├── 01_回归算法 ├── 01_最小二乘法.py ├── 02_家庭用电预测.py ├── 03_家庭用电预测.py ├── 04_家庭用电预测.py ├── 05_家庭用电预测.py ├── 06_过拟合.py ├── 07_回归各种算法的过拟合比较.py ├── 08_基于梯度下降法的线性回归.py ├── 09_波士顿房屋租赁价格预测.py ├── 10_葡萄酒质量预测.py └── README.md ├── 02_Logistic回归 ├── 01_乳腺癌分类.py ├── 02_乳腺癌分类.py ├── 03_信贷审批.py ├── 04_葡萄酒质量预测.py ├── 05_鸢尾花数据分类.py ├── 06_梯度下降求解逻辑回归.py ├── README.md └── result │ ├── lr.model │ └── ss.model ├── 03_KNN ├── 01_k近邻算法.py ├── 02_约会网站的配对效果.py ├── 03_手写数字识别系统.py ├── 04_鸢尾花数据分类.py ├── 05_信贷审批.py └── README.md ├── 04_决策树 ├── 01_决策树的实现.py ├── 02_鸢尾花数据分类.py ├── 03_鸢尾花数据分类_参数优化.py ├── 04_鸢尾花数据分类_决策树深度不同.py ├── 05_鸢尾花数据分类_特征比较.py ├── 06_波士顿房屋租赁价格预测.py ├── 07_波士顿房屋租赁价格预测_参数优化.py ├── 08_波士顿房屋租赁价格预测_决策树深度不同.py ├── 09_决策树欠拟合与过拟合.py ├── 10_回归决策树模型可视化.py ├── 11_分类决策树模型可视化.py ├── README.md ├── iris.dot ├── iris.pdf ├── iris.png ├── iris1.pdf ├── iris1.png ├── iris2.png └── tree.png ├── 05_集成学习 ├── 01_宫颈癌预测.py ├── 02_宫颈癌预测_不同个数及深度决策树深度.py ├── 03_随机森林可视化.py ├── 04_Bagging思想应用于回归模型.py ├── 05_AdaBoost分类算法.py ├── 06_Adaboost参数algorithm取值比较.py ├── 07_GBDT.py ├── 08_使用XGBoost算法实现波士顿房价预测.py ├── README.md ├── foress_tree_0.pdf ├── foress_tree_1.pdf ├── foress_tree_2.pdf ├── foress_tree_3.pdf ├── foress_tree_4.pdf └── xgb.model ├── 06_聚类 ├── 01_K-means算法实现.py ├── 02_K-means聚类应用1.py ├── 03_K-means聚类应用2.py ├── 04_二分K-means算法实现.py ├── 05_K-means与Mini Batch K-means算法比较.py ├── 06_K-means与Mini Batch K-means算法效果评估.py ├── 07_层次聚类(AGNES)算法采用不同距离计算策略.py ├── 08_层次聚类(BIRCH)算法参数比较.py ├── 09_密度聚类(DBSCAN)算法案例.py ├── 10_谱聚类(SC)算法案例.py ├── 11_不同聚类算法比较.py ├── 12_基于K-means算法进行图片压缩.py └── README.md ├── 07_SVM ├── 00_plot.py ├── 00_plotRBF.py ├── 01_拉格朗日乘子法.py ├── 02_简化版SMO算法实现.py ├── 03_不同SVM核函数效果比较.py ├── 03_完整版SMO算法实现_不加核函数.py ├── 04_完整版SMO算法实现_加核函数.py ├── 05_鸢尾花数据SVM分类.py ├── 06_鸢尾花数据不同分类器效果比较.py ├── 07_不同SVM惩罚参数C值不同效果比较.py ├── 08_手写数字识别.py ├── 09_自定义SVM内部核函数.py ├── 10_使用SVM预测波士顿房价.py ├── 11_分类算法的比较.py └── 12_异常值检测.py ├── 08_EM算法 ├── 01_三硬币模型EM算法求解.py ├── 02_GMM算法实现.py ├── 03_GMM算法分类及概率选择.py ├── 04_GMM不同参数选择比较.py └── 05_EM无监督算法分类鸢尾花数据.py ├── 09_机器学习项目全流程 ├── 01_数据采集与爬虫.ipynb ├── 02_数据清洗与预处理.ipynb ├── 02_数据清洗与预处理.rar ├── 03_数据分析与可视化.ipynb ├── 03_数据分析与可视化.rar ├── 04_特征工程.ipynb ├── 04_特征工程.rar ├── 05_机器学习建模.ipynb └── 05_机器学习建模.rar └── datas ├── HeightWeight.csv ├── LogiReg_data.txt ├── SVMtestSet.txt ├── SVMtestSetRBF.txt ├── SVMtestSetRBF2.txt ├── boston_housing.data ├── breast-cancer-wisconsin.data ├── crx.data ├── datingTestSet.txt ├── household_power_consumption_1000.txt ├── household_power_consumption_200.txt ├── iris.data ├── result_1.png ├── result_2.png ├── result_3.png ├── risk_factors_cervical_cancer.csv ├── 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 ├── testSet.txt ├── testSet2.