmap.png,Variables density and free sulfur dioxide seem to be useful for classification tasks.,13439
+WineQT_correlation_heatmap.png,Variables pH and free sulfur dioxide seem to be useful for classification tasks.,13440
+WineQT_correlation_heatmap.png,Variables sulphates and free sulfur dioxide seem to be useful for classification tasks.,13441
+WineQT_correlation_heatmap.png,Variables alcohol and free sulfur dioxide seem to be useful for classification tasks.,13442
+WineQT_correlation_heatmap.png,Variables quality and free sulfur dioxide seem to be useful for classification tasks.,13443
+WineQT_correlation_heatmap.png,Variables fixed acidity and total sulfur dioxide seem to be useful for classification tasks.,13444
+WineQT_correlation_heatmap.png,Variables volatile acidity and total sulfur dioxide seem to be useful for classification tasks.,13445
+WineQT_correlation_heatmap.png,Variables citric acid and total sulfur dioxide seem to be useful for classification tasks.,13446
+WineQT_correlation_heatmap.png,Variables residual sugar and total sulfur dioxide seem to be useful for classification tasks.,13447
+WineQT_correlation_heatmap.png,Variables chlorides and total sulfur dioxide seem to be useful for classification tasks.,13448
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and total sulfur dioxide seem to be useful for classification tasks.,13449
+WineQT_correlation_heatmap.png,Variables density and total sulfur dioxide seem to be useful for classification tasks.,13450
+WineQT_correlation_heatmap.png,Variables pH and total sulfur dioxide seem to be useful for classification tasks.,13451
+WineQT_correlation_heatmap.png,Variables sulphates and total sulfur dioxide seem to be useful for classification tasks.,13452
+WineQT_correlation_heatmap.png,Variables alcohol and total sulfur dioxide seem to be useful for classification tasks.,13453
+WineQT_correlation_heatmap.png,Variables quality and total sulfur dioxide seem to be useful for classification tasks.,13454
+WineQT_correlation_heatmap.png,Variables fixed acidity and density seem to be useful for classification tasks.,13455
+WineQT_correlation_heatmap.png,Variables volatile acidity and density seem to be useful for classification tasks.,13456
+WineQT_correlation_heatmap.png,Variables citric acid and density seem to be useful for classification tasks.,13457
+WineQT_correlation_heatmap.png,Variables residual sugar and density seem to be useful for classification tasks.,13458
+WineQT_correlation_heatmap.png,Variables chlorides and density seem to be useful for classification tasks.,13459
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and density seem to be useful for classification tasks.,13460
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and density seem to be useful for classification tasks.,13461
+WineQT_correlation_heatmap.png,Variables pH and density seem to be useful for classification tasks.,13462
+WineQT_correlation_heatmap.png,Variables sulphates and density seem to be useful for classification tasks.,13463
+WineQT_correlation_heatmap.png,Variables alcohol and density seem to be useful for classification tasks.,13464
+WineQT_correlation_heatmap.png,Variables quality and density seem to be useful for classification tasks.,13465
+WineQT_correlation_heatmap.png,Variables fixed acidity and pH seem to be useful for classification tasks.,13466
+WineQT_correlation_heatmap.png,Variables volatile acidity and pH seem to be useful for classification tasks.,13467
+WineQT_correlation_heatmap.png,Variables citric acid and pH seem to be useful for classification tasks.,13468
+WineQT_correlation_heatmap.png,Variables residual sugar and pH seem to be useful for classification tasks.,13469
+WineQT_correlation_heatmap.png,Variables chlorides and pH seem to be useful for classification tasks.,13470
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and pH seem to be useful for classification tasks.,13471
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and pH seem to be useful for classification tasks.,13472
+WineQT_correlation_heatmap.png,Variables density and pH seem to be useful for classification tasks.,13473
+WineQT_correlation_heatmap.png,Variables sulphates and pH seem to be useful for classification tasks.,13474
+WineQT_correlation_heatmap.png,Variables alcohol and pH seem to be useful for classification tasks.,13475
+WineQT_correlation_heatmap.png,Variables quality and pH seem to be useful for classification tasks.,13476
+WineQT_correlation_heatmap.png,Variables fixed acidity and sulphates seem to be useful for classification tasks.,13477
+WineQT_correlation_heatmap.png,Variables volatile acidity and sulphates seem to be useful for classification tasks.,13478
+WineQT_correlation_heatmap.png,Variables citric acid and sulphates seem to be useful for classification tasks.,13479
+WineQT_correlation_heatmap.png,Variables residual sugar and sulphates seem to be useful for classification tasks.,13480
+WineQT_correlation_heatmap.png,Variables chlorides and sulphates seem to be useful for classification tasks.,13481
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and sulphates seem to be useful for classification tasks.,13482
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and sulphates seem to be useful for classification tasks.,13483
+WineQT_correlation_heatmap.png,Variables density and sulphates seem to be useful for classification tasks.,13484
+WineQT_correlation_heatmap.png,Variables pH and sulphates seem to be useful for classification tasks.,13485
+WineQT_correlation_heatmap.png,Variables alcohol and sulphates seem to be useful for classification tasks.,13486
+WineQT_correlation_heatmap.png,Variables quality and sulphates seem to be useful for classification tasks.,13487
+WineQT_correlation_heatmap.png,Variables fixed acidity and alcohol seem to be useful for classification tasks.,13488
+WineQT_correlation_heatmap.png,Variables volatile acidity and alcohol seem to be useful for classification tasks.,13489
+WineQT_correlation_heatmap.png,Variables citric acid and alcohol seem to be useful for classification tasks.,13490
+WineQT_correlation_heatmap.png,Variables residual sugar and alcohol seem to be useful for classification tasks.,13491
+WineQT_correlation_heatmap.png,Variables chlorides and alcohol seem to be useful for classification tasks.,13492
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and alcohol seem to be useful for classification tasks.,13493
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and alcohol seem to be useful for classification tasks.,13494
+WineQT_correlation_heatmap.png,Variables density and alcohol seem to be useful for classification tasks.,13495
+WineQT_correlation_heatmap.png,Variables pH and alcohol seem to be useful for classification tasks.,13496
+WineQT_correlation_heatmap.png,Variables sulphates and alcohol seem to be useful for classification tasks.,13497
+WineQT_correlation_heatmap.png,Variables quality and alcohol seem to be useful for classification tasks.,13498
+WineQT_correlation_heatmap.png,Variables fixed acidity and quality seem to be useful for classification tasks.,13499
+WineQT_correlation_heatmap.png,Variables volatile acidity and quality seem to be useful for classification tasks.,13500
+WineQT_correlation_heatmap.png,Variables citric acid and quality seem to be useful for classification tasks.,13501
+WineQT_correlation_heatmap.png,Variables residual sugar and quality seem to be useful for classification tasks.,13502
+WineQT_correlation_heatmap.png,Variables chlorides and quality seem to be useful for classification tasks.,13503
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and quality seem to be useful for classification tasks.,13504
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and quality seem to be useful for classification tasks.,13505
+WineQT_correlation_heatmap.png,Variables density and quality seem to be useful for classification tasks.,13506
+WineQT_correlation_heatmap.png,Variables pH and quality seem to be useful for classification tasks.,13507
+WineQT_correlation_heatmap.png,Variables sulphates and quality seem to be useful for classification tasks.,13508
+WineQT_correlation_heatmap.png,Variables alcohol and quality seem to be useful for classification tasks.,13509
+WineQT_correlation_heatmap.png,Variable fixed acidity seems to be relevant for the majority of mining tasks.,13510
+WineQT_correlation_heatmap.png,Variable volatile acidity seems to be relevant for the majority of mining tasks.,13511
+WineQT_correlation_heatmap.png,Variable citric acid seems to be relevant for the majority of mining tasks.,13512
+WineQT_correlation_heatmap.png,Variable residual sugar seems to be relevant for the majority of mining tasks.,13513
+WineQT_correlation_heatmap.png,Variable chlorides seems to be relevant for the majority of mining tasks.,13514
+WineQT_correlation_heatmap.png,Variable free sulfur dioxide seems to be relevant for the majority of mining tasks.,13515
+WineQT_correlation_heatmap.png,Variable total sulfur dioxide seems to be relevant for the majority of mining tasks.,13516
+WineQT_correlation_heatmap.png,Variable density seems to be relevant for the majority of mining tasks.,13517
+WineQT_correlation_heatmap.png,Variable pH seems to be relevant for the majority of mining tasks.,13518
+WineQT_correlation_heatmap.png,Variable sulphates seems to be relevant for the majority of mining tasks.,13519
+WineQT_correlation_heatmap.png,Variable alcohol seems to be relevant for the majority of mining tasks.,13520
+WineQT_correlation_heatmap.png,Variable quality seems to be relevant for the majority of mining tasks.,13521
+WineQT_decision_tree.png,Variable fixed acidity is one of the most relevant variables.,13522
+WineQT_decision_tree.png,Variable volatile acidity is one of the most relevant variables.,13523
+WineQT_decision_tree.png,Variable citric acid is one of the most relevant variables.,13524
+WineQT_decision_tree.png,Variable residual sugar is one of the most relevant variables.,13525
+WineQT_decision_tree.png,Variable chlorides is one of the most relevant variables.,13526
+WineQT_decision_tree.png,Variable free sulfur dioxide is one of the most relevant variables.,13527
+WineQT_decision_tree.png,Variable total sulfur dioxide is one of the most relevant variables.,13528
+WineQT_decision_tree.png,Variable density is one of the most relevant variables.,13529
+WineQT_decision_tree.png,Variable pH is one of the most relevant variables.,13530
+WineQT_decision_tree.png,Variable sulphates is one of the most relevant variables.,13531
+WineQT_decision_tree.png,Variable alcohol is one of the most relevant variables.,13532
+WineQT_decision_tree.png,Variable quality is one of the most relevant variables.,13533
+WineQT_decision_tree.png,It is possible to state that fixed acidity is the first most discriminative variable regarding the class.,13534
+WineQT_decision_tree.png,It is possible to state that volatile acidity is the first most discriminative variable regarding the class.,13535
+WineQT_decision_tree.png,It is possible to state that citric acid is the first most discriminative variable regarding the class.,13536
+WineQT_decision_tree.png,It is possible to state that residual sugar is the first most discriminative variable regarding the class.,13537
+WineQT_decision_tree.png,It is possible to state that chlorides is the first most discriminative variable regarding the class.,13538
+WineQT_decision_tree.png,It is possible to state that free sulfur dioxide is the first most discriminative variable regarding the class.,13539
+WineQT_decision_tree.png,It is possible to state that total sulfur dioxide is the first most discriminative variable regarding the class.,13540
+WineQT_decision_tree.png,It is possible to state that density is the first most discriminative variable regarding the class.,13541
+WineQT_decision_tree.png,It is possible to state that pH is the first most discriminative variable regarding the class.,13542
+WineQT_decision_tree.png,It is possible to state that sulphates is the first most discriminative variable regarding the class.,13543
+WineQT_decision_tree.png,It is possible to state that alcohol is the first most discriminative variable regarding the class.,13544
+WineQT_decision_tree.png,It is possible to state that quality is the first most discriminative variable regarding the class.,13545
+WineQT_decision_tree.png,It is possible to state that fixed acidity is the second most discriminative variable regarding the class.,13546
+WineQT_decision_tree.png,It is possible to state that volatile acidity is the second most discriminative variable regarding the class.,13547
+WineQT_decision_tree.png,It is possible to state that citric acid is the second most discriminative variable regarding the class.,13548
+WineQT_decision_tree.png,It is possible to state that residual sugar is the second most discriminative variable regarding the class.,13549
+WineQT_decision_tree.png,It is possible to state that chlorides is the second most discriminative variable regarding the class.,13550
+WineQT_decision_tree.png,It is possible to state that free sulfur dioxide is the second most discriminative variable regarding the class.,13551
+WineQT_decision_tree.png,It is possible to state that total sulfur dioxide is the second most discriminative variable regarding the class.,13552
+WineQT_decision_tree.png,It is possible to state that density is the second most discriminative variable regarding the class.,13553
