机器学习：KNN练习

实验介绍

1.实验内容

本实验包括:

• 基于kNN算法改进约会网站的配对效果
• 基于kNN算法实现手写体数字识别

2.实验目标

通过本实验掌握kNN算法的原理，熟悉kNN算法及应用。

3.实验知识点

• kNN算法原理
• kNN算法流程
• kNN算法应用

4.实验环境

• python 3.6.5
• numpy 1.13.3
• matplotlib 2.2.3

实验准备

点击屏幕右上方的下载实验数据模块，选择下载kNN_Dating.tgz和kNN_basic_writing.tgz到指定目录下，然后再依次选择点击上方的File->Open->Upload,上传刚才下载的数据集压缩包，再使用如下命令解压：

!tar -zxvf kNN_Dating.tgz

kNN_Dating/
kNN_Dating/datingTestSet.txt

!tar -zxvf kNN_hand_writing.tgz

kNN_hand_writing/
kNN_hand_writing/testDigits/
kNN_hand_writing/testDigits/0_0.txt
kNN_hand_writing/testDigits/0_1.txt
kNN_hand_writing/testDigits/0_10.txt
kNN_hand_writing/testDigits/0_11.txt
kNN_hand_writing/testDigits/0_12.txt
kNN_hand_writing/testDigits/0_13.txt
kNN_hand_writing/testDigits/0_14.txt
kNN_hand_writing/testDigits/0_15.txt
kNN_hand_writing/testDigits/0_16.txt
kNN_hand_writing/testDigits/0_17.txt
kNN_hand_writing/testDigits/0_18.txt
kNN_hand_writing/testDigits/0_19.txt
kNN_hand_writing/testDigits/0_2.txt
kNN_hand_writing/testDigits/0_20.txt
kNN_hand_writing/testDigits/0_21.txt
kNN_hand_writing/testDigits/0_22.txt
kNN_hand_writing/testDigits/0_23.txt
kNN_hand_writing/testDigits/0_24.txt
kNN_hand_writing/testDigits/0_25.txt
kNN_hand_writing/testDigits/0_26.txt
kNN_hand_writing/testDigits/0_27.txt
kNN_hand_writing/testDigits/0_28.txt
kNN_hand_writing/testDigits/0_29.txt
kNN_hand_writing/testDigits/0_3.txt
kNN_hand_writing/testDigits/0_30.txt
kNN_hand_writing/testDigits/0_31.txt
kNN_hand_writing/testDigits/0_32.txt
kNN_hand_writing/testDigits/0_33.txt
kNN_hand_writing/testDigits/0_34.txt
kNN_hand_writing/testDigits/0_35.txt
kNN_hand_writing/testDigits/0_36.txt
kNN_hand_writing/testDigits/0_37.txt
kNN_hand_writing/testDigits/0_38.txt
kNN_hand_writing/testDigits/0_39.txt
kNN_hand_writing/testDigits/0_4.txt
kNN_hand_writing/testDigits/0_40.txt
kNN_hand_writing/testDigits/0_41.txt
kNN_hand_writing/testDigits/0_42.txt
kNN_hand_writing/testDigits/0_43.txt
kNN_hand_writing/testDigits/0_44.txt
kNN_hand_writing/testDigits/0_45.txt
kNN_hand_writing/testDigits/0_46.txt
kNN_hand_writing/testDigits/0_47.txt
kNN_hand_writing/testDigits/0_48.txt
kNN_hand_writing/testDigits/0_49.txt
kNN_hand_writing/testDigits/0_5.txt
kNN_hand_writing/testDigits/0_50.txt
kNN_hand_writing/testDigits/0_51.txt
kNN_hand_writing/testDigits/0_52.txt
kNN_hand_writing/testDigits/0_53.txt
kNN_hand_writing/testDigits/0_54.txt
kNN_hand_writing/testDigits/0_55.txt
kNN_hand_writing/testDigits/0_56.txt
kNN_hand_writing/testDigits/0_57.txt
kNN_hand_writing/testDigits/0_58.txt
kNN_hand_writing/testDigits/0_59.txt
kNN_hand_writing/testDigits/0_6.txt
kNN_hand_writing/testDigits/0_60.txt
kNN_hand_writing/testDigits/0_61.txt
kNN_hand_writing/testDigits/0_62.txt
kNN_hand_writing/testDigits/0_63.txt
kNN_hand_writing/testDigits/0_64.txt
kNN_hand_writing/testDigits/0_65.txt
kNN_hand_writing/testDigits/0_66.txt
kNN_hand_writing/testDigits/0_67.txt
kNN_hand_writing/testDigits/0_68.txt
kNN_hand_writing/testDigits/0_69.txt
kNN_hand_writing/testDigits/0_7.txt
kNN_hand_writing/testDigits/0_70.txt
kNN_hand_writing/testDigits/0_71.txt
kNN_hand_writing/testDigits/0_72.txt
kNN_hand_writing/testDigits/0_73.txt
kNN_hand_writing/testDigits/0_74.txt
kNN_hand_writing/testDigits/0_75.txt
kNN_hand_writing/testDigits/0_76.txt
kNN_hand_writing/testDigits/0_77.txt
kNN_hand_writing/testDigits/0_78.txt
kNN_hand_writing/testDigits/0_79.txt
kNN_hand_writing/testDigits/0_8.txt
kNN_hand_writing/testDigits/0_80.txt
kNN_hand_writing/testDigits/0_81.txt
kNN_hand_writing/testDigits/0_82.txt
kNN_hand_writing/testDigits/0_83.txt
kNN_hand_writing/testDigits/0_84.txt
kNN_hand_writing/testDigits/0_85.txt
kNN_hand_writing/testDigits/0_86.txt
kNN_hand_writing/testDigits/0_9.txt
kNN_hand_writing/testDigits/1_0.txt
kNN_hand_writing/testDigits/1_1.txt
kNN_hand_writing/testDigits/1_10.txt
kNN_hand_writing/testDigits/1_11.txt
kNN_hand_writing/testDigits/1_12.txt
kNN_hand_writing/testDigits/1_13.txt
kNN_hand_writing/testDigits/1_14.txt
kNN_hand_writing/testDigits/1_15.txt
kNN_hand_writing/testDigits/1_16.txt
kNN_hand_writing/testDigits/1_17.txt
kNN_hand_writing/testDigits/1_18.txt
kNN_hand_writing/testDigits/1_19.txt
kNN_hand_writing/testDigits/1_2.txt
kNN_hand_writing/testDigits/1_20.txt
kNN_hand_writing/testDigits/1_21.txt
kNN_hand_writing/testDigits/1_22.txt
kNN_hand_writing/testDigits/1_23.txt
kNN_hand_writing/testDigits/1_24.txt
kNN_hand_writing/testDigits/1_25.txt
kNN_hand_writing/testDigits/1_26.txt
kNN_hand_writing/testDigits/1_27.txt
kNN_hand_writing/testDigits/1_28.txt
kNN_hand_writing/testDigits/1_29.txt
kNN_hand_writing/testDigits/1_3.txt
kNN_hand_writing/testDigits/1_30.txt
kNN_hand_writing/testDigits/1_31.txt
kNN_hand_writing/testDigits/1_32.txt
kNN_hand_writing/testDigits/1_33.txt
kNN_hand_writing/testDigits/1_34.txt
kNN_hand_writing/testDigits/1_35.txt
kNN_hand_writing/testDigits/1_36.txt
kNN_hand_writing/testDigits/1_37.txt
kNN_hand_writing/testDigits/1_38.txt
kNN_hand_writing/testDigits/1_39.txt
kNN_hand_writing/testDigits/1_4.txt
kNN_hand_writing/testDigits/1_40.txt
kNN_hand_writing/testDigits/1_41.txt
kNN_hand_writing/testDigits/1_42.txt
kNN_hand_writing/testDigits/1_43.txt
kNN_hand_writing/testDigits/1_44.txt
kNN_hand_writing/testDigits/1_45.txt
kNN_hand_writing/testDigits/1_46.txt
kNN_hand_writing/testDigits/1_47.txt
kNN_hand_writing/testDigits/1_48.txt
kNN_hand_writing/testDigits/1_49.txt
kNN_hand_writing/testDigits/1_5.txt
kNN_hand_writing/testDigits/1_50.txt
kNN_hand_writing/testDigits/1_51.txt
kNN_hand_writing/testDigits/1_52.txt
kNN_hand_writing/testDigits/1_53.txt
kNN_hand_writing/testDigits/1_54.txt
kNN_hand_writing/testDigits/1_55.txt
kNN_hand_writing/testDigits/1_56.txt
kNN_hand_writing/testDigits/1_57.txt
kNN_hand_writing/testDigits/1_58.txt
kNN_hand_writing/testDigits/1_59.txt
kNN_hand_writing/testDigits/1_6.txt
kNN_hand_writing/testDigits/1_60.txt
kNN_hand_writing/testDigits/1_61.txt
kNN_hand_writing/testDigits/1_62.txt
kNN_hand_writing/testDigits/1_63.txt
kNN_hand_writing/testDigits/1_64.txt
kNN_hand_writing/testDigits/1_65.txt
kNN_hand_writing/testDigits/1_66.txt
kNN_hand_writing/testDigits/1_67.txt
kNN_hand_writing/testDigits/1_68.txt
kNN_hand_writing/testDigits/1_69.txt
kNN_hand_writing/testDigits/1_7.txt
kNN_hand_writing/testDigits/1_70.txt
kNN_hand_writing/testDigits/1_71.txt
kNN_hand_writing/testDigits/1_72.txt
kNN_hand_writing/testDigits/1_73.txt
kNN_hand_writing/testDigits/1_74.txt
kNN_hand_writing/testDigits/1_75.txt
kNN_hand_writing/testDigits/1_76.txt
kNN_hand_writing/testDigits/1_77.txt
kNN_hand_writing/testDigits/1_78.txt
kNN_hand_writing/testDigits/1_79.txt
kNN_hand_writing/testDigits/1_8.txt
kNN_hand_writing/testDigits/1_80.txt
kNN_hand_writing/testDigits/1_81.txt
kNN_hand_writing/testDigits/1_82.txt
kNN_hand_writing/testDigits/1_83.txt
kNN_hand_writing/testDigits/1_84.txt
kNN_hand_writing/testDigits/1_85.txt
kNN_hand_writing/testDigits/1_86.txt
kNN_hand_writing/testDigits/1_87.txt
kNN_hand_writing/testDigits/1_88.txt
kNN_hand_writing/testDigits/1_89.txt
kNN_hand_writing/testDigits/1_9.txt
kNN_hand_writing/testDigits/1_90.txt
kNN_hand_writing/testDigits/1_91.txt
kNN_hand_writing/testDigits/1_92.txt
kNN_hand_writing/testDigits/1_93.txt
kNN_hand_writing/testDigits/1_94.txt
kNN_hand_writing/testDigits/1_95.txt
kNN_hand_writing/testDigits/1_96.txt
kNN_hand_writing/testDigits/2_0.txt
kNN_hand_writing/testDigits/2_1.txt
kNN_hand_writing/testDigits/2_10.txt
kNN_hand_writing/testDigits/2_11.txt
kNN_hand_writing/testDigits/2_12.txt
kNN_hand_writing/testDigits/2_13.txt
kNN_hand_writing/testDigits/2_14.txt
kNN_hand_writing/testDigits/2_15.txt
kNN_hand_writing/testDigits/2_16.txt
kNN_hand_writing/testDigits/2_17.txt
kNN_hand_writing/testDigits/2_18.txt
kNN_hand_writing/testDigits/2_19.txt
kNN_hand_writing/testDigits/2_2.txt
kNN_hand_writing/testDigits/2_20.txt
kNN_hand_writing/testDigits/2_21.txt
kNN_hand_writing/testDigits/2_22.txt
kNN_hand_writing/testDigits/2_23.txt
kNN_hand_writing/testDigits/2_24.txt
kNN_hand_writing/testDigits/2_25.txt
kNN_hand_writing/testDigits/2_26.txt
kNN_hand_writing/testDigits/2_27.txt
kNN_hand_writing/testDigits/2_28.txt
kNN_hand_writing/testDigits/2_29.txt
kNN_hand_writing/testDigits/2_3.txt
kNN_hand_writing/testDigits/2_30.txt
kNN_hand_writing/testDigits/2_31.txt
kNN_hand_writing/testDigits/2_32.txt
kNN_hand_writing/testDigits/2_33.txt
kNN_hand_writing/testDigits/2_34.txt
kNN_hand_writing/testDigits/2_35.txt
kNN_hand_writing/testDigits/2_36.txt
kNN_hand_writing/testDigits/2_37.txt
kNN_hand_writing/testDigits/2_38.txt
kNN_hand_writing/testDigits/2_39.txt
kNN_hand_writing/testDigits/2_4.txt
kNN_hand_writing/testDigits/2_40.txt
kNN_hand_writing/testDigits/2_41.txt
kNN_hand_writing/testDigits/2_42.txt
kNN_hand_writing/testDigits/2_43.txt
kNN_hand_writing/testDigits/2_44.txt
kNN_hand_writing/testDigits/2_45.txt
kNN_hand_writing/testDigits/2_46.txt
kNN_hand_writing/testDigits/2_47.txt
kNN_hand_writing/testDigits/2_48.txt
kNN_hand_writing/testDigits/2_49.txt
kNN_hand_writing/testDigits/2_5.txt
kNN_hand_writing/testDigits/2_50.txt
kNN_hand_writing/testDigits/2_51.txt
kNN_hand_writing/testDigits/2_52.txt
kNN_hand_writing/testDigits/2_53.txt
kNN_hand_writing/testDigits/2_54.txt
kNN_hand_writing/testDigits/2_55.txt
kNN_hand_writing/testDigits/2_56.txt
kNN_hand_writing/testDigits/2_57.txt
kNN_hand_writing/testDigits/2_58.txt
kNN_hand_writing/testDigits/2_59.txt
kNN_hand_writing/testDigits/2_6.txt
kNN_hand_writing/testDigits/2_60.txt
kNN_hand_writing/testDigits/2_61.txt
kNN_hand_writing/testDigits/2_62.txt
kNN_hand_writing/testDigits/2_63.txt
kNN_hand_writing/testDigits/2_64.txt
kNN_hand_writing/testDigits/2_65.txt
kNN_hand_writing/testDigits/2_66.txt
kNN_hand_writing/testDigits/2_67.txt
kNN_hand_writing/testDigits/2_68.txt
kNN_hand_writing/testDigits/2_69.txt
kNN_hand_writing/testDigits/2_7.txt
kNN_hand_writing/testDigits/2_70.txt
