├── .idea ├── encodings.xml ├── libraries │ └── R_User_Library.xml ├── misc.xml ├── modules.xml └── vcs.xml ├── 1.Numpy └── numpy.py ├── 10.K-Means ├── Portland.png ├── images │ ├── 1.png │ ├── 2.png │ ├── 3.png │ ├── 4.png │ └── 5.png ├── kMeans.py ├── places.txt ├── portlandClubs.txt ├── testSet.txt └── testSet2.txt ├── 11.Apriori Association Analysis ├── apriori.py ├── bills20DataSet.txt ├── lawAssnRules.txt ├── meaning20.txt ├── mushroom.dat ├── recent100bills.txt └── recent20bills.txt ├── 12.FP-grouth └── fpGrowth.py ├── 13.PCA ├── extras │ ├── createFig1.py │ ├── createFig2.py │ ├── createFig3.py │ ├── createFig4.py │ ├── pca.py │ ├── testSet.txt │ └── testSet3.txt ├── images │ ├── 1.png │ └── 2.png ├── iris.data.txt ├── pca.py ├── secom.data ├── testSet.txt └── testSet3.txt ├── 14.SVD ├── 0_5.txt └── svdRec.py ├── 2.kNN ├── README.md ├── datingTestSet.txt ├── datingTestSet2.txt ├── execute_kNN.py ├── images │ ├── 1.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ ├── 6.jpg │ └── 7.jpg ├── kNN.py ├── testDigits │ ├── 0_0.txt │ ├── 0_1.txt │ ├── 0_10.txt │ ├── 0_11.txt │ ├── 0_12.txt │ ├── 0_13.txt │ ├── 0_14.txt │ ├── 0_15.txt │ ├── 0_16.txt │ ├── 0_17.txt │ ├── 0_18.txt │ ├── 0_19.txt │ ├── 0_2.txt │ ├── 0_20.txt │ ├── 0_21.txt │ ├── 0_22.txt │ ├── 0_23.txt │ ├── 0_24.txt │ ├── 0_25.txt │ ├── 0_26.txt │ ├── 0_27.txt │ ├── 0_28.txt │ ├── 0_29.txt │ ├── 0_3.txt │ ├── 0_30.txt │ ├── 0_31.txt │ ├── 0_32.txt │ ├── 0_33.txt │ ├── 0_34.txt │ ├── 0_35.txt │ ├── 0_36.txt │ ├── 0_37.txt │ ├── 0_38.txt │ ├── 0_39.txt │ ├── 0_4.txt │ ├── 0_40.txt │ ├── 0_41.txt │ ├── 0_42.txt │ ├── 0_43.txt │ ├── 0_44.txt │ ├── 0_45.txt │ ├── 0_46.txt │ ├── 0_47.txt │ ├── 0_48.txt │ ├── 0_49.txt │ ├── 0_5.txt │ ├── 0_50.txt │ ├── 0_51.txt │ ├── 0_52.txt │ ├── 0_53.txt │ ├── 0_54.txt │ ├── 0_55.txt │ ├── 0_56.txt │ ├── 0_57.txt │ ├── 0_58.txt │ ├── 0_59.txt │ ├── 0_6.txt │ ├── 0_60.txt │ ├── 0_61.txt │ ├── 0_62.txt │ ├── 0_63.txt │ ├── 0_64.txt │ ├── 0_65.txt │ ├── 0_66.txt │ ├── 0_67.txt │ ├── 0_68.txt │ ├── 0_69.txt │ ├── 0_7.txt │ ├── 0_70.txt │ ├── 0_71.txt │ ├── 0_72.txt │ ├── 0_73.txt │ ├── 0_74.txt │ ├── 0_75.txt │ ├── 0_76.txt │ ├── 0_77.txt │ ├── 0_78.txt │ ├── 0_79.txt │ ├── 0_8.txt │ ├── 0_80.txt │ ├── 0_81.txt │ ├── 0_82.txt │ ├── 0_83.txt │ ├── 0_84.txt │ ├── 0_85.txt │ ├── 0_86.txt │ ├── 0_9.txt │ ├── 1_0.txt │ ├── 1_1.txt │ ├── 1_10.txt │ ├── 1_11.txt │ ├── 1_12.txt │ ├── 1_13.txt │ ├── 1_14.txt │ ├── 1_15.txt │ ├── 1_16.txt │ ├── 1_17.txt │ ├── 1_18.txt │ ├── 1_19.txt │ ├── 1_2.txt │ ├── 1_20.txt │ ├── 1_21.txt │ ├── 1_22.txt │ ├── 1_23.txt │ ├── 1_24.txt │ ├── 1_25.txt │ ├── 1_26.txt │ ├── 1_27.txt │ ├── 1_28.txt │ ├── 1_29.txt │ ├── 1_3.txt │ ├── 1_30.txt │ ├── 1_31.txt │ ├── 1_32.txt │ ├── 1_33.txt │ ├── 1_34.txt │ ├── 1_35.txt │ ├── 1_36.txt │ ├── 1_37.txt │ ├── 1_38.txt │ ├── 1_39.txt │ ├── 1_4.txt │ ├── 1_40.txt │ ├── 1_41.txt │ ├── 1_42.txt │ ├── 1_43.txt │ ├── 1_44.txt │ ├── 1_45.txt │ ├── 1_46.txt │ ├── 1_47.txt │ ├── 1_48.txt │ ├── 1_49.txt │ ├── 1_5.txt │ ├── 1_50.txt │ ├── 1_51.txt │ ├── 1_52.txt │ ├── 1_53.txt │ ├── 1_54.txt │ ├── 1_55.txt │ ├── 1_56.txt │ ├── 1_57.txt │ ├── 1_58.txt │ ├── 1_59.txt │ ├── 1_6.txt │ ├── 1_60.txt │ ├── 1_61.txt │ ├── 1_62.txt │ ├── 1_63.txt │ ├── 1_64.txt │ ├── 1_65.txt │ ├── 1_66.txt │ ├── 1_67.txt │ ├── 1_68.txt │ ├── 1_69.txt │ ├── 1_7.txt │ ├── 1_70.txt │ ├── 1_71.txt │ ├── 1_72.txt │ ├── 1_73.txt │ ├── 1_74.txt │ ├── 1_75.txt │ ├── 1_76.txt │ ├── 1_77.txt │ ├── 1_78.txt │ ├── 1_79.txt │ ├── 1_8.txt │ ├── 1_80.txt │ ├── 1_81.txt │ ├── 1_82.txt │ ├── 1_83.txt │ ├── 1_84.txt │ ├── 1_85.txt │ ├── 1_86.txt │ ├── 1_87.txt │ ├── 1_88.txt │ ├── 1_89.txt │ ├── 1_9.txt │ ├── 1_90.txt │ ├── 1_91.txt │ ├── 1_92.txt │ ├── 1_93.txt │ ├── 1_94.txt │ ├── 1_95.txt │ ├── 1_96.txt │ ├── 2_0.txt │ ├── 2_1.txt │ ├── 2_10.txt │ ├── 2_11.txt │ ├── 2_12.txt │ ├── 2_13.txt │ ├── 2_14.txt │ ├── 2_15.txt │ ├── 2_16.txt │ ├── 2_17.txt │ ├── 2_18.txt │ ├── 2_19.txt │ ├── 2_2.txt │ ├── 2_20.txt │ ├── 2_21.txt │ ├── 2_22.txt │ ├── 2_23.txt │ ├── 2_24.txt │ ├── 2_25.txt │ ├── 2_26.txt │ ├── 2_27.txt │ ├── 2_28.txt │ ├── 2_29.txt │ ├── 2_3.txt │ ├── 2_30.txt │ ├── 2_31.txt │ ├── 2_32.txt │ ├── 2_33.txt │ ├── 2_34.txt │ ├── 2_35.txt │ ├── 2_36.txt │ ├── 2_37.txt │ ├── 2_38.txt │ ├── 2_39.txt │ ├── 2_4.txt │ ├── 2_40.txt │ ├── 2_41.txt │ ├── 2_42.txt │ ├── 2_43.txt │ ├── 2_44.txt │ ├── 2_45.txt │ ├── 2_46.txt │ ├── 2_47.txt │ ├── 2_48.txt │ ├── 2_49.txt │ ├── 2_5.txt │ ├── 2_50.txt │ ├── 2_51.txt │ ├── 2_52.txt │ ├── 2_53.txt │ ├── 2_54.txt │ ├── 2_55.txt │ ├── 2_56.txt │ ├── 2_57.txt │ ├── 2_58.txt │ ├── 2_59.txt │ ├── 2_6.txt │ ├── 2_60.txt │ ├── 2_61.txt │ ├── 2_62.txt │ ├── 2_63.txt │ ├── 2_64.txt │ ├── 2_65.txt │ ├── 2_66.txt │ ├── 2_67.txt │ ├── 2_68.txt │ ├── 2_69.txt │ ├── 2_7.txt │ ├── 2_70.txt │ ├── 2_71.txt │ ├── 2_72.txt │ ├── 2_73.txt │ ├── 2_74.txt │ ├── 2_75.txt │ ├── 2_76.txt │ ├── 2_77.txt │ ├── 2_78.txt │ ├── 2_79.txt │ ├── 2_8.txt │ ├── 2_80.txt │ ├── 2_81.txt │ ├── 2_82.txt │ ├── 2_83.txt │ ├── 2_84.txt │ ├── 2_85.txt │ ├── 2_86.txt │ ├── 2_87.txt │ ├── 2_88.txt │ ├── 2_89.txt │ ├── 2_9.txt │ ├── 2_90.txt │ ├── 2_91.txt │ ├── 3_0.txt │ ├── 3_1.txt │ ├── 3_10.txt │ ├── 3_11.txt │ ├── 3_12.txt │ ├── 3_13.txt │ ├── 3_14.txt │ ├── 3_15.txt │ ├── 3_16.txt │ ├── 3_17.txt │ ├── 3_18.txt │ ├── 3_19.txt │ ├── 3_2.txt │ ├── 3_20.txt │ ├── 3_21.txt │ ├── 3_22.txt │ ├── 3_23.txt │ ├── 3_24.txt │ ├── 3_25.txt │ ├── 3_26.txt │ ├── 3_27.txt │ ├── 3_28.txt │ ├── 3_29.txt │ ├── 3_3.txt │ ├── 3_30.txt │ ├── 3_31.txt │ ├── 3_32.txt │ ├── 3_33.txt │ ├── 3_34.txt │ ├── 3_35.txt │ ├── 3_36.txt │ ├── 3_37.txt │ ├── 3_38.txt │ ├── 3_39.txt │ ├── 3_4.txt │ ├── 3_40.txt │ ├── 3_41.txt │ ├── 3_42.txt │ ├── 3_43.txt │ ├── 3_44.txt │ ├── 3_45.txt │ ├── 3_46.txt │ ├── 3_47.txt │ ├── 3_48.txt │ ├── 3_49.txt │ ├── 3_5.txt │ ├── 3_50.txt │ ├── 3_51.txt │ ├── 3_52.txt │ ├── 3_53.txt │ ├── 3_54.txt │ ├── 3_55.txt │ ├── 3_56.txt │ ├── 3_57.txt │ ├── 3_58.txt │ ├── 3_59.txt │ ├── 3_6.txt │ ├── 3_60.txt │ ├── 3_61.txt │ ├── 3_62.txt │ ├── 3_63.txt │ ├── 3_64.txt │ ├── 3_65.txt │ ├── 3_66.txt │ ├── 3_67.txt │ ├── 3_68.txt │ ├── 3_69.txt │ ├── 3_7.txt │ ├── 3_70.txt │ ├── 3_71.txt │ ├── 3_72.txt │ ├── 3_73.txt │ ├── 3_74.txt │ ├── 3_75.txt │ ├── 3_76.txt │ ├── 3_77.txt │ ├── 3_78.txt │ ├── 3_79.txt │ ├── 3_8.txt │ ├── 3_80.txt │ ├── 3_81.txt │ ├── 3_82.txt │ ├── 3_83.txt │ ├── 3_84.txt │ ├── 3_9.txt │ ├── 4_0.txt │ ├── 4_1.txt │ ├── 4_10.txt │ ├── 4_100.txt │ ├── 4_101.txt │ ├── 4_102.txt │ ├── 4_103.txt │ ├── 4_104.txt │ ├── 4_105.txt │ ├── 4_106.txt │ ├── 4_107.txt │ ├── 4_108.txt │ ├── 4_109.txt │ ├── 4_11.txt │ ├── 4_110.txt │ ├── 4_111.txt │ ├── 4_112.txt │ ├── 4_113.txt │ ├── 4_12.txt │ ├── 4_13.txt │ ├── 4_14.txt │ ├── 4_15.txt │ ├── 4_16.txt │ ├── 4_17.txt │ ├── 4_18.txt │ ├── 4_19.txt │ ├── 4_2.txt │ ├── 4_20.txt │ ├── 4_21.txt │ ├── 4_22.txt │ ├── 4_23.txt │ ├── 4_24.txt │ ├── 4_25.txt │ ├── 4_26.txt │ ├── 4_27.txt │ ├── 4_28.txt │ ├── 4_29.txt │ ├── 4_3.txt │ ├── 4_30.txt │ ├── 4_31.txt │ ├── 4_32.txt │ ├── 4_33.txt │ ├── 4_34.txt │ ├── 4_35.txt │ ├── 4_36.txt │ ├── 4_37.txt │ ├── 4_38.txt │ ├── 4_39.txt │ ├── 4_4.txt │ ├── 4_40.txt │ ├── 4_41.txt │ ├── 4_42.txt │ ├── 4_43.txt │ ├── 4_44.txt │ ├── 4_45.txt │ ├── 4_46.txt │ ├── 4_47.txt │ ├── 4_48.txt │ ├── 4_49.txt │ ├── 4_5.txt │ ├── 4_50.txt │ ├── 4_51.txt │ ├── 4_52.txt │ ├── 4_53.txt │ ├── 4_54.txt │ ├── 4_55.txt │ ├── 4_56.txt │ ├── 4_57.txt │ ├── 4_58.txt │ ├── 4_59.txt │ ├── 4_6.txt │ ├── 4_60.txt │ ├── 4_61.txt │ ├── 4_62.txt │ ├── 4_63.txt │ ├── 4_64.txt │ ├── 4_65.txt │ ├── 4_66.txt │ ├── 4_67.txt │ ├── 4_68.txt │ ├── 4_69.txt │ ├── 4_7.txt │ ├── 4_70.txt │ ├── 4_71.txt │ ├── 4_72.txt │ ├── 4_73.txt │ ├── 4_74.txt │ ├── 4_75.txt │ ├── 4_76.txt │ ├── 4_77.txt │ ├── 4_78.txt │ ├── 4_79.txt │ ├── 4_8.txt │ ├── 4_80.txt │ ├── 4_81.txt │ ├── 4_82.txt │ ├── 4_83.txt │ ├── 4_84.txt │ ├── 4_85.txt │ ├── 4_86.txt │ ├── 4_87.txt │ ├── 4_88.txt │ ├── 4_89.txt │ ├── 4_9.txt │ ├── 4_90.txt │ ├── 4_91.txt │ ├── 4_92.txt │ ├── 4_93.txt │ ├── 4_94.txt │ ├── 4_95.txt │ ├── 4_96.txt │ ├── 4_97.txt │ ├── 4_98.txt │ ├── 4_99.txt │ ├── 5_0.txt │ ├── 5_1.txt │ ├── 5_10.txt │ ├── 5_100.txt │ ├── 5_101.txt │ ├── 5_102.txt │ ├── 5_103.txt │ ├── 5_104.txt │ ├── 5_105.txt │ ├── 5_106.txt │ ├── 5_107.txt │ ├── 5_11.txt │ ├── 5_12.txt │ ├── 5_13.txt │ ├── 5_14.txt │ ├── 5_15.txt │ ├── 5_16.txt │ ├── 5_17.txt │ ├── 5_18.txt │ ├── 5_19.txt │ ├── 5_2.txt │ ├── 5_20.txt │ ├── 5_21.txt │ ├── 5_22.txt │ ├── 5_23.txt │ ├── 5_24.txt │ ├── 5_25.txt │ ├── 5_26.txt │ ├── 5_27.txt │ ├── 5_28.txt │ ├── 5_29.txt │ ├── 5_3.txt │ ├── 5_30.txt │ ├── 5_31.txt │ ├── 5_32.txt │ ├── 5_33.txt │ ├── 5_34.txt │ ├── 5_35.txt │ ├── 5_36.txt │ ├── 5_37.txt │ ├── 5_38.txt │ ├── 5_39.txt │ ├── 5_4.txt │ ├── 5_40.txt │ ├── 5_41.txt │ ├── 5_42.txt │ ├── 5_43.txt │ ├── 5_44.txt │ ├── 5_45.txt │ ├── 5_46.txt │ ├── 5_47.txt │ ├── 5_48.txt │ ├── 5_49.txt │ ├── 5_5.txt │ ├── 5_50.txt │ ├── 5_51.txt │ ├── 5_52.txt │ ├── 5_53.txt │ ├── 5_54.txt │ ├── 5_55.txt │ ├── 5_56.txt │ ├── 5_57.txt │ ├── 5_58.txt │ ├── 5_59.txt │ ├── 5_6.txt │ ├── 5_60.txt │ ├── 5_61.txt │ ├── 5_62.txt │ ├── 5_63.txt │ ├── 5_64.txt │ ├── 5_65.txt │ ├── 5_66.txt │ ├── 5_67.txt │ ├── 5_68.txt │ ├── 5_69.txt │ ├── 5_7.txt │ ├── 5_70.txt │ ├── 5_71.txt │ ├── 5_72.txt │ ├── 5_73.txt │ ├── 5_74.txt │ ├── 5_75.txt │ ├── 5_76.txt │ ├── 5_77.txt │ ├── 5_78.txt │ ├── 5_79.txt │ ├── 5_8.txt │ ├── 5_80.txt │ ├── 5_81.txt │ ├── 5_82.txt │ ├── 5_83.txt │ ├── 5_84.txt │ ├── 