+WineQT_decision_tree.png,It is possible to state that pH is the second most discriminative variable regarding the class.,13554
+WineQT_decision_tree.png,It is possible to state that sulphates is the second most discriminative variable regarding the class.,13555
+WineQT_decision_tree.png,It is possible to state that alcohol is the second most discriminative variable regarding the class.,13556
+WineQT_decision_tree.png,It is possible to state that quality is the second most discriminative variable regarding the class.,13557
+WineQT_decision_tree.png,"The variable fixed acidity discriminates between the target values, as shown in the decision tree.",13558
+WineQT_decision_tree.png,"The variable volatile acidity discriminates between the target values, as shown in the decision tree.",13559
+WineQT_decision_tree.png,"The variable citric acid discriminates between the target values, as shown in the decision tree.",13560
+WineQT_decision_tree.png,"The variable residual sugar discriminates between the target values, as shown in the decision tree.",13561
+WineQT_decision_tree.png,"The variable chlorides discriminates between the target values, as shown in the decision tree.",13562
+WineQT_decision_tree.png,"The variable free sulfur dioxide discriminates between the target values, as shown in the decision tree.",13563
+WineQT_decision_tree.png,"The variable total sulfur dioxide discriminates between the target values, as shown in the decision tree.",13564
+WineQT_decision_tree.png,"The variable density discriminates between the target values, as shown in the decision tree.",13565
+WineQT_decision_tree.png,"The variable pH discriminates between the target values, as shown in the decision tree.",13566
+WineQT_decision_tree.png,"The variable sulphates discriminates between the target values, as shown in the decision tree.",13567
+WineQT_decision_tree.png,"The variable alcohol discriminates between the target values, as shown in the decision tree.",13568
+WineQT_decision_tree.png,"The variable quality discriminates between the target values, as shown in the decision tree.",13569
+WineQT_decision_tree.png,The variable fixed acidity seems to be one of the two most relevant features.,13570
+WineQT_decision_tree.png,The variable volatile acidity seems to be one of the two most relevant features.,13571
+WineQT_decision_tree.png,The variable citric acid seems to be one of the two most relevant features.,13572
+WineQT_decision_tree.png,The variable residual sugar seems to be one of the two most relevant features.,13573
+WineQT_decision_tree.png,The variable chlorides seems to be one of the two most relevant features.,13574
+WineQT_decision_tree.png,The variable free sulfur dioxide seems to be one of the two most relevant features.,13575
+WineQT_decision_tree.png,The variable total sulfur dioxide seems to be one of the two most relevant features.,13576
+WineQT_decision_tree.png,The variable density seems to be one of the two most relevant features.,13577
+WineQT_decision_tree.png,The variable pH seems to be one of the two most relevant features.,13578
+WineQT_decision_tree.png,The variable sulphates seems to be one of the two most relevant features.,13579
+WineQT_decision_tree.png,The variable alcohol seems to be one of the two most relevant features.,13580
+WineQT_decision_tree.png,The variable quality seems to be one of the two most relevant features.,13581
+WineQT_decision_tree.png,The variable fixed acidity seems to be one of the three most relevant features.,13582
+WineQT_decision_tree.png,The variable volatile acidity seems to be one of the three most relevant features.,13583
+WineQT_decision_tree.png,The variable citric acid seems to be one of the three most relevant features.,13584
+WineQT_decision_tree.png,The variable residual sugar seems to be one of the three most relevant features.,13585
+WineQT_decision_tree.png,The variable chlorides seems to be one of the three most relevant features.,13586
+WineQT_decision_tree.png,The variable free sulfur dioxide seems to be one of the three most relevant features.,13587
+WineQT_decision_tree.png,The variable total sulfur dioxide seems to be one of the three most relevant features.,13588
+WineQT_decision_tree.png,The variable density seems to be one of the three most relevant features.,13589
+WineQT_decision_tree.png,The variable pH seems to be one of the three most relevant features.,13590
+WineQT_decision_tree.png,The variable sulphates seems to be one of the three most relevant features.,13591
+WineQT_decision_tree.png,The variable alcohol seems to be one of the three most relevant features.,13592
+WineQT_decision_tree.png,The variable quality seems to be one of the three most relevant features.,13593
+WineQT_decision_tree.png,The variable fixed acidity seems to be one of the four most relevant features.,13594
+WineQT_decision_tree.png,The variable volatile acidity seems to be one of the four most relevant features.,13595
+WineQT_decision_tree.png,The variable citric acid seems to be one of the four most relevant features.,13596
+WineQT_decision_tree.png,The variable residual sugar seems to be one of the four most relevant features.,13597
+WineQT_decision_tree.png,The variable chlorides seems to be one of the four most relevant features.,13598
+WineQT_decision_tree.png,The variable free sulfur dioxide seems to be one of the four most relevant features.,13599
+WineQT_decision_tree.png,The variable total sulfur dioxide seems to be one of the four most relevant features.,13600
+WineQT_decision_tree.png,The variable density seems to be one of the four most relevant features.,13601
+WineQT_decision_tree.png,The variable pH seems to be one of the four most relevant features.,13602
+WineQT_decision_tree.png,The variable sulphates seems to be one of the four most relevant features.,13603
+WineQT_decision_tree.png,The variable alcohol seems to be one of the four most relevant features.,13604
+WineQT_decision_tree.png,The variable quality seems to be one of the four most relevant features.,13605
+WineQT_decision_tree.png,The variable fixed acidity seems to be one of the five most relevant features.,13606
+WineQT_decision_tree.png,The variable volatile acidity seems to be one of the five most relevant features.,13607
+WineQT_decision_tree.png,The variable citric acid seems to be one of the five most relevant features.,13608
+WineQT_decision_tree.png,The variable residual sugar seems to be one of the five most relevant features.,13609
+WineQT_decision_tree.png,The variable chlorides seems to be one of the five most relevant features.,13610
+WineQT_decision_tree.png,The variable free sulfur dioxide seems to be one of the five most relevant features.,13611
+WineQT_decision_tree.png,The variable total sulfur dioxide seems to be one of the five most relevant features.,13612
+WineQT_decision_tree.png,The variable density seems to be one of the five most relevant features.,13613
+WineQT_decision_tree.png,The variable pH seems to be one of the five most relevant features.,13614
+WineQT_decision_tree.png,The variable sulphates seems to be one of the five most relevant features.,13615
+WineQT_decision_tree.png,The variable alcohol seems to be one of the five most relevant features.,13616
+WineQT_decision_tree.png,The variable quality seems to be one of the five most relevant features.,13617
+WineQT_decision_tree.png,It is clear that variable fixed acidity is one of the two most relevant features.,13618
+WineQT_decision_tree.png,It is clear that variable volatile acidity is one of the two most relevant features.,13619
+WineQT_decision_tree.png,It is clear that variable citric acid is one of the two most relevant features.,13620
+WineQT_decision_tree.png,It is clear that variable residual sugar is one of the two most relevant features.,13621
+WineQT_decision_tree.png,It is clear that variable chlorides is one of the two most relevant features.,13622
+WineQT_decision_tree.png,It is clear that variable free sulfur dioxide is one of the two most relevant features.,13623
+WineQT_decision_tree.png,It is clear that variable total sulfur dioxide is one of the two most relevant features.,13624
+WineQT_decision_tree.png,It is clear that variable density is one of the two most relevant features.,13625
+WineQT_decision_tree.png,It is clear that variable pH is one of the two most relevant features.,13626
+WineQT_decision_tree.png,It is clear that variable sulphates is one of the two most relevant features.,13627
+WineQT_decision_tree.png,It is clear that variable alcohol is one of the two most relevant features.,13628
+WineQT_decision_tree.png,It is clear that variable quality is one of the two most relevant features.,13629
+WineQT_decision_tree.png,It is clear that variable fixed acidity is one of the three most relevant features.,13630
+WineQT_decision_tree.png,It is clear that variable volatile acidity is one of the three most relevant features.,13631
+WineQT_decision_tree.png,It is clear that variable citric acid is one of the three most relevant features.,13632
+WineQT_decision_tree.png,It is clear that variable residual sugar is one of the three most relevant features.,13633
+WineQT_decision_tree.png,It is clear that variable chlorides is one of the three most relevant features.,13634
+WineQT_decision_tree.png,It is clear that variable free sulfur dioxide is one of the three most relevant features.,13635
+WineQT_decision_tree.png,It is clear that variable total sulfur dioxide is one of the three most relevant features.,13636
+WineQT_decision_tree.png,It is clear that variable density is one of the three most relevant features.,13637
+WineQT_decision_tree.png,It is clear that variable pH is one of the three most relevant features.,13638
+WineQT_decision_tree.png,It is clear that variable sulphates is one of the three most relevant features.,13639
+WineQT_decision_tree.png,It is clear that variable alcohol is one of the three most relevant features.,13640
+WineQT_decision_tree.png,It is clear that variable quality is one of the three most relevant features.,13641
+WineQT_decision_tree.png,It is clear that variable fixed acidity is one of the four most relevant features.,13642
+WineQT_decision_tree.png,It is clear that variable volatile acidity is one of the four most relevant features.,13643
+WineQT_decision_tree.png,It is clear that variable citric acid is one of the four most relevant features.,13644
+WineQT_decision_tree.png,It is clear that variable residual sugar is one of the four most relevant features.,13645
+WineQT_decision_tree.png,It is clear that variable chlorides is one of the four most relevant features.,13646
+WineQT_decision_tree.png,It is clear that variable free sulfur dioxide is one of the four most relevant features.,13647
+WineQT_decision_tree.png,It is clear that variable total sulfur dioxide is one of the four most relevant features.,13648
+WineQT_decision_tree.png,It is clear that variable density is one of the four most relevant features.,13649
+WineQT_decision_tree.png,It is clear that variable pH is one of the four most relevant features.,13650
+WineQT_decision_tree.png,It is clear that variable sulphates is one of the four most relevant features.,13651
+WineQT_decision_tree.png,It is clear that variable alcohol is one of the four most relevant features.,13652
+WineQT_decision_tree.png,It is clear that variable quality is one of the four most relevant features.,13653
+WineQT_decision_tree.png,It is clear that variable fixed acidity is one of the five most relevant features.,13654
+WineQT_decision_tree.png,It is clear that variable volatile acidity is one of the five most relevant features.,13655
+WineQT_decision_tree.png,It is clear that variable citric acid is one of the five most relevant features.,13656
+WineQT_decision_tree.png,It is clear that variable residual sugar is one of the five most relevant features.,13657
+WineQT_decision_tree.png,It is clear that variable chlorides is one of the five most relevant features.,13658
+WineQT_decision_tree.png,It is clear that variable free sulfur dioxide is one of the five most relevant features.,13659
+WineQT_decision_tree.png,It is clear that variable total sulfur dioxide is one of the five most relevant features.,13660
+WineQT_decision_tree.png,It is clear that variable density is one of the five most relevant features.,13661
+WineQT_decision_tree.png,It is clear that variable pH is one of the five most relevant features.,13662
+WineQT_decision_tree.png,It is clear that variable sulphates is one of the five most relevant features.,13663
+WineQT_decision_tree.png,It is clear that variable alcohol is one of the five most relevant features.,13664
+WineQT_decision_tree.png,It is clear that variable quality is one of the five most relevant features.,13665
+WineQT_correlation_heatmap.png,"From the correlation analysis alone, it is clear that there are relevant variables.",13666
+WineQT_correlation_heatmap.png,Variables volatile acidity and fixed acidity are redundant.,13667
+WineQT_correlation_heatmap.png,Variables citric acid and fixed acidity are redundant.,13668
+WineQT_correlation_heatmap.png,Variables residual sugar and fixed acidity are redundant.,13669
+WineQT_correlation_heatmap.png,Variables chlorides and fixed acidity are redundant.,13670
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and fixed acidity are redundant.,13671
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and fixed acidity are redundant.,13672
+WineQT_correlation_heatmap.png,Variables density and fixed acidity are redundant.,13673