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 ├── winequality-red.csv ├── winequality-white.csv └── xiaoren.png /01_回归算法/README.md: -------------------------------------------------------------------------------- 1 | 2 | ## 本目录主要是回归算法的一些案例实现 3 | 4 | ### 1、最小二乘法：功率与电流的线性关系 5 | 6 | - 01_最小二乘法.py 7 | - 点击查看：[CSDN博客介绍最小二乘法](https://blog.csdn.net/Daycym/article/details/84305395) 8 | 9 | ### 2、家庭用电预测：时间与功率的线性关系 10 | 11 | - 02_家庭用电预测.py 12 | 13 | ### 3、家庭用电预测：功率与电流的线性关系 14 | 15 | - 03_家庭用电预测.py 16 | 17 | ### 4、家庭用电预测：时间与电压的线性关系 18 | 19 | - 04_家庭用电预测.py 20 | 21 | ### 5、家庭用电预测：时间与电压的多项式关系 22 | 23 | - 05_家庭用电预测.py 24 | 25 | ### 6、过拟合样例 26 | 27 | - 06_过拟合.py 28 | 29 | ### 7、回归各种算法的过拟合比较 30 | 31 | - 07_回归各种算法的过拟合比较.py 32 | - 线性回归、Lasso回归、Ridge回归、ElasticNet比较 33 | 34 | ### 8、基于梯度下降法的线性回归 35 | 36 | - 08_基于梯度下降法的线性回归.py 37 | - 自己写梯度下降算法 38 | - 用梯度下降法构建自己的线性模型，并与python自带的模型作比较 39 | 40 | 41 | ## 回归算法案例 42 | 43 | ### 1、波士顿房屋租赁价格预测 44 | 45 | - 09_波士顿房屋租赁价格预测.py 46 | - 使用PolynomialFeatures进行模型特征的构造； 47 | - 再使用GridSearchCV来选择出最佳的模型参数； 48 | - RidgeCV和LassoCV模型 49 | 50 | 51 | ### 2、葡萄酒质量预测 52 | 53 | - 10_葡萄酒质量预测.py 54 | 55 | -------------------------------------------------------------------------------- /02_Logistic回归/README.md: -------------------------------------------------------------------------------- 1 | ## 二分类——Logistic回归 2 | 3 | ### 1、乳腺癌分类模型训练 4 | 5 | - 01_乳腺癌分类.py 6 | - 训练模型，并保存模型 7 | 8 | ### 2、乳腺癌分类加载模型预测 9 | 10 | - 02_乳腺癌分类.py 11 | - 加载模型，并进行预测 12 | 13 | ### 3、信贷审批 14 | 15 | - 03_信贷审.py 16 | - 0表示未通过，1表示通过 17 | 18 | ## 多分类——Softmax 19 | 20 | ### 1、葡萄酒质量预测 21 | 22 | - 04_葡萄酒质量预测.py 23 | - 回归算法目录下：[10_葡萄酒质量预测.py](https://github.com/Daycym/Machine-Learning/tree/master/01_%E5%9B%9E%E5%BD%92%E7%AE%97%E6%B3%95) 24 | - 分别使用了线性回归模型、LASSO模型、Ridge模型、Elasitc Net模型对数据进行了训练预测 25 | - 结果并不是很好，因为葡萄酒质量不是连续的值，只有3、4、5、6、7、8、9七种 26 | - 本例使用Softmax实现多分类，来预测，效果稍有提升 27 | 28 | 29 | ### 2、鸢尾花数据分类 30 | 31 | - 05_鸢尾花数据分类.py 32 | - 数据有三类，LogisticRegressionCV中参数multi_class='multinomial'， 33 | - 画出ROC/AUC 34 | - 画出预测图 -------------------------------------------------------------------------------- /02_Logistic回归/result/lr.model: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/02_Logistic回归/result/lr.model -------------------------------------------------------------------------------- /02_Logistic回归/result/ss.model: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/02_Logistic回归/result/ss.model -------------------------------------------------------------------------------- /03_KNN/README.md: -------------------------------------------------------------------------------- 1 | ### KNN算法 2 | 3 | #### 1、手写KNN算法 4 | 5 | - 01_k近邻算法.py 6 | - 基于欧氏距离 7 | 8 | #### 2、约会网站案例 9 | 10 | - 02_约会网站的配对效果.py 11 | 12 | **样本包括3种特征：** 13 | - 每年获得的飞行常客里程数 14 | - 玩视频游戏所耗时间百分比 15 | - 每周消费的冰淇淋公升数 16 | 17 | **样本包括3种标签：** 18 | 19 | - 不喜欢的人 20 | - 魅力一般的人 21 | - 极具魅力的人 22 | 23 | **数据格式：** 24 | 25 | | 每年获得的飞行常客里程数 | 玩视频游戏所耗时间百分比 | 每周消费的冰淇淋公升数| 标签| 26 | |--|--|--|--| 27 | |40920 |8.326976 |0.953952 |3| 28 | |14488 |7.153469 |1.673904 |2| 29 | |26052 |1.441871 |0.805124 |1| 30 | 31 | 32 | #### 3、手写数字识别案例 33 | 34 | - 03_手写数字识别系统.py 35 | - 数据集包括训练集和测试集 36 | - 数据是32*32的二进制文本文件 37 | - 需要将文本数据转换为Numpy数组 38 | 39 | #### 4、鸢尾花数据分类 40 | 41 | - 04_鸢尾花数据分类.py 42 | - 此案例之前使用Logistic回归进行了分类，可参见 `02_Logistic回归/05_鸢尾花数据分类.py` 43 | - 比较两种算法的效果 44 | 45 | 46 | #### 5、信贷审批 47 | 48 | - 05_信贷审批.py 49 | - 此案例之前使用Logistic回归进行了分类，可参见 `02_Logistic回归/03_信贷审批.py` 50 | - 比较两个算法的效果 51 | 52 | -------------------------------------------------------------------------------- /04_决策树/iris.dot: -------------------------------------------------------------------------------- 1 | digraph Tree { 2 | node [shape=box] ; 3 | 0 [label="X[0] <= -0.366\nentropy = 1.581\nsamples = 120\nvalue = [39, 37, 44]"] ; 4 | 1 [label="entropy = 0.0\nsamples = 39\nvalue = [39, 0, 0]"] ; 5 | 0 -> 1 [labeldistance=2.5, labelangle=45, headlabel="True"] ; 6 | 2 [label="X[0] <= 0.285\nentropy = 0.995\nsamples = 81\nvalue = [0, 37, 44]"] ; 7 | 0 -> 2 [labeldistance=2.5, labelangle=-45, headlabel="False"] ; 8 | 3 [label="X[0] <= 0.211\nentropy = 0.477\nsamples = 39\nvalue = [0, 35, 4]"] ; 9 | 2 -> 3 ; 10 | 4 [label="X[1] <= 0.272\nentropy = 0.206\nsamples = 31\nvalue = [0, 30, 1]"] ; 11 | 3 -> 4 ; 12 | 5 [label="entropy = 0.0\nsamples = 30\nvalue = [0, 30, 0]"] ; 13 | 4 -> 5 ; 14 | 6 [label="entropy = 0.0\nsamples = 1\nvalue = [0, 0, 1]"] ; 15 | 4 -> 6 ; 16 | 7 [label="entropy = 0.954\nsamples = 8\nvalue = [0, 5, 3]"] ; 17 | 3 -> 7 ; 18 | 8 [label="X[0] <= 0.356\nentropy = 0.276\nsamples = 42\nvalue = [0, 2, 40]"] ; 19 | 2 -> 8 ; 20 | 9 [label="entropy = 0.811\nsamples = 8\nvalue = [0, 2, 6]"] ; 21 | 8 -> 9 ; 22 | 10 [label="entropy = 0.0\nsamples = 34\nvalue = [0, 0, 34]"] ; 23 | 8 -> 10 ; 24 | } -------------------------------------------------------------------------------- /04_决策树/iris.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/04_决策树/iris.pdf -------------------------------------------------------------------------------- /04_决策树/iris.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/04_决策树/iris.png -------------------------------------------------------------------------------- /04_决策树/iris1.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/04_决策树/iris1.pdf -------------------------------------------------------------------------------- /04_决策树/iris1.png: 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sklearn.datasets import make_blobs # 产生模拟数据的方法 6 | from sklearn.cluster import KMeans # K-means模型 7 | 8 | 9 | # 1、产生模拟数据 10 | N = 1000 11 | centers = 4 12 | """ 13 | n_samples：样本数 14 | n_features：特征数，维度 15 | centers：簇个数 16 | random_state：随机数种子 17 | """ 18 | X, Y = make_blobs(n_samples=N, n_features=2, centers=centers, random_state=0) 19 | 20 | 21 | # 2、模型构建及训练 22 | km = KMeans(n_clusters=centers, init="random", random_state=0) 23 | km.fit(X) 24 | 25 | 26 | # 3、模型预测 27 | y_hat = km.predict(X[:10]) 28 | print(y_hat) 29 | 30 | 31 | # 4、打印一些信息 32 | print("所有样本距离所属簇中心点的总距离和为:%.5f" % km.inertia_) 33 | print("所有样本距离所属簇中心点的平均距离为:%.5f" % (km.inertia_ / N)) 34 | 35 | print("所有的中心点聚类中心坐标:") 36 | cluter_centers = km.cluster_centers_ 37 | print(cluter_centers) 38 | 39 | print("score其实就是所有样本点离所属簇中心点距离和的相反数:") 40 | print(km.score(X)) -------------------------------------------------------------------------------- /07_SVM/00_plotRBF.py: -------------------------------------------------------------------------------- 1 | from numpy import * 2 | import matplotlib.pyplot as plt 3 | 4 | 5 | fw = open('../datas/SVMtestSetRBF2.txt', 'w') 6 | 7 | fig = plt.figure() 8 | ax = fig.add_subplot(111) 9 | xcord0 = [] 10 | ycord0 = [] 