5_85.txt │ ├── 5_86.txt │ ├── 5_87.txt │ ├── 5_88.txt │ ├── 5_89.txt │ ├── 5_9.txt │ ├── 5_90.txt │ ├── 5_91.txt │ ├── 5_92.txt │ ├── 5_93.txt │ ├── 5_94.txt │ ├── 5_95.txt │ ├── 5_96.txt │ ├── 5_97.txt │ ├── 5_98.txt │ ├── 5_99.txt │ ├── 6_0.txt │ ├── 6_1.txt │ ├── 6_10.txt │ ├── 6_11.txt │ ├── 6_12.txt │ ├── 6_13.txt │ ├── 6_14.txt │ ├── 6_15.txt │ ├── 6_16.txt │ ├── 6_17.txt │ ├── 6_18.txt │ ├── 6_19.txt │ ├── 6_2.txt │ ├── 6_20.txt │ ├── 6_21.txt │ ├── 6_22.txt │ ├── 6_23.txt │ ├── 6_24.txt │ ├── 6_25.txt │ ├── 6_26.txt │ ├── 6_27.txt │ ├── 6_28.txt │ ├── 6_29.txt │ ├── 6_3.txt │ ├── 6_30.txt │ ├── 6_31.txt │ ├── 6_32.txt │ ├── 6_33.txt │ ├── 6_34.txt │ ├── 6_35.txt │ ├── 6_36.txt │ ├── 6_37.txt │ ├── 6_38.txt │ ├── 6_39.txt │ ├── 6_4.txt │ ├── 6_40.txt │ ├── 6_41.txt │ ├── 6_42.txt │ ├── 6_43.txt │ ├── 6_44.txt │ ├── 6_45.txt │ ├── 6_46.txt │ ├── 6_47.txt │ ├── 6_48.txt │ ├── 6_49.txt │ ├── 6_5.txt │ ├── 6_50.txt │ ├── 6_51.txt │ ├── 6_52.txt │ ├── 6_53.txt │ ├── 6_54.txt │ ├── 6_55.txt │ ├── 6_56.txt │ ├── 6_57.txt │ ├── 6_58.txt │ ├── 6_59.txt │ ├── 6_6.txt │ ├── 6_60.txt │ ├── 6_61.txt │ ├── 6_62.txt │ ├── 6_63.txt │ ├── 6_64.txt │ ├── 6_65.txt │ ├── 6_66.txt │ ├── 6_67.txt │ ├── 6_68.txt │ ├── 6_69.txt │ ├── 6_7.txt │ ├── 6_70.txt │ ├── 6_71.txt │ ├── 6_72.txt │ ├── 6_73.txt │ ├── 6_74.txt │ ├── 6_75.txt │ ├── 6_76.txt │ ├── 6_77.txt │ ├── 6_78.txt │ ├── 6_79.txt │ ├── 6_8.txt │ ├── 6_80.txt │ ├── 6_81.txt │ ├── 6_82.txt │ ├── 6_83.txt │ ├── 6_84.txt │ ├── 6_85.txt │ ├── 6_86.txt │ ├── 6_9.txt │ ├── 7_0.txt │ ├── 7_1.txt │ ├── 7_10.txt │ ├── 7_11.txt │ ├── 7_12.txt │ ├── 7_13.txt │ ├── 7_14.txt │ ├── 7_15.txt │ ├── 7_16.txt │ ├── 7_17.txt │ ├── 7_18.txt │ ├── 7_19.txt │ ├── 7_2.txt │ ├── 7_20.txt │ ├── 7_21.txt │ ├── 7_22.txt │ ├── 7_23.txt │ ├── 7_24.txt │ ├── 7_25.txt │ ├── 7_26.txt │ ├── 7_27.txt │ ├── 7_28.txt │ ├── 7_29.txt │ ├── 7_3.txt │ ├── 7_30.txt │ ├── 7_31.txt │ ├── 7_32.txt │ ├── 7_33.txt │ ├── 7_34.txt │ ├── 7_35.txt │ ├── 7_36.txt │ ├── 7_37.txt │ ├── 7_38.txt │ ├── 7_39.txt │ ├── 7_4.txt │ ├── 7_40.txt │ ├── 7_41.txt │ ├── 7_42.txt │ ├── 7_43.txt │ ├── 7_44.txt │ ├── 7_45.txt │ ├── 7_46.txt │ ├── 7_47.txt │ ├── 7_48.txt │ ├── 7_49.txt │ ├── 7_5.txt │ ├── 7_50.txt │ ├── 7_51.txt │ ├── 7_52.txt │ ├── 7_53.txt │ ├── 7_54.txt │ ├── 7_55.txt │ ├── 7_56.txt │ ├── 7_57.txt │ ├── 7_58.txt │ ├── 7_59.txt │ ├── 7_6.txt │ ├── 7_60.txt │ ├── 7_61.txt │ ├── 7_62.txt │ ├── 7_63.txt │ ├── 7_64.txt │ ├── 7_65.txt │ ├── 7_66.txt │ ├── 7_67.txt │ ├── 7_68.txt │ ├── 7_69.txt │ ├── 7_7.txt │ ├── 7_70.txt │ ├── 7_71.txt │ ├── 7_72.txt │ ├── 7_73.txt │ ├── 7_74.txt │ ├── 7_75.txt │ ├── 7_76.txt │ ├── 7_77.txt │ ├── 7_78.txt │ ├── 7_79.txt │ ├── 7_8.txt │ ├── 7_80.txt │ ├── 7_81.txt │ ├── 7_82.txt │ ├── 7_83.txt │ ├── 7_84.txt │ ├── 7_85.txt │ ├── 7_86.txt │ ├── 7_87.txt │ ├── 7_88.txt │ ├── 7_89.txt │ ├── 7_9.txt │ ├── 7_90.txt │ ├── 7_91.txt │ ├── 7_92.txt │ ├── 7_93.txt │ ├── 7_94.txt │ ├── 7_95.txt │ ├── 8_0.txt │ ├── 8_1.txt │ ├── 8_10.txt │ ├── 8_11.txt │ ├── 8_12.txt │ ├── 8_13.txt │ ├── 8_14.txt │ ├── 8_15.txt │ ├── 8_16.txt │ ├── 8_17.txt │ ├── 8_18.txt │ ├── 8_19.txt │ ├── 8_2.txt │ ├── 8_20.txt │ ├── 8_21.txt │ ├── 8_22.txt │ ├── 8_23.txt │ ├── 8_24.txt │ ├── 8_25.txt │ ├── 8_26.txt │ ├── 8_27.txt │ ├── 8_28.txt │ ├── 8_29.txt │ ├── 8_3.txt │ ├── 8_30.txt │ ├── 8_31.txt │ ├── 8_32.txt │ ├── 8_33.txt │ ├── 8_34.txt │ ├── 8_35.txt │ ├── 8_36.txt │ ├── 8_37.txt │ ├── 8_38.txt │ ├── 8_39.txt │ ├── 8_4.txt │ ├── 8_40.txt │ ├── 8_41.txt │ ├── 8_42.txt │ ├── 8_43.txt │ ├── 8_44.txt │ ├── 8_45.txt │ ├── 8_46.txt │ ├── 8_47.txt │ ├── 8_48.txt │ ├── 8_49.txt │ ├── 8_5.txt │ ├── 8_50.txt │ ├── 8_51.txt │ ├── 8_52.txt │ ├── 8_53.txt │ ├── 8_54.txt │ ├── 8_55.txt │ ├── 8_56.txt │ ├── 8_57.txt │ ├── 8_58.txt │ ├── 8_59.txt │ ├── 8_6.txt │ ├── 8_60.txt │ ├── 8_61.txt │ ├── 8_62.txt │ ├── 8_63.txt │ ├── 8_64.txt │ ├── 8_65.txt │ ├── 8_66.txt │ ├── 8_67.txt │ ├── 8_68.txt │ ├── 8_69.txt │ ├── 8_7.txt │ ├── 8_70.txt │ ├── 8_71.txt │ ├── 8_72.txt │ ├── 8_73.txt │ ├── 8_74.txt │ ├── 8_75.txt │ ├── 8_76.txt │ ├── 8_77.txt │ ├── 8_78.txt │ ├── 8_79.txt │ ├── 8_8.txt │ ├── 8_80.txt │ ├── 8_81.txt │ ├── 8_82.txt │ ├── 8_83.txt │ ├── 8_84.txt │ ├── 8_85.txt │ ├── 8_86.txt │ ├── 8_87.txt │ ├── 8_88.txt │ ├── 8_89.txt │ ├── 8_9.txt │ ├── 8_90.txt │ ├── 9_0.txt │ ├── 9_1.txt │ ├── 9_10.txt │ ├── 9_11.txt │ ├── 9_12.txt │ ├── 9_13.txt │ ├── 9_14.txt │ ├── 9_15.txt │ ├── 9_16.txt │ ├── 9_17.txt │ ├── 9_18.txt │ ├── 9_19.txt │ ├── 9_2.txt │ ├── 9_20.txt │ ├── 9_21.txt │ ├── 9_22.txt │ ├── 9_23.txt │ ├── 9_24.txt │ ├── 9_25.txt │ ├── 9_26.txt │ ├── 9_27.txt │ ├── 9_28.txt │ ├── 9_29.txt │ ├── 9_3.txt │ ├── 9_30.txt │ ├── 9_31.txt │ ├── 9_32.txt │ ├── 9_33.txt │ ├── 9_34.txt │ ├── 9_35.txt │ ├── 9_36.txt │ ├── 9_37.txt │ ├── 9_38.txt │ ├── 9_39.txt │ ├── 9_4.txt │ ├── 9_40.txt │ ├── 9_41.txt │ ├── 9_42.txt │ ├── 9_43.txt │ ├── 9_44.txt │ ├── 9_45.txt │ ├── 9_46.txt │ ├── 9_47.txt │ ├── 9_48.txt │ ├── 9_49.txt │ ├── 9_5.txt │ ├── 9_50.txt │ ├── 9_51.txt │ ├── 9_52.txt │ ├── 9_53.txt │ ├── 9_54.txt │ ├── 9_55.txt │ ├── 9_56.txt │ ├── 9_57.txt │ ├── 9_58.txt │ ├── 9_59.txt │ ├── 9_6.txt │ ├── 9_60.txt │ ├── 9_61.txt │ ├── 9_62.txt │ ├── 9_63.txt │ ├── 9_64.txt │ ├── 9_65.txt │ ├── 9_66.txt │ ├── 9_67.txt │ ├── 9_68.txt │ ├── 9_69.txt │ ├── 9_7.txt │ ├── 9_70.txt │ ├── 9_71.txt │ ├── 9_72.txt │ ├── 9_73.txt │ ├── 9_74.txt │ ├── 9_75.txt │ ├── 9_76.txt │ ├── 9_77.txt │ ├── 9_78.txt │ ├── 9_79.txt │ ├── 9_8.txt │ ├── 9_80.txt │ ├── 9_81.txt │ ├── 9_82.txt │ ├── 9_83.txt │ ├── 9_84.txt │ ├── 9_85.txt │ ├── 9_86.txt │ ├── 9_87.txt │ ├── 9_88.txt │ └── 9_9.txt └── trainingDigits │ ├── 0_0.txt │ ├── 0_1.txt │ ├── 0_10.txt │ ├── 0_100.txt │ ├── 0_101.txt │ ├── 0_102.txt │ ├── 0_103.txt │ ├── 0_104.txt │ ├── 0_105.txt │ ├── 0_106.txt │ ├── 0_107.txt │ ├── 0_108.txt │ ├── 0_109.txt │ ├── 0_11.txt │ ├── 0_110.txt │ ├── 0_111.txt │ ├── 0_112.txt │ ├── 0_113.txt │ ├── 0_114.txt │ ├── 0_115.txt │ ├── 0_116.txt │ ├── 0_117.txt │ ├── 0_118.txt │ ├── 0_119.txt │ ├── 0_12.txt │ ├── 0_120.txt │ ├── 0_121.txt │ ├── 0_122.txt │ ├── 0_123.txt │ ├── 0_124.txt │ ├── 0_125.txt │ ├── 0_126.txt │ ├── 0_127.txt │ ├── 0_128.txt │ ├── 0_129.txt │ ├── 0_13.txt │ ├── 0_130.txt │ ├── 0_131.txt │ ├── 0_132.txt │ ├── 0_133.txt │ ├── 0_134.txt │ ├── 0_135.txt │ ├── 0_136.txt │ ├── 0_137.txt │ ├── 0_138.txt │ ├── 0_139.txt │ ├── 0_14.txt │ ├── 0_140.txt │ ├── 0_141.txt │ ├── 0_142.txt │ ├── 0_143.txt │ ├── 0_144.txt │ ├── 0_145.txt │ ├── 0_146.txt │ ├── 0_147.txt │ ├── 0_148.txt │ ├── 0_149.txt │ ├── 0_15.txt │ ├── 0_150.txt │ ├── 0_151.txt │ ├── 0_152.txt │ ├── 0_153.txt │ ├── 0_154.txt │ ├── 0_155.txt │ ├── 0_156.txt │ ├── 0_157.txt │ ├── 0_158.txt │ ├── 0_159.txt │ ├── 0_16.txt │ ├── 0_160.txt │ ├── 0_161.txt │ ├── 0_162.txt │ ├── 0_163.txt │ ├── 0_164.txt │ ├── 0_165.txt │ ├── 0_166.txt │ ├── 0_167.txt │ ├── 0_168.txt │ ├── 0_169.txt │ ├── 0_17.txt │ ├── 0_170.txt │ ├── 0_171.txt │ ├── 0_172.txt │ ├── 0_173.txt │ ├── 0_174.txt │ ├── 0_175.txt │ ├── 0_176.txt │ ├── 0_177.txt │ ├── 0_178.txt │ ├── 0_179.txt │ ├── 0_18.txt │ ├── 0_180.txt │ ├── 0_181.txt │ ├── 0_182.txt │ ├── 0_183.txt │ ├── 0_184.txt │ ├── 0_185.txt │ ├── 0_186.txt │ ├── 0_187.txt │ ├── 0_188.txt │ ├── 0_19.txt │ ├── 0_2.txt │ ├── 0_20.txt │ ├── 0_21.txt │ ├── 0_22.txt │ ├── 0_23.txt │ ├── 0_24.txt │ ├── 0_25.txt │ ├── 0_26.txt │ ├── 0_27.txt │ ├── 0_28.txt │ ├── 0_29.txt │ ├── 0_3.txt │ ├── 0_30.txt │ ├── 0_31.txt │ ├── 0_32.txt │ ├── 0_33.txt │ ├── 0_34.txt │ ├── 0_35.txt │ ├── 0_36.txt │ ├── 0_37.txt │ ├── 0_38.txt │ ├── 0_39.txt │ ├── 0_4.txt │ ├── 0_40.txt │ ├── 0_41.txt │ ├── 0_42.txt │ ├── 0_43.txt │ ├── 0_44.txt │ ├── 0_45.txt │ ├── 0_46.txt │ ├── 0_47.txt │ ├── 0_48.txt │ ├── 0_49.txt │ ├── 0_5.txt │ ├── 0_50.txt │ ├── 0_51.txt │ ├── 0_52.txt │ ├── 0_53.txt │ ├── 0_54.txt │ ├── 0_55.txt │ ├── 0_56.txt │ ├── 0_57.txt │ ├── 0_58.txt │ ├── 0_59.txt │ ├── 0_6.txt │ ├── 0_60.txt │ ├── 0_61.txt │ ├── 0_62.txt │ ├── 0_63.txt │ ├── 0_64.txt │ ├── 0_65.txt │ ├── 0_66.txt │ ├── 0_67.txt │ ├── 0_68.txt │ ├── 0_69.txt │ ├── 0_7.txt │ ├── 0_70.txt │ ├── 0_71.txt │ ├── 0_72.txt │ ├── 0_73.txt │ ├── 0_74.txt │ ├── 0_75.txt │ ├── 0_76.txt │ ├── 0_77.txt │ ├── 0_78.txt │ ├── 0_79.txt │ ├── 0_8.txt │ ├── 0_80.txt │ ├── 0_81.txt │ ├── 0_82.txt │ ├── 0_83.txt │ ├── 0_84.txt │ ├── 0_85.txt │ ├── 0_86.txt │ ├── 0_87.txt │ ├── 0_88.txt │ ├── 0_89.txt │ ├── 0_9.txt │ ├── 0_90.txt │ ├── 0_91.txt │ ├── 0_92.txt │ ├── 0_93.txt │ ├── 0_94.txt │ ├── 0_95.txt │ ├── 0_96.txt │ ├── 0_97.txt │ ├── 0_98.txt │ ├── 0_99.txt │ ├── 1_0.txt │ ├── 1_1.txt │ ├── 1_10.txt │ ├── 1_100.txt │ ├── 1_101.txt │ ├── 1_102.txt │ ├── 1_103.txt │ ├── 1_104.txt │ ├── 1_105.txt │ ├── 1_106.txt │ ├── 1_107.txt │ ├── 1_108.txt │ ├── 1_109.txt │ ├── 1_11.txt │ ├── 1_110.txt │ ├── 1_111.txt │ ├── 1_112.txt │ ├── 1_113.txt │ ├── 1_114.txt │ ├── 1_115.txt │ ├── 1_116.txt │ ├── 1_117.txt │ ├── 1_118.txt │ ├── 1_119.txt │ ├── 1_12.txt │ ├── 1_120.txt │ ├── 1_121.txt │ ├── 1_122.txt │ ├── 1_123.txt │ ├── 1_124.txt │ ├── 1_125.txt │ ├── 1_126.txt │ ├── 1_127.txt │ ├── 1_128.txt │ ├── 1_129.txt │ ├── 1_13.txt │ ├── 1_130.txt │ ├── 1_131.txt │ ├── 1_132.txt │ ├── 1_133.txt │ ├── 1_134.txt │ ├── 1_135.txt │ ├── 1_136.txt │ ├── 1_137.txt │ ├── 1_138.txt │ ├── 1_139.txt │ ├── 1_14.txt │ ├── 1_140.txt │ ├── 1_141.txt │ ├── 1_142.txt │ ├── 1_143.txt │ ├── 1_144.txt │ ├── 1_145.txt │ ├── 1_146.txt │ ├── 1_147.txt │ ├── 1_148.txt │ ├── 1_149.txt │ ├── 1_15.txt │ ├── 1_150.txt │ ├── 