+WineQT_correlation_heatmap.png,Variables pH and fixed acidity are redundant.,13674
+WineQT_correlation_heatmap.png,Variables sulphates and fixed acidity are redundant.,13675
+WineQT_correlation_heatmap.png,Variables alcohol and fixed acidity are redundant.,13676
+WineQT_correlation_heatmap.png,Variables quality and fixed acidity are redundant.,13677
+WineQT_correlation_heatmap.png,Variables fixed acidity and volatile acidity are redundant.,13678
+WineQT_correlation_heatmap.png,Variables citric acid and volatile acidity are redundant.,13679
+WineQT_correlation_heatmap.png,Variables residual sugar and volatile acidity are redundant.,13680
+WineQT_correlation_heatmap.png,Variables chlorides and volatile acidity are redundant.,13681
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and volatile acidity are redundant.,13682
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and volatile acidity are redundant.,13683
+WineQT_correlation_heatmap.png,Variables density and volatile acidity are redundant.,13684
+WineQT_correlation_heatmap.png,Variables pH and volatile acidity are redundant.,13685
+WineQT_correlation_heatmap.png,Variables sulphates and volatile acidity are redundant.,13686
+WineQT_correlation_heatmap.png,Variables alcohol and volatile acidity are redundant.,13687
+WineQT_correlation_heatmap.png,Variables quality and volatile acidity are redundant.,13688
+WineQT_correlation_heatmap.png,Variables fixed acidity and citric acid are redundant.,13689
+WineQT_correlation_heatmap.png,Variables volatile acidity and citric acid are redundant.,13690
+WineQT_correlation_heatmap.png,Variables residual sugar and citric acid are redundant.,13691
+WineQT_correlation_heatmap.png,Variables chlorides and citric acid are redundant.,13692
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and citric acid are redundant.,13693
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and citric acid are redundant.,13694
+WineQT_correlation_heatmap.png,Variables density and citric acid are redundant.,13695
+WineQT_correlation_heatmap.png,Variables pH and citric acid are redundant.,13696
+WineQT_correlation_heatmap.png,Variables sulphates and citric acid are redundant.,13697
+WineQT_correlation_heatmap.png,Variables alcohol and citric acid are redundant.,13698
+WineQT_correlation_heatmap.png,Variables quality and citric acid are redundant.,13699
+WineQT_correlation_heatmap.png,Variables fixed acidity and residual sugar are redundant.,13700
+WineQT_correlation_heatmap.png,Variables volatile acidity and residual sugar are redundant.,13701
+WineQT_correlation_heatmap.png,Variables citric acid and residual sugar are redundant.,13702
+WineQT_correlation_heatmap.png,Variables chlorides and residual sugar are redundant.,13703
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and residual sugar are redundant.,13704
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and residual sugar are redundant.,13705
+WineQT_correlation_heatmap.png,Variables density and residual sugar are redundant.,13706
+WineQT_correlation_heatmap.png,Variables pH and residual sugar are redundant.,13707
+WineQT_correlation_heatmap.png,Variables sulphates and residual sugar are redundant.,13708
+WineQT_correlation_heatmap.png,Variables alcohol and residual sugar are redundant.,13709
+WineQT_correlation_heatmap.png,Variables quality and residual sugar are redundant.,13710
+WineQT_correlation_heatmap.png,Variables fixed acidity and chlorides are redundant.,13711
+WineQT_correlation_heatmap.png,Variables volatile acidity and chlorides are redundant.,13712
+WineQT_correlation_heatmap.png,Variables citric acid and chlorides are redundant.,13713
+WineQT_correlation_heatmap.png,Variables residual sugar and chlorides are redundant.,13714
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and chlorides are redundant.,13715
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and chlorides are redundant.,13716
+WineQT_correlation_heatmap.png,Variables density and chlorides are redundant.,13717
+WineQT_correlation_heatmap.png,Variables pH and chlorides are redundant.,13718
+WineQT_correlation_heatmap.png,Variables sulphates and chlorides are redundant.,13719
+WineQT_correlation_heatmap.png,Variables alcohol and chlorides are redundant.,13720
+WineQT_correlation_heatmap.png,Variables quality and chlorides are redundant.,13721
+WineQT_correlation_heatmap.png,Variables fixed acidity and free sulfur dioxide are redundant.,13722
+WineQT_correlation_heatmap.png,Variables volatile acidity and free sulfur dioxide are redundant.,13723
+WineQT_correlation_heatmap.png,Variables citric acid and free sulfur dioxide are redundant.,13724
+WineQT_correlation_heatmap.png,Variables residual sugar and free sulfur dioxide are redundant.,13725
+WineQT_correlation_heatmap.png,Variables chlorides and free sulfur dioxide are redundant.,13726
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and free sulfur dioxide are redundant.,13727
+WineQT_correlation_heatmap.png,Variables density and free sulfur dioxide are redundant.,13728
+WineQT_correlation_heatmap.png,Variables pH and free sulfur dioxide are redundant.,13729
+WineQT_correlation_heatmap.png,Variables sulphates and free sulfur dioxide are redundant.,13730
+WineQT_correlation_heatmap.png,Variables alcohol and free sulfur dioxide are redundant.,13731
+WineQT_correlation_heatmap.png,Variables quality and free sulfur dioxide are redundant.,13732
+WineQT_correlation_heatmap.png,Variables fixed acidity and total sulfur dioxide are redundant.,13733
+WineQT_correlation_heatmap.png,Variables volatile acidity and total sulfur dioxide are redundant.,13734
+WineQT_correlation_heatmap.png,Variables citric acid and total sulfur dioxide are redundant.,13735
+WineQT_correlation_heatmap.png,Variables residual sugar and total sulfur dioxide are redundant.,13736
+WineQT_correlation_heatmap.png,Variables chlorides and total sulfur dioxide are redundant.,13737
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and total sulfur dioxide are redundant.,13738
+WineQT_correlation_heatmap.png,Variables density and total sulfur dioxide are redundant.,13739
+WineQT_correlation_heatmap.png,Variables pH and total sulfur dioxide are redundant.,13740
+WineQT_correlation_heatmap.png,Variables sulphates and total sulfur dioxide are redundant.,13741
+WineQT_correlation_heatmap.png,Variables alcohol and total sulfur dioxide are redundant.,13742
+WineQT_correlation_heatmap.png,Variables quality and total sulfur dioxide are redundant.,13743
+WineQT_correlation_heatmap.png,Variables fixed acidity and density are redundant.,13744
+WineQT_correlation_heatmap.png,Variables volatile acidity and density are redundant.,13745
+WineQT_correlation_heatmap.png,Variables citric acid and density are redundant.,13746
+WineQT_correlation_heatmap.png,Variables residual sugar and density are redundant.,13747
+WineQT_correlation_heatmap.png,Variables chlorides and density are redundant.,13748
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and density are redundant.,13749
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and density are redundant.,13750
+WineQT_correlation_heatmap.png,Variables pH and density are redundant.,13751
+WineQT_correlation_heatmap.png,Variables sulphates and density are redundant.,13752
+WineQT_correlation_heatmap.png,Variables alcohol and density are redundant.,13753
+WineQT_correlation_heatmap.png,Variables quality and density are redundant.,13754
+WineQT_correlation_heatmap.png,Variables fixed acidity and pH are redundant.,13755
+WineQT_correlation_heatmap.png,Variables volatile acidity and pH are redundant.,13756
+WineQT_correlation_heatmap.png,Variables citric acid and pH are redundant.,13757
+WineQT_correlation_heatmap.png,Variables residual sugar and pH are redundant.,13758
+WineQT_correlation_heatmap.png,Variables chlorides and pH are redundant.,13759
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and pH are redundant.,13760
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and pH are redundant.,13761
+WineQT_correlation_heatmap.png,Variables density and pH are redundant.,13762
+WineQT_correlation_heatmap.png,Variables sulphates and pH are redundant.,13763
+WineQT_correlation_heatmap.png,Variables alcohol and pH are redundant.,13764
+WineQT_correlation_heatmap.png,Variables quality and pH are redundant.,13765
+WineQT_correlation_heatmap.png,Variables fixed acidity and sulphates are redundant.,13766
+WineQT_correlation_heatmap.png,Variables volatile acidity and sulphates are redundant.,13767
+WineQT_correlation_heatmap.png,Variables citric acid and sulphates are redundant.,13768
+WineQT_correlation_heatmap.png,Variables residual sugar and sulphates are redundant.,13769
+WineQT_correlation_heatmap.png,Variables chlorides and sulphates are redundant.,13770
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and sulphates are redundant.,13771
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and sulphates are redundant.,13772
+WineQT_correlation_heatmap.png,Variables density and sulphates are redundant.,13773
+WineQT_correlation_heatmap.png,Variables pH and sulphates are redundant.,13774
+WineQT_correlation_heatmap.png,Variables alcohol and sulphates are redundant.,13775
+WineQT_correlation_heatmap.png,Variables quality and sulphates are redundant.,13776
+WineQT_correlation_heatmap.png,Variables fixed acidity and alcohol are redundant.,13777
+WineQT_correlation_heatmap.png,Variables volatile acidity and alcohol are redundant.,13778
+WineQT_correlation_heatmap.png,Variables citric acid and alcohol are redundant.,13779
+WineQT_correlation_heatmap.png,Variables residual sugar and alcohol are redundant.,13780
+WineQT_correlation_heatmap.png,Variables chlorides and alcohol are redundant.,13781
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and alcohol are redundant.,13782
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and alcohol are redundant.,13783
+WineQT_correlation_heatmap.png,Variables density and alcohol are redundant.,13784
+WineQT_correlation_heatmap.png,Variables pH and alcohol are redundant.,13785
+WineQT_correlation_heatmap.png,Variables sulphates and alcohol are redundant.,13786
+WineQT_correlation_heatmap.png,Variables quality and alcohol are redundant.,13787
+WineQT_correlation_heatmap.png,Variables fixed acidity and quality are redundant.,13788
+WineQT_correlation_heatmap.png,Variables volatile acidity and quality are redundant.,13789
+WineQT_correlation_heatmap.png,Variables citric acid and quality are redundant.,13790
+WineQT_correlation_heatmap.png,Variables residual sugar and quality are redundant.,13791
+WineQT_correlation_heatmap.png,Variables chlorides and quality are redundant.,13792
+WineQT_correlation_heatmap.png,Variables free sulfur dioxide and quality are redundant.,13793
+WineQT_correlation_heatmap.png,Variables total sulfur dioxide and quality are redundant.,13794
+WineQT_correlation_heatmap.png,Variables density and quality are redundant.,13795
+WineQT_correlation_heatmap.png,Variables pH and quality are redundant.,13796
+WineQT_correlation_heatmap.png,Variables sulphates and quality are redundant.,13797
+WineQT_correlation_heatmap.png,Variables alcohol and quality are redundant.,13798
+WineQT_correlation_heatmap.png,"Variables pH and alcohol are redundant, but we can’t say the same for the pair volatile acidity and free sulfur dioxide.",13799
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair residual sugar and alcohol.",13800
+WineQT_correlation_heatmap.png,"Variables residual sugar and sulphates are redundant, but we can’t say the same for the pair citric acid and density.",13801
+WineQT_correlation_heatmap.png,"Variables volatile acidity and sulphates are redundant, but we can’t say the same for the pair residual sugar and pH.",13802
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair chlorides and sulphates.",13803
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and pH.",13804
+WineQT_correlation_heatmap.png,"Variables fixed acidity and residual sugar are redundant, but we can’t say the same for the pair volatile acidity and sulphates.",13805
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and pH are redundant, but we can’t say the same for the pair chlorides and total sulfur dioxide.",13806
+WineQT_correlation_heatmap.png,"Variables volatile acidity and alcohol are redundant, but we can’t say the same for the pair citric acid and sulphates.",13807
+WineQT_correlation_heatmap.png,"Variables volatile acidity and sulphates are redundant, but we can’t say the same for the pair citric acid and total sulfur dioxide.",13808
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair fixed acidity and density.",13809
+WineQT_correlation_heatmap.png,"Variables fixed acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair residual sugar and pH.",13810
+WineQT_correlation_heatmap.png,"Variables citric acid and alcohol are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13811
+WineQT_correlation_heatmap.png,"Variables sulphates and alcohol are redundant, but we can’t say the same for the pair density and pH.",13812
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair residual sugar and total sulfur dioxide.",13813
+WineQT_correlation_heatmap.png,"Variables residual sugar and chlorides are redundant, but we can’t say the same for the pair fixed acidity and pH.",13814
+WineQT_correlation_heatmap.png,"Variables citric acid and pH are redundant, but we can’t say the same for the pair total sulfur dioxide and sulphates.",13815