kNN_hand_writing/testDigits/2_71.txt
kNN_hand_writing/testDigits/2_72.txt
kNN_hand_writing/testDigits/2_73.txt
kNN_hand_writing/testDigits/2_74.txt
kNN_hand_writing/testDigits/2_75.txt
kNN_hand_writing/testDigits/2_76.txt
kNN_hand_writing/testDigits/2_77.txt
kNN_hand_writing/testDigits/2_78.txt
kNN_hand_writing/testDigits/2_79.txt
kNN_hand_writing/testDigits/2_8.txt
kNN_hand_writing/testDigits/2_80.txt
kNN_hand_writing/testDigits/2_81.txt
kNN_hand_writing/testDigits/2_82.txt
kNN_hand_writing/testDigits/2_83.txt
kNN_hand_writing/testDigits/2_84.txt
kNN_hand_writing/testDigits/2_85.txt
kNN_hand_writing/testDigits/2_86.txt
kNN_hand_writing/testDigits/2_87.txt
kNN_hand_writing/testDigits/2_88.txt
kNN_hand_writing/testDigits/2_89.txt
kNN_hand_writing/testDigits/2_9.txt
kNN_hand_writing/testDigits/2_90.txt
kNN_hand_writing/testDigits/2_91.txt
kNN_hand_writing/testDigits/3_0.txt
kNN_hand_writing/testDigits/3_1.txt
kNN_hand_writing/testDigits/3_10.txt
kNN_hand_writing/testDigits/3_11.txt
kNN_hand_writing/testDigits/3_12.txt
kNN_hand_writing/testDigits/3_13.txt
kNN_hand_writing/testDigits/3_14.txt
kNN_hand_writing/testDigits/3_15.txt
kNN_hand_writing/testDigits/3_16.txt
kNN_hand_writing/testDigits/3_17.txt
kNN_hand_writing/testDigits/3_18.txt
kNN_hand_writing/testDigits/3_19.txt
kNN_hand_writing/testDigits/3_2.txt
kNN_hand_writing/testDigits/3_20.txt
kNN_hand_writing/testDigits/3_21.txt
kNN_hand_writing/testDigits/3_22.txt
kNN_hand_writing/testDigits/3_23.txt
kNN_hand_writing/testDigits/3_24.txt
kNN_hand_writing/testDigits/3_25.txt
kNN_hand_writing/testDigits/3_26.txt
kNN_hand_writing/testDigits/3_27.txt
kNN_hand_writing/testDigits/3_28.txt
kNN_hand_writing/testDigits/3_29.txt
kNN_hand_writing/testDigits/3_3.txt
kNN_hand_writing/testDigits/3_30.txt
kNN_hand_writing/testDigits/3_31.txt
kNN_hand_writing/testDigits/3_32.txt
kNN_hand_writing/testDigits/3_33.txt
kNN_hand_writing/testDigits/3_34.txt
kNN_hand_writing/testDigits/3_35.txt
kNN_hand_writing/testDigits/3_36.txt
kNN_hand_writing/testDigits/3_37.txt
kNN_hand_writing/testDigits/3_38.txt
kNN_hand_writing/testDigits/3_39.txt
kNN_hand_writing/testDigits/3_4.txt
kNN_hand_writing/testDigits/3_40.txt
kNN_hand_writing/testDigits/3_41.txt
kNN_hand_writing/testDigits/3_42.txt
kNN_hand_writing/testDigits/3_43.txt
kNN_hand_writing/testDigits/3_44.txt
kNN_hand_writing/testDigits/3_45.txt
kNN_hand_writing/testDigits/3_46.txt
kNN_hand_writing/testDigits/3_47.txt
kNN_hand_writing/testDigits/3_48.txt
kNN_hand_writing/testDigits/3_49.txt
kNN_hand_writing/testDigits/3_5.txt
kNN_hand_writing/testDigits/3_50.txt
kNN_hand_writing/testDigits/3_51.txt
kNN_hand_writing/testDigits/3_52.txt
kNN_hand_writing/testDigits/3_53.txt
kNN_hand_writing/testDigits/3_54.txt
kNN_hand_writing/testDigits/3_55.txt
kNN_hand_writing/testDigits/3_56.txt
kNN_hand_writing/testDigits/3_57.txt
kNN_hand_writing/testDigits/3_58.txt
kNN_hand_writing/testDigits/3_59.txt
kNN_hand_writing/testDigits/3_6.txt
kNN_hand_writing/testDigits/3_60.txt
kNN_hand_writing/testDigits/3_61.txt
kNN_hand_writing/testDigits/3_62.txt
kNN_hand_writing/testDigits/3_63.txt
kNN_hand_writing/testDigits/3_64.txt
kNN_hand_writing/testDigits/3_65.txt
kNN_hand_writing/testDigits/3_66.txt
kNN_hand_writing/testDigits/3_67.txt
kNN_hand_writing/testDigits/3_68.txt
kNN_hand_writing/testDigits/3_69.txt
kNN_hand_writing/testDigits/3_7.txt
kNN_hand_writing/testDigits/3_70.txt
kNN_hand_writing/testDigits/3_71.txt
kNN_hand_writing/testDigits/3_72.txt
kNN_hand_writing/testDigits/3_73.txt
kNN_hand_writing/testDigits/3_74.txt
kNN_hand_writing/testDigits/3_75.txt
kNN_hand_writing/testDigits/3_76.txt
kNN_hand_writing/testDigits/3_77.txt
kNN_hand_writing/testDigits/3_78.txt
kNN_hand_writing/testDigits/3_79.txt
kNN_hand_writing/testDigits/3_8.txt
kNN_hand_writing/testDigits/3_80.txt
kNN_hand_writing/testDigits/3_81.txt
kNN_hand_writing/testDigits/3_82.txt
kNN_hand_writing/testDigits/3_83.txt
kNN_hand_writing/testDigits/3_84.txt
kNN_hand_writing/testDigits/3_9.txt
kNN_hand_writing/testDigits/4_0.txt
kNN_hand_writing/testDigits/4_1.txt
kNN_hand_writing/testDigits/4_10.txt
kNN_hand_writing/testDigits/4_100.txt
kNN_hand_writing/testDigits/4_101.txt
kNN_hand_writing/testDigits/4_102.txt
kNN_hand_writing/testDigits/4_103.txt
kNN_hand_writing/testDigits/4_104.txt
kNN_hand_writing/testDigits/4_105.txt
kNN_hand_writing/testDigits/4_106.txt
kNN_hand_writing/testDigits/4_107.txt
kNN_hand_writing/testDigits/4_108.txt
kNN_hand_writing/testDigits/4_109.txt
kNN_hand_writing/testDigits/4_11.txt
kNN_hand_writing/testDigits/4_110.txt
kNN_hand_writing/testDigits/4_111.txt
kNN_hand_writing/testDigits/4_112.txt
kNN_hand_writing/testDigits/4_113.txt
kNN_hand_writing/testDigits/4_12.txt
kNN_hand_writing/testDigits/4_13.txt
kNN_hand_writing/testDigits/4_14.txt
kNN_hand_writing/testDigits/4_15.txt
kNN_hand_writing/testDigits/4_16.txt
kNN_hand_writing/testDigits/4_17.txt
kNN_hand_writing/testDigits/4_18.txt
kNN_hand_writing/testDigits/4_19.txt
kNN_hand_writing/testDigits/4_2.txt
kNN_hand_writing/testDigits/4_20.txt
kNN_hand_writing/testDigits/4_21.txt
kNN_hand_writing/testDigits/4_22.txt
kNN_hand_writing/testDigits/4_23.txt
kNN_hand_writing/testDigits/4_24.txt
kNN_hand_writing/testDigits/4_25.txt
kNN_hand_writing/testDigits/4_26.txt
kNN_hand_writing/testDigits/4_27.txt
kNN_hand_writing/testDigits/4_28.txt
kNN_hand_writing/testDigits/4_29.txt
kNN_hand_writing/testDigits/4_3.txt
kNN_hand_writing/testDigits/4_30.txt
kNN_hand_writing/testDigits/4_31.txt
kNN_hand_writing/testDigits/4_32.txt
kNN_hand_writing/testDigits/4_33.txt
kNN_hand_writing/testDigits/4_34.txt
kNN_hand_writing/testDigits/4_35.txt
kNN_hand_writing/testDigits/4_36.txt
kNN_hand_writing/testDigits/4_37.txt
kNN_hand_writing/testDigits/4_38.txt
kNN_hand_writing/testDigits/4_39.txt
kNN_hand_writing/testDigits/4_4.txt
kNN_hand_writing/testDigits/4_40.txt
kNN_hand_writing/testDigits/4_41.txt
kNN_hand_writing/testDigits/4_42.txt
kNN_hand_writing/testDigits/4_43.txt
kNN_hand_writing/testDigits/4_44.txt
kNN_hand_writing/testDigits/4_45.txt
kNN_hand_writing/testDigits/4_46.txt
kNN_hand_writing/testDigits/4_47.txt
kNN_hand_writing/testDigits/4_48.txt
kNN_hand_writing/testDigits/4_49.txt
kNN_hand_writing/testDigits/4_5.txt
kNN_hand_writing/testDigits/4_50.txt
kNN_hand_writing/testDigits/4_51.txt
kNN_hand_writing/testDigits/4_52.txt
kNN_hand_writing/testDigits/4_53.txt
kNN_hand_writing/testDigits/4_54.txt
kNN_hand_writing/testDigits/4_55.txt
kNN_hand_writing/testDigits/4_56.txt
kNN_hand_writing/testDigits/4_57.txt
kNN_hand_writing/testDigits/4_58.txt
kNN_hand_writing/testDigits/4_59.txt
kNN_hand_writing/testDigits/4_6.txt
kNN_hand_writing/testDigits/4_60.txt
kNN_hand_writing/testDigits/4_61.txt
kNN_hand_writing/testDigits/4_62.txt
kNN_hand_writing/testDigits/4_63.txt
kNN_hand_writing/testDigits/4_64.txt
kNN_hand_writing/testDigits/4_65.txt
kNN_hand_writing/testDigits/4_66.txt
kNN_hand_writing/testDigits/4_67.txt
kNN_hand_writing/testDigits/4_68.txt
kNN_hand_writing/testDigits/4_69.txt
kNN_hand_writing/testDigits/4_7.txt
kNN_hand_writing/testDigits/4_70.txt
kNN_hand_writing/testDigits/4_71.txt
kNN_hand_writing/testDigits/4_72.txt
kNN_hand_writing/testDigits/4_73.txt
kNN_hand_writing/testDigits/4_74.txt
kNN_hand_writing/testDigits/4_75.txt
kNN_hand_writing/testDigits/4_76.txt
kNN_hand_writing/testDigits/4_77.txt
kNN_hand_writing/testDigits/4_78.txt
kNN_hand_writing/testDigits/4_79.txt
kNN_hand_writing/testDigits/4_8.txt
kNN_hand_writing/testDigits/4_80.txt
kNN_hand_writing/testDigits/4_81.txt
kNN_hand_writing/testDigits/4_82.txt
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kNN_hand_writing/testDigits/4_88.txt
kNN_hand_writing/testDigits/4_89.txt
kNN_hand_writing/testDigits/4_9.txt
kNN_hand_writing/testDigits/4_90.txt
kNN_hand_writing/testDigits/4_91.txt
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kNN_hand_writing/testDigits/4_97.txt
kNN_hand_writing/testDigits/4_98.txt
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kNN_hand_writing/testDigits/5_0.txt
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kNN_hand_writing/testDigits/5_10.txt
kNN_hand_writing/testDigits/5_100.txt
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kNN_hand_writing/testDigits/5_11.txt
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kNN_hand_writing/testDigits/5_14.txt
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kNN_hand_writing/testDigits/5_16.txt
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kNN_hand_writing/testDigits/5_18.txt
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kNN_hand_writing/testDigits/5_28.txt
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kNN_hand_writing/testDigits/5_3.txt
kNN_hand_writing/testDigits/5_30.txt
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kNN_hand_writing/testDigits/5_32.txt
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kNN_hand_writing/testDigits/5_6.txt
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kNN_hand_writing/testDigits/6_7.txt
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kNN_hand_writing/trainingDigits/9_2.txt
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kNN_hand_writing/trainingDigits/9_3.txt
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kNN_hand_writing/trainingDigits/9_4.txt
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kNN_hand_writing/trainingDigits/9_5.txt
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kNN_hand_writing/trainingDigits/9_6.txt
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kNN_hand_writing/trainingDigits/9_7.txt
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kNN_hand_writing/trainingDigits/9_89.txt
kNN_hand_writing/trainingDigits/9_9.txt
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kNN_hand_writing/trainingDigits/9_97.txt
kNN_hand_writing/trainingDigits/9_98.txt
kNN_hand_writing/trainingDigits/9_99.txt