1_151.txt │ ├── 1_152.txt │ ├── 1_153.txt │ ├── 1_154.txt │ ├── 1_155.txt │ ├── 1_156.txt │ ├── 1_157.txt │ ├── 1_158.txt │ ├── 1_159.txt │ ├── 1_16.txt │ ├── 1_160.txt │ ├── 1_161.txt │ ├── 1_162.txt │ ├── 1_163.txt │ ├── 1_164.txt │ ├── 1_165.txt │ ├── 1_166.txt │ ├── 1_167.txt │ ├── 1_168.txt │ ├── 1_169.txt │ ├── 1_17.txt │ ├── 1_170.txt │ ├── 1_171.txt │ ├── 1_172.txt │ ├── 1_173.txt │ ├── 1_174.txt │ ├── 1_175.txt │ ├── 1_176.txt │ ├── 1_177.txt │ ├── 1_178.txt │ ├── 1_179.txt │ ├── 1_18.txt │ ├── 1_180.txt │ ├── 1_181.txt │ ├── 1_182.txt │ ├── 1_183.txt │ ├── 1_184.txt │ ├── 1_185.txt │ ├── 1_186.txt │ ├── 1_187.txt │ ├── 1_188.txt │ ├── 1_189.txt │ ├── 1_19.txt │ ├── 1_190.txt │ ├── 1_191.txt │ ├── 1_192.txt │ ├── 1_193.txt │ ├── 1_194.txt │ ├── 1_195.txt │ ├── 1_196.txt │ ├── 1_197.txt │ ├── 1_2.txt │ ├── 1_20.txt │ ├── 1_21.txt │ ├── 1_22.txt │ ├── 1_23.txt │ ├── 1_24.txt │ ├── 1_25.txt │ ├── 1_26.txt │ ├── 1_27.txt │ ├── 1_28.txt │ ├── 1_29.txt │ ├── 1_3.txt │ ├── 1_30.txt │ ├── 1_31.txt │ ├── 1_32.txt │ ├── 1_33.txt │ ├── 1_34.txt │ ├── 1_35.txt │ ├── 1_36.txt │ ├── 1_37.txt │ ├── 1_38.txt │ ├── 1_39.txt │ ├── 1_4.txt │ ├── 1_40.txt │ ├── 1_41.txt │ ├── 1_42.txt │ ├── 1_43.txt │ ├── 1_44.txt │ ├── 1_45.txt │ ├── 1_46.txt │ ├── 1_47.txt │ ├── 1_48.txt │ ├── 1_49.txt │ ├── 1_5.txt │ ├── 1_50.txt │ ├── 1_51.txt │ ├── 1_52.txt │ ├── 1_53.txt │ ├── 1_54.txt │ ├── 1_55.txt │ ├── 1_56.txt │ ├── 1_57.txt │ ├── 1_58.txt │ ├── 1_59.txt │ ├── 1_6.txt │ ├── 1_60.txt │ ├── 1_61.txt │ ├── 1_62.txt │ ├── 1_63.txt │ ├── 1_64.txt │ ├── 1_65.txt │ ├── 1_66.txt │ ├── 1_67.txt │ ├── 1_68.txt │ ├── 1_69.txt │ ├── 1_7.txt │ ├── 1_70.txt │ ├── 1_71.txt │ ├── 1_72.txt │ ├── 1_73.txt │ ├── 1_74.txt │ ├── 1_75.txt │ ├── 1_76.txt │ ├── 1_77.txt │ ├── 1_78.txt │ ├── 1_79.txt │ ├── 1_8.txt │ ├── 1_80.txt │ ├── 1_81.txt │ ├── 1_82.txt │ ├── 1_83.txt │ ├── 1_84.txt │ ├── 1_85.txt │ ├── 1_86.txt │ ├── 1_87.txt │ ├── 1_88.txt │ ├── 1_89.txt │ ├── 1_9.txt │ ├── 1_90.txt │ ├── 1_91.txt │ ├── 1_92.txt │ ├── 1_93.txt │ ├── 1_94.txt │ ├── 1_95.txt │ ├── 1_96.txt │ ├── 1_97.txt │ ├── 1_98.txt │ ├── 1_99.txt │ ├── 2_0.txt │ ├── 2_1.txt │ ├── 2_10.txt │ ├── 2_100.txt │ ├── 2_101.txt │ ├── 2_102.txt │ ├── 2_103.txt │ ├── 2_104.txt │ ├── 2_105.txt │ ├── 2_106.txt │ ├── 2_107.txt │ ├── 2_108.txt │ ├── 2_109.txt │ ├── 2_11.txt │ ├── 2_110.txt │ ├── 2_111.txt │ ├── 2_112.txt │ ├── 2_113.txt │ ├── 2_114.txt │ ├── 2_115.txt │ ├── 2_116.txt │ ├── 2_117.txt │ ├── 2_118.txt │ ├── 2_119.txt │ ├── 2_12.txt │ ├── 2_120.txt │ ├── 2_121.txt │ ├── 2_122.txt │ ├── 2_123.txt │ ├── 2_124.txt │ ├── 2_125.txt │ ├── 2_126.txt │ ├── 2_127.txt │ ├── 2_128.txt │ ├── 2_129.txt │ ├── 2_13.txt │ ├── 2_130.txt │ ├── 2_131.txt │ ├── 2_132.txt │ ├── 2_133.txt │ ├── 2_134.txt │ ├── 2_135.txt │ ├── 2_136.txt │ ├── 2_137.txt │ ├── 2_138.txt │ ├── 2_139.txt │ ├── 2_14.txt │ ├── 2_140.txt │ ├── 2_141.txt │ ├── 2_142.txt │ ├── 2_143.txt │ ├── 2_144.txt │ ├── 2_145.txt │ ├── 2_146.txt │ ├── 2_147.txt │ ├── 2_148.txt │ ├── 2_149.txt │ ├── 2_15.txt │ ├── 2_150.txt │ ├── 2_151.txt │ ├── 2_152.txt │ ├── 2_153.txt │ ├── 2_154.txt │ ├── 2_155.txt │ ├── 2_156.txt │ ├── 2_157.txt │ ├── 2_158.txt │ ├── 2_159.txt │ ├── 2_16.txt │ ├── 2_160.txt │ ├── 2_161.txt │ ├── 2_162.txt │ ├── 2_163.txt │ ├── 2_164.txt │ ├── 2_165.txt │ ├── 2_166.txt │ ├── 2_167.txt │ ├── 2_168.txt │ ├── 2_169.txt │ ├── 2_17.txt │ ├── 2_170.txt │ ├── 2_171.txt │ ├── 2_172.txt │ ├── 2_173.txt │ ├── 2_174.txt │ ├── 2_175.txt │ ├── 2_176.txt │ ├── 2_177.txt │ ├── 2_178.txt │ ├── 2_179.txt │ ├── 2_18.txt │ ├── 2_180.txt │ ├── 2_181.txt │ ├── 2_182.txt │ ├── 2_183.txt │ ├── 2_184.txt │ ├── 2_185.txt │ ├── 2_186.txt │ ├── 2_187.txt │ ├── 2_188.txt │ ├── 2_189.txt │ ├── 2_19.txt │ ├── 2_190.txt │ ├── 2_191.txt │ ├── 2_192.txt │ ├── 2_193.txt │ ├── 2_194.txt │ ├── 2_2.txt │ ├── 2_20.txt │ ├── 2_21.txt │ ├── 2_22.txt │ ├── 2_23.txt │ ├── 2_24.txt │ ├── 2_25.txt │ ├── 2_26.txt │ ├── 2_27.txt │ ├── 2_28.txt │ ├── 2_29.txt │ ├── 2_3.txt │ ├── 2_30.txt │ ├── 2_31.txt │ ├── 2_32.txt │ ├── 2_33.txt │ ├── 2_34.txt │ ├── 2_35.txt │ ├── 2_36.txt │ ├── 2_37.txt │ ├── 2_38.txt │ ├── 2_39.txt │ ├── 2_4.txt │ ├── 2_40.txt │ ├── 2_41.txt │ ├── 2_42.txt │ ├── 2_43.txt │ ├── 2_44.txt │ ├── 2_45.txt │ ├── 2_46.txt │ ├── 2_47.txt │ ├── 2_48.txt │ ├── 2_49.txt │ ├── 2_5.txt │ ├── 2_50.txt │ ├── 2_51.txt │ ├── 2_52.txt │ ├── 2_53.txt │ ├── 2_54.txt │ ├── 2_55.txt │ ├── 2_56.txt │ ├── 2_57.txt │ ├── 2_58.txt │ ├── 2_59.txt │ ├── 2_6.txt │ ├── 2_60.txt │ ├── 2_61.txt │ ├── 2_62.txt │ ├── 2_63.txt │ ├── 2_64.txt │ ├── 2_65.txt │ ├── 2_66.txt │ ├── 2_67.txt │ ├── 2_68.txt │ ├── 2_69.txt │ ├── 2_7.txt │ ├── 2_70.txt │ ├── 2_71.txt │ ├── 2_72.txt │ ├── 2_73.txt │ ├── 2_74.txt │ ├── 2_75.txt │ ├── 2_76.txt │ ├── 2_77.txt │ ├── 2_78.txt │ ├── 2_79.txt │ ├── 2_8.txt │ ├── 2_80.txt │ ├── 2_81.txt │ ├── 2_82.txt │ ├── 2_83.txt │ ├── 2_84.txt │ ├── 2_85.txt │ ├── 2_86.txt │ ├── 2_87.txt │ ├── 2_88.txt │ ├── 2_89.txt │ ├── 2_9.txt │ ├── 2_90.txt │ ├── 2_91.txt │ ├── 2_92.txt │ ├── 2_93.txt │ ├── 2_94.txt │ ├── 2_95.txt │ ├── 2_96.txt │ ├── 2_97.txt │ ├── 2_98.txt │ ├── 2_99.txt │ ├── 3_0.txt │ ├── 3_1.txt │ ├── 3_10.txt │ ├── 3_100.txt │ ├── 3_101.txt │ ├── 3_102.txt │ ├── 3_103.txt │ ├── 3_104.txt │ ├── 3_105.txt │ ├── 3_106.txt │ ├── 3_107.txt │ ├── 3_108.txt │ ├── 3_109.txt │ ├── 3_11.txt │ ├── 3_110.txt │ ├── 3_111.txt │ ├── 3_112.txt │ ├── 3_113.txt │ ├── 3_114.txt │ ├── 3_115.txt │ ├── 3_116.txt │ ├── 3_117.txt │ ├── 3_118.txt │ ├── 3_119.txt │ ├── 3_12.txt │ ├── 3_120.txt │ ├── 3_121.txt │ ├── 3_122.txt │ ├── 3_123.txt │ ├── 3_124.txt │ ├── 3_125.txt │ ├── 3_126.txt │ ├── 3_127.txt │ ├── 3_128.txt │ ├── 3_129.txt │ ├── 3_13.txt │ ├── 3_130.txt │ ├── 3_131.txt │ ├── 3_132.txt │ ├── 3_133.txt │ ├── 3_134.txt │ ├── 3_135.txt │ ├── 3_136.txt │ ├── 3_137.txt │ ├── 3_138.txt │ ├── 3_139.txt │ ├── 3_14.txt │ ├── 3_140.txt │ ├── 3_141.txt │ ├── 3_142.txt │ ├── 3_143.txt │ ├── 3_144.txt │ ├── 3_145.txt │ ├── 3_146.txt │ ├── 3_147.txt │ ├── 3_148.txt │ ├── 3_149.txt │ ├── 3_15.txt │ ├── 3_150.txt │ ├── 3_151.txt │ ├── 3_152.txt │ ├── 3_153.txt │ ├── 3_154.txt │ ├── 3_155.txt │ ├── 3_156.txt │ ├── 3_157.txt │ ├── 3_158.txt │ ├── 3_159.txt │ ├── 3_16.txt │ ├── 3_160.txt │ ├── 3_161.txt │ ├── 3_162.txt │ ├── 3_163.txt │ ├── 3_164.txt │ ├── 3_165.txt │ ├── 3_166.txt │ ├── 3_167.txt │ ├── 3_168.txt │ ├── 3_169.txt │ ├── 3_17.txt │ ├── 3_170.txt │ ├── 3_171.txt │ ├── 3_172.txt │ ├── 3_173.txt │ ├── 3_174.txt │ ├── 3_175.txt │ ├── 3_176.txt │ ├── 3_177.txt │ ├── 3_178.txt │ ├── 3_179.txt │ ├── 3_18.txt │ ├── 3_180.txt │ ├── 3_181.txt │ ├── 3_182.txt │ ├── 3_183.txt │ ├── 3_184.txt │ ├── 3_185.txt │ ├── 3_186.txt │ ├── 3_187.txt │ ├── 3_188.txt │ ├── 3_189.txt │ ├── 3_19.txt │ ├── 3_190.txt │ ├── 3_191.txt │ ├── 3_192.txt │ ├── 3_193.txt │ ├── 3_194.txt │ ├── 3_195.txt │ ├── 3_196.txt │ ├── 3_197.txt │ ├── 3_198.txt │ ├── 3_2.txt │ ├── 3_20.txt │ ├── 3_21.txt │ ├── 3_22.txt │ ├── 3_23.txt │ ├── 3_24.txt │ ├── 3_25.txt │ ├── 3_26.txt │ ├── 3_27.txt │ ├── 3_28.txt │ ├── 3_29.txt │ ├── 3_3.txt │ ├── 3_30.txt │ ├── 3_31.txt │ ├── 3_32.txt │ ├── 3_33.txt │ ├── 3_34.txt │ ├── 3_35.txt │ ├── 3_36.txt │ ├── 3_37.txt │ ├── 3_38.txt │ ├── 3_39.txt │ ├── 3_4.txt │ ├── 3_40.txt │ ├── 3_41.txt │ ├── 3_42.txt │ ├── 3_43.txt │ ├── 3_44.txt │ ├── 3_45.txt │ ├── 3_46.txt │ ├── 3_47.txt │ ├── 3_48.txt │ ├── 3_49.txt │ ├── 3_5.txt │ ├── 3_50.txt │ ├── 3_51.txt │ ├── 3_52.txt │ ├── 3_53.txt │ ├── 3_54.txt │ ├── 3_55.txt │ ├── 3_56.txt │ ├── 3_57.txt │ ├── 3_58.txt │ ├── 3_59.txt │ ├── 3_6.txt │ ├── 3_60.txt │ ├── 3_61.txt │ ├── 3_62.txt │ ├── 3_63.txt │ ├── 3_64.txt │ ├── 3_65.txt │ ├── 3_66.txt │ ├── 3_67.txt │ ├── 3_68.txt │ ├── 3_69.txt │ ├── 3_7.txt │ ├── 3_70.txt │ ├── 3_71.txt │ ├── 3_72.txt │ ├── 3_73.txt │ ├── 3_74.txt │ ├── 3_75.txt │ ├── 3_76.txt │ ├── 3_77.txt │ ├── 3_78.txt │ ├── 3_79.txt │ ├── 3_8.txt │ ├── 3_80.txt │ ├── 3_81.txt │ ├── 3_82.txt │ ├── 3_83.txt │ ├── 3_84.txt │ ├── 3_85.txt │ ├── 3_86.txt │ ├── 3_87.txt │ ├── 3_88.txt │ ├── 3_89.txt │ ├── 3_9.txt │ ├── 3_90.txt │ ├── 3_91.txt │ ├── 3_92.txt │ ├── 3_93.txt │ ├── 3_94.txt │ ├── 3_95.txt │ ├── 3_96.txt │ ├── 3_97.txt │ ├── 3_98.txt │ ├── 3_99.txt │ ├── 4_0.txt │ ├── 4_1.txt │ ├── 4_10.txt │ ├── 4_100.txt │ ├── 4_101.txt │ ├── 4_102.txt │ ├── 4_103.txt │ ├── 4_104.txt │ ├── 4_105.txt │ ├── 4_106.txt │ ├── 4_107.txt │ ├── 4_108.txt │ ├── 4_109.txt │ ├── 4_11.txt │ ├── 4_110.txt │ ├── 4_111.txt │ ├── 4_112.txt │ ├── 4_113.txt │ ├── 4_114.txt │ ├── 4_115.txt │ ├── 4_116.txt │ ├── 4_117.txt │ ├── 4_118.txt │ ├── 4_119.txt │ ├── 4_12.txt │ ├── 4_120.txt │ ├── 4_121.txt │ ├── 4_122.txt │ ├── 4_123.txt │ ├── 4_124.txt │ ├── 4_125.txt │ ├── 4_126.txt │ ├── 4_127.txt │ ├── 4_128.txt │ ├── 4_129.txt │ ├── 4_13.txt │ ├── 4_130.txt │ ├── 4_131.txt │ ├── 4_132.txt │ ├── 4_133.txt │ ├── 4_134.txt │ ├── 4_135.txt │ ├── 4_136.txt │ ├── 4_137.txt │ ├── 4_138.txt │ ├── 4_139.txt │ ├── 4_14.txt │ ├── 4_140.txt │ ├── 4_141.txt │ ├── 4_142.txt │ ├── 4_143.txt │ ├── 4_144.txt │ ├── 4_145.txt │ ├── 4_146.txt │ ├── 4_147.txt │ ├── 4_148.txt │ ├── 4_149.txt │ ├── 4_15.txt │ ├── 4_150.txt │ ├── 4_151.txt │ ├── 4_152.txt │ ├── 4_153.txt │ ├── 4_154.txt │ ├── 4_155.txt │ ├── 4_156.txt │ ├── 4_157.txt │ ├── 4_158.txt │ ├── 4_159.txt │ ├── 4_16.txt │ ├── 4_160.txt │ ├── 4_161.txt │ ├── 4_162.txt │ ├── 4_163.txt │ ├── 4_164.txt │ ├── 4_165.txt │ ├── 4_166.txt │ ├── 4_167.txt │ ├── 4_168.txt │ ├── 4_169.txt │ ├── 4_17.txt │ ├── 4_170.txt │ ├── 4_171.txt │ ├── 4_172.txt │ ├── 4_173.txt │ ├── 4_174.txt │ ├── 4_175.txt │ ├── 4_176.txt │ ├── 4_177.txt │ ├── 4_178.txt │ ├── 4_179.txt │ ├── 4_18.txt │ ├── 4_180.txt │ ├── 4_181.txt │ ├── 4_182.txt │ ├── 4_183.txt │ ├── 4_184.txt │ ├── 4_185.txt │ ├── 4_19.txt │ ├── 4_2.txt │ ├── 4_20.txt │ ├── 4_21.txt │ ├── 4_22.txt │ ├── 4_23.txt │ ├── 4_24.txt │ ├── 4_25.txt │ ├── 4_26.txt │ ├── 4_27.txt │ ├── 4_28.txt │ ├── 4_29.txt │ ├── 4_3.txt │ ├── 4_30.txt │ ├── 4_31.txt │ ├── 4_32.txt │ ├── 4_33.txt │ ├── 4_34.txt │ ├── 4_35.txt │ ├── 4_36.txt │ ├── 4_37.txt │ ├── 4_38.txt │ ├── 4_39.txt │ ├── 4_4.txt │ ├── 4_40.txt │ ├── 4_41.txt │ ├── 4_42.txt │ ├── 4_43.txt │ ├── 4_44.txt │ ├── 4_45.txt │ ├── 4_46.txt │ ├── 4_47.txt │ ├── 4_48.txt │ ├── 4_49.txt │ ├── 4_5.txt │ ├── 4_50.txt │ ├── 4_51.txt │ ├── 4_52.txt │ ├── 4_53.txt │ ├── 4_54.txt │ ├── 4_55.txt │ ├── 4_56.txt │ ├── 4_57.txt │ ├── 4_58.txt │ ├── 4_59.txt │ ├── 4_6.txt │ ├── 4_60.txt │ ├── 4_61.txt │ ├── 4_62.txt │ ├── 4_63.txt │ ├── 4_64.txt │ ├── 4_65.txt │ ├── 4_66.txt │ ├── 4_67.txt │ ├── 4_68.txt │ ├── 4_69.txt │ ├── 4_7.txt │ ├── 4_70.txt │ ├── 4_71.txt │ ├── 4_72.txt │ ├── 4_73.txt │ ├── 4_74.txt │ ├── 4_75.txt │ ├── 4_76.txt │ ├── 4_77.txt │ ├── 4_78.txt │ ├── 4_79.txt │ ├── 4_8.txt │ ├── 4_80.txt │ ├── 4_81.txt │ ├── 4_82.txt │ ├── 4_83.txt │ ├── 4_84.txt │ ├── 4_85.txt │ ├── 4_86.txt │ ├── 4_87.txt │ ├── 4_88.txt │ ├── 4_89.txt │ ├── 4_9.txt │ ├── 4_90.txt │ ├── 4_91.txt │ ├── 4_92.txt │ ├── 4_93.txt │ ├── 4_94.txt │ ├── 4_95.txt │ ├── 4_96.txt │ ├── 4_97.txt │ ├── 4_98.txt │ ├── 4_99.txt │ ├── 5_0.txt │ ├── 5_1.txt │ ├── 5_10.txt │ ├── 5_100.txt │ ├── 5_101.txt │ ├── 5_102.txt │ ├── 5_103.txt │ ├── 5_104.txt │ ├── 5_105.txt │ ├── 5_106.txt │ ├── 5_107.txt │ ├── 5_108.txt │ ├── 5_109.txt │ ├── 5_11.txt │ ├── 5_110.txt │ ├── 5_111.txt │ ├── 5_112.txt │ ├── 5_113.txt │ ├── 5_114.txt │ ├── 5_115.txt │ ├── 5_116.txt │ ├── 5_117.txt │ ├── 5_118.txt │ ├── 5_119.txt │ ├── 5_12.txt │ ├── 5_120.txt │ ├── 5_121.txt │ ├── 5_122.txt │ ├── 5_123.txt │ ├── 5_124.txt │ ├── 5_125.txt │ ├── 5_126.txt │ ├── 5_127.txt │ ├── 5_128.txt │ ├── 5_129.txt │ ├── 5_13.txt │ ├── 5_130.txt │ ├── 5_131.txt │ ├── 5_132.txt │ ├── 5_133.txt │ ├── 5_134.txt │ ├── 5_135.txt │ ├── 5_136.txt │ ├── 5_137.txt │ ├── 5_138.txt │ ├── 5_139.txt │ ├── 5_14.txt │ ├── 5_140.txt │ ├── 5_141.txt │ ├── 5_142.txt │ ├── 5_143.txt │ ├── 5_144.txt │ ├── 5_145.txt │ ├── 5_146.txt │ ├── 5_147.txt │ ├── 5_148.txt │ ├── 5_149.txt │ ├── 5_15.txt │ ├── 5_150.txt │ ├── 5_151.txt │ ├── 5_152.txt │ ├── 5_153.txt │ ├── 5_154.txt │ ├── 5_155.txt │ ├── 5_156.txt │ ├── 5_157.txt │ ├── 5_158.txt │ ├── 5_159.txt │ ├── 5_16.txt │ ├── 5_160.txt │ ├── 5_161.txt │ ├── 5_162.txt │ ├── 5_163.txt │ ├── 5_164.txt │ ├── 5_165.txt │ ├── 5_166.txt │ ├── 5_167.txt │ ├── 5_168.txt │ ├── 5_169.txt │ ├── 5_17.txt │ ├── 5_170.txt │ ├── 5_171.txt │ ├── 5_172.txt │ ├── 5_173.txt │ ├── 5_174.txt │ ├── 5_175.txt │ ├── 5_176.txt │ ├── 5_177.txt │ ├── 5_178.txt │ ├── 5_179.txt │ ├── 5_18.txt │ ├── 5_180.txt │ ├── 5_181.txt │ ├── 5_182.txt │ ├── 5_183.txt │ ├── 5_184.txt │ ├── 5_185.txt │ ├── 5_186.txt │ ├── 5_19.txt │ ├── 5_2.txt │ ├── 5_20.txt │ ├── 5_21.txt │ ├── 5_22.txt │ ├── 5_23.txt │ ├── 5_24.txt │ ├── 5_25.txt │ ├── 5_26.txt │ ├── 5_27.txt │ ├── 5_28.txt │ ├── 5_29.txt │ ├── 5_3.txt │ ├── 5_30.txt │ ├── 5_31.txt │ ├── 5_32.txt │ ├── 5_33.txt │ ├── 5_34.txt │ ├── 5_35.txt │ ├── 5_36.txt │ ├── 5_37.txt │ ├── 5_38.txt │ ├── 5_39.txt │ ├── 5_4.txt │ ├── 5_40.txt │ ├── 5_41.txt │ ├── 5_42.txt │ ├── 5_43.txt │ ├── 5_44.txt │ ├── 5_45.txt │ ├── 5_46.txt │ ├── 5_47.txt │ ├── 5_48.txt │ ├── 5_49.txt │ ├── 5_5.txt │ ├── 5_50.txt │ ├── 5_51.txt │ ├── 5_52.txt │ ├── 5_53.txt │ ├── 5_54.txt │ ├── 5_55.txt │ ├── 5_56.txt │ ├── 5_57.txt │ ├── 5_58.txt │ ├── 5_59.txt │ ├── 5_6.txt │ ├── 5_60.txt │ ├── 5_61.txt │ ├── 5_62.txt │ ├── 5_63.txt │ ├── 5_64.txt │ ├── 5_65.txt │ ├── 5_66.txt │ ├── 5_67.txt │ ├── 5_68.txt │ ├── 5_69.txt │ ├── 5_7.txt │ ├── 5_70.txt │ ├── 5_71.txt │ ├── 5_72.txt │ ├── 5_73.txt │ ├── 5_74.txt │ ├── 5_75.txt │ ├── 5_76.txt │ ├── 5_77.txt │ ├── 5_78.txt │ ├── 5_79.txt │ ├── 5_8.txt │ ├── 5_80.txt │ ├── 5_81.txt │ ├── 5_82.txt │ ├── 5_83.txt │ ├── 5_84.txt │ ├── 5_85.txt │ ├── 5_86.txt │ ├── 5_87.txt │ ├── 5_88.txt │ ├── 5_89.txt │ ├── 5_9.txt │ ├── 5_90.txt │ ├── 5_91.txt │ ├── 5_92.txt │ ├── 5_93.txt │ ├── 5_94.txt │ ├── 5_95.txt │ ├── 5_96.txt │ ├── 5_97.txt │ ├── 5_98.txt │ ├── 5_99.txt │ ├── 6_0.txt │ ├── 6_1.txt │ ├── 6_10.txt │ ├── 6_100.txt │ ├── 6_101.txt │ ├── 6_102.txt │ ├── 6_103.txt │ ├── 6_104.txt │ ├── 6_105.txt │ ├── 6_106.txt │ ├── 6_107.txt │ ├── 6_108.txt │ ├── 6_109.txt │ ├── 6_11.txt │ ├── 6_110.txt │ ├── 6_111.txt │ ├── 6_112.txt │ ├── 6_113.txt │ ├── 6_114.txt │ ├── 6_115.txt │ ├── 6_116.txt │ ├── 6_117.txt │ ├── 6_118.txt │ ├── 6_119.txt │ ├── 6_12.txt │ ├── 6_120.txt │ ├── 6_121.txt │ ├── 6_122.txt │ ├── 6_123.txt │ ├── 6_124.txt │ ├── 6_125.txt │ ├── 6_126.txt │ ├── 6_127.txt │ ├── 6_128.txt │ ├── 6_129.txt │ ├── 6_13.txt │ ├── 6_130.txt │ ├── 6_131.txt │ ├── 6_132.txt │ ├── 6_133.txt │ ├── 6_134.txt │ ├── 6_135.txt │ ├── 6_136.txt │ ├── 6_137.txt │ ├── 6_138.txt │ ├── 6_139.txt │ ├── 6_14.txt │ ├── 6_140.txt │ ├── 6_141.txt │ ├── 6_142.txt │ ├── 6_143.txt │ ├── 6_144.txt │ ├── 6_145.txt │ ├── 6_146.txt │ ├── 6_147.txt │ ├── 6_148.txt │ ├── 6_149.txt │ ├── 6_15.txt │ ├── 6_150.txt │ ├── 6_151.txt │ ├── 6_152.txt │ ├── 6_153.txt │ ├── 6_154.txt │ ├── 6_155.txt │ ├── 6_156.txt │ ├── 6_157.txt │ ├── 6_158.txt │ ├── 6_159.txt │ ├── 6_16.txt │ ├── 6_160.txt │ ├── 6_161.txt │ ├── 6_162.txt │ ├── 6_163.txt │ ├── 6_164.txt │ ├── 6_165.txt │ ├── 6_166.txt │ ├── 6_167.txt │ ├── 6_168.txt │ ├── 6_169.txt │ ├── 6_17.txt │ ├── 6_170.txt │ ├── 6_171.txt │ ├── 6_172.txt │ ├── 6_173.txt │ ├── 6_174.txt │ ├── 6_175.txt │ ├── 6_176.txt │ ├── 6_177.txt │ ├── 6_178.txt │ ├── 6_179.txt │ ├── 6_18.txt │ ├── 6_180.txt │ ├── 6_181.txt │ ├── 6_182.txt │ ├── 6_183.txt │ ├── 6_184.txt │ ├── 6_185.txt │ ├── 6_186.txt │ ├── 6_187.txt │ ├── 6_188.txt │ ├── 6_189.txt │ ├── 6_19.txt │ ├── 6_190.txt │ ├── 6_191.txt │ ├── 6_192.txt │ ├── 6_193.txt │ ├── 6_194.txt │ ├── 6_2.txt │ ├── 6_20.txt │ ├── 6_21.txt │ ├── 6_22.txt │ ├── 6_23.txt │ ├── 6_24.txt │ ├── 6_25.txt │ ├── 6_26.txt │ ├── 6_27.txt │ ├── 6_28.txt │ ├── 6_29.txt │ ├── 6_3.txt │ ├── 6_30.txt │ ├── 6_31.txt │ ├── 6_32.txt │ ├── 6_33.txt │ ├── 6_34.txt │ ├── 6_35.txt │ ├── 6_36.txt │ ├── 6_37.txt │ ├── 6_38.txt │ ├── 6_39.txt │ ├── 6_4.txt │ ├── 6_40.txt │ ├── 6_41.txt │ ├── 6_42.txt │ ├── 6_43.txt │ ├── 6_44.txt │ ├── 6_45.txt │ ├── 6_46.txt │ ├── 6_47.txt │ ├── 6_48.txt │ ├── 6_49.txt │ ├── 6_5.txt │ ├── 6_50.txt │ ├── 6_51.txt │ ├── 6_52.txt │ ├── 6_53.txt │ ├── 6_54.txt │ ├── 6_55.txt │ ├── 6_56.txt │ ├── 6_57.txt │ ├── 6_58.txt │ ├── 6_59.txt │ ├── 6_6.txt │ ├── 6_60.txt │ ├── 6_61.txt │ ├── 6_62.txt │ ├── 6_63.txt │ ├── 6_64.txt │ ├── 6_65.txt │ ├── 6_66.txt │ ├── 6_67.txt │ ├── 6_68.txt │ ├── 6_69.txt │ ├── 6_7.txt │ ├── 6_70.txt │ ├── 6_71.txt │ ├── 6_72.txt │ ├── 6_73.txt │ ├── 6_74.txt │ ├── 6_75.txt │ ├── 6_76.txt │ ├── 6_77.txt │ ├── 6_78.txt │ ├── 6_79.txt │ ├── 6_8.txt │ ├── 6_80.txt │ ├── 6_81.txt │ ├── 6_82.txt │ ├── 6_83.txt │ ├── 6_84.txt │ ├── 6_85.txt │ ├── 6_86.txt │ ├── 6_87.txt │ ├── 6_88.txt │ ├── 6_89.txt │ ├── 6_9.txt │ ├── 6_90.txt │ ├── 6_91.txt │ ├── 6_92.txt │ ├── 6_93.txt │ ├── 6_94.txt │ ├── 6_95.txt │ ├── 6_96.txt │ ├── 6_97.txt │ ├── 6_98.txt │ ├── 6_99.txt │ ├── 7_0.txt │ ├── 7_1.txt │ ├── 7_10.txt │ ├── 7_100.txt │ ├── 7_101.txt │ ├── 7_102.txt │ ├── 7_103.txt │ ├── 7_104.txt │ ├── 7_105.txt │ ├── 7_106.txt │ ├── 7_107.txt │ ├── 7_108.txt │ ├── 7_109.txt │ ├── 7_11.txt │ ├── 7_110.txt │ ├── 7_111.txt │ ├── 7_112.txt │ ├── 7_113.txt │ ├── 7_114.txt │ ├── 7_115.txt │ ├── 7_116.txt │ ├── 7_117.txt │ ├── 7_118.txt │ ├── 7_119.txt │ ├── 7_12.txt │ ├── 7_120.txt │ ├── 7_121.txt │ ├── 7_122.txt │ ├── 7_123.txt │ ├── 7_124.txt │ ├── 7_125.txt │ ├── 7_126.txt │ ├── 7_127.txt │ ├── 7_128.txt │ ├── 7_129.txt │ ├── 7_13.txt │ ├── 7_130.txt │ ├── 7_131.txt │ ├── 7_132.txt │ ├── 7_133.txt │ ├── 7_134.txt │ ├── 7_135.txt │ ├── 7_136.txt │ ├── 7_137.txt │ ├── 7_138.txt │ ├── 7_139.txt │ ├── 7_14.txt │ ├── 7_140.txt │ ├── 7_141.txt │ ├── 7_142.txt │ ├── 7_143.txt │ ├── 7_144.txt │ ├── 7_145.txt │ ├── 7_146.txt │ ├── 7_147.txt │ ├── 7_148.txt │ ├── 7_149.txt │ ├── 7_15.txt │ ├── 7_150.txt │ ├── 7_151.txt │ ├── 7_152.txt │ ├── 7_153.txt │ ├── 7_154.txt │ ├── 7_155.txt │ ├── 7_156.txt │ ├── 7_157.txt │ ├── 7_158.txt │ ├── 7_159.txt │ ├── 7_16.txt │ ├── 7_160.txt │ ├── 7_161.txt │ ├── 7_162.txt │ ├── 7_163.txt │ ├── 7_164.txt │ ├── 7_165.txt │ ├── 7_166.txt │ ├── 7_167.txt │ ├── 7_168.txt │ ├── 7_169.txt │ ├── 7_17.txt │ ├── 7_170.txt │ ├── 7_171.txt │ ├── 7_172.txt │ ├── 7_173.txt │ ├── 7_174.txt │ ├── 7_175.txt │ ├── 7_176.txt │ ├── 7_177.txt │ ├── 7_178.txt │ ├── 7_179.txt │ ├── 7_18.txt │ ├── 7_180.txt │ ├── 7_181.txt │ ├── 7_182.txt │ ├── 7_183.txt │ ├── 7_184.txt │ ├── 7_185.txt │ ├── 7_186.txt │ ├── 7_187.txt │ ├── 7_188.txt │ ├── 7_189.txt │ ├── 7_19.txt │ ├── 7_190.txt │ ├── 7_191.txt │ ├── 7_192.txt │ ├── 7_193.txt │ ├── 7_194.txt │ ├── 7_195.txt │ ├── 7_196.txt │ ├── 7_197.txt │ ├── 7_198.txt │ ├── 7_199.txt │ ├── 7_2.txt │ ├── 7_20.txt │ ├── 7_200.txt │ ├── 7_21.txt │ ├── 7_22.txt │ ├── 7_23.txt │ ├── 7_24.txt │ ├── 7_25.txt │ ├── 7_26.txt │ ├── 7_27.txt │ ├── 7_28.txt │ ├── 7_29.txt │ ├── 7_3.txt │ ├── 7_30.txt │ ├── 7_31.txt │ ├── 7_32.txt │ ├── 7_33.txt │ ├── 7_34.txt │ ├── 7_35.txt │ ├── 