+WineQT_correlation_heatmap.png,"Variables volatile acidity and residual sugar are redundant, but we can’t say the same for the pair fixed acidity and density.",13816
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair fixed acidity and total sulfur dioxide.",13817
+WineQT_correlation_heatmap.png,"Variables citric acid and alcohol are redundant, but we can’t say the same for the pair fixed acidity and free sulfur dioxide.",13818
+WineQT_correlation_heatmap.png,"Variables fixed acidity and citric acid are redundant, but we can’t say the same for the pair residual sugar and total sulfur dioxide.",13819
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair fixed acidity and alcohol.",13820
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and alcohol are redundant, but we can’t say the same for the pair residual sugar and pH.",13821
+WineQT_correlation_heatmap.png,"Variables citric acid and free sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and sulphates.",13822
+WineQT_correlation_heatmap.png,"Variables volatile acidity and sulphates are redundant, but we can’t say the same for the pair residual sugar and alcohol.",13823
+WineQT_correlation_heatmap.png,"Variables chlorides and density are redundant, but we can’t say the same for the pair citric acid and pH.",13824
+WineQT_correlation_heatmap.png,"Variables fixed acidity and volatile acidity are redundant, but we can’t say the same for the pair citric acid and free sulfur dioxide.",13825
+WineQT_correlation_heatmap.png,"Variables citric acid and residual sugar are redundant, but we can’t say the same for the pair fixed acidity and alcohol.",13826
+WineQT_correlation_heatmap.png,"Variables residual sugar and total sulfur dioxide are redundant, but we can’t say the same for the pair density and pH.",13827
+WineQT_correlation_heatmap.png,"Variables volatile acidity and alcohol are redundant, but we can’t say the same for the pair free sulfur dioxide and sulphates.",13828
+WineQT_correlation_heatmap.png,"Variables chlorides and alcohol are redundant, but we can’t say the same for the pair volatile acidity and sulphates.",13829
+WineQT_correlation_heatmap.png,"Variables volatile acidity and residual sugar are redundant, but we can’t say the same for the pair citric acid and sulphates.",13830
+WineQT_correlation_heatmap.png,"Variables chlorides and total sulfur dioxide are redundant, but we can’t say the same for the pair citric acid and residual sugar.",13831
+WineQT_correlation_heatmap.png,"Variables chlorides and sulphates are redundant, but we can’t say the same for the pair residual sugar and free sulfur dioxide.",13832
+WineQT_correlation_heatmap.png,"Variables fixed acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and chlorides.",13833
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair pH and alcohol.",13834
+WineQT_correlation_heatmap.png,"Variables citric acid and alcohol are redundant, but we can’t say the same for the pair free sulfur dioxide and total sulfur dioxide.",13835
+WineQT_correlation_heatmap.png,"Variables fixed acidity and citric acid are redundant, but we can’t say the same for the pair residual sugar and pH.",13836
+WineQT_correlation_heatmap.png,"Variables volatile acidity and alcohol are redundant, but we can’t say the same for the pair free sulfur dioxide and total sulfur dioxide.",13837
+WineQT_correlation_heatmap.png,"Variables chlorides and total sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and density.",13838
+WineQT_correlation_heatmap.png,"Variables density and pH are redundant, but we can’t say the same for the pair residual sugar and free sulfur dioxide.",13839
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair volatile acidity and chlorides.",13840
+WineQT_correlation_heatmap.png,"Variables pH and sulphates are redundant, but we can’t say the same for the pair chlorides and density.",13841
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13842
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair volatile acidity and pH.",13843
+WineQT_correlation_heatmap.png,"Variables volatile acidity and sulphates are redundant, but we can’t say the same for the pair fixed acidity and density.",13844
+WineQT_correlation_heatmap.png,"Variables pH and alcohol are redundant, but we can’t say the same for the pair volatile acidity and chlorides.",13845
+WineQT_correlation_heatmap.png,"Variables residual sugar and pH are redundant, but we can’t say the same for the pair fixed acidity and chlorides.",13846
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair fixed acidity and volatile acidity.",13847
+WineQT_correlation_heatmap.png,"Variables fixed acidity and volatile acidity are redundant, but we can’t say the same for the pair chlorides and density.",13848
+WineQT_correlation_heatmap.png,"Variables citric acid and alcohol are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13849
+WineQT_correlation_heatmap.png,"Variables fixed acidity and volatile acidity are redundant, but we can’t say the same for the pair free sulfur dioxide and sulphates.",13850
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair volatile acidity and residual sugar.",13851
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair residual sugar and sulphates.",13852
+WineQT_correlation_heatmap.png,"Variables residual sugar and sulphates are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13853
+WineQT_correlation_heatmap.png,"Variables chlorides and alcohol are redundant, but we can’t say the same for the pair total sulfur dioxide and density.",13854
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair residual sugar and density.",13855
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and pH are redundant, but we can’t say the same for the pair fixed acidity and free sulfur dioxide.",13856
+WineQT_correlation_heatmap.png,"Variables chlorides and total sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and citric acid.",13857
+WineQT_correlation_heatmap.png,"Variables volatile acidity and chlorides are redundant, but we can’t say the same for the pair free sulfur dioxide and total sulfur dioxide.",13858
+WineQT_correlation_heatmap.png,"Variables residual sugar and total sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and pH.",13859
+WineQT_correlation_heatmap.png,"Variables residual sugar and density are redundant, but we can’t say the same for the pair sulphates and alcohol.",13860
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and pH are redundant, but we can’t say the same for the pair volatile acidity and residual sugar.",13861
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair citric acid and free sulfur dioxide.",13862
+WineQT_correlation_heatmap.png,"Variables citric acid and sulphates are redundant, but we can’t say the same for the pair fixed acidity and density.",13863
+WineQT_correlation_heatmap.png,"Variables citric acid and free sulfur dioxide are redundant, but we can’t say the same for the pair chlorides and total sulfur dioxide.",13864
+WineQT_correlation_heatmap.png,"Variables citric acid and residual sugar are redundant, but we can’t say the same for the pair chlorides and pH.",13865
+WineQT_correlation_heatmap.png,"Variables citric acid and alcohol are redundant, but we can’t say the same for the pair volatile acidity and density.",13866
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13867
+WineQT_correlation_heatmap.png,"Variables citric acid and sulphates are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13868
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13869
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair citric acid and sulphates.",13870
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair fixed acidity and total sulfur dioxide.",13871
+WineQT_correlation_heatmap.png,"Variables citric acid and sulphates are redundant, but we can’t say the same for the pair volatile acidity and chlorides.",13872
+WineQT_correlation_heatmap.png,"Variables residual sugar and alcohol are redundant, but we can’t say the same for the pair chlorides and pH.",13873
+WineQT_correlation_heatmap.png,"Variables volatile acidity and sulphates are redundant, but we can’t say the same for the pair citric acid and residual sugar.",13874
+WineQT_correlation_heatmap.png,"Variables residual sugar and chlorides are redundant, but we can’t say the same for the pair citric acid and free sulfur dioxide.",13875
+WineQT_correlation_heatmap.png,"Variables residual sugar and total sulfur dioxide are redundant, but we can’t say the same for the pair chlorides and free sulfur dioxide.",13876
+WineQT_correlation_heatmap.png,"Variables chlorides and total sulfur dioxide are redundant, but we can’t say the same for the pair residual sugar and sulphates.",13877
+WineQT_correlation_heatmap.png,"Variables residual sugar and total sulfur dioxide are redundant, but we can’t say the same for the pair citric acid and pH.",13878
+WineQT_correlation_heatmap.png,"Variables residual sugar and density are redundant, but we can’t say the same for the pair citric acid and pH.",13879
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and total sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13880
+WineQT_correlation_heatmap.png,"Variables citric acid and free sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13881
+WineQT_correlation_heatmap.png,"Variables chlorides and alcohol are redundant, but we can’t say the same for the pair volatile acidity and residual sugar.",13882
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair free sulfur dioxide and pH.",13883
+WineQT_correlation_heatmap.png,"Variables volatile acidity and sulphates are redundant, but we can’t say the same for the pair residual sugar and density.",13884
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and density are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13885
+WineQT_correlation_heatmap.png,"Variables density and alcohol are redundant, but we can’t say the same for the pair volatile acidity and chlorides.",13886
+WineQT_correlation_heatmap.png,"Variables volatile acidity and pH are redundant, but we can’t say the same for the pair residual sugar and free sulfur dioxide.",13887
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and pH are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13888
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair residual sugar and alcohol.",13889
+WineQT_correlation_heatmap.png,"Variables volatile acidity and pH are redundant, but we can’t say the same for the pair density and alcohol.",13890
+WineQT_correlation_heatmap.png,"Variables fixed acidity and residual sugar are redundant, but we can’t say the same for the pair chlorides and density.",13891
+WineQT_correlation_heatmap.png,"Variables fixed acidity and chlorides are redundant, but we can’t say the same for the pair pH and sulphates.",13892
+WineQT_correlation_heatmap.png,"Variables residual sugar and pH are redundant, but we can’t say the same for the pair density and alcohol.",13893
+WineQT_correlation_heatmap.png,"Variables density and pH are redundant, but we can’t say the same for the pair fixed acidity and total sulfur dioxide.",13894
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair chlorides and total sulfur dioxide.",13895
+WineQT_correlation_heatmap.png,"Variables citric acid and residual sugar are redundant, but we can’t say the same for the pair density and alcohol.",13896
+WineQT_correlation_heatmap.png,"Variables chlorides and total sulfur dioxide are redundant, but we can’t say the same for the pair free sulfur dioxide and alcohol.",13897
+WineQT_correlation_heatmap.png,"Variables residual sugar and density are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13898
+WineQT_correlation_heatmap.png,"Variables density and pH are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13899
+WineQT_correlation_heatmap.png,"Variables citric acid and chlorides are redundant, but we can’t say the same for the pair free sulfur dioxide and density.",13900
+WineQT_correlation_heatmap.png,"Variables pH and alcohol are redundant, but we can’t say the same for the pair chlorides and sulphates.",13901
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13902
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and pH are redundant, but we can’t say the same for the pair residual sugar and alcohol.",13903
+WineQT_correlation_heatmap.png,"Variables chlorides and density are redundant, but we can’t say the same for the pair volatile acidity and alcohol.",13904
+WineQT_correlation_heatmap.png,"Variables citric acid and chlorides are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13905
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13906
+WineQT_correlation_heatmap.png,"Variables volatile acidity and residual sugar are redundant, but we can’t say the same for the pair density and pH.",13907
+WineQT_correlation_heatmap.png,"Variables chlorides and density are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13908
+WineQT_correlation_heatmap.png,"Variables citric acid and pH are redundant, but we can’t say the same for the pair fixed acidity and sulphates.",13909
+WineQT_correlation_heatmap.png,"Variables sulphates and alcohol are redundant, but we can’t say the same for the pair citric acid and free sulfur dioxide.",13910
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair chlorides and density.",13911
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13912
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair free sulfur dioxide and pH.",13913