【约会网站配对效果改进】

实验步骤：【约会网站配对效果改进】- 概述

海伦女士一直使用在线约会网站寻找适合自己的约会对象。尽管约会网站会推荐不同的人选，但她并不是喜欢每一个人。经过一番总结，她发现自己交往过的人可以进行如下分类：

• 不喜欢的人 (didntLike)
• 魅力一般的人 (smallDoses)
• 极具魅力的人 (largeDoses)

数据介绍

海伦收集约会数据已经有了一段时间，她把这些数据存放在文本文件datingTestSet.txt中，每个样本数据占据一行，总共有1000行。

海伦收集的样本数据主要包含以下3种特征：

• 每年获得的飞行常客里程数
• 玩视频游戏所消耗时间百分比
• 每周消费的冰淇淋公升数

数据示例

import numpy as np
import matplotlib.pyplot as plt
import os
import operator

实验步骤：【约会网站配对效果改进】- 数据读取与处理

在将上述特征数据输入到分类器前，必须将待处理的数据的格式改变为分类器可以接收的格式。从上面已经知道，要将数据分类两部分，即特征矩阵和对应的分类标签向量。定义名为file2matrix的函数，以此来处理输入格式问题。

def file2matrix(filename):
    #打开文件
    with open(filename,'r') as fr:
        # 读取文件所有内容
        arrayOLines = fr.readlines()
        # 得到文件行数
        numberOfLines = len(arrayOLines)
        # 返回的NumPy矩阵,解析完成的数据:numberOfLines行,3列
        returnMat = np.zeros((numberOfLines, 3))
        # 返回的分类标签向量
        classLabelVector = []
        # 行的索引值
        index = 0
        for line in arrayOLines:
            # s.strip(rm)，当rm空时,默认删除空白符(包括'\n','\r','\t',' ')
            line = line.strip()
            # 使用s.split(str="",num=string,cout(str))将字符串根据'\t'分隔符进行切片。
            listFromLine = line.split('\t')
            # 将数据前三列提取出来,存放到returnMat的NumPy矩阵中,也就是特征矩阵
            returnMat[index, :] = listFromLine[0:3]
            # 根据文本中标记的喜欢的程度进行分类,1代表不喜欢,2代表魅力一般,3代表极具魅力
            if listFromLine[-1] == 'didntLike':
                classLabelVector.append(1)
            elif listFromLine[-1] == 'smallDoses':
                classLabelVector.append(2)
            elif listFromLine[-1] == 'largeDoses':
                classLabelVector.append(3)
            index += 1
    return returnMat, classLabelVector

实验步骤：【约会网站配对效果改进】- 数据归一化

在处理不同取值范围的特征值时，我们通常采用的方法是将数值归一化，如将取值范围处理为０到１或者-１到１之间。本实验使用如下的公式可以将任意取值范围的特征值转化为０到１区间内的值：

\(X_{i}^{*}=\frac{X_{i}-X_{\min }}{X_{\max }-X_{\min }}\)

其中\(X_{\min }\)和\(X_{\max }\)分别是数据集中的最小特征值和最大特征值。编写名为autoNorm的函数，用该函数自动将数据归一化。

def autoNorm(dataSet):
    #获得每列数据的最小值和最大值
    minVals = dataSet.min(0)
    maxVals = dataSet.max(0)
    #最大值和最小值的范围
    ranges = maxVals - minVals
    #shape(dataSet)返回dataSet的矩阵行列数
    #normDataSet = np.zeros(np.shape(dataSet))
    #返回dataSet的行数
    m = dataSet.shape[0]
    #原始值减去最小值
    normDataSet = dataSet - np.tile(minVals, (m, 1))
    #除以最大和最小值的差,得到归一化数据
    normDataSet = normDataSet / np.tile(ranges, (m, 1))
    #返回归一化数据结果,数据范围,最小值
    return normDataSet, ranges, minVals

实验步骤：【约会网站配对效果改进】- kNN核心算法实现

kNN算法流程：
　　a.计算已知类别数据集中的点与当前点之间的距离；
　　b.按照距离递增次序排序；
　　c.选取与当前点距离最小的k个点；
　　d.确定前k个点所在类别的出现频率；
　　e.返回前k个点所出现频率最高的类别作为当前点的预测分类。

def kNNClassify(inX, dataSet, labels, k):
    #numpy函数shape[0]返回dataSet的行数
    dataSetSize = dataSet.shape[0]
    #在列向量方向上重复inX共1次(横向),行向量方向上重复inX共dataSetSize次(纵向)
    diffMat = np.tile(inX, (dataSetSize, 1)) - dataSet
    #二维特征相减后平方
    sqDiffMat = diffMat**2
    #sum()所有元素相加,sum(0)列相加,sum(1)行相加
    sqDistances = sqDiffMat.sum(axis=1)
    #开方,计算出距离
    distances = sqDistances**0.5
    #返回distances中元素从小到大排序后的索引值
    sortedDistIndices = distances.argsort()
    #定一个记录类别次数的字典
    classCount = {}
    for i in range(k):
        #取出前k个元素的类别
        voteIlabel = labels[sortedDistIndices[i]]
        #dict.get(key,default=None),字典的get()方法,返回指定键的值,如果值不在字典中返回默认值。
        #计算类别次数
        classCount[voteIlabel] = classCount.get(voteIlabel,0) + 1
    #python3中用items()替换python2中的iteritems()
    #key=operator.itemgetter(1)根据字典的值进行排序
    #key=operator.itemgetter(0)根据字典的键进行排序
    #reverse降序排序字典
    sortedClassCount = sorted(classCount.items(),key=operator.itemgetter(1),reverse=True)
    #返回次数最多的类别,即所要分类的类别
    return sortedClassCount[0][0]

实验步骤：【约会网站配对效果改进】- 测试算法验证分类器

机器学习算法一个很重要的工作就是评估算法的正确率，通常我们只提供已有数据的90%作为训练样本来训练分类器，而使用其余的10%数据去测试分类器，检测分类器的正确率。需要注意的是，10%的测试数据应该是随机选择的。

本实验，请使用datingTestSet.txt中前10%的数据作为测试集，其余数据作为训练集，并输出每个测试样本的预测类别及测试集的错误率（k取4）。

def datingClassTest():
    #打开的文件名
    filename = "kNN_Dating/datingTestSet.txt"
    #将返回的特征矩阵和分类向量分别存储到datingDataMat和datingLabels中
    datingDataMat, datingLabels = file2matrix(filename)
    #取所有数据的百分之十
    hoRatio = 0.10
    #数据归一化,返回归一化后的矩阵,数据范围,数据最小值
    normMat, ranges, minVals = autoNorm(datingDataMat)
    #获得normMat的行数
    m = normMat.shape[0]
    #百分之十的测试数据的个数
    numTestVecs = int(m * hoRatio)
    #分类错误计数
    errorCount = 0.0
 
    for i in range(numTestVecs):
        #前numTestVecs个数据作为测试集,后m-numTestVecs个数据作为训练集
        classifierResult = kNNClassify(normMat[i,:], normMat[numTestVecs:m,:],datingLabels[numTestVecs:m], 4)
        print("分类结果:%d\t真实类别:%d" % (classifierResult, datingLabels[i]))
        if classifierResult != datingLabels[i]:
            errorCount += 1.0
    print("错误率:%f%%" %(errorCount/float(numTestVecs)*100))

if __name__ == '__main__':
    datingClassTest()