11 | xcord1 = [] 12 | ycord1 = [] 13 | for i in range(100): 14 | [x, y] = random.uniform(0, 1, 2) 15 | xpt = x * cos(2.0 * pi * y) 16 | ypt = x * sin(2.0 * pi * y) 17 | if (x > 0.5): 18 | xcord0.append(xpt) 19 | ycord0.append(ypt) 20 | label = -1.0 21 | else: 22 | xcord1.append(xpt) 23 | ycord1.append(ypt) 24 | label = 1.0 25 | fw.write('%f\t%f\t%f\n' % (xpt, ypt, label)) 26 | ax.scatter(xcord0, ycord0, marker='s', s=90) 27 | ax.scatter(xcord1, ycord1, marker='o', s=50, c='red') 28 | plt.title('Non-linearly Separable Data for Kernel Method') 29 | plt.show() 30 | fw.close() 31 | -------------------------------------------------------------------------------- /07_SVM/01_拉格朗日乘子法.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import matplotlib as mpl 3 | import matplotlib.pyplot as plt 4 | import math 5 | from mpl_toolkits.mplot3d import Axes3D 6 | 7 | 8 | # 解决中文显示问题 9 | mpl.rcParams['font.sans-serif'] = [u'SimHei'] 10 | mpl.rcParams['axes.unicode_minus'] = False 11 | 12 | # 拉格朗日乘子法理解 13 | def f(x, y): 14 | return x**2 / 2.0 + y**2 / 3.0 - 1 15 | 16 | # 构建数据 17 | X1 = np.arange(-8, 8, 0.2) 18 | X2 = np.arange(-8, 8, 0.2) 19 | X1, X2 = np.meshgrid(X1, X2) 20 | Y = np.array(list(map(lambda t: f(t[0], t[1]), zip(X1.flatten(), X2.flatten())))) 21 | Y.shape = X1.shape 22 | 23 | # 限制条件 24 | X3 = np.arange(-4, 4, 0.2) 25 | X3.shape = 1,-1 26 | X4 = np.array(list(map(lambda t: t ** 2 - t +1, X3))) 27 | 28 | # 画图 29 | fig = plt.figure(facecolor='w') 30 | ax = Axes3D(fig) 31 | ax.plot_surface(X1, X2, Y, rstride=1, cstride=1, cmap=plt.cm.jet) 32 | ax.plot(X3, X4 , 'ro--', linewidth=2) 33 | 34 | 35 | ax.set_title(u'函数$y=0.6 * (\\theta_1 + \\theta_2)^2 - \\theta_1 * \\theta_2$') 36 | ax.set_xlabel('x') 37 | ax.set_zlabel('z') 38 | ax.set_ylabel('y') 39 | plt.show() -------------------------------------------------------------------------------- /09_机器学习项目全流程/02_数据清洗与预处理.rar: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/09_机器学习项目全流程/02_数据清洗与预处理.rar -------------------------------------------------------------------------------- /09_机器学习项目全流程/03_数据分析与可视化.rar: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Day-yong/Machine_Learning/441a9a5537fe463c5313ee8acfcfee8d4e711d70/09_机器学习项目全流程/03_数据分析与可视化.rar -------------------------------------------------------------------------------- /09_机器学习项目全流程/04_特征工程.rar: 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/datas/testDigits/0_1.txt: -------------------------------------------------------------------------------- 1 | 00000000000000011000000000000000 2 | 00000000000111111110000000000000 3 | 00000000001111111111100000000000 4 | 00000000001111111111110000000000 5 | 00000000011111111111111000000000 6 | 00000000011111100011111000000000 7 | 00000000111110000001111000000000 8 | 00000000111110000001111100000000 9 | 00000000111110000000111110000000 10 | 00000001111110000000111110000000 11 | 00000001111110000000011111000000 12 | 00000001111110000000001111000000 13 | 00000001111110000000001111100000 14 | 00000001111100000000001111000000 15 | 00000001111000000000001111000000 16 | 00000001111000000000001111000000 17 | 