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair residual sugar and free sulfur dioxide.",13914
+WineQT_correlation_heatmap.png,"Variables fixed acidity and sulphates are redundant, but we can’t say the same for the pair free sulfur dioxide and density.",13915
+WineQT_correlation_heatmap.png,"Variables fixed acidity and residual sugar are redundant, but we can’t say the same for the pair chlorides and sulphates.",13916
+WineQT_correlation_heatmap.png,"Variables chlorides and alcohol are redundant, but we can’t say the same for the pair residual sugar and total sulfur dioxide.",13917
+WineQT_correlation_heatmap.png,"Variables citric acid and free sulfur dioxide are redundant, but we can’t say the same for the pair pH and alcohol.",13918
+WineQT_correlation_heatmap.png,"Variables volatile acidity and pH are redundant, but we can’t say the same for the pair fixed acidity and citric acid.",13919
+WineQT_correlation_heatmap.png,"Variables fixed acidity and chlorides are redundant, but we can’t say the same for the pair volatile acidity and total sulfur dioxide.",13920
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and total sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and sulphates.",13921
+WineQT_correlation_heatmap.png,"Variables volatile acidity and density are redundant, but we can’t say the same for the pair fixed acidity and sulphates.",13922
+WineQT_correlation_heatmap.png,"Variables citric acid and residual sugar are redundant, but we can’t say the same for the pair volatile acidity and pH.",13923
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and total sulfur dioxide are redundant, but we can’t say the same for the pair citric acid and chlorides.",13924
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair fixed acidity and alcohol.",13925
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair fixed acidity and sulphates.",13926
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair chlorides and sulphates.",13927
+WineQT_correlation_heatmap.png,"Variables fixed acidity and alcohol are redundant, but we can’t say the same for the pair volatile acidity and pH.",13928
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair chlorides and alcohol.",13929
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and density are redundant, but we can’t say the same for the pair citric acid and pH.",13930
+WineQT_correlation_heatmap.png,"Variables volatile acidity and alcohol are redundant, but we can’t say the same for the pair fixed acidity and total sulfur dioxide.",13931
+WineQT_correlation_heatmap.png,"Variables chlorides and free sulfur dioxide are redundant, but we can’t say the same for the pair residual sugar and density.",13932
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and pH are redundant, but we can’t say the same for the pair citric acid and chlorides.",13933
+WineQT_correlation_heatmap.png,"Variables volatile acidity and density are redundant, but we can’t say the same for the pair residual sugar and pH.",13934
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair pH and sulphates.",13935
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair free sulfur dioxide and alcohol.",13936
+WineQT_correlation_heatmap.png,"Variables residual sugar and sulphates are redundant, but we can’t say the same for the pair fixed acidity and pH.",13937
+WineQT_correlation_heatmap.png,"Variables citric acid and chlorides are redundant, but we can’t say the same for the pair free sulfur dioxide and alcohol.",13938
+WineQT_correlation_heatmap.png,"Variables chlorides and density are redundant, but we can’t say the same for the pair fixed acidity and citric acid.",13939
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair citric acid and chlorides.",13940
+WineQT_correlation_heatmap.png,"Variables volatile acidity and free sulfur dioxide are redundant, but we can’t say the same for the pair chlorides and alcohol.",13941
+WineQT_correlation_heatmap.png,"Variables citric acid and pH are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13942
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13943
+WineQT_correlation_heatmap.png,"Variables residual sugar and free sulfur dioxide are redundant, but we can’t say the same for the pair citric acid and chlorides.",13944
+WineQT_correlation_heatmap.png,"Variables residual sugar and chlorides are redundant, but we can’t say the same for the pair pH and sulphates.",13945
+WineQT_correlation_heatmap.png,"Variables fixed acidity and alcohol are redundant, but we can’t say the same for the pair citric acid and free sulfur dioxide.",13946
+WineQT_correlation_heatmap.png,"Variables residual sugar and alcohol are redundant, but we can’t say the same for the pair chlorides and free sulfur dioxide.",13947
+WineQT_correlation_heatmap.png,"Variables fixed acidity and citric acid are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13948
+WineQT_correlation_heatmap.png,"Variables residual sugar and chlorides are redundant, but we can’t say the same for the pair sulphates and alcohol.",13949
+WineQT_correlation_heatmap.png,"Variables pH and alcohol are redundant, but we can’t say the same for the pair free sulfur dioxide and total sulfur dioxide.",13950
+WineQT_correlation_heatmap.png,"Variables density and pH are redundant, but we can’t say the same for the pair fixed acidity and free sulfur dioxide.",13951
+WineQT_correlation_heatmap.png,"Variables sulphates and alcohol are redundant, but we can’t say the same for the pair volatile acidity and pH.",13952
+WineQT_correlation_heatmap.png,"Variables volatile acidity and pH are redundant, but we can’t say the same for the pair citric acid and density.",13953
+WineQT_correlation_heatmap.png,"Variables residual sugar and alcohol are redundant, but we can’t say the same for the pair density and pH.",13954
+WineQT_correlation_heatmap.png,"Variables citric acid and free sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13955
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair residual sugar and total sulfur dioxide.",13956
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and alcohol are redundant, but we can’t say the same for the pair chlorides and pH.",13957
+WineQT_correlation_heatmap.png,"Variables fixed acidity and sulphates are redundant, but we can’t say the same for the pair citric acid and total sulfur dioxide.",13958
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair density and alcohol.",13959
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair volatile acidity and density.",13960
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair volatile acidity and density.",13961
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and density are redundant, but we can’t say the same for the pair pH and sulphates.",13962
+WineQT_correlation_heatmap.png,"Variables volatile acidity and pH are redundant, but we can’t say the same for the pair citric acid and sulphates.",13963
+WineQT_correlation_heatmap.png,"Variables fixed acidity and residual sugar are redundant, but we can’t say the same for the pair total sulfur dioxide and alcohol.",13964
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair chlorides and sulphates.",13965
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and alcohol are redundant, but we can’t say the same for the pair citric acid and sulphates.",13966
+WineQT_correlation_heatmap.png,"Variables chlorides and free sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and residual sugar.",13967
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and density are redundant, but we can’t say the same for the pair pH and alcohol.",13968
+WineQT_correlation_heatmap.png,"Variables sulphates and alcohol are redundant, but we can’t say the same for the pair citric acid and total sulfur dioxide.",13969
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and density are redundant, but we can’t say the same for the pair citric acid and residual sugar.",13970
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and pH are redundant, but we can’t say the same for the pair fixed acidity and sulphates.",13971
+WineQT_correlation_heatmap.png,"Variables density and alcohol are redundant, but we can’t say the same for the pair citric acid and total sulfur dioxide.",13972
+WineQT_correlation_heatmap.png,"Variables density and sulphates are redundant, but we can’t say the same for the pair residual sugar and alcohol.",13973
+WineQT_correlation_heatmap.png,"Variables citric acid and alcohol are redundant, but we can’t say the same for the pair chlorides and density.",13974
+WineQT_correlation_heatmap.png,"Variables volatile acidity and alcohol are redundant, but we can’t say the same for the pair fixed acidity and chlorides.",13975
+WineQT_correlation_heatmap.png,"Variables fixed acidity and volatile acidity are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13976
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair fixed acidity and total sulfur dioxide.",13977
+WineQT_correlation_heatmap.png,"Variables volatile acidity and chlorides are redundant, but we can’t say the same for the pair fixed acidity and alcohol.",13978
+WineQT_correlation_heatmap.png,"Variables fixed acidity and volatile acidity are redundant, but we can’t say the same for the pair residual sugar and alcohol.",13979
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and pH are redundant, but we can’t say the same for the pair chlorides and sulphates.",13980
+WineQT_correlation_heatmap.png,"Variables citric acid and free sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and volatile acidity.",13981
+WineQT_correlation_heatmap.png,"Variables volatile acidity and residual sugar are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13982
+WineQT_correlation_heatmap.png,"Variables residual sugar and sulphates are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",13983
+WineQT_correlation_heatmap.png,"Variables volatile acidity and citric acid are redundant, but we can’t say the same for the pair chlorides and alcohol.",13984
+WineQT_correlation_heatmap.png,"Variables citric acid and sulphates are redundant, but we can’t say the same for the pair chlorides and total sulfur dioxide.",13985
+WineQT_correlation_heatmap.png,"Variables residual sugar and sulphates are redundant, but we can’t say the same for the pair fixed acidity and density.",13986
+WineQT_correlation_heatmap.png,"Variables volatile acidity and free sulfur dioxide are redundant, but we can’t say the same for the pair citric acid and sulphates.",13987
+WineQT_correlation_heatmap.png,"Variables density and alcohol are redundant, but we can’t say the same for the pair volatile acidity and free sulfur dioxide.",13988
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and free sulfur dioxide.",13989
+WineQT_correlation_heatmap.png,"Variables fixed acidity and residual sugar are redundant, but we can’t say the same for the pair density and alcohol.",13990
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair residual sugar and chlorides.",13991
+WineQT_correlation_heatmap.png,"Variables pH and alcohol are redundant, but we can’t say the same for the pair citric acid and chlorides.",13992
+WineQT_correlation_heatmap.png,"Variables volatile acidity and total sulfur dioxide are redundant, but we can’t say the same for the pair fixed acidity and citric acid.",13993
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and density are redundant, but we can’t say the same for the pair volatile acidity and pH.",13994
+WineQT_correlation_heatmap.png,"Variables fixed acidity and alcohol are redundant, but we can’t say the same for the pair volatile acidity and sulphates.",13995
+WineQT_correlation_heatmap.png,"Variables fixed acidity and pH are redundant, but we can’t say the same for the pair free sulfur dioxide and total sulfur dioxide.",13996
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair volatile acidity and free sulfur dioxide.",13997
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and density are redundant, but we can’t say the same for the pair fixed acidity and sulphates.",13998
+WineQT_correlation_heatmap.png,"Variables volatile acidity and density are redundant, but we can’t say the same for the pair chlorides and free sulfur dioxide.",13999
+WineQT_correlation_heatmap.png,"Variables volatile acidity and chlorides are redundant, but we can’t say the same for the pair free sulfur dioxide and density.",14000
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair total sulfur dioxide and density.",14001
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and density are redundant, but we can’t say the same for the pair residual sugar and sulphates.",14002
+WineQT_correlation_heatmap.png,"Variables chlorides and pH are redundant, but we can’t say the same for the pair volatile acidity and residual sugar.",14003
+WineQT_correlation_heatmap.png,"Variables pH and sulphates are redundant, but we can’t say the same for the pair fixed acidity and alcohol.",14004
+WineQT_correlation_heatmap.png,"Variables volatile acidity and chlorides are redundant, but we can’t say the same for the pair density and alcohol.",14005
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and density are redundant, but we can’t say the same for the pair chlorides and free sulfur dioxide.",14006
+WineQT_correlation_heatmap.png,"Variables residual sugar and pH are redundant, but we can’t say the same for the pair volatile acidity and density.",14007