分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:3	真实类别:3
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:3	真实类别:1
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:3	真实类别:3
分类结果:3	真实类别:1
分类结果:3	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:2	真实类别:3
分类结果:1	真实类别:1
分类结果:2	真实类别:2
分类结果:1	真实类别:1
分类结果:3	真实类别:3
分类结果:3	真实类别:3
分类结果:2	真实类别:2
分类结果:2	真实类别:1
分类结果:1	真实类别:1
错误率:4.000000%

【手写体数字识别】

实验步骤：【手写体数字识别】- 概述

本实验要求构造kNN分类器，实现对手写体数字0到9的识别。

数据介绍

数据集目录下有两个子目录：trainingDigits和testDigits

• trainingDigits为训练数据集的文件，文件数量为1935；
• testDigits为测试数据集的文件，文件数量为947。

每个文件的命名格式都为“真实数字_编号.txt”。为了简便处理，实验中，用txt文本文件表示图片。原图片中像素值为黑色（0,0,0）的像素点在txt中对应的用0表示，像素值为白色（255,255,255）的像素点用1表示。所以，只需要处理这些文本文件即可，不用再去解析图片格式。每个txt文件中，数据共有32行和32列，这是由于原图片的大小为32X32。

实验步骤：【手写体数字识别】- 加载手写字训练集数据

由于kNN算法中，每个点都是用向量表示的。手写体数字数据为32X32的二维数据格式，首先需要将其转换为一维数组，即表示成一个向量。函数img2vector用于将表示32X32的二维数组的txt文件转换为一维数组，该函数传入参数文件名，返回转换后的一维数组。函数loadTrainData用于加载全部训练数据。

import numpy as np
import operator
from os import listdir

def img2vector(filename):
    ### Start Code Here ###
    #创建1x1024零向量
    returnVect = np.zeros((1, 1024))
    #打开文件
    fr = open(filename)
    #按行读取
    for i in range(32):
        #读一行数据
        lineStr = fr.readline()
        #每一行的前32个元素依次添加到returnVect中
        for j in range(32):
            returnVect[0, 32*i+j] = int(lineStr[j])
    #返回转换后的1x1024向量
    return returnVect



def loadTrainData():
    ### Start Code Here ###
    #定义测试集的Labels
    hwLabels = [] 
    #返回trainingDigits目录下的文件名
    trainingFileList = listdir('kNN_hand_writing/trainingDigits')
    #返回文件夹下文件的个数
    m = len(trainingFileList)
    #初始化训练的Mat矩阵,训练集
    trainingMat = np.zeros((m, 1024))
    #从文件名中解析出训练集的类别
    for i in range(m):
        #获得文件的名字
        fileNameStr = trainingFileList[i]
        #获得分类的数字
        classNumber = int(fileNameStr.split('_')[0])
        #将获得的类别添加到hwLabels中
        hwLabels.append(classNumber)
        #将每一个文件的1x1024数据存储到trainingMat矩阵中
        trainingMat[i,:] = img2vector('kNN_hand_writing/trainingDigits/%s' % (fileNameStr))
    #返回标签数组和训练数据集
    #构建kNN分类器
    neigh =KNN(n_neighbors = 3, algorithm = 'auto')
    #拟合模型, trainingMat为训练矩阵,hwLabels为对应的标签
    neigh.fit(trainingMat, hwLabels)
    #返回testDigits目录下的文件列表
    testFileList = listdir('kNN_hand_writing/testDigits')

实验步骤：【手写体数字识别】- 使用测试数据集验证分类算法

验证kNN手写体识别算法的准确性。测试使用的数据集位于目录testDigits下。测试的流程为：依次读取testDigits目录下的每个文件，根据文件中的数据，重用分类函数kNNClassify确定其类别，并和其真实分类进行对比，如果一致，表示分类正确，如果不一致，表示分类错误。统计错误的数量，计算错误率，错误率为分类出错的数量除以测试集中测试数据总量。编写handwritingClassTest函数测试基于kNN算法实现的手写字识别系统准确性。（输出每个测试样本的预测类别及测试集的错误率，k取3）

from sklearn.neighbors import KNeighborsClassifier as kNN
def handwritingClassTest():
   #测试集的Labels
    hwLabels = []
    #返回trainingDigits目录下的文件名
    trainingFileList = listdir('kNN_hand_writing//trainingDigits')
    #返回文件夹下文件的个数
    m = len(trainingFileList)
    #初始化训练的Mat矩阵,测试集
    trainingMat = np.zeros((m, 1024))
    #从文件名中解析出训练集的类别
    for i in range(m):
        #获得文件的名字
        fileName_Str = trainingFileList[i]
        #获得分类的数字
        classNumber = int(fileName_Str.split('_')[0])
        #将获得的类别添加到hwLabels中
        hwLabels.append(classNumber)
        #将每一个文件的1x1024数据存储到trainingMat矩阵中
        trainingMat[i,:] = img2vector('kNN_hand_writing//trainingDigits/%s' % (fileName_Str))
    #构建kNN分类器
    neigh = kNN(n_neighbors = 3, algorithm = 'auto')
    #拟合模型, trainingMat为测试矩阵,hwLabels为对应的标签
    neigh.fit(trainingMat, hwLabels)
    #返回testDigits目录下的文件列表
    testFileList = listdir('kNN_hand_writing/testDigits')
    #错误检测计数
    errorCount = 0.0
    #测试数据的数量
    mTest = len(testFileList)
    ### End Code Here ###
 
 
    #从文件中解析出测试集的类别并进行分类测试
    for i in range(mTest):
        #获得文件的名字
        fileNameStr = testFileList[i]
        #获得分类的数字
        classNumber = int(fileNameStr.split('_')[0])
        #获得测试集的1x1024向量,用于训练
        vectorUnderTest = img2vector('kNN_hand_writing/testDigits/%s' % (fileNameStr))
        #获得预测结果
        classifierResult = neigh.predict(vectorUnderTest)
        print(fileNameStr+"分类返回结果为%d\t真实结果为%d" % (classifierResult, classNumber))
        if(classifierResult != classNumber):
            errorCount += 1.0
    print("总共错了%d个数据\n错误率为%f%%" % (errorCount, errorCount/mTest))

if __name__ == '__main__':
    handwritingClassTest()