7_36.txt │ ├── 7_37.txt │ ├── 7_38.txt │ ├── 7_39.txt │ ├── 7_4.txt │ ├── 7_40.txt │ ├── 7_41.txt │ ├── 7_42.txt │ ├── 7_43.txt │ ├── 7_44.txt │ ├── 7_45.txt │ ├── 7_46.txt │ ├── 7_47.txt │ ├── 7_48.txt │ ├── 7_49.txt │ ├── 7_5.txt │ ├── 7_50.txt │ ├── 7_51.txt │ ├── 7_52.txt │ ├── 7_53.txt │ ├── 7_54.txt │ ├── 7_55.txt │ ├── 7_56.txt │ ├── 7_57.txt │ ├── 7_58.txt │ ├── 7_59.txt │ ├── 7_6.txt │ ├── 7_60.txt │ ├── 7_61.txt │ ├── 7_62.txt │ ├── 7_63.txt │ ├── 7_64.txt │ ├── 7_65.txt │ ├── 7_66.txt │ ├── 7_67.txt │ ├── 7_68.txt │ ├── 7_69.txt │ ├── 7_7.txt │ ├── 7_70.txt │ ├── 7_71.txt │ ├── 7_72.txt │ ├── 7_73.txt │ ├── 7_74.txt │ ├── 7_75.txt │ ├── 7_76.txt │ ├── 7_77.txt │ ├── 7_78.txt │ ├── 7_79.txt │ ├── 7_8.txt │ ├── 7_80.txt │ ├── 7_81.txt │ ├── 7_82.txt │ ├── 7_83.txt │ ├── 7_84.txt │ ├── 7_85.txt │ ├── 7_86.txt │ ├── 7_87.txt │ ├── 7_88.txt │ ├── 7_89.txt │ ├── 7_9.txt │ ├── 7_90.txt │ ├── 7_91.txt │ ├── 7_92.txt │ ├── 7_93.txt │ ├── 7_94.txt │ ├── 7_95.txt │ ├── 7_96.txt │ ├── 7_97.txt │ ├── 7_98.txt │ ├── 7_99.txt │ ├── 8_0.txt │ ├── 8_1.txt │ ├── 8_10.txt │ ├── 8_100.txt │ ├── 8_101.txt │ ├── 8_102.txt │ ├── 8_103.txt │ ├── 8_104.txt │ ├── 8_105.txt │ ├── 8_106.txt │ ├── 8_107.txt │ ├── 8_108.txt │ ├── 8_109.txt │ ├── 8_11.txt │ ├── 8_110.txt │ ├── 8_111.txt │ ├── 8_112.txt │ ├── 8_113.txt │ ├── 8_114.txt │ ├── 8_115.txt │ ├── 8_116.txt │ ├── 8_117.txt │ ├── 8_118.txt │ ├── 8_119.txt │ ├── 8_12.txt │ ├── 8_120.txt │ ├── 8_121.txt │ ├── 8_122.txt │ ├── 8_123.txt │ ├── 8_124.txt │ ├── 8_125.txt │ ├── 8_126.txt │ ├── 8_127.txt │ ├── 8_128.txt │ ├── 8_129.txt │ ├── 8_13.txt │ ├── 8_130.txt │ ├── 8_131.txt │ ├── 8_132.txt │ ├── 8_133.txt │ ├── 8_134.txt │ ├── 8_135.txt │ ├── 8_136.txt │ ├── 8_137.txt │ ├── 8_138.txt │ ├── 8_139.txt │ ├── 8_14.txt │ ├── 8_140.txt │ ├── 8_141.txt │ ├── 8_142.txt │ ├── 8_143.txt │ ├── 8_144.txt │ ├── 8_145.txt │ ├── 8_146.txt │ ├── 8_147.txt │ ├── 8_148.txt │ ├── 8_149.txt │ ├── 8_15.txt │ ├── 8_150.txt │ ├── 8_151.txt │ ├── 8_152.txt │ ├── 8_153.txt │ ├── 8_154.txt │ ├── 8_155.txt │ ├── 8_156.txt │ ├── 8_157.txt │ ├── 8_158.txt │ ├── 8_159.txt │ ├── 8_16.txt │ ├── 8_160.txt │ ├── 8_161.txt │ ├── 8_162.txt │ ├── 8_163.txt │ ├── 8_164.txt │ ├── 8_165.txt │ ├── 8_166.txt │ ├── 8_167.txt │ ├── 8_168.txt │ ├── 8_169.txt │ ├── 8_17.txt │ ├── 8_170.txt │ ├── 8_171.txt │ ├── 8_172.txt │ ├── 8_173.txt │ ├── 8_174.txt │ ├── 8_175.txt │ ├── 8_176.txt │ ├── 8_177.txt │ ├── 8_178.txt │ ├── 8_179.txt │ ├── 8_18.txt │ ├── 8_19.txt │ ├── 8_2.txt │ ├── 8_20.txt │ ├── 8_21.txt │ ├── 8_22.txt │ ├── 8_23.txt │ ├── 8_24.txt │ ├── 8_25.txt │ ├── 8_26.txt │ ├── 8_27.txt │ ├── 8_28.txt │ ├── 8_29.txt │ ├── 8_3.txt │ ├── 8_30.txt │ ├── 8_31.txt │ ├── 8_32.txt │ ├── 8_33.txt │ ├── 8_34.txt │ ├── 8_35.txt │ ├── 8_36.txt │ ├── 8_37.txt │ ├── 8_38.txt │ ├── 8_39.txt │ ├── 8_4.txt │ ├── 8_40.txt │ ├── 8_41.txt │ ├── 8_42.txt │ ├── 8_43.txt │ ├── 8_44.txt │ ├── 8_45.txt │ ├── 8_46.txt │ ├── 8_47.txt │ ├── 8_48.txt │ ├── 8_49.txt │ ├── 8_5.txt │ ├── 8_50.txt │ ├── 8_51.txt │ ├── 8_52.txt │ ├── 8_53.txt │ ├── 8_54.txt │ ├── 8_55.txt │ ├── 8_56.txt │ ├── 8_57.txt │ ├── 8_58.txt │ ├── 8_59.txt │ ├── 8_6.txt │ ├── 8_60.txt │ ├── 8_61.txt │ ├── 8_62.txt │ ├── 8_63.txt │ ├── 8_64.txt │ ├── 8_65.txt │ ├── 8_66.txt │ ├── 8_67.txt │ ├── 8_68.txt │ ├── 8_69.txt │ ├── 8_7.txt │ ├── 8_70.txt │ ├── 8_71.txt │ ├── 8_72.txt │ ├── 8_73.txt │ ├── 8_74.txt │ ├── 8_75.txt │ ├── 8_76.txt │ ├── 8_77.txt │ ├── 8_78.txt │ ├── 8_79.txt │ ├── 8_8.txt │ ├── 8_80.txt │ ├── 8_81.txt │ ├── 8_82.txt │ ├── 8_83.txt │ ├── 8_84.txt │ ├── 8_85.txt │ ├── 8_86.txt │ ├── 8_87.txt │ ├── 8_88.txt │ ├── 8_89.txt │ ├── 8_9.txt │ ├── 8_90.txt │ ├── 8_91.txt │ ├── 8_92.txt │ ├── 8_93.txt │ ├── 8_94.txt │ ├── 8_95.txt │ ├── 8_96.txt │ ├── 8_97.txt │ ├── 8_98.txt │ ├── 8_99.txt │ ├── 9_0.txt │ ├── 9_1.txt │ ├── 9_10.txt │ ├── 9_100.txt │ ├── 9_101.txt │ ├── 9_102.txt │ ├── 9_103.txt │ ├── 9_104.txt │ ├── 9_105.txt │ ├── 9_106.txt │ ├── 9_107.txt │ ├── 9_108.txt │ ├── 9_109.txt │ ├── 9_11.txt │ ├── 9_110.txt │ ├── 9_111.txt │ ├── 9_112.txt │ ├── 9_113.txt │ ├── 9_114.txt │ ├── 9_115.txt │ ├── 9_116.txt │ ├── 9_117.txt │ ├── 9_118.txt │ ├── 9_119.txt │ ├── 9_12.txt │ ├── 9_120.txt │ ├── 9_121.txt │ ├── 9_122.txt │ ├── 9_123.txt │ ├── 9_124.txt │ ├── 9_125.txt │ ├── 9_126.txt │ ├── 9_127.txt │ ├── 9_128.txt │ ├── 9_129.txt │ ├── 9_13.txt │ ├── 9_130.txt │ ├── 9_131.txt │ ├── 9_132.txt │ ├── 9_133.txt │ ├── 9_134.txt │ ├── 9_135.txt │ ├── 9_136.txt │ ├── 9_137.txt │ ├── 9_138.txt │ ├── 9_139.txt │ ├── 9_14.txt │ ├── 9_140.txt │ ├── 9_141.txt │ ├── 9_142.txt │ ├── 9_143.txt │ ├── 9_144.txt │ ├── 9_145.txt │ ├── 9_146.txt │ ├── 9_147.txt │ ├── 9_148.txt │ ├── 9_149.txt │ ├── 9_15.txt │ ├── 9_150.txt │ ├── 9_151.txt │ ├── 9_152.txt │ ├── 9_153.txt │ ├── 9_154.txt │ ├── 9_155.txt │ ├── 9_156.txt │ ├── 9_157.txt │ ├── 9_158.txt │ ├── 9_159.txt │ ├── 9_16.txt │ ├── 9_160.txt │ ├── 9_161.txt │ ├── 9_162.txt │ ├── 9_163.txt │ ├── 9_164.txt │ ├── 9_165.txt │ ├── 9_166.txt │ ├── 9_167.txt │ ├── 9_168.txt │ ├── 9_169.txt │ ├── 9_17.txt │ ├── 9_170.txt │ ├── 9_171.txt │ ├── 9_172.txt │ ├── 9_173.txt │ ├── 9_174.txt │ ├── 9_175.txt │ ├── 9_176.txt │ ├── 9_177.txt │ ├── 9_178.txt │ ├── 9_179.txt │ ├── 9_18.txt │ ├── 9_180.txt │ ├── 9_181.txt │ ├── 9_182.txt │ ├── 9_183.txt │ ├── 9_184.txt │ ├── 9_185.txt │ ├── 9_186.txt │ ├── 9_187.txt │ ├── 9_188.txt │ ├── 9_189.txt │ ├── 9_19.txt │ ├── 9_190.txt │ ├── 9_191.txt │ ├── 9_192.txt │ ├── 9_193.txt │ ├── 9_194.txt │ ├── 9_195.txt │ ├── 9_196.txt │ ├── 9_197.txt │ ├── 9_198.txt │ ├── 9_199.txt │ ├── 9_2.txt │ ├── 9_20.txt │ ├── 9_200.txt │ ├── 9_201.txt │ ├── 9_202.txt │ ├── 9_203.txt │ ├── 9_21.txt │ ├── 9_22.txt │ ├── 9_23.txt │ ├── 9_24.txt │ ├── 9_25.txt │ ├── 9_26.txt │ ├── 9_27.txt │ ├── 9_28.txt │ ├── 9_29.txt │ ├── 9_3.txt │ ├── 9_30.txt │ ├── 9_31.txt │ ├── 9_32.txt │ ├── 9_33.txt │ ├── 9_34.txt │ ├── 9_35.txt │ ├── 9_36.txt │ ├── 9_37.txt │ ├── 9_38.txt │ ├── 9_39.txt │ ├── 9_4.txt │ ├── 9_40.txt │ ├── 9_41.txt │ ├── 9_42.txt │ ├── 9_43.txt │ ├── 9_44.txt │ ├── 9_45.txt │ ├── 9_46.txt │ ├── 9_47.txt │ ├── 9_48.txt │ ├── 9_49.txt │ ├── 9_5.txt │ ├── 9_50.txt │ ├── 9_51.txt │ ├── 9_52.txt │ ├── 9_53.txt │ ├── 9_54.txt │ ├── 9_55.txt │ ├── 9_56.txt │ ├── 9_57.txt │ ├── 9_58.txt │ ├── 9_59.txt │ ├── 9_6.txt │ ├── 9_60.txt │ ├── 9_61.txt │ ├── 9_62.txt │ ├── 9_63.txt │ ├── 9_64.txt │ ├── 9_65.txt │ ├── 9_66.txt │ ├── 9_67.txt │ ├── 9_68.txt │ ├── 9_69.txt │ ├── 9_7.txt │ ├── 9_70.txt │ ├── 9_71.txt │ ├── 9_72.txt │ ├── 9_73.txt │ ├── 9_74.txt │ ├── 9_75.txt │ ├── 9_76.txt │ ├── 9_77.txt │ ├── 9_78.txt │ ├── 9_79.txt │ ├── 9_8.txt │ ├── 9_80.txt │ ├── 9_81.txt │ ├── 9_82.txt │ ├── 9_83.txt │ ├── 9_84.txt │ ├── 9_85.txt │ ├── 9_86.txt │ ├── 9_87.txt │ ├── 9_88.txt │ ├── 9_89.txt │ ├── 9_9.txt │ ├── 9_90.txt │ ├── 9_91.txt │ ├── 9_92.txt │ ├── 9_93.txt │ ├── 9_94.txt │ ├── 9_95.txt │ ├── 9_96.txt │ ├── 9_97.txt │ ├── 9_98.txt │ └── 9_99.txt ├── 3.Decision Tree ├── classifierStorage.txt ├── lenses.txt ├── treePlotter.py └── trees.py ├── 4.Bayes Category ├── bayes.py └── email │ ├── ham │ ├── 1.txt │ ├── 10.txt │ ├── 11.txt │ ├── 12.txt │ ├── 13.txt │ ├── 14.txt │ ├── 15.txt │ ├── 16.txt │ ├── 17.txt │ ├── 18.txt │ ├── 19.txt │ ├── 2.txt │ ├── 20.txt │ ├── 21.txt │ ├── 22.txt │ ├── 23.txt │ ├── 24.txt │ ├── 25.txt │ ├── 3.txt │ ├── 4.txt │ ├── 5.txt │ ├── 6.txt │ ├── 7.txt │ ├── 8.txt │ └── 9.txt │ └── spam │ ├── 1.txt │ ├── 10.txt │ ├── 11.txt │ ├── 12.txt │ ├── 13.txt │ ├── 14.txt │ ├── 15.txt │ ├── 16.txt │ ├── 17.txt │ ├── 18.txt │ ├── 19.txt │ ├── 2.txt │ ├── 20.txt │ ├── 21.txt │ ├── 22.txt │ ├── 23.txt │ ├── 24.txt │ ├── 25.txt │ ├── 3.txt │ ├── 4.txt │ ├── 5.txt │ ├── 6.txt │ ├── 7.txt │ ├── 8.txt │ └── 9.txt ├── 5.Logistics Regression ├── EXTRAS │ ├── README.txt │ ├── plot2D.py │ ├── plotGD.py │ ├── plotSDerror.py │ └── sigmoidPlot.py ├── horseColicTest.txt ├── horseColicTraining.txt ├── images │ ├── GradAscent.png │ ├── GradientAscent.png │ ├── result.png │ └── sigmoid.png ├── logRegres.py └── testSet.txt ├── 6.SVM ├── SVM.py └── testSet.txt ├── 8.Regression ├── README.md ├── abalone.txt ├── ex0.txt ├── ex1.txt ├── execute_regression.py ├── images │ ├── 1.jpg │ ├── 2.jpg │ ├── 3.jpg │ ├── 4.jpg │ ├── 5.jpg │ └── 6.jpg └── regression.py ├── 9.Regression Tree ├── bikeSpeedVsIq_test.txt ├── bikeSpeedVsIq_train.txt ├── ex0.txt ├── ex00.txt ├── ex2.txt ├── ex2test.txt ├── exp.txt ├── exp2.txt ├── expTest.txt ├── images │ └── 3.png ├── regTrees.py ├── sine.txt └── treeExplore.py └── MachineLearning-in-Action.iml /.idea/encodings.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /.idea/libraries/R_User_Library.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /.idea/misc.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 6 | 7 | -------------------------------------------------------------------------------- /.idea/modules.