+WineQT_correlation_heatmap.png,"Variables chlorides and free sulfur dioxide are redundant, but we can’t say the same for the pair volatile acidity and sulphates.",14008
+WineQT_correlation_heatmap.png,"Variables citric acid and chlorides are redundant, but we can’t say the same for the pair total sulfur dioxide and pH.",14009
+WineQT_correlation_heatmap.png,"Variables pH and sulphates are redundant, but we can’t say the same for the pair residual sugar and density.",14010
+WineQT_correlation_heatmap.png,"Variables free sulfur dioxide and alcohol are redundant, but we can’t say the same for the pair citric acid and total sulfur dioxide.",14011
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and sulphates are redundant, but we can’t say the same for the pair free sulfur dioxide and density.",14012
+WineQT_correlation_heatmap.png,"Variables total sulfur dioxide and density are redundant, but we can’t say the same for the pair pH and alcohol.",14013
+WineQT_correlation_heatmap.png,"Variables pH and sulphates are redundant, but we can’t say the same for the pair volatile acidity and density.",14014
+WineQT_correlation_heatmap.png,"Variables citric acid and density are redundant, but we can’t say the same for the pair volatile acidity and chlorides.",14015
+WineQT_correlation_heatmap.png,"Variables pH and alcohol are redundant, but we can’t say the same for the pair citric acid and free sulfur dioxide.",14016
+WineQT_correlation_heatmap.png,"Variables fixed acidity and density are redundant, but we can’t say the same for the pair volatile acidity and pH.",14017
+WineQT_correlation_heatmap.png,"Variables citric acid and sulphates are redundant, but we can’t say the same for the pair fixed acidity and free sulfur dioxide.",14018
+WineQT_correlation_heatmap.png,The variable fixed acidity can be discarded without risking losing information.,14019
+WineQT_correlation_heatmap.png,The variable volatile acidity can be discarded without risking losing information.,14020
+WineQT_correlation_heatmap.png,The variable citric acid can be discarded without risking losing information.,14021
+WineQT_correlation_heatmap.png,The variable residual sugar can be discarded without risking losing information.,14022
+WineQT_correlation_heatmap.png,The variable chlorides can be discarded without risking losing information.,14023
+WineQT_correlation_heatmap.png,The variable free sulfur dioxide can be discarded without risking losing information.,14024
+WineQT_correlation_heatmap.png,The variable total sulfur dioxide can be discarded without risking losing information.,14025
+WineQT_correlation_heatmap.png,The variable density can be discarded without risking losing information.,14026
+WineQT_correlation_heatmap.png,The variable pH can be discarded without risking losing information.,14027
+WineQT_correlation_heatmap.png,The variable sulphates can be discarded without risking losing information.,14028
+WineQT_correlation_heatmap.png,The variable alcohol can be discarded without risking losing information.,14029
+WineQT_correlation_heatmap.png,The variable quality can be discarded without risking losing information.,14030
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or fixed acidity can be discarded without losing information.,14031
+WineQT_correlation_heatmap.png,One of the variables citric acid or fixed acidity can be discarded without losing information.,14032
+WineQT_correlation_heatmap.png,One of the variables residual sugar or fixed acidity can be discarded without losing information.,14033
+WineQT_correlation_heatmap.png,One of the variables chlorides or fixed acidity can be discarded without losing information.,14034
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or fixed acidity can be discarded without losing information.,14035
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or fixed acidity can be discarded without losing information.,14036
+WineQT_correlation_heatmap.png,One of the variables density or fixed acidity can be discarded without losing information.,14037
+WineQT_correlation_heatmap.png,One of the variables pH or fixed acidity can be discarded without losing information.,14038
+WineQT_correlation_heatmap.png,One of the variables sulphates or fixed acidity can be discarded without losing information.,14039
+WineQT_correlation_heatmap.png,One of the variables alcohol or fixed acidity can be discarded without losing information.,14040
+WineQT_correlation_heatmap.png,One of the variables quality or fixed acidity can be discarded without losing information.,14041
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or volatile acidity can be discarded without losing information.,14042
+WineQT_correlation_heatmap.png,One of the variables citric acid or volatile acidity can be discarded without losing information.,14043
+WineQT_correlation_heatmap.png,One of the variables residual sugar or volatile acidity can be discarded without losing information.,14044
+WineQT_correlation_heatmap.png,One of the variables chlorides or volatile acidity can be discarded without losing information.,14045
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or volatile acidity can be discarded without losing information.,14046
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or volatile acidity can be discarded without losing information.,14047
+WineQT_correlation_heatmap.png,One of the variables density or volatile acidity can be discarded without losing information.,14048
+WineQT_correlation_heatmap.png,One of the variables pH or volatile acidity can be discarded without losing information.,14049
+WineQT_correlation_heatmap.png,One of the variables sulphates or volatile acidity can be discarded without losing information.,14050
+WineQT_correlation_heatmap.png,One of the variables alcohol or volatile acidity can be discarded without losing information.,14051
+WineQT_correlation_heatmap.png,One of the variables quality or volatile acidity can be discarded without losing information.,14052
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or citric acid can be discarded without losing information.,14053
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or citric acid can be discarded without losing information.,14054
+WineQT_correlation_heatmap.png,One of the variables residual sugar or citric acid can be discarded without losing information.,14055
+WineQT_correlation_heatmap.png,One of the variables chlorides or citric acid can be discarded without losing information.,14056
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or citric acid can be discarded without losing information.,14057
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or citric acid can be discarded without losing information.,14058
+WineQT_correlation_heatmap.png,One of the variables density or citric acid can be discarded without losing information.,14059
+WineQT_correlation_heatmap.png,One of the variables pH or citric acid can be discarded without losing information.,14060
+WineQT_correlation_heatmap.png,One of the variables sulphates or citric acid can be discarded without losing information.,14061
+WineQT_correlation_heatmap.png,One of the variables alcohol or citric acid can be discarded without losing information.,14062
+WineQT_correlation_heatmap.png,One of the variables quality or citric acid can be discarded without losing information.,14063
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or residual sugar can be discarded without losing information.,14064
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or residual sugar can be discarded without losing information.,14065
+WineQT_correlation_heatmap.png,One of the variables citric acid or residual sugar can be discarded without losing information.,14066
+WineQT_correlation_heatmap.png,One of the variables chlorides or residual sugar can be discarded without losing information.,14067
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or residual sugar can be discarded without losing information.,14068
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or residual sugar can be discarded without losing information.,14069
+WineQT_correlation_heatmap.png,One of the variables density or residual sugar can be discarded without losing information.,14070
+WineQT_correlation_heatmap.png,One of the variables pH or residual sugar can be discarded without losing information.,14071
+WineQT_correlation_heatmap.png,One of the variables sulphates or residual sugar can be discarded without losing information.,14072
+WineQT_correlation_heatmap.png,One of the variables alcohol or residual sugar can be discarded without losing information.,14073
+WineQT_correlation_heatmap.png,One of the variables quality or residual sugar can be discarded without losing information.,14074
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or chlorides can be discarded without losing information.,14075
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or chlorides can be discarded without losing information.,14076
+WineQT_correlation_heatmap.png,One of the variables citric acid or chlorides can be discarded without losing information.,14077
+WineQT_correlation_heatmap.png,One of the variables residual sugar or chlorides can be discarded without losing information.,14078
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or chlorides can be discarded without losing information.,14079
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or chlorides can be discarded without losing information.,14080
+WineQT_correlation_heatmap.png,One of the variables density or chlorides can be discarded without losing information.,14081
+WineQT_correlation_heatmap.png,One of the variables pH or chlorides can be discarded without losing information.,14082
+WineQT_correlation_heatmap.png,One of the variables sulphates or chlorides can be discarded without losing information.,14083
+WineQT_correlation_heatmap.png,One of the variables alcohol or chlorides can be discarded without losing information.,14084
+WineQT_correlation_heatmap.png,One of the variables quality or chlorides can be discarded without losing information.,14085
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or free sulfur dioxide can be discarded without losing information.,14086
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or free sulfur dioxide can be discarded without losing information.,14087
+WineQT_correlation_heatmap.png,One of the variables citric acid or free sulfur dioxide can be discarded without losing information.,14088
+WineQT_correlation_heatmap.png,One of the variables residual sugar or free sulfur dioxide can be discarded without losing information.,14089
+WineQT_correlation_heatmap.png,One of the variables chlorides or free sulfur dioxide can be discarded without losing information.,14090
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or free sulfur dioxide can be discarded without losing information.,14091
+WineQT_correlation_heatmap.png,One of the variables density or free sulfur dioxide can be discarded without losing information.,14092
+WineQT_correlation_heatmap.png,One of the variables pH or free sulfur dioxide can be discarded without losing information.,14093
+WineQT_correlation_heatmap.png,One of the variables sulphates or free sulfur dioxide can be discarded without losing information.,14094
+WineQT_correlation_heatmap.png,One of the variables alcohol or free sulfur dioxide can be discarded without losing information.,14095
+WineQT_correlation_heatmap.png,One of the variables quality or free sulfur dioxide can be discarded without losing information.,14096
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or total sulfur dioxide can be discarded without losing information.,14097
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or total sulfur dioxide can be discarded without losing information.,14098
+WineQT_correlation_heatmap.png,One of the variables citric acid or total sulfur dioxide can be discarded without losing information.,14099
+WineQT_correlation_heatmap.png,One of the variables residual sugar or total sulfur dioxide can be discarded without losing information.,14100
+WineQT_correlation_heatmap.png,One of the variables chlorides or total sulfur dioxide can be discarded without losing information.,14101
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or total sulfur dioxide can be discarded without losing information.,14102
+WineQT_correlation_heatmap.png,One of the variables density or total sulfur dioxide can be discarded without losing information.,14103
+WineQT_correlation_heatmap.png,One of the variables pH or total sulfur dioxide can be discarded without losing information.,14104
+WineQT_correlation_heatmap.png,One of the variables sulphates or total sulfur dioxide can be discarded without losing information.,14105
+WineQT_correlation_heatmap.png,One of the variables alcohol or total sulfur dioxide can be discarded without losing information.,14106
+WineQT_correlation_heatmap.png,One of the variables quality or total sulfur dioxide can be discarded without losing information.,14107
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or density can be discarded without losing information.,14108
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or density can be discarded without losing information.,14109
+WineQT_correlation_heatmap.png,One of the variables citric acid or density can be discarded without losing information.,14110
+WineQT_correlation_heatmap.png,One of the variables residual sugar or density can be discarded without losing information.,14111