0_0.txt分类返回结果为0	真实结果为0
0_1.txt分类返回结果为0	真实结果为0
0_10.txt分类返回结果为0	真实结果为0
0_11.txt分类返回结果为0	真实结果为0
0_12.txt分类返回结果为0	真实结果为0
0_13.txt分类返回结果为0	真实结果为0
0_14.txt分类返回结果为0	真实结果为0
0_15.txt分类返回结果为0	真实结果为0
0_16.txt分类返回结果为0	真实结果为0
0_17.txt分类返回结果为0	真实结果为0
0_18.txt分类返回结果为0	真实结果为0
0_19.txt分类返回结果为0	真实结果为0
0_2.txt分类返回结果为0	真实结果为0
0_20.txt分类返回结果为0	真实结果为0
0_21.txt分类返回结果为0	真实结果为0
0_22.txt分类返回结果为0	真实结果为0
0_23.txt分类返回结果为0	真实结果为0
0_24.txt分类返回结果为0	真实结果为0
0_25.txt分类返回结果为0	真实结果为0
0_26.txt分类返回结果为0	真实结果为0
0_27.txt分类返回结果为0	真实结果为0
0_28.txt分类返回结果为0	真实结果为0
0_29.txt分类返回结果为0	真实结果为0
0_3.txt分类返回结果为0	真实结果为0
0_30.txt分类返回结果为0	真实结果为0
0_31.txt分类返回结果为0	真实结果为0
0_32.txt分类返回结果为0	真实结果为0
0_33.txt分类返回结果为0	真实结果为0
0_34.txt分类返回结果为0	真实结果为0
0_35.txt分类返回结果为0	真实结果为0
0_36.txt分类返回结果为0	真实结果为0
0_37.txt分类返回结果为0	真实结果为0
0_38.txt分类返回结果为0	真实结果为0
0_39.txt分类返回结果为0	真实结果为0
0_4.txt分类返回结果为0	真实结果为0
0_40.txt分类返回结果为0	真实结果为0
0_41.txt分类返回结果为0	真实结果为0
0_42.txt分类返回结果为0	真实结果为0
0_43.txt分类返回结果为0	真实结果为0
0_44.txt分类返回结果为0	真实结果为0
0_45.txt分类返回结果为0	真实结果为0
0_46.txt分类返回结果为0	真实结果为0
0_47.txt分类返回结果为0	真实结果为0
0_48.txt分类返回结果为0	真实结果为0
0_49.txt分类返回结果为0	真实结果为0
0_5.txt分类返回结果为0	真实结果为0
0_50.txt分类返回结果为0	真实结果为0
0_51.txt分类返回结果为0	真实结果为0
0_52.txt分类返回结果为0	真实结果为0
0_53.txt分类返回结果为0	真实结果为0
0_54.txt分类返回结果为0	真实结果为0
0_55.txt分类返回结果为0	真实结果为0
0_56.txt分类返回结果为0	真实结果为0
0_57.txt分类返回结果为0	真实结果为0
0_58.txt分类返回结果为0	真实结果为0
0_59.txt分类返回结果为0	真实结果为0
0_6.txt分类返回结果为0	真实结果为0
0_60.txt分类返回结果为0	真实结果为0
0_61.txt分类返回结果为0	真实结果为0
0_62.txt分类返回结果为0	真实结果为0
0_63.txt分类返回结果为0	真实结果为0
0_64.txt分类返回结果为0	真实结果为0
0_65.txt分类返回结果为0	真实结果为0
0_66.txt分类返回结果为0	真实结果为0
0_67.txt分类返回结果为0	真实结果为0
0_68.txt分类返回结果为0	真实结果为0
0_69.txt分类返回结果为0	真实结果为0
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0_70.txt分类返回结果为0	真实结果为0
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0_78.txt分类返回结果为0	真实结果为0
0_79.txt分类返回结果为0	真实结果为0
0_8.txt分类返回结果为0	真实结果为0
0_80.txt分类返回结果为0	真实结果为0
0_81.txt分类返回结果为0	真实结果为0
0_82.txt分类返回结果为0	真实结果为0
0_83.txt分类返回结果为0	真实结果为0
0_84.txt分类返回结果为0	真实结果为0
0_85.txt分类返回结果为0	真实结果为0
0_86.txt分类返回结果为0	真实结果为0
0_9.txt分类返回结果为0	真实结果为0
1_0.txt分类返回结果为1	真实结果为1
1_1.txt分类返回结果为1	真实结果为1
1_10.txt分类返回结果为1	真实结果为1
1_11.txt分类返回结果为1	真实结果为1
1_12.txt分类返回结果为1	真实结果为1
1_13.txt分类返回结果为1	真实结果为1
1_14.txt分类返回结果为1	真实结果为1
1_15.txt分类返回结果为1	真实结果为1
1_16.txt分类返回结果为1	真实结果为1
1_17.txt分类返回结果为1	真实结果为1
1_18.txt分类返回结果为1	真实结果为1
1_19.txt分类返回结果为1	真实结果为1
1_2.txt分类返回结果为1	真实结果为1
1_20.txt分类返回结果为1	真实结果为1
1_21.txt分类返回结果为1	真实结果为1
1_22.txt分类返回结果为1	真实结果为1
1_23.txt分类返回结果为1	真实结果为1
1_24.txt分类返回结果为1	真实结果为1
1_25.txt分类返回结果为1	真实结果为1
1_26.txt分类返回结果为1	真实结果为1
1_27.txt分类返回结果为1	真实结果为1
1_28.txt分类返回结果为1	真实结果为1
1_29.txt分类返回结果为1	真实结果为1
1_3.txt分类返回结果为1	真实结果为1
1_30.txt分类返回结果为1	真实结果为1
1_31.txt分类返回结果为1	真实结果为1
1_32.txt分类返回结果为1	真实结果为1
1_33.txt分类返回结果为1	真实结果为1
1_34.txt分类返回结果为1	真实结果为1
1_35.txt分类返回结果为1	真实结果为1
1_36.txt分类返回结果为1	真实结果为1
1_37.txt分类返回结果为1	真实结果为1
1_38.txt分类返回结果为1	真实结果为1
1_39.txt分类返回结果为1	真实结果为1
1_4.txt分类返回结果为1	真实结果为1
1_40.txt分类返回结果为1	真实结果为1
1_41.txt分类返回结果为1	真实结果为1
1_42.txt分类返回结果为1	真实结果为1
1_43.txt分类返回结果为1	真实结果为1
1_44.txt分类返回结果为1	真实结果为1
1_45.txt分类返回结果为1	真实结果为1
1_46.txt分类返回结果为1	真实结果为1
1_47.txt分类返回结果为1	真实结果为1
1_48.txt分类返回结果为1	真实结果为1
1_49.txt分类返回结果为1	真实结果为1
1_5.txt分类返回结果为1	真实结果为1
1_50.txt分类返回结果为1	真实结果为1
1_51.txt分类返回结果为1	真实结果为1
1_52.txt分类返回结果为1	真实结果为1
1_53.txt分类返回结果为1	真实结果为1
1_54.txt分类返回结果为1	真实结果为1
1_55.txt分类返回结果为1	真实结果为1
1_56.txt分类返回结果为1	真实结果为1
1_57.txt分类返回结果为1	真实结果为1
1_58.txt分类返回结果为1	真实结果为1
1_59.txt分类返回结果为1	真实结果为1
1_6.txt分类返回结果为1	真实结果为1
1_60.txt分类返回结果为1	真实结果为1
1_61.txt分类返回结果为1	真实结果为1
1_62.txt分类返回结果为1	真实结果为1
1_63.txt分类返回结果为1	真实结果为1
1_64.txt分类返回结果为1	真实结果为1
1_65.txt分类返回结果为1	真实结果为1
1_66.txt分类返回结果为1	真实结果为1
1_67.txt分类返回结果为1	真实结果为1
1_68.txt分类返回结果为1	真实结果为1
1_69.txt分类返回结果为1	真实结果为1
1_7.txt分类返回结果为1	真实结果为1
1_70.txt分类返回结果为1	真实结果为1
1_71.txt分类返回结果为1	真实结果为1
1_72.txt分类返回结果为1	真实结果为1
1_73.txt分类返回结果为1	真实结果为1
1_74.txt分类返回结果为1	真实结果为1
1_75.txt分类返回结果为1	真实结果为1
1_76.txt分类返回结果为1	真实结果为1
1_77.txt分类返回结果为1	真实结果为1
1_78.txt分类返回结果为1	真实结果为1
1_79.txt分类返回结果为1	真实结果为1
1_8.txt分类返回结果为1	真实结果为1
1_80.txt分类返回结果为1	真实结果为1
1_81.txt分类返回结果为1	真实结果为1
1_82.txt分类返回结果为1	真实结果为1
1_83.txt分类返回结果为1	真实结果为1
1_84.txt分类返回结果为1	真实结果为1
1_85.txt分类返回结果为1	真实结果为1
1_86.txt分类返回结果为7	真实结果为1
1_87.txt分类返回结果为1	真实结果为1
1_88.txt分类返回结果为1	真实结果为1
1_89.txt分类返回结果为1	真实结果为1
1_9.txt分类返回结果为1	真实结果为1
1_90.txt分类返回结果为1	真实结果为1
1_91.txt分类返回结果为1	真实结果为1
1_92.txt分类返回结果为1	真实结果为1
1_93.txt分类返回结果为1	真实结果为1
1_94.txt分类返回结果为1	真实结果为1
1_95.txt分类返回结果为1	真实结果为1
1_96.txt分类返回结果为1	真实结果为1
2_0.txt分类返回结果为2	真实结果为2
2_1.txt分类返回结果为2	真实结果为2
2_10.txt分类返回结果为2	真实结果为2
2_11.txt分类返回结果为2	真实结果为2
2_12.txt分类返回结果为2	真实结果为2
2_13.txt分类返回结果为2	真实结果为2
2_14.txt分类返回结果为2	真实结果为2
2_15.txt分类返回结果为2	真实结果为2
2_16.txt分类返回结果为2	真实结果为2
2_17.txt分类返回结果为2	真实结果为2
2_18.txt分类返回结果为2	真实结果为2
2_19.txt分类返回结果为2	真实结果为2
2_2.txt分类返回结果为2	真实结果为2
2_20.txt分类返回结果为2	真实结果为2
2_21.txt分类返回结果为2	真实结果为2
2_22.txt分类返回结果为2	真实结果为2
2_23.txt分类返回结果为2	真实结果为2
2_24.txt分类返回结果为2	真实结果为2
2_25.txt分类返回结果为2	真实结果为2
2_26.txt分类返回结果为2	真实结果为2
2_27.txt分类返回结果为2	真实结果为2
2_28.txt分类返回结果为2	真实结果为2
2_29.txt分类返回结果为2	真实结果为2
2_3.txt分类返回结果为2	真实结果为2
2_30.txt分类返回结果为2	真实结果为2
2_31.txt分类返回结果为2	真实结果为2
2_32.txt分类返回结果为2	真实结果为2
2_33.txt分类返回结果为2	真实结果为2
2_34.txt分类返回结果为2	真实结果为2
2_35.txt分类返回结果为2	真实结果为2
2_36.txt分类返回结果为2	真实结果为2
2_37.txt分类返回结果为2	真实结果为2
2_38.txt分类返回结果为2	真实结果为2
2_39.txt分类返回结果为2	真实结果为2
2_4.txt分类返回结果为2	真实结果为2
2_40.txt分类返回结果为2	真实结果为2
2_41.txt分类返回结果为2	真实结果为2
2_42.txt分类返回结果为2	真实结果为2
2_43.txt分类返回结果为2	真实结果为2
2_44.txt分类返回结果为2	真实结果为2
2_45.txt分类返回结果为2	真实结果为2
2_46.txt分类返回结果为2	真实结果为2
2_47.txt分类返回结果为2	真实结果为2
2_48.txt分类返回结果为2	真实结果为2
2_49.txt分类返回结果为2	真实结果为2
2_5.txt分类返回结果为2	真实结果为2
2_50.txt分类返回结果为2	真实结果为2
2_51.txt分类返回结果为2	真实结果为2
2_52.txt分类返回结果为2	真实结果为2
2_53.txt分类返回结果为2	真实结果为2
2_54.txt分类返回结果为2	真实结果为2
2_55.txt分类返回结果为2	真实结果为2
2_56.txt分类返回结果为2	真实结果为2
2_57.txt分类返回结果为2	真实结果为2
2_58.txt分类返回结果为2	真实结果为2
2_59.txt分类返回结果为2	真实结果为2