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | -------------------------------------------------------------------------------- /.idea/vcs.xml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | -------------------------------------------------------------------------------- /1.Numpy/numpy.py: -------------------------------------------------------------------------------- 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11414 Repealing "Don't Ask, Don't Tell" After Military Review and Certification 14 | 11719 Unemployment Benefits Extension 15 | 11205 Prohibiting 2010- 2011 Congressional Cost-of-Living Pay Increase 16 | 12747 Prohibiting Use of Federal Funds For Planned Parenthood 17 | 12792 Reducing Federal Funding of the US Institute of Peace 18 | 12827 Prohibiting the Use of Federal Funds for NASCAR Sponsorships 19 | 12445 Mine Safety Act 20 | 12049 2010-2011 Defense Authorizations -------------------------------------------------------------------------------- /13.PCA/extras/createFig1.py: -------------------------------------------------------------------------------- 1 | from numpy import * 2 | import matplotlib 3 | import matplotlib.pyplot as plt 4 | 5 | n = 1000 # number of points to create 6 | xcord0 = [] 7 | ycord0 = [] 8 | xcord1 = [] 9 | ycord1 = [] 10 | markers = [] 11 | colors = [] 12 | fw = open('testSet.txt', 'w') 13 | for i in range(n): 14 | [r0, r1] = random.standard_normal(2) 15 | fFlyer = r0 + 9.0 16 | tats = 1.0 * r1 + fFlyer + 0 17 | xcord0.append(fFlyer) 18 | ycord0.append(tats) 19 | fw.write("%f\t%f\n" % (fFlyer, tats)) 20 | 21 | fw.close() 22 | fig = plt.figure() 23 | ax = fig.add_subplot(111) 24 | ax.scatter(xcord0, ycord0, marker='^', s=90) 25 | plt.xlabel('hours of direct sunlight') 26 | plt.ylabel('liters of water') 27 | plt.show() 28 | -------------------------------------------------------------------------------- /13.PCA/extras/createFig2.py: -------------------------------------------------------------------------------- 1 | from numpy import * 2 | import matplotlib 3 | import matplotlib.pyplot as plt 4 | import pca 5 | 6 | dataMat = pca.loadDataSet('testSet.txt') 7 | lowDMat, reconMat = pca.pca(dataMat, 1) 8 | 9 | fig = plt.figure() 10 | ax = fig.add_subplot(111) 11 | ax.scatter(dataMat[:, 0], dataMat[:, 1], marker='^', s=90) 12 | ax.scatter(reconMat[:, 0], reconMat[:, 1], marker='o', s=50, c='red') 13 | plt.show() 14 | -------------------------------------------------------------------------------- /13.PCA/extras/createFig4.py: -------------------------------------------------------------------------------- 1 | from numpy import * 2 | import matplotlib 3 | import matplotlib.pyplot as plt 4 | import pca 5 | 6 | dataMat = pca.replaceNanWithMean() 7 | 8 | meanVals = mean(dataMat, axis=0) 9 | meanRemoved = dataMat - meanVals 10 | covMat = cov(meanRemoved, rowvar=0) 11 | eigVals, eigVects = linalg.eig(mat(covMat)) 12 | eigValInd = argsort(eigVals) 13 | eigValInd = eigValInd[::-1] 14 | sortedEigVals = eigVals[eigValInd] 15 | total = sum(sortedEigVals) 16 | varPercentage = sortedEigVals / total * 100 17 | 18 | fig = plt.figure() 19 | ax = fig.add_subplot(111) 20 | ax.plot(range(1, 21), varPercentage[:20], marker='^') 21 | plt.xlabel('Principal Component Number') 22 | plt.ylabel('Percentage of Variance') 23 | plt.show() 24 | -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- /2.kNN/README.md: -------------------------------------------------------------------------------- 1 | # MachineLearning_kNN 2 | ### 约会网站数据分析(黄点:机具魅力 | 绿点:魅力一般 | 紫点:不喜欢) 3 | #### x|每年获取的飞行常客里程数 && y|玩视频游戏所消耗的时间百分比 4 | ![](images/1.jpg) 5 |
6 | #### x|玩视频游戏所消耗的时间百分比 && y|每周消耗的冰淇淋公升数 7 | ![](images/2.jpg) 8 |
9 | #### x|玩视频游戏所消耗的时间百分比 && y|每周消耗的冰淇淋公升数 10 | ![](images/3.jpg) 11 |
12 | #### 归一化处理约会网站原始数据 && 测试该分类器效果 13 | ![](./images/6.jpg) 14 | ![](./images/7.jpg) 15 | ### 手写识别系统 16 | #### 识别系统原图 && 识别数据效果(训练/数据集=0.9 | 测试/数据集=0.1) 17 | ![](./images/5.jpg) 18 | ![](./images/4.jpg) 19 | 20 | 21 | -------------------------------------------------------------------------------- /2.kNN/images/1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/2.kNN/images/1.jpg -------------------------------------------------------------------------------- /2.kNN/images/2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/2.kNN/images/2.jpg -------------------------------------------------------------------------------- /2.kNN/images/3.jpg: 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00000000001111111111100000000000 30 | 00000000001111111111100000000000 31 | 00000000000011111111000000000000 32 | 00000000000000001000000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/0_59.txt: -------------------------------------------------------------------------------- 1 | 00000000000111110000000000000000 2 | 00000000000111110000000000000000 3 | 00000000011111111100000000000000 4 | 00000000011111111111100000000000 5 | 00000000011111111111111000000000 6 | 00000000011111111111111100000000 7 | 00000000011111111111111100000000 8 | 00000000111111111111111100000000 9 | 00000001111100000000111100000000 10 | 00000000111110000000011110000000 11 | 00000001111110000000011110000000 12 | 00000001111100000000011110000000 13 | 00000011111000000000011110000000 14 | 00000011111000000000011110000000 15 | 00000001111100000000001111000000 16 | 00000001111100000000011111000000 17 | 00000001111000000000011111000000 18 | 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00000000001111111110000000000000 26 | 00000000001111111110000000000000 27 | 00000000001111111111000000000000 28 | 00000000000111111111000000000000 29 | 00000000001111111111100000000000 30 | 00000000000111111111111100000000 31 | 00000000000011111111111100000000 32 | 00000000000001111111111000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_1.txt: -------------------------------------------------------------------------------- 1 | 00000000000000001111100000000000 2 | 00000000000000001111110000000000 3 | 00000000000000001111111000000000 4 | 00000000000000011111111000000000 5 | 00000000000000111111111000000000 6 | 00000000000000011111111000000000 7 | 00000000000000011111111000000000 8 | 00000000000000111111110000000000 9 | 00000000000000111111100000000000 10 | 00000000000001111111100000000000 11 | 00000000000001111111110000000000 12 | 00000000000001111111110000000000 13 | 00000000000001111111100000000000 14 | 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00000000000000011111111100000000 30 | 00000000000000001111111100000000 31 | 00000000000000000111111000000000 32 | 00000000000000000011110000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_11.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000000110000000000 2 | 00000000000000000011111100000000 3 | 00000000000000000011111110000000 4 | 00000000000000000011111110000000 5 | 00000000000000000011111110000000 6 | 00000000000000000011111110000000 7 | 00000000000000000111111110000000 8 | 00000000000000000111111110000000 9 | 00000000000000001111111110000000 10 | 00000000000000011111111110000000 11 | 00000000000000111111111100000000 12 | 00000000000001111111111100000000 13 | 00000000000001111111111100000000 14 | 00000000001111111111111100000000 15 | 00000000011111111111111100000000 16 | 00000000011111111111111000000000 17 | 00000000111111111111111100000000 18 | 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00000000000011111111111100000000 30 | 00000000000001111111111100000000 31 | 00000000000000111111111000000000 32 | 00000000000000000000000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_43.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000000000000000000 2 | 00000000000111110000000000000000 3 | 00000000000111111111100000000000 4 | 00000000001111111111110000000000 5 | 00000000001111111111100000000000 6 | 00000000001111111111000000000000 7 | 00000000000111111111100000000000 8 | 00000000001111111111100000000000 9 | 00000000001111111111100000000000 10 | 00000000001111111111100000000000 11 | 00000000000111111111110000000000 12 | 00000000000111111111110000000000 13 | 00000000000111111111110000000000 14 | 00000000001111111111100000000000 15 | 00000000001111111111110000000000 16 | 00000000001111111111110000000000 17 | 00000000001111111111110000000000 18 | 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00000000000111111111100000000000 8 | 00000000001111111111100000000000 9 | 00000000001111111111000000000000 10 | 00000000011111111111000000000000 11 | 00000001111111111100000000000000 12 | 00000001111111111100000000000000 13 | 00000001111111111100000000000000 14 | 00000011111111111100000000000000 15 | 00000111111111111000000000000000 16 | 00000011111111111100000000000000 17 | 00000001111111111000000000000000 18 | 00000000111111111000000000000000 19 | 00000000000111111100000000000000 20 | 00000000000111111000000000000000 21 | 00000000001111111000000000000000 22 | 00000000001111111000000000000000 23 | 00000000000111111100000000000000 24 | 00000000001111111100000000000000 25 | 00000000001111111100000000000000 26 | 00000000000111111100000000000000 27 | 00000000000111111100000000000000 28 | 00000000000111111110000000000000 29 | 00000000000011111111000000000000 30 | 00000000000011111111000000000000 31 | 00000000000001111111000000000000 32 | 00000000000000111110000000000000 33 | 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00000000001111111111110000000000 30 | 00000000001111111111100000000000 31 | 00000000000111111111000000000000 32 | 00000000000111111100000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_56.txt: -------------------------------------------------------------------------------- 1 | 00000000000001111110000000000000 2 | 00000000000000111111100000000000 3 | 00000000000001111111100000000000 4 | 00000000000001111111110000000000 5 | 00000000000011111111110000000000 6 | 00000000000111111111110000000000 7 | 00000000001111111111110000000000 8 | 00000111111111111111110000000000 9 | 00000111111111111111110000000000 10 | 00001111111111111111100000000000 11 | 00000111111111111111100000000000 12 | 00000011111111111111100000000000 13 | 00000011111111111111100000000000 14 | 00000001111111111111100000000000 15 | 