+WineQT_correlation_heatmap.png,One of the variables chlorides or density can be discarded without losing information.,14112
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or density can be discarded without losing information.,14113
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or density can be discarded without losing information.,14114
+WineQT_correlation_heatmap.png,One of the variables pH or density can be discarded without losing information.,14115
+WineQT_correlation_heatmap.png,One of the variables sulphates or density can be discarded without losing information.,14116
+WineQT_correlation_heatmap.png,One of the variables alcohol or density can be discarded without losing information.,14117
+WineQT_correlation_heatmap.png,One of the variables quality or density can be discarded without losing information.,14118
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or pH can be discarded without losing information.,14119
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or pH can be discarded without losing information.,14120
+WineQT_correlation_heatmap.png,One of the variables citric acid or pH can be discarded without losing information.,14121
+WineQT_correlation_heatmap.png,One of the variables residual sugar or pH can be discarded without losing information.,14122
+WineQT_correlation_heatmap.png,One of the variables chlorides or pH can be discarded without losing information.,14123
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or pH can be discarded without losing information.,14124
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or pH can be discarded without losing information.,14125
+WineQT_correlation_heatmap.png,One of the variables density or pH can be discarded without losing information.,14126
+WineQT_correlation_heatmap.png,One of the variables sulphates or pH can be discarded without losing information.,14127
+WineQT_correlation_heatmap.png,One of the variables alcohol or pH can be discarded without losing information.,14128
+WineQT_correlation_heatmap.png,One of the variables quality or pH can be discarded without losing information.,14129
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or sulphates can be discarded without losing information.,14130
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or sulphates can be discarded without losing information.,14131
+WineQT_correlation_heatmap.png,One of the variables citric acid or sulphates can be discarded without losing information.,14132
+WineQT_correlation_heatmap.png,One of the variables residual sugar or sulphates can be discarded without losing information.,14133
+WineQT_correlation_heatmap.png,One of the variables chlorides or sulphates can be discarded without losing information.,14134
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or sulphates can be discarded without losing information.,14135
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or sulphates can be discarded without losing information.,14136
+WineQT_correlation_heatmap.png,One of the variables density or sulphates can be discarded without losing information.,14137
+WineQT_correlation_heatmap.png,One of the variables pH or sulphates can be discarded without losing information.,14138
+WineQT_correlation_heatmap.png,One of the variables alcohol or sulphates can be discarded without losing information.,14139
+WineQT_correlation_heatmap.png,One of the variables quality or sulphates can be discarded without losing information.,14140
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or alcohol can be discarded without losing information.,14141
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or alcohol can be discarded without losing information.,14142
+WineQT_correlation_heatmap.png,One of the variables citric acid or alcohol can be discarded without losing information.,14143
+WineQT_correlation_heatmap.png,One of the variables residual sugar or alcohol can be discarded without losing information.,14144
+WineQT_correlation_heatmap.png,One of the variables chlorides or alcohol can be discarded without losing information.,14145
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or alcohol can be discarded without losing information.,14146
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or alcohol can be discarded without losing information.,14147
+WineQT_correlation_heatmap.png,One of the variables density or alcohol can be discarded without losing information.,14148
+WineQT_correlation_heatmap.png,One of the variables pH or alcohol can be discarded without losing information.,14149
+WineQT_correlation_heatmap.png,One of the variables sulphates or alcohol can be discarded without losing information.,14150
+WineQT_correlation_heatmap.png,One of the variables quality or alcohol can be discarded without losing information.,14151
+WineQT_correlation_heatmap.png,One of the variables fixed acidity or quality can be discarded without losing information.,14152
+WineQT_correlation_heatmap.png,One of the variables volatile acidity or quality can be discarded without losing information.,14153
+WineQT_correlation_heatmap.png,One of the variables citric acid or quality can be discarded without losing information.,14154
+WineQT_correlation_heatmap.png,One of the variables residual sugar or quality can be discarded without losing information.,14155
+WineQT_correlation_heatmap.png,One of the variables chlorides or quality can be discarded without losing information.,14156
+WineQT_correlation_heatmap.png,One of the variables free sulfur dioxide or quality can be discarded without losing information.,14157
+WineQT_correlation_heatmap.png,One of the variables total sulfur dioxide or quality can be discarded without losing information.,14158
+WineQT_correlation_heatmap.png,One of the variables density or quality can be discarded without losing information.,14159
+WineQT_correlation_heatmap.png,One of the variables pH or quality can be discarded without losing information.,14160
+WineQT_correlation_heatmap.png,One of the variables sulphates or quality can be discarded without losing information.,14161
+WineQT_correlation_heatmap.png,One of the variables alcohol or quality can be discarded without losing information.,14162
+WineQT_boxplots.png,The existence of outliers is one of the problems to tackle in this dataset.,14163
+WineQT_histograms_numeric.png,The boxplots presented show a large number of outliers for most of the numeric variables.,14164
+WineQT_histograms_numeric.png,The histograms presented show a large number of outliers for most of the numeric variables.,14165
+WineQT_histograms_numeric.png,At least 50 of the variables present outliers.,14166
+WineQT_histograms_numeric.png,At least 60 of the variables present outliers.,14167
+WineQT_histograms_numeric.png,At least 75 of the variables present outliers.,14168
+WineQT_histograms_numeric.png,At least 85 of the variables present outliers.,14169
+WineQT_histograms_numeric.png,Variable fixed acidity presents some outliers.,14170
+WineQT_boxplots.png,Variable volatile acidity presents some outliers.,14171
+WineQT_histograms_numeric.png,Variable citric acid presents some outliers.,14172
+WineQT_boxplots.png,Variable residual sugar presents some outliers.,14173
+WineQT_boxplots.png,Variable chlorides presents some outliers.,14174
+WineQT_boxplots.png,Variable free sulfur dioxide presents some outliers.,14175
+WineQT_boxplots.png,Variable total sulfur dioxide presents some outliers.,14176
+WineQT_histograms_numeric.png,Variable density presents some outliers.,14177
+WineQT_boxplots.png,Variable pH presents some outliers.,14178
+WineQT_boxplots.png,Variable sulphates presents some outliers.,14179
+WineQT_histograms_numeric.png,Variable alcohol presents some outliers.,14180
+WineQT_boxplots.png,Variable quality presents some outliers.,14181
+WineQT_boxplots.png,Variable fixed acidity doesn’t have any outliers.,14182
+WineQT_histograms_numeric.png,Variable volatile acidity doesn’t have any outliers.,14183
+WineQT_histograms_numeric.png,Variable citric acid doesn’t have any outliers.,14184
+WineQT_histograms_numeric.png,Variable residual sugar doesn’t have any outliers.,14185
+WineQT_boxplots.png,Variable chlorides doesn’t have any outliers.,14186
+WineQT_histograms_numeric.png,Variable free sulfur dioxide doesn’t have any outliers.,14187
+WineQT_boxplots.png,Variable total sulfur dioxide doesn’t have any outliers.,14188
+WineQT_boxplots.png,Variable density doesn’t have any outliers.,14189
+WineQT_boxplots.png,Variable pH doesn’t have any outliers.,14190
+WineQT_histograms_numeric.png,Variable sulphates doesn’t have any outliers.,14191
+WineQT_boxplots.png,Variable alcohol doesn’t have any outliers.,14192
+WineQT_histograms_numeric.png,Variable quality doesn’t have any outliers.,14193
+WineQT_histograms_numeric.png,Variable fixed acidity shows some outlier values.,14194
+WineQT_boxplots.png,Variable volatile acidity shows some outlier values.,14195
+WineQT_boxplots.png,Variable citric acid shows some outlier values.,14196
+WineQT_boxplots.png,Variable residual sugar shows some outlier values.,14197
+WineQT_boxplots.png,Variable chlorides shows some outlier values.,14198
+WineQT_boxplots.png,Variable free sulfur dioxide shows some outlier values.,14199
+WineQT_boxplots.png,Variable total sulfur dioxide shows some outlier values.,14200
+WineQT_boxplots.png,Variable density shows some outlier values.,14201
+WineQT_boxplots.png,Variable pH shows some outlier values.,14202
+WineQT_histograms_numeric.png,Variable sulphates shows some outlier values.,14203
+WineQT_histograms_numeric.png,Variable alcohol shows some outlier values.,14204
+WineQT_histograms_numeric.png,Variable quality shows some outlier values.,14205
+WineQT_boxplots.png,Variable fixed acidity shows a high number of outlier values.,14206
+WineQT_histograms_numeric.png,Variable volatile acidity shows a high number of outlier values.,14207
+WineQT_boxplots.png,Variable citric acid shows a high number of outlier values.,14208
+WineQT_histograms_numeric.png,Variable residual sugar shows a high number of outlier values.,14209
+WineQT_histograms_numeric.png,Variable chlorides shows a high number of outlier values.,14210
+WineQT_histograms_numeric.png,Variable free sulfur dioxide shows a high number of outlier values.,14211
+WineQT_boxplots.png,Variable total sulfur dioxide shows a high number of outlier values.,14212
+WineQT_histograms_numeric.png,Variable density shows a high number of outlier values.,14213
+WineQT_boxplots.png,Variable pH shows a high number of outlier values.,14214
+WineQT_histograms_numeric.png,Variable sulphates shows a high number of outlier values.,14215
+WineQT_histograms_numeric.png,Variable alcohol shows a high number of outlier values.,14216
+WineQT_histograms_numeric.png,Variable quality shows a high number of outlier values.,14217
+WineQT_histograms_numeric.png,Outliers seem to be a problem in the dataset.,14218
+WineQT_boxplots.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14219
+WineQT_boxplots.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14220
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14221
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14222
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14223
+WineQT_boxplots.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14224
+WineQT_boxplots.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14225
+WineQT_histograms_numeric.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14226
+WineQT_histograms_numeric.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14227
+WineQT_histograms_numeric.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14228
+WineQT_boxplots.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable fixed acidity.",14229
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14230
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14231
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14232
+WineQT_boxplots.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14233
+WineQT_boxplots.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14234
+WineQT_histograms_numeric.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14235
+WineQT_histograms_numeric.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14236
+WineQT_boxplots.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14237
+WineQT_histograms_numeric.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14238
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14239
+WineQT_histograms_numeric.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable volatile acidity.",14240
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable citric acid.",14241
+WineQT_boxplots.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable citric acid.",14242
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable citric acid.",14243
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable citric acid.",14244
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable citric acid.",14245
+WineQT_boxplots.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable citric acid.",14246
+WineQT_histograms_numeric.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable citric acid.",14247
+WineQT_histograms_numeric.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable citric acid.",14248
+WineQT_boxplots.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable citric acid.",14249
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable citric acid.",14250
+WineQT_boxplots.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable citric acid.",14251