00000001111000000000000111000000 18 | 00000000111100000000000111000000 19 | 00000000111100000000000111000000 20 | 00000000111100000000000111000000 21 | 00000001111000000000011110000000 22 | 00000001111000000000011110000000 23 | 00000000111000000000011110000000 24 | 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00000000000011111110000000000000 3 | 00000000000111111111000000000000 4 | 00000000000111111111110000000000 5 | 00000000000111111111111000000000 6 | 00000000001111110011111000000000 7 | 00000000011111110000111100000000 8 | 00000000011111110000011100000000 9 | 00000000111110000000011110000000 10 | 00000000111100000000001110000000 11 | 00000000111000000000001110000000 12 | 00000001111000000000001110000000 13 | 00000001111000000000001110000000 14 | 00000001110000000000001111000000 15 | 00000001110000000000000111000000 16 | 00000001110000000000000111000000 17 | 00000011110000000000000111000000 18 | 00000011110000000000000111000000 19 | 00000011110000000000000111000000 20 | 00000011110000000000000111000000 21 | 00000001110000000000000111000000 22 | 00000001110000000000000111000000 23 | 00000001110000000000000111000000 24 | 00000001111000000000000111000000 25 | 00000000111100000000001111000000 26 | 00000000111110000000001111000000 27 | 00000000111111100000111111000000 28 | 00000000011111111111111110000000 29 | 00000000000111111111111110000000 30 | 00000000000111111111111100000000 31 | 00000000000000111111111110000000 32 | 00000000000000001111111000000000 33 | -------------------------------------------------------------------------------- /datas/testDigits/0_12.txt: -------------------------------------------------------------------------------- 1 | 00000000000000000111000000000000 2 | 00000000000000111111000000000000 3 | 00000000000011111111100000000000 4 | 00000000000011111111110000000000 5 | 00000000000011111111111000000000 6 | 00000000110111111111111000000000 7 | 00000001111111111111111000000000 8 | 00000001111111100000111000000000 9 | 00000001111111000000011110000000 10 | 00000001111110000000011110000000 11 | 00000001111110000000001110000000 12 | 00000011111100000000001110000000 13 | 00000011111100000000001110000000 14 | 00000011111000000000001110000000 15 | 00000001111100000000000111000000 16 | 00000011111000000000000111000000 17 | 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00000000111111111111110000000000 7 | 00000000011111111111111000000000 8 | 00000000111111110111111000000000 9 | 00000001111110000000111100000000 10 | 00000001111110000000011100000000 11 | 00000011111110000000011100000000 12 | 00000011111100000000011100000000 13 | 00000011111100000000011100000000 14 | 00000001111100000000001111000000 15 | 00000001111000000000000111000000 16 | 00000011110000000000000111000000 17 | 00000011110000000000000111000000 18 | 00000011110000000000000111000000 19 | 00000011110000000000000111000000 20 | 00000011110000000000000111000000 21 | 00000000111000000000000011100000 22 | 00000000111000000000000011100000 23 | 00000000111100000000000111100000 24 | 00000000111100000000000111100000 25 | 00000000111110000000011111100000 26 | 00000000011111000000111111000000 