00000000000001111111100000000000 16 | 00000000000000111111110000000000 17 | 00000000000000111111110000000000 18 | 00000000000000111111110000000000 19 | 00000000000000111111111000000000 20 | 00000000000000111111111000000000 21 | 00000000000000111111111000000000 22 | 00000000000000111111111000000000 23 | 00000000000000111111111110000000 24 | 00000000000000111111111100000000 25 | 00000000000000111111111100000000 26 | 00000000000000111111111110000000 27 | 00000000000000111111111100000000 28 | 00000000000011111111111110000000 29 | 00000000000001111111111111000000 30 | 00000000000001111111111111000000 31 | 00000000000000001111111110000000 32 | 00000000000000000011000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_57.txt: -------------------------------------------------------------------------------- 1 | 00000000000111111100000000000000 2 | 00000000011111111111000000000000 3 | 00000000000011111111100000000000 4 | 00000000000111111111110000000000 5 | 00000000000111111111110000000000 6 | 00000000000111111111110000000000 7 | 00000000000001111111111000000000 8 | 00000000000001111111111000000000 9 | 00000000000001111111110000000000 10 | 00000000000001111111110000000000 11 | 00000000000001111111110000000000 12 | 00000000000001111111110000000000 13 | 00000000000001111111110000000000 14 | 00000000000001111111110000000000 15 | 00000000000011111111100000000000 16 | 00000000000011111111100000000000 17 | 00000000000011111111100000000000 18 | 00000000000011111111100000000000 19 | 00000000000011111111100000000000 20 | 00000000000111111111000000000000 21 | 00000000000111111111000000000000 22 | 00000000000111111111000000000000 23 | 00000000000111111111000000000000 24 | 00000000000001111111000000000000 25 | 00000000000001111111110000000000 26 | 00000000000011111111100000000000 27 | 00000000000011111111110000000000 28 | 00000000000011111111111100000000 29 | 00000000000011111111111100000000 30 | 00000000000011111111111100000000 31 | 00000000000011111111111000000000 32 | 00000000000000011111000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_58.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000110000000000000 2 | 00000000000000011111100000000000 3 | 00000000000000011111110000000000 4 | 00000000000000011111110000000000 5 | 00000000000000111111111000000000 6 | 00000000000000011111111000000000 7 | 00000000000000011111111110000000 8 | 00000000000000111111111000000000 9 | 00000000000000111111111000000000 10 | 00000000000000111111111110000000 11 | 00000000000000111111111000000000 12 | 00000000000000111111111000000000 13 | 00000000000000111111111000000000 14 | 00000000000000111111111000000000 15 | 00000000000000111111110000000000 16 | 00000000000001111111111000000000 17 | 00000000001111111111111000000000 18 | 00000001111111111111111000000000 19 | 00000011111111111111111000000000 20 | 00000011111111111111111000000000 21 | 00000000001111111111111110000000 22 | 00000000000000111111111110000000 23 | 00000000000000111111111110000000 24 | 00000000000000011111111110000000 25 | 00000000000000011111111111000000 26 | 00000000000000011111111111000000 27 | 00000000000000011111111111000000 28 | 00000000000000111111111111000000 29 | 00000000000000011111111111000000 30 | 00000000000000011111111111000000 31 | 00000000000000011111111110000000 32 | 00000000000000000001110000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_59.txt: -------------------------------------------------------------------------------- 1 | 00000000000001110000000000000000 2 | 00000000000001111111000000000000 3 | 00000000011111111111110000000000 4 | 00000000111111111111111000000000 5 | 00000000111111111111111000000000 6 | 00000000001111111111111000000000 7 | 00000000001111111111111000000000 8 | 00000000001111111111111000000000 9 | 00000000011111111111110000000000 10 | 00000000011111111111110000000000 11 | 00000000011111111111110000000000 12 | 00000000000111111111110000000000 13 | 00000000000111111111110000000000 14 | 00000000011111111111110000000000 15 | 00000000001111111111100000000000 16 | 00000000111111111111100000000000 17 | 00000000001111111111100000000000 18 | 00000000001111111111100000000000 19 | 00000000001111111111100000000000 20 | 00000000011111111111000000000000 21 | 00000000011111111111000000000000 22 | 00000000011111111111000000000000 23 | 00000000011111111111100000000000 24 | 00000000011111111111100000000000 25 | 00000000001111111111111000000000 26 | 00000000011111111111110000000000 27 | 00000000011111111111110000000000 28 | 00000000111111111111111100000000 29 | 00000000011111111111111100000000 30 | 00000000011111111111111100000000 31 | 00000000111111111110000000000000 32 | 00000000111111111100000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_6.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000000000000000000 2 | 00000000000111111111000000000000 3 | 00000000001111111111100000000000 4 | 00000000001111111111110000000000 5 | 00000000000111111111111000000000 6 | 00000000001111111111111000000000 7 | 00000000011111111111111000000000 8 | 00000000011111111111111000000000 9 | 00000000011111111111111000000000 10 | 00000000001111111111111100000000 11 | 00000000001111111111111100000000 12 | 00000000001111111111111100000000 13 | 00000000001111111111111000000000 14 | 00000000011111111111110000000000 15 | 00000000011111111111111000000000 16 | 00000000011111111111110000000000 17 | 00000000011111111111100000000000 18 | 00000000011111111111110000000000 19 | 00000000011111111111111000000000 20 | 00000000001111111111111000000000 21 | 00000000001111111111100000000000 22 | 00000000011111111111000000000000 23 | 00000000111111111111100000000000 24 | 00000000111111111111100000000000 25 | 00000000011111111111100000000000 26 | 00000000011111111111100000000000 27 | 00000000011111111111000000000000 28 | 00000000011111111110000000000000 29 | 00000000001111111110000000000000 30 | 00000000000011111111100000000000 31 | 00000000000000011111100000000000 32 | 00000000000000000000000000000000 33 | -------------------------------------------------------------------------------- /2.kNN/testDigits/1_60.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000011110000000000 2 | 00000000000000000111111000000000 3 | 00000000000000000111111000000000 4 | 00000000000000011111111100000000 5 | 00000000000000011111111100000000 6 | 00000000000000011111111100000000 7 | 00000000000000001111111110000000 8 | 00000000000000001111111110000000 9 | 00000000000000011111111100000000 10 | 00000000000000011111111100000000 11 | 00000000000000011111111100000000 12 | 00000000000000011111111100000000 13 | 00000001111111111111111000000000 14 | 00000001111111111111111100000000 15 | 00000011111111111111111000000000 16 | 00000011111111111111111000000000 17 | 00000001111111111111111000000000 18 | 00000000111111111111111000000000 19 | 00000000111111111111111000000000 20 | 00000000000000111111111000000000 21 | 00000000000000001111111000000000 22 | 00000000000000001111111100000000 23 | 00000000000000001111111100000000 24 | 00000000000000001111111100000000 25 | 00000000000000001111111100000000 26 | 00000000000000001111111100000000 27 | 00000000000000001111111100000000 28 | 00000000000000000111111111000000 29 | 00000000000000000111111111000000 30 | 00000000000000000111111111000000 31 | 00000000000000000011111110000000 32 | 00000000000000000000100000000000 33 | -------------------------------------------------------------------------------- /3.Decision Tree/classifierStorage.txt: -------------------------------------------------------------------------------- 1 | (dp0 2 | S'booze' 3 | p1 4 | (dp2 5 | I0 6 | S'no' 7 | p3 8 | sI1 9 | (dp4 10 | S'weed' 11 | p5 12 | (dp6 13 | I0 14 | g3 15 | sI1 16 | S'yes' 17 | p7 18 | ssss. -------------------------------------------------------------------------------- /3.Decision Tree/lenses.txt: -------------------------------------------------------------------------------- 1 | young myope no reduced no lenses 2 | young myope no normal soft 3 | young myope yes reduced no lenses 4 | young myope yes normal hard 5 | young hyper no reduced no lenses 6 | young hyper no normal soft 7 | young hyper yes reduced no lenses 8 | young hyper yes normal hard 9 | pre myope no reduced no lenses 10 | pre myope no normal soft 11 | pre myope yes reduced no lenses 12 | pre myope yes normal hard 13 | pre hyper no reduced no lenses 14 | pre hyper no normal soft 15 | pre hyper yes reduced no lenses 16 | pre hyper yes normal no lenses 17 | presbyopic myope no reduced no lenses 18 | presbyopic myope no normal no lenses 19 | presbyopic myope yes reduced no lenses 20 | presbyopic myope yes normal hard 21 | presbyopic hyper no reduced no lenses 22 | presbyopic hyper no normal soft 23 | presbyopic hyper yes reduced no lenses 24 | presbyopic hyper yes normal no lenses 25 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/1.txt: -------------------------------------------------------------------------------- 1 | Hi Peter, 2 | 3 | With Jose out of town, do you want to 4 | meet once in a while to keep things 5 | going and do some interesting stuff? 6 | 7 | Let me know 8 | Eugene -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/10.txt: -------------------------------------------------------------------------------- 1 | Ryan Whybrew commented on your status. 2 | 3 | Ryan wrote: 4 | "turd ferguson or butt horn." 5 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/11.txt: -------------------------------------------------------------------------------- 1 | Arvind Thirumalai commented on your status. 