+WineQT_histograms_numeric.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable residual sugar.",14252
+WineQT_boxplots.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable residual sugar.",14253
+WineQT_boxplots.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable residual sugar.",14254
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable residual sugar.",14255
+WineQT_boxplots.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable residual sugar.",14256
+WineQT_boxplots.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable residual sugar.",14257
+WineQT_histograms_numeric.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable residual sugar.",14258
+WineQT_boxplots.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable residual sugar.",14259
+WineQT_histograms_numeric.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable residual sugar.",14260
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable residual sugar.",14261
+WineQT_histograms_numeric.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable residual sugar.",14262
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable chlorides.",14263
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable chlorides.",14264
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable chlorides.",14265
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable chlorides.",14266
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable chlorides.",14267
+WineQT_histograms_numeric.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable chlorides.",14268
+WineQT_histograms_numeric.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable chlorides.",14269
+WineQT_histograms_numeric.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable chlorides.",14270
+WineQT_histograms_numeric.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable chlorides.",14271
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable chlorides.",14272
+WineQT_boxplots.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable chlorides.",14273
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14274
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14275
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14276
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14277
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14278
+WineQT_histograms_numeric.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14279
+WineQT_boxplots.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14280
+WineQT_boxplots.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14281
+WineQT_boxplots.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14282
+WineQT_histograms_numeric.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14283
+WineQT_histograms_numeric.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable free sulfur dioxide.",14284
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14285
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14286
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14287
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14288
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14289
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14290
+WineQT_histograms_numeric.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14291
+WineQT_histograms_numeric.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14292
+WineQT_histograms_numeric.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14293
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14294
+WineQT_histograms_numeric.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable total sulfur dioxide.",14295
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable density.",14296
+WineQT_boxplots.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable density.",14297
+WineQT_boxplots.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable density.",14298
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable density.",14299
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable density.",14300
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable density.",14301
+WineQT_histograms_numeric.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable density.",14302
+WineQT_boxplots.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable density.",14303
+WineQT_boxplots.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable density.",14304
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable density.",14305
+WineQT_boxplots.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable density.",14306
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable pH.",14307
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable pH.",14308
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable pH.",14309
+WineQT_histograms_numeric.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable pH.",14310
+WineQT_boxplots.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable pH.",14311
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable pH.",14312
+WineQT_boxplots.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable pH.",14313
+WineQT_boxplots.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable pH.",14314
+WineQT_boxplots.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable pH.",14315
+WineQT_histograms_numeric.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable pH.",14316
+WineQT_histograms_numeric.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable pH.",14317
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable sulphates.",14318
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable sulphates.",14319
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable sulphates.",14320
+WineQT_histograms_numeric.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable sulphates.",14321
+WineQT_boxplots.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable sulphates.",14322
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable sulphates.",14323
+WineQT_histograms_numeric.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable sulphates.",14324
+WineQT_boxplots.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable sulphates.",14325
+WineQT_histograms_numeric.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable sulphates.",14326
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable sulphates.",14327
+WineQT_histograms_numeric.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable sulphates.",14328
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable alcohol.",14329
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable alcohol.",14330
+WineQT_histograms_numeric.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable alcohol.",14331
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable alcohol.",14332
+WineQT_histograms_numeric.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable alcohol.",14333
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable alcohol.",14334
+WineQT_boxplots.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable alcohol.",14335
+WineQT_boxplots.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable alcohol.",14336
+WineQT_boxplots.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable alcohol.",14337
+WineQT_boxplots.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable alcohol.",14338
+WineQT_boxplots.png,"It is clear that variable quality shows some outliers, but we can’t be sure of the same for variable alcohol.",14339
+WineQT_boxplots.png,"It is clear that variable fixed acidity shows some outliers, but we can’t be sure of the same for variable quality.",14340
+WineQT_histograms_numeric.png,"It is clear that variable volatile acidity shows some outliers, but we can’t be sure of the same for variable quality.",14341
+WineQT_boxplots.png,"It is clear that variable citric acid shows some outliers, but we can’t be sure of the same for variable quality.",14342
+WineQT_boxplots.png,"It is clear that variable residual sugar shows some outliers, but we can’t be sure of the same for variable quality.",14343
+WineQT_boxplots.png,"It is clear that variable chlorides shows some outliers, but we can’t be sure of the same for variable quality.",14344
+WineQT_histograms_numeric.png,"It is clear that variable free sulfur dioxide shows some outliers, but we can’t be sure of the same for variable quality.",14345
+WineQT_boxplots.png,"It is clear that variable total sulfur dioxide shows some outliers, but we can’t be sure of the same for variable quality.",14346
+WineQT_histograms_numeric.png,"It is clear that variable density shows some outliers, but we can’t be sure of the same for variable quality.",14347
+WineQT_histograms_numeric.png,"It is clear that variable pH shows some outliers, but we can’t be sure of the same for variable quality.",14348
+WineQT_boxplots.png,"It is clear that variable sulphates shows some outliers, but we can’t be sure of the same for variable quality.",14349
+WineQT_boxplots.png,"It is clear that variable alcohol shows some outliers, but we can’t be sure of the same for variable quality.",14350
+WineQT_boxplots.png,Those boxplots show that the data is not normalized.,14351
+WineQT_boxplots.png,Variable fixed acidity is balanced.,14352
+WineQT_boxplots.png,Variable volatile acidity is balanced.,14353
+WineQT_histograms_numeric.png,Variable citric acid is balanced.,14354
+WineQT_boxplots.png,Variable residual sugar is balanced.,14355
+WineQT_boxplots.png,Variable chlorides is balanced.,14356
+WineQT_boxplots.png,Variable free sulfur dioxide is balanced.,14357
+WineQT_histograms_numeric.png,Variable total sulfur dioxide is balanced.,14358
+WineQT_boxplots.png,Variable density is balanced.,14359
+WineQT_histograms_numeric.png,Variable pH is balanced.,14360
+WineQT_histograms_numeric.png,Variable sulphates is balanced.,14361
+WineQT_histograms_numeric.png,Variable alcohol is balanced.,14362
+WineQT_boxplots.png,Variable quality is balanced.,14363
+WineQT_histograms.png,The variable fixed acidity can be seen as ordinal without losing information.,14364
+WineQT_histograms.png,The variable volatile acidity can be seen as ordinal without losing information.,14365
+WineQT_histograms.png,The variable citric acid can be seen as ordinal without losing information.,14366
+WineQT_histograms.png,The variable residual sugar can be seen as ordinal without losing information.,14367
+WineQT_histograms.png,The variable chlorides can be seen as ordinal without losing information.,14368
+WineQT_histograms.png,The variable free sulfur dioxide can be seen as ordinal without losing information.,14369
+WineQT_histograms.png,The variable total sulfur dioxide can be seen as ordinal without losing information.,14370
+WineQT_histograms.png,The variable density can be seen as ordinal without losing information.,14371
+WineQT_histograms.png,The variable pH can be seen as ordinal without losing information.,14372
+WineQT_histograms.png,The variable sulphates can be seen as ordinal without losing information.,14373
+WineQT_histograms.png,The variable alcohol can be seen as ordinal without losing information.,14374
+WineQT_histograms.png,The variable fixed acidity can be seen as ordinal.,14375
+WineQT_histograms.png,The variable volatile acidity can be seen as ordinal.,14376
+WineQT_histograms.png,The variable citric acid can be seen as ordinal.,14377
+WineQT_histograms.png,The variable residual sugar can be seen as ordinal.,14378
+WineQT_histograms.png,The variable chlorides can be seen as ordinal.,14379
+WineQT_histograms.png,The variable free sulfur dioxide can be seen as ordinal.,14380
+WineQT_histograms.png,The variable total sulfur dioxide can be seen as ordinal.,14381
+WineQT_histograms.png,The variable density can be seen as ordinal.,14382
+WineQT_histograms.png,The variable pH can be seen as ordinal.,14383
+WineQT_histograms.png,The variable sulphates can be seen as ordinal.,14384
+WineQT_histograms.png,The variable alcohol can be seen as ordinal.,14385
+WineQT_histograms.png,"All variables, but the class, should be dealt with as numeric.",14386
+WineQT_histograms.png,"All variables, but the class, should be dealt with as binary.",14387
+WineQT_histograms.png,"All variables, but the class, should be dealt with as date.",14388
+WineQT_histograms.png,"All variables, but the class, should be dealt with as symbolic.",14389
+WineQT_correlation_heatmap.png,The intrinsic dimensionality of this dataset is 56.,14390
+WineQT_correlation_heatmap.png,The intrinsic dimensionality of this dataset is 79.,14391
+WineQT_correlation_heatmap.png,The intrinsic dimensionality of this dataset is 40.,14392
+WineQT_correlation_heatmap.png,The intrinsic dimensionality of this dataset is 63.,14393
+WineQT_correlation_heatmap.png,The intrinsic dimensionality of this dataset is 65.,14394
+WineQT_nr_records_nr_variables.png,We face the curse of dimensionality when training a classifier with this dataset.,14395
+WineQT_nr_records_nr_variables.png,"Given the number of records and that some variables are numeric, we might be facing the curse of dimensionality.",14396
+WineQT_nr_records_nr_variables.png,"Given the number of records and that some variables are binary, we might be facing the curse of dimensionality.",14397
+WineQT_nr_records_nr_variables.png,"Given the number of records and that some variables are date, we might be facing the curse of dimensionality.",14398
+WineQT_nr_records_nr_variables.png,"Given the number of records and that some variables are symbolic, we might be facing the curse of dimensionality.",14399