2_6.txt分类返回结果为2	真实结果为2
2_60.txt分类返回结果为2	真实结果为2
2_61.txt分类返回结果为2	真实结果为2
2_62.txt分类返回结果为2	真实结果为2
2_63.txt分类返回结果为2	真实结果为2
2_64.txt分类返回结果为2	真实结果为2
2_65.txt分类返回结果为2	真实结果为2
2_66.txt分类返回结果为2	真实结果为2
2_67.txt分类返回结果为2	真实结果为2
2_68.txt分类返回结果为2	真实结果为2
2_69.txt分类返回结果为2	真实结果为2
2_7.txt分类返回结果为2	真实结果为2
2_70.txt分类返回结果为2	真实结果为2
2_71.txt分类返回结果为2	真实结果为2
2_72.txt分类返回结果为2	真实结果为2
2_73.txt分类返回结果为2	真实结果为2
2_74.txt分类返回结果为2	真实结果为2
2_75.txt分类返回结果为2	真实结果为2
2_76.txt分类返回结果为2	真实结果为2
2_77.txt分类返回结果为2	真实结果为2
2_78.txt分类返回结果为2	真实结果为2
2_79.txt分类返回结果为2	真实结果为2
2_8.txt分类返回结果为2	真实结果为2
2_80.txt分类返回结果为2	真实结果为2
2_81.txt分类返回结果为2	真实结果为2
2_82.txt分类返回结果为2	真实结果为2
2_83.txt分类返回结果为2	真实结果为2
2_84.txt分类返回结果为2	真实结果为2
2_85.txt分类返回结果为2	真实结果为2
2_86.txt分类返回结果为2	真实结果为2
2_87.txt分类返回结果为2	真实结果为2
2_88.txt分类返回结果为2	真实结果为2
2_89.txt分类返回结果为2	真实结果为2
2_9.txt分类返回结果为2	真实结果为2
2_90.txt分类返回结果为2	真实结果为2
2_91.txt分类返回结果为2	真实结果为2
3_0.txt分类返回结果为3	真实结果为3
3_1.txt分类返回结果为3	真实结果为3
3_10.txt分类返回结果为3	真实结果为3
3_11.txt分类返回结果为9	真实结果为3
3_12.txt分类返回结果为3	真实结果为3
3_13.txt分类返回结果为3	真实结果为3
3_14.txt分类返回结果为3	真实结果为3
3_15.txt分类返回结果为3	真实结果为3
3_16.txt分类返回结果为3	真实结果为3
3_17.txt分类返回结果为3	真实结果为3
3_18.txt分类返回结果为3	真实结果为3
3_19.txt分类返回结果为3	真实结果为3
3_2.txt分类返回结果为3	真实结果为3
3_20.txt分类返回结果为3	真实结果为3
3_21.txt分类返回结果为3	真实结果为3
3_22.txt分类返回结果为3	真实结果为3
3_23.txt分类返回结果为3	真实结果为3
3_24.txt分类返回结果为3	真实结果为3
3_25.txt分类返回结果为3	真实结果为3
3_26.txt分类返回结果为3	真实结果为3
3_27.txt分类返回结果为3	真实结果为3
3_28.txt分类返回结果为3	真实结果为3
3_29.txt分类返回结果为3	真实结果为3
3_3.txt分类返回结果为3	真实结果为3
3_30.txt分类返回结果为3	真实结果为3
3_31.txt分类返回结果为3	真实结果为3
3_32.txt分类返回结果为3	真实结果为3
3_33.txt分类返回结果为3	真实结果为3
3_34.txt分类返回结果为3	真实结果为3
3_35.txt分类返回结果为3	真实结果为3
3_36.txt分类返回结果为3	真实结果为3
3_37.txt分类返回结果为3	真实结果为3
3_38.txt分类返回结果为3	真实结果为3
3_39.txt分类返回结果为3	真实结果为3
3_4.txt分类返回结果为3	真实结果为3
3_40.txt分类返回结果为3	真实结果为3
3_41.txt分类返回结果为3	真实结果为3
3_42.txt分类返回结果为3	真实结果为3
3_43.txt分类返回结果为3	真实结果为3
3_44.txt分类返回结果为3	真实结果为3
3_45.txt分类返回结果为3	真实结果为3
3_46.txt分类返回结果为3	真实结果为3
3_47.txt分类返回结果为3	真实结果为3
3_48.txt分类返回结果为3	真实结果为3
3_49.txt分类返回结果为3	真实结果为3
3_5.txt分类返回结果为3	真实结果为3
3_50.txt分类返回结果为3	真实结果为3
3_51.txt分类返回结果为3	真实结果为3
3_52.txt分类返回结果为3	真实结果为3
3_53.txt分类返回结果为3	真实结果为3
3_54.txt分类返回结果为3	真实结果为3
3_55.txt分类返回结果为3	真实结果为3
3_56.txt分类返回结果为3	真实结果为3
3_57.txt分类返回结果为3	真实结果为3
3_58.txt分类返回结果为3	真实结果为3
3_59.txt分类返回结果为3	真实结果为3
3_6.txt分类返回结果为3	真实结果为3
3_60.txt分类返回结果为3	真实结果为3
3_61.txt分类返回结果为3	真实结果为3
3_62.txt分类返回结果为3	真实结果为3
3_63.txt分类返回结果为3	真实结果为3
3_64.txt分类返回结果为3	真实结果为3
3_65.txt分类返回结果为3	真实结果为3
3_66.txt分类返回结果为3	真实结果为3
3_67.txt分类返回结果为3	真实结果为3
3_68.txt分类返回结果为3	真实结果为3
3_69.txt分类返回结果为3	真实结果为3
3_7.txt分类返回结果为3	真实结果为3
3_70.txt分类返回结果为3	真实结果为3
3_71.txt分类返回结果为3	真实结果为3
3_72.txt分类返回结果为3	真实结果为3
3_73.txt分类返回结果为3	真实结果为3
3_74.txt分类返回结果为3	真实结果为3
3_75.txt分类返回结果为3	真实结果为3
3_76.txt分类返回结果为3	真实结果为3
3_77.txt分类返回结果为3	真实结果为3
3_78.txt分类返回结果为3	真实结果为3
3_79.txt分类返回结果为3	真实结果为3
3_8.txt分类返回结果为3	真实结果为3
3_80.txt分类返回结果为3	真实结果为3
3_81.txt分类返回结果为3	真实结果为3
3_82.txt分类返回结果为3	真实结果为3
3_83.txt分类返回结果为3	真实结果为3
3_84.txt分类返回结果为3	真实结果为3
3_9.txt分类返回结果为3	真实结果为3
4_0.txt分类返回结果为4	真实结果为4
4_1.txt分类返回结果为4	真实结果为4
4_10.txt分类返回结果为4	真实结果为4
4_100.txt分类返回结果为4	真实结果为4
4_101.txt分类返回结果为4	真实结果为4
4_102.txt分类返回结果为4	真实结果为4
4_103.txt分类返回结果为4	真实结果为4
4_104.txt分类返回结果为4	真实结果为4
4_105.txt分类返回结果为4	真实结果为4
4_106.txt分类返回结果为4	真实结果为4
4_107.txt分类返回结果为4	真实结果为4
4_108.txt分类返回结果为4	真实结果为4
4_109.txt分类返回结果为4	真实结果为4
4_11.txt分类返回结果为4	真实结果为4
4_110.txt分类返回结果为4	真实结果为4
4_111.txt分类返回结果为4	真实结果为4
4_112.txt分类返回结果为4	真实结果为4
4_113.txt分类返回结果为4	真实结果为4
4_12.txt分类返回结果为4	真实结果为4
4_13.txt分类返回结果为4	真实结果为4
4_14.txt分类返回结果为4	真实结果为4
4_15.txt分类返回结果为4	真实结果为4
4_16.txt分类返回结果为4	真实结果为4
4_17.txt分类返回结果为4	真实结果为4
4_18.txt分类返回结果为4	真实结果为4
4_19.txt分类返回结果为4	真实结果为4
4_2.txt分类返回结果为4	真实结果为4
4_20.txt分类返回结果为4	真实结果为4
4_21.txt分类返回结果为4	真实结果为4
4_22.txt分类返回结果为4	真实结果为4
4_23.txt分类返回结果为4	真实结果为4
4_24.txt分类返回结果为4	真实结果为4
4_25.txt分类返回结果为4	真实结果为4
4_26.txt分类返回结果为4	真实结果为4
4_27.txt分类返回结果为4	真实结果为4
4_28.txt分类返回结果为4	真实结果为4
4_29.txt分类返回结果为4	真实结果为4
4_3.txt分类返回结果为4	真实结果为4
4_30.txt分类返回结果为4	真实结果为4
4_31.txt分类返回结果为4	真实结果为4
4_32.txt分类返回结果为4	真实结果为4
4_33.txt分类返回结果为4	真实结果为4
4_34.txt分类返回结果为4	真实结果为4
4_35.txt分类返回结果为4	真实结果为4
4_36.txt分类返回结果为4	真实结果为4
4_37.txt分类返回结果为4	真实结果为4
4_38.txt分类返回结果为4	真实结果为4
4_39.txt分类返回结果为4	真实结果为4
4_4.txt分类返回结果为4	真实结果为4
4_40.txt分类返回结果为4	真实结果为4
4_41.txt分类返回结果为4	真实结果为4
4_42.txt分类返回结果为4	真实结果为4
4_43.txt分类返回结果为4	真实结果为4
4_44.txt分类返回结果为4	真实结果为4
4_45.txt分类返回结果为4	真实结果为4
4_46.txt分类返回结果为4	真实结果为4
4_47.txt分类返回结果为4	真实结果为4
4_48.txt分类返回结果为4	真实结果为4
4_49.txt分类返回结果为4	真实结果为4
4_5.txt分类返回结果为4	真实结果为4
4_50.txt分类返回结果为4	真实结果为4
4_51.txt分类返回结果为4	真实结果为4
4_52.txt分类返回结果为4	真实结果为4
4_53.txt分类返回结果为4	真实结果为4
4_54.txt分类返回结果为4	真实结果为4
4_55.txt分类返回结果为4	真实结果为4
4_56.txt分类返回结果为4	真实结果为4
4_57.txt分类返回结果为4	真实结果为4
4_58.txt分类返回结果为4	真实结果为4
4_59.txt分类返回结果为4	真实结果为4
4_6.txt分类返回结果为4	真实结果为4
4_60.txt分类返回结果为4	真实结果为4
4_61.txt分类返回结果为4	真实结果为4
4_62.txt分类返回结果为4	真实结果为4
4_63.txt分类返回结果为4	真实结果为4
4_64.txt分类返回结果为4	真实结果为4
4_65.txt分类返回结果为4	真实结果为4
4_66.txt分类返回结果为4	真实结果为4
4_67.txt分类返回结果为4	真实结果为4
4_68.txt分类返回结果为4	真实结果为4
4_69.txt分类返回结果为4	真实结果为4
4_7.txt分类返回结果为4	真实结果为4
4_70.txt分类返回结果为4	真实结果为4
4_71.txt分类返回结果为4	真实结果为4
4_72.txt分类返回结果为4	真实结果为4
4_73.txt分类返回结果为4	真实结果为4
4_74.txt分类返回结果为4	真实结果为4
4_75.txt分类返回结果为4	真实结果为4
4_76.txt分类返回结果为4	真实结果为4
4_77.txt分类返回结果为4	真实结果为4
4_78.txt分类返回结果为4	真实结果为4
4_79.txt分类返回结果为4	真实结果为4
4_8.txt分类返回结果为4	真实结果为4
4_80.txt分类返回结果为4	真实结果为4
4_81.txt分类返回结果为4	真实结果为4
4_82.txt分类返回结果为4	真实结果为4
4_83.txt分类返回结果为4	真实结果为4
4_84.txt分类返回结果为4	真实结果为4
4_85.txt分类返回结果为4	真实结果为4
4_86.txt分类返回结果为4	真实结果为4
4_87.txt分类返回结果为4	真实结果为4
4_88.txt分类返回结果为4	真实结果为4
4_89.txt分类返回结果为4	真实结果为4
4_9.txt分类返回结果为4	真实结果为4
4_90.txt分类返回结果为4	真实结果为4
4_91.txt分类返回结果为4	真实结果为4
4_92.txt分类返回结果为4	真实结果为4
4_93.txt分类返回结果为4	真实结果为4
4_94.txt分类返回结果为4	真实结果为4
4_95.txt分类返回结果为4	真实结果为4
4_96.txt分类返回结果为4	真实结果为4
4_97.txt分类返回结果为4	真实结果为4
4_98.txt分类返回结果为4	真实结果为4
4_99.txt分类返回结果为4	真实结果为4
