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