2 | 3 | Arvind wrote: 4 | ""you know"" 5 | 6 | 7 | Reply to this email to comment on this status. 8 | 9 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/12.txt: -------------------------------------------------------------------------------- 1 | Thanks Peter. 2 | 3 | I'll definitely check in on this. How is your book 4 | going? I heard chapter 1 came in and it was in 5 | good shape. ;-) 6 | 7 | I hope you are doing well. 8 | 9 | Cheers, 10 | 11 | Troy -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/13.txt: -------------------------------------------------------------------------------- 1 | Jay Stepp commented on your status. 2 | 3 | Jay wrote: 4 | ""to the" ???" 5 | 6 | 7 | Reply to this email to comment on this status. 8 | 9 | To see the comment thread, follow the link below: 10 | 11 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/14.txt: -------------------------------------------------------------------------------- 1 | LinkedIn 2 | 3 | Kerry Haloney requested to add you as a connection on LinkedIn: 4 | 5 | Peter, 6 | 7 | I'd like to add you to my professional network on LinkedIn. 8 | 9 | - Kerry Haloney 10 | 11 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/15.txt: -------------------------------------------------------------------------------- 1 | Hi Peter, 2 | 3 | The hotels are the ones that rent out the tent. They are all lined up on the hotel grounds : )) So much for being one with nature, more like being one with a couple dozen tour groups and nature. 4 | I have about 100M of pictures from that trip. I can go through them and get you jpgs of my favorite scenic pictures. 5 | 6 | Where are you and Jocelyn now? New York? Will you come to Tokyo for Chinese New Year? Perhaps to see the two of you then. I will go to Thailand for winter holiday to see my mom : ) 7 | 8 | Take care, 9 | D 10 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/16.txt: -------------------------------------------------------------------------------- 1 | yeah I am ready. I may not be here because Jar Jar has plane tickets to Germany for me. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/17.txt: -------------------------------------------------------------------------------- 1 | Benoit Mandelbrot 1924-2010 2 | 3 | Benoit Mandelbrot 1924-2010 4 | 5 | Wilmott Team 6 | 7 | Benoit Mandelbrot, the mathematician, the father of fractal mathematics, and advocate of more sophisticated modelling in quantitative finance, died on 14th October 2010 aged 85. 8 | 9 | Wilmott magazine has often featured Mandelbrot, his ideas, and the work of others inspired by his fundamental insights. 10 | 11 | You must be logged on to view these articles from past issues of Wilmott Magazine. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/18.txt: -------------------------------------------------------------------------------- 1 | Hi Peter, 2 | 3 | Sure thing. Sounds good. Let me know what time would be good for you. 4 | I will come prepared with some ideas and we can go from there. 5 | 6 | Regards, 7 | 8 | -Vivek. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/19.txt: -------------------------------------------------------------------------------- 1 | LinkedIn 2 | 3 | Julius O requested to add you as a connection on LinkedIn: 4 | 5 | Hi Peter. 6 | 7 | Looking forward to the book! 8 | 9 | 10 | Accept View invitation from Julius O 11 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/2.txt: -------------------------------------------------------------------------------- 1 | Yay to you both doing fine! 2 | 3 | I'm working on an MBA in Design Strategy at CCA (top art school.) It's a new program focusing on more of a right-brained creative and strategic approach to management. I'm an 1/8 of the way done today! -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/20.txt: -------------------------------------------------------------------------------- 1 | I've thought about this and think it's possible. We should get another 2 | lunch. I have a car now and could come pick you up this time. Does 3 | this wednesday work? 11:50? 4 | 5 | Can I have a signed copy of you book? -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/21.txt: -------------------------------------------------------------------------------- 1 | we saw this on the way to the coast...thought u might like it 2 | 3 | hangzhou is huge, one day wasn't enough, but we got a glimpse... 4 | 5 | we went inside the china pavilion at expo, it is pretty interesting, 6 | each province has an exhibit... -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/22.txt: -------------------------------------------------------------------------------- 1 | Hi Hommies, 2 | 3 | Just got a phone call from the roofer, they will come and spaying the foaming today. it will be dusty. pls close all the doors and windows. 4 | Could you help me to close my bathroom window, cat window and the sliding door behind the TV? 5 | I don't know how can those 2 cats survive...... 6 | 7 | Sorry for any inconvenience! -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/23.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/4.Bayes Category/email/ham/23.txt -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/24.txt: -------------------------------------------------------------------------------- 1 | Ok I will be there by 10:00 at the latest. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/25.txt: -------------------------------------------------------------------------------- 1 | That is cold. Is there going to be a retirement party? 2 | Are the leaves changing color? -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/3.txt: -------------------------------------------------------------------------------- 1 | WHat is going on there? 2 | I talked to John on email. We talked about some computer stuff that's it. 3 | 4 | I went bike riding in the rain, it was not that cold. 5 | 6 | We went to the museum in SF yesterday it was $3 to get in and they had 7 | free food. At the same time was a SF Giants game, when we got done we 8 | had to take the train with all the Giants fans, they are 1/2 drunk. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/4.txt: -------------------------------------------------------------------------------- 1 | Yo. I've been working on my running website. I'm using jquery and the jqplot plugin. I'm not too far away from having a prototype to launch. 2 | 3 | You used jqplot right? If not, I think you would like it. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/5.txt: -------------------------------------------------------------------------------- 1 | There was a guy at the gas station who told me that if I knew Mandarin 2 | and Python I could get a job with the FBI. -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/6.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/4.Bayes Category/email/ham/6.txt -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/7.txt: -------------------------------------------------------------------------------- 1 | Zach Hamm commented on your status. 2 | 3 | Zach wrote: 4 | "doggy style - enough said, thank you & good night" 5 | 6 | 7 | -------------------------------------------------------------------------------- /4.Bayes Category/email/ham/8.txt: -------------------------------------------------------------------------------- 1 | This e-mail was sent from a notification-only address that cannot accept incoming e-mail. 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5 | ### 局部加权线性回归 6 | #### 情况1:确定回归函数时,用全局数据影响当前局部,产生普通回归 7 | ![](images/5.jpg) 8 |
9 | #### 情况2:确定回归函数时,用局部周围数据影响该局部,产生适当回归 10 | ![](images/2.jpg) 11 |
12 | #### 情况3:确定回归函数时,用局部周围更小范围的数据影响该局部,产生过拟合回归 13 | ![](images/6.jpg) 14 |
15 | ### 岭回归 16 | #### 回归系数变化图,靠近左侧为普通回归,靠近右侧为过拟合,适当回归时系数取两者中间适当位置 17 | ![](images/3.jpg) 18 |
19 | ### 向前逐步回归 20 | #### 鲍鱼数据系数与迭代次数之间关系,与上述通用回归方法相比,计算简便 21 | ![](images/4.jpg) 22 | 23 | 24 | -------------------------------------------------------------------------------- /8.Regression/images/1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/8.Regression/images/1.jpg -------------------------------------------------------------------------------- /8.Regression/images/2.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/8.Regression/images/2.jpg -------------------------------------------------------------------------------- /8.Regression/images/3.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/8.Regression/images/3.jpg -------------------------------------------------------------------------------- /8.Regression/images/4.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/8.Regression/images/4.jpg -------------------------------------------------------------------------------- /8.Regression/images/5.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/8.Regression/images/5.jpg -------------------------------------------------------------------------------- /8.Regression/images/6.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/8.Regression/images/6.jpg -------------------------------------------------------------------------------- /9.Regression Tree/images/3.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/littleheap/MachineLearning-in-Action/7a662390f87833421e90b6ba5c04ff3d4e79ea6f/9.Regression Tree/images/3.png -------------------------------------------------------------------------------- /MachineLearning-in-Action.iml: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | --------------------------------------------------------------------------------