5_0.txt分类返回结果为5	真实结果为5
5_1.txt分类返回结果为5	真实结果为5
5_10.txt分类返回结果为5	真实结果为5
5_100.txt分类返回结果为5	真实结果为5
5_101.txt分类返回结果为5	真实结果为5
5_102.txt分类返回结果为5	真实结果为5
5_103.txt分类返回结果为5	真实结果为5
5_104.txt分类返回结果为5	真实结果为5
5_105.txt分类返回结果为5	真实结果为5
5_106.txt分类返回结果为5	真实结果为5
5_107.txt分类返回结果为5	真实结果为5
5_11.txt分类返回结果为5	真实结果为5
5_12.txt分类返回结果为5	真实结果为5
5_13.txt分类返回结果为5	真实结果为5
5_14.txt分类返回结果为5	真实结果为5
5_15.txt分类返回结果为5	真实结果为5
5_16.txt分类返回结果为5	真实结果为5
5_17.txt分类返回结果为5	真实结果为5
5_18.txt分类返回结果为5	真实结果为5
5_19.txt分类返回结果为5	真实结果为5
5_2.txt分类返回结果为5	真实结果为5
5_20.txt分类返回结果为5	真实结果为5
5_21.txt分类返回结果为5	真实结果为5
5_22.txt分类返回结果为5	真实结果为5
5_23.txt分类返回结果为5	真实结果为5
5_24.txt分类返回结果为5	真实结果为5
5_25.txt分类返回结果为5	真实结果为5
5_26.txt分类返回结果为5	真实结果为5
5_27.txt分类返回结果为5	真实结果为5
5_28.txt分类返回结果为5	真实结果为5
5_29.txt分类返回结果为5	真实结果为5
5_3.txt分类返回结果为5	真实结果为5
5_30.txt分类返回结果为5	真实结果为5
5_31.txt分类返回结果为5	真实结果为5
5_32.txt分类返回结果为5	真实结果为5
5_33.txt分类返回结果为5	真实结果为5
5_34.txt分类返回结果为5	真实结果为5
5_35.txt分类返回结果为5	真实结果为5
5_36.txt分类返回结果为5	真实结果为5
5_37.txt分类返回结果为5	真实结果为5
5_38.txt分类返回结果为5	真实结果为5
5_39.txt分类返回结果为5	真实结果为5
5_4.txt分类返回结果为5	真实结果为5
5_40.txt分类返回结果为5	真实结果为5
5_41.txt分类返回结果为5	真实结果为5
5_42.txt分类返回结果为3	真实结果为5
5_43.txt分类返回结果为6	真实结果为5
5_44.txt分类返回结果为5	真实结果为5
5_45.txt分类返回结果为5	真实结果为5
5_46.txt分类返回结果为5	真实结果为5
5_47.txt分类返回结果为5	真实结果为5
5_48.txt分类返回结果为5	真实结果为5
5_49.txt分类返回结果为5	真实结果为5
5_5.txt分类返回结果为5	真实结果为5
5_50.txt分类返回结果为5	真实结果为5
5_51.txt分类返回结果为5	真实结果为5
5_52.txt分类返回结果为5	真实结果为5
5_53.txt分类返回结果为5	真实结果为5
5_54.txt分类返回结果为5	真实结果为5
5_55.txt分类返回结果为5	真实结果为5
5_56.txt分类返回结果为5	真实结果为5
5_57.txt分类返回结果为5	真实结果为5
5_58.txt分类返回结果为5	真实结果为5
5_59.txt分类返回结果为5	真实结果为5
5_6.txt分类返回结果为5	真实结果为5
5_60.txt分类返回结果为5	真实结果为5
5_61.txt分类返回结果为5	真实结果为5
5_62.txt分类返回结果为5	真实结果为5
5_63.txt分类返回结果为5	真实结果为5
5_64.txt分类返回结果为5	真实结果为5
5_65.txt分类返回结果为5	真实结果为5
5_66.txt分类返回结果为5	真实结果为5
5_67.txt分类返回结果为5	真实结果为5
5_68.txt分类返回结果为5	真实结果为5
5_69.txt分类返回结果为5	真实结果为5
5_7.txt分类返回结果为5	真实结果为5
5_70.txt分类返回结果为5	真实结果为5
5_71.txt分类返回结果为5	真实结果为5
5_72.txt分类返回结果为5	真实结果为5
5_73.txt分类返回结果为5	真实结果为5
5_74.txt分类返回结果为5	真实结果为5
5_75.txt分类返回结果为5	真实结果为5
5_76.txt分类返回结果为5	真实结果为5
5_77.txt分类返回结果为5	真实结果为5
5_78.txt分类返回结果为5	真实结果为5
5_79.txt分类返回结果为5	真实结果为5
5_8.txt分类返回结果为5	真实结果为5
5_80.txt分类返回结果为5	真实结果为5
5_81.txt分类返回结果为5	真实结果为5
5_82.txt分类返回结果为5	真实结果为5
5_83.txt分类返回结果为5	真实结果为5
5_84.txt分类返回结果为5	真实结果为5
5_85.txt分类返回结果为5	真实结果为5
5_86.txt分类返回结果为5	真实结果为5
5_87.txt分类返回结果为5	真实结果为5
5_88.txt分类返回结果为5	真实结果为5
5_89.txt分类返回结果为5	真实结果为5
5_9.txt分类返回结果为5	真实结果为5
5_90.txt分类返回结果为5	真实结果为5
5_91.txt分类返回结果为5	真实结果为5
5_92.txt分类返回结果为5	真实结果为5
5_93.txt分类返回结果为5	真实结果为5
5_94.txt分类返回结果为5	真实结果为5
5_95.txt分类返回结果为5	真实结果为5
5_96.txt分类返回结果为5	真实结果为5
5_97.txt分类返回结果为5	真实结果为5
5_98.txt分类返回结果为5	真实结果为5
5_99.txt分类返回结果为5	真实结果为5
6_0.txt分类返回结果为6	真实结果为6
6_1.txt分类返回结果为6	真实结果为6
6_10.txt分类返回结果为6	真实结果为6
6_11.txt分类返回结果为6	真实结果为6
6_12.txt分类返回结果为6	真实结果为6
6_13.txt分类返回结果为6	真实结果为6
6_14.txt分类返回结果为6	真实结果为6
6_15.txt分类返回结果为6	真实结果为6
6_16.txt分类返回结果为6	真实结果为6
6_17.txt分类返回结果为6	真实结果为6
6_18.txt分类返回结果为6	真实结果为6
6_19.txt分类返回结果为6	真实结果为6
6_2.txt分类返回结果为6	真实结果为6
6_20.txt分类返回结果为6	真实结果为6
6_21.txt分类返回结果为6	真实结果为6
6_22.txt分类返回结果为6	真实结果为6
6_23.txt分类返回结果为6	真实结果为6
6_24.txt分类返回结果为6	真实结果为6
6_25.txt分类返回结果为6	真实结果为6
6_26.txt分类返回结果为6	真实结果为6
6_27.txt分类返回结果为6	真实结果为6
6_28.txt分类返回结果为6	真实结果为6
6_29.txt分类返回结果为6	真实结果为6
6_3.txt分类返回结果为6	真实结果为6
6_30.txt分类返回结果为6	真实结果为6
6_31.txt分类返回结果为6	真实结果为6
6_32.txt分类返回结果为6	真实结果为6
6_33.txt分类返回结果为6	真实结果为6
6_34.txt分类返回结果为6	真实结果为6
6_35.txt分类返回结果为6	真实结果为6
6_36.txt分类返回结果为6	真实结果为6
6_37.txt分类返回结果为6	真实结果为6
6_38.txt分类返回结果为6	真实结果为6
6_39.txt分类返回结果为6	真实结果为6
6_4.txt分类返回结果为6	真实结果为6
6_40.txt分类返回结果为6	真实结果为6
6_41.txt分类返回结果为6	真实结果为6
6_42.txt分类返回结果为6	真实结果为6
6_43.txt分类返回结果为6	真实结果为6
6_44.txt分类返回结果为6	真实结果为6
6_45.txt分类返回结果为6	真实结果为6
6_46.txt分类返回结果为6	真实结果为6
6_47.txt分类返回结果为6	真实结果为6
6_48.txt分类返回结果为6	真实结果为6
6_49.txt分类返回结果为6	真实结果为6
6_5.txt分类返回结果为6	真实结果为6
6_50.txt分类返回结果为6	真实结果为6
6_51.txt分类返回结果为6	真实结果为6
6_52.txt分类返回结果为6	真实结果为6
6_53.txt分类返回结果为6	真实结果为6
6_54.txt分类返回结果为6	真实结果为6
6_55.txt分类返回结果为6	真实结果为6
6_56.txt分类返回结果为6	真实结果为6
6_57.txt分类返回结果为6	真实结果为6
6_58.txt分类返回结果为6	真实结果为6
6_59.txt分类返回结果为6	真实结果为6
6_6.txt分类返回结果为6	真实结果为6
6_60.txt分类返回结果为6	真实结果为6
6_61.txt分类返回结果为6	真实结果为6
6_62.txt分类返回结果为6	真实结果为6
6_63.txt分类返回结果为6	真实结果为6
6_64.txt分类返回结果为6	真实结果为6
6_65.txt分类返回结果为6	真实结果为6
6_66.txt分类返回结果为6	真实结果为6
6_67.txt分类返回结果为6	真实结果为6
6_68.txt分类返回结果为6	真实结果为6
6_69.txt分类返回结果为6	真实结果为6
6_7.txt分类返回结果为6	真实结果为6
6_70.txt分类返回结果为6	真实结果为6
6_71.txt分类返回结果为6	真实结果为6
6_72.txt分类返回结果为6	真实结果为6
6_73.txt分类返回结果为6	真实结果为6
6_74.txt分类返回结果为6	真实结果为6
6_75.txt分类返回结果为6	真实结果为6
6_76.txt分类返回结果为6	真实结果为6
6_77.txt分类返回结果为6	真实结果为6
6_78.txt分类返回结果为6	真实结果为6
6_79.txt分类返回结果为6	真实结果为6
6_8.txt分类返回结果为6	真实结果为6
6_80.txt分类返回结果为6	真实结果为6
6_81.txt分类返回结果为6	真实结果为6
6_82.txt分类返回结果为6	真实结果为6
6_83.txt分类返回结果为6	真实结果为6
6_84.txt分类返回结果为6	真实结果为6
6_85.txt分类返回结果为6	真实结果为6
6_86.txt分类返回结果为6	真实结果为6
6_9.txt分类返回结果为6	真实结果为6
7_0.txt分类返回结果为7	真实结果为7
7_1.txt分类返回结果为7	真实结果为7
7_10.txt分类返回结果为7	真实结果为7
7_11.txt分类返回结果为7	真实结果为7
7_12.txt分类返回结果为7	真实结果为7
7_13.txt分类返回结果为7	真实结果为7
7_14.txt分类返回结果为7	真实结果为7
7_15.txt分类返回结果为7	真实结果为7
7_16.txt分类返回结果为7	真实结果为7
7_17.txt分类返回结果为7	真实结果为7
7_18.txt分类返回结果为7	真实结果为7
7_19.txt分类返回结果为7	真实结果为7
7_2.txt分类返回结果为7	真实结果为7
7_20.txt分类返回结果为7	真实结果为7
7_21.txt分类返回结果为7	真实结果为7
7_22.txt分类返回结果为7	真实结果为7
7_23.txt分类返回结果为7	真实结果为7
7_24.txt分类返回结果为7	真实结果为7
7_25.txt分类返回结果为7	真实结果为7
7_26.txt分类返回结果为7	真实结果为7
7_27.txt分类返回结果为7	真实结果为7
7_28.txt分类返回结果为7	真实结果为7
7_29.txt分类返回结果为7	真实结果为7
7_3.txt分类返回结果为7	真实结果为7
7_30.txt分类返回结果为7	真实结果为7
7_31.txt分类返回结果为7	真实结果为7
7_32.txt分类返回结果为7	真实结果为7
7_33.txt分类返回结果为7	真实结果为7
7_34.txt分类返回结果为7	真实结果为7
7_35.txt分类返回结果为7	真实结果为7
7_36.txt分类返回结果为7	真实结果为7
7_37.txt分类返回结果为7	真实结果为7
7_38.txt分类返回结果为7	真实结果为7
7_39.txt分类返回结果为7	真实结果为7
7_4.txt分类返回结果为7	真实结果为7
7_40.txt分类返回结果为7	真实结果为7
7_41.txt分类返回结果为7	真实结果为7
7_42.txt分类返回结果为7	真实结果为7
7_43.txt分类返回结果为7	真实结果为7
7_44.txt分类返回结果为7	真实结果为7
7_45.txt分类返回结果为7	真实结果为7
7_46.txt分类返回结果为7	真实结果为7
7_47.txt分类返回结果为7	真实结果为7
7_48.txt分类返回结果为7	真实结果为7
7_49.txt分类返回结果为7	真实结果为7
7_5.txt分类返回结果为7	真实结果为7
7_50.txt分类返回结果为7	真实结果为7
7_51.txt分类返回结果为7	真实结果为7
7_52.txt分类返回结果为7	真实结果为7
7_53.txt分类返回结果为7	真实结果为7
7_54.txt分类返回结果为7	真实结果为7
7_55.txt分类返回结果为7	真实结果为7
7_56.txt分类返回结果为7	真实结果为7
7_57.txt分类返回结果为7	真实结果为7
7_58.txt分类返回结果为7	真实结果为7
7_59.txt分类返回结果为7	真实结果为7
7_6.txt分类返回结果为7	真实结果为7
7_60.txt分类返回结果为7	真实结果为7
7_61.txt分类返回结果为7	真实结果为7
7_62.txt分类返回结果为7	真实结果为7
7_63.txt分类返回结果为7	真实结果为7
7_64.txt分类返回结果为7	真实结果为7
7_65.txt分类返回结果为7	真实结果为7
7_66.txt分类返回结果为7	真实结果为7
7_67.txt分类返回结果为7	真实结果为7
7_68.txt分类返回结果为7	真实结果为7
7_69.txt分类返回结果为7	真实结果为7
7_7.txt分类返回结果为7	真实结果为7
7_70.txt分类返回结果为7	真实结果为7
7_71.txt分类返回结果为7	真实结果为7
7_72.txt分类返回结果为7	真实结果为7
7_73.txt分类返回结果为7	真实结果为7
7_74.txt分类返回结果为7	真实结果为7
7_75.txt分类返回结果为7	真实结果为7
7_76.txt分类返回结果为7	真实结果为7
7_77.txt分类返回结果为7	真实结果为7
7_78.txt分类返回结果为7	真实结果为7
7_79.txt分类返回结果为7	真实结果为7
7_8.txt分类返回结果为7	真实结果为7
7_80.txt分类返回结果为7	真实结果为7
7_81.txt分类返回结果为7	真实结果为7
7_82.txt分类返回结果为7	真实结果为7
7_83.txt分类返回结果为7	真实结果为7
7_84.txt分类返回结果为7	真实结果为7
7_85.txt分类返回结果为7	真实结果为7
7_86.txt分类返回结果为7	真实结果为7
7_87.txt分类返回结果为7	真实结果为7
7_88.txt分类返回结果为7	真实结果为7
7_89.txt分类返回结果为7	真实结果为7
7_9.txt分类返回结果为7	真实结果为7
7_90.txt分类返回结果为7	真实结果为7
7_91.txt分类返回结果为7	真实结果为7
7_92.txt分类返回结果为7	真实结果为7
7_93.txt分类返回结果为7	真实结果为7
7_94.txt分类返回结果为7	真实结果为7
7_95.txt分类返回结果为7	真实结果为7
8_0.txt分类返回结果为8	真实结果为8
8_1.txt分类返回结果为8	真实结果为8
8_10.txt分类返回结果为8	真实结果为8
8_11.txt分类返回结果为6	真实结果为8
8_12.txt分类返回结果为8	真实结果为8
8_13.txt分类返回结果为8	真实结果为8
8_14.txt分类返回结果为8	真实结果为8
8_15.txt分类返回结果为8	真实结果为8
8_16.txt分类返回结果为8	真实结果为8
8_17.txt分类返回结果为8	真实结果为8
8_18.txt分类返回结果为8	真实结果为8
8_19.txt分类返回结果为8	真实结果为8
8_2.txt分类返回结果为8	真实结果为8
8_20.txt分类返回结果为8	真实结果为8
8_21.txt分类返回结果为8	真实结果为8
8_22.txt分类返回结果为8	真实结果为8
8_23.txt分类返回结果为3	真实结果为8
8_24.txt分类返回结果为8	真实结果为8
8_25.txt分类返回结果为8	真实结果为8
8_26.txt分类返回结果为8	真实结果为8
8_27.txt分类返回结果为8	真实结果为8
8_28.txt分类返回结果为8	真实结果为8
8_29.txt分类返回结果为8	真实结果为8
8_3.txt分类返回结果为8	真实结果为8
8_30.txt分类返回结果为8	真实结果为8
8_31.txt分类返回结果为8	真实结果为8
8_32.txt分类返回结果为8	真实结果为8
8_33.txt分类返回结果为8	真实结果为8
8_34.txt分类返回结果为8	真实结果为8
8_35.txt分类返回结果为8	真实结果为8
8_36.txt分类返回结果为1	真实结果为8
8_37.txt分类返回结果为8	真实结果为8
8_38.txt分类返回结果为8	真实结果为8
8_39.txt分类返回结果为8	真实结果为8
8_4.txt分类返回结果为8	真实结果为8
8_40.txt分类返回结果为8	真实结果为8
8_41.txt分类返回结果为8	真实结果为8
8_42.txt分类返回结果为8	真实结果为8
8_43.txt分类返回结果为8	真实结果为8
8_44.txt分类返回结果为8	真实结果为8
8_45.txt分类返回结果为1	真实结果为8
8_46.txt分类返回结果为8	真实结果为8
8_47.txt分类返回结果为8	真实结果为8
8_48.txt分类返回结果为8	真实结果为8
8_49.txt分类返回结果为8	真实结果为8
8_5.txt分类返回结果为8	真实结果为8
8_50.txt分类返回结果为8	真实结果为8
8_51.txt分类返回结果为8	真实结果为8
8_52.txt分类返回结果为8	真实结果为8
8_53.txt分类返回结果为8	真实结果为8
8_54.txt分类返回结果为8	真实结果为8
8_55.txt分类返回结果为8	真实结果为8
8_56.txt分类返回结果为8	真实结果为8
8_57.txt分类返回结果为8	真实结果为8
8_58.txt分类返回结果为8	真实结果为8
8_59.txt分类返回结果为8	真实结果为8
8_6.txt分类返回结果为8	真实结果为8
8_60.txt分类返回结果为8	真实结果为8
8_61.txt分类返回结果为8	真实结果为8
8_62.txt分类返回结果为8	真实结果为8
8_63.txt分类返回结果为8	真实结果为8
8_64.txt分类返回结果为8	真实结果为8
8_65.txt分类返回结果为8	真实结果为8
8_66.txt分类返回结果为8	真实结果为8
8_67.txt分类返回结果为8	真实结果为8
8_68.txt分类返回结果为1	真实结果为8
8_69.txt分类返回结果为8	真实结果为8
8_7.txt分类返回结果为8	真实结果为8
8_70.txt分类返回结果为8	真实结果为8
8_71.txt分类返回结果为8	真实结果为8
8_72.txt分类返回结果为8	真实结果为8
8_73.txt分类返回结果为8	真实结果为8
8_74.txt分类返回结果为8	真实结果为8
8_75.txt分类返回结果为8	真实结果为8
8_76.txt分类返回结果为8	真实结果为8
8_77.txt分类返回结果为8	真实结果为8
8_78.txt分类返回结果为8	真实结果为8
8_79.txt分类返回结果为8	真实结果为8
8_8.txt分类返回结果为8	真实结果为8
8_80.txt分类返回结果为8	真实结果为8
8_81.txt分类返回结果为8	真实结果为8
8_82.txt分类返回结果为8	真实结果为8
8_83.txt分类返回结果为8	真实结果为8
8_84.txt分类返回结果为8	真实结果为8
8_85.txt分类返回结果为8	真实结果为8
8_86.txt分类返回结果为8	真实结果为8
8_87.txt分类返回结果为8	真实结果为8
8_88.txt分类返回结果为8	真实结果为8
8_89.txt分类返回结果为8	真实结果为8
8_9.txt分类返回结果为8	真实结果为8
8_90.txt分类返回结果为8	真实结果为8
9_0.txt分类返回结果为9	真实结果为9
9_1.txt分类返回结果为9	真实结果为9
9_10.txt分类返回结果为9	真实结果为9
9_11.txt分类返回结果为9	真实结果为9
9_12.txt分类返回结果为9	真实结果为9
9_13.txt分类返回结果为9	真实结果为9
9_14.txt分类返回结果为1	真实结果为9
9_15.txt分类返回结果为9	真实结果为9
9_16.txt分类返回结果为9	真实结果为9
9_17.txt分类返回结果为9	真实结果为9
9_18.txt分类返回结果为9	真实结果为9
9_19.txt分类返回结果为9	真实结果为9
9_2.txt分类返回结果为9	真实结果为9
9_20.txt分类返回结果为9	真实结果为9
9_21.txt分类返回结果为9	真实结果为9
9_22.txt分类返回结果为9	真实结果为9
9_23.txt分类返回结果为9	真实结果为9
9_24.txt分类返回结果为9	真实结果为9
9_25.txt分类返回结果为9	真实结果为9
9_26.txt分类返回结果为9	真实结果为9
9_27.txt分类返回结果为9	真实结果为9
9_28.txt分类返回结果为9	真实结果为9
9_29.txt分类返回结果为9	真实结果为9
9_3.txt分类返回结果为9	真实结果为9
9_30.txt分类返回结果为9	真实结果为9
9_31.txt分类返回结果为9	真实结果为9
9_32.txt分类返回结果为9	真实结果为9
9_33.txt分类返回结果为9	真实结果为9
9_34.txt分类返回结果为9	真实结果为9
9_35.txt分类返回结果为9	真实结果为9
9_36.txt分类返回结果为9	真实结果为9
9_37.txt分类返回结果为9	真实结果为9
9_38.txt分类返回结果为9	真实结果为9
9_39.txt分类返回结果为9	真实结果为9
9_4.txt分类返回结果为9	真实结果为9
9_40.txt分类返回结果为9	真实结果为9
9_41.txt分类返回结果为9	真实结果为9
9_42.txt分类返回结果为9	真实结果为9
9_43.txt分类返回结果为9	真实结果为9
9_44.txt分类返回结果为9	真实结果为9
9_45.txt分类返回结果为9	真实结果为9
9_46.txt分类返回结果为9	真实结果为9
9_47.txt分类返回结果为9	真实结果为9
9_48.txt分类返回结果为9	真实结果为9
9_49.txt分类返回结果为9	真实结果为9
9_5.txt分类返回结果为9	真实结果为9
9_50.txt分类返回结果为9	真实结果为9
9_51.txt分类返回结果为9	真实结果为9
9_52.txt分类返回结果为9	真实结果为9
9_53.txt分类返回结果为9	真实结果为9
9_54.txt分类返回结果为9	真实结果为9
9_55.txt分类返回结果为9	真实结果为9
9_56.txt分类返回结果为9	真实结果为9
9_57.txt分类返回结果为9	真实结果为9
9_58.txt分类返回结果为9	真实结果为9
9_59.txt分类返回结果为9	真实结果为9
9_6.txt分类返回结果为9	真实结果为9
9_60.txt分类返回结果为7	真实结果为9
9_61.txt分类返回结果为9	真实结果为9
9_62.txt分类返回结果为9	真实结果为9
9_63.txt分类返回结果为9	真实结果为9
9_64.txt分类返回结果为9	真实结果为9
9_65.txt分类返回结果为9	真实结果为9
9_66.txt分类返回结果为9	真实结果为9
9_67.txt分类返回结果为9	真实结果为9
9_68.txt分类返回结果为5	真实结果为9
9_69.txt分类返回结果为9	真实结果为9
9_7.txt分类返回结果为9	真实结果为9
9_70.txt分类返回结果为9	真实结果为9
9_71.txt分类返回结果为9	真实结果为9
9_72.txt分类返回结果为9	真实结果为9
9_73.txt分类返回结果为9	真实结果为9
9_74.txt分类返回结果为9	真实结果为9
9_75.txt分类返回结果为9	真实结果为9
9_76.txt分类返回结果为9	真实结果为9
9_77.txt分类返回结果为9	真实结果为9
9_78.txt分类返回结果为9	真实结果为9
9_79.txt分类返回结果为9	真实结果为9
9_8.txt分类返回结果为9	真实结果为9
9_80.txt分类返回结果为9	真实结果为9
9_81.txt分类返回结果为9	真实结果为9
9_82.txt分类返回结果为9	真实结果为9
9_83.txt分类返回结果为9	真实结果为9
9_84.txt分类返回结果为9	真实结果为9
9_85.txt分类返回结果为9	真实结果为9
9_86.txt分类返回结果为9	真实结果为9
9_87.txt分类返回结果为9	真实结果为9
9_88.txt分类返回结果为9	真实结果为9
9_9.txt分类返回结果为9	真实结果为9
总共错了12个数据
错误率为0.012685%