27 | 00000000011111111111111110000000 28 | 00000000001111111111111111000000 29 | 00000000000111111111111111000000 30 | 00000000000111111111111110000000 31 | 00000000000011111111111000000000 32 | 00000000000000111111110000000000 33 | -------------------------------------------------------------------------------- /datas/testDigits/0_14.txt: -------------------------------------------------------------------------------- 1 | 00000000000000111100000000000000 2 | 00000000000001111110000000000000 3 | 00000000000111111111000000000000 4 | 00000000000011111111110000000000 5 | 00000000000111111111111000000000 6 | 00000000000111111111111000000000 7 | 00000000000111111111111000000000 8 | 00000000001111100001111100000000 9 | 00000000001111000000111100000000 10 | 00000000011110000000111100000000 11 | 00000000111110000000011100000000 12 | 00000001111110000000011110000000 13 | 00000000111111000000001111000000 14 | 00000001111111000000001111000000 15 | 00000001111111000000001111000000 16 | 00000001111110000000001111000000 17 | 00000001111000000000001111000000 18 | 00000001110000000000001111000000 19 | 00000001110000000000001111000000 20 | 00000001110000000000001111000000 21 | 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-------------------------------------------------------------------------------- 1 | 00000000000100000000000000000000 2 | 00000000001100011111000000000000 3 | 00000000011110011111110000000000 4 | 00000000111111111111100000000000 5 | 00000000111111111111110000000000 6 | 00000000111111111111110000000000 7 | 00000000111111111111111000000000 8 | 00000000111111111111111100000000 9 | 00000000111111100000111110000000 10 | 00000000111111000000011110000000 11 | 00000000111100000000011111000000 12 | 00000000111000000000001111100000 13 | 00000011110000000000011111000000 14 | 00000011110000000000011111000000 15 | 00000011110000000000011111000000 16 | 00000011110000000000001111000000 17 | 00000011110000000000001111000000 18 | 00000011110000000000001111000000 19 | 00000011110000000000001111000000 20 | 00000011110000000000001111000000 21 | 00000011110000000000011111000000 22 | 00000111110000000000111110000000 23 | 00000011110000000001111110000000 24 | 00000011111000000001111110000000 25 | 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00000000000001111100000000000000 4 | 00000000000001111111000000000000 5 | 00000000000000111111000000000000 6 | 00000000110000001111000000000000 7 | 00000000111000000011110000000000 8 | 00000001111000000011110000000000 9 | 00000011111000000011110000000000 10 | 00000001111110000000111000000000 11 | 00000011111100000000111100000000 12 | 00000011111000000000111000000000 13 | 00000011111000000000011100000000 14 | 00000011110000000000011100000000 15 | 00000011110000000000011110000000 16 | 00000001111000000000011111000000 17 | 00000001111000000000011111000000 18 | 00000001111000000000011111000000 19 | 00000001111000000000001111000000 20 | 00000000111000000000011111000000 21 | 00000001111000000000111111000000 22 | 00000000111100000000011111100000 23 | 00000000111100000000111111000000 24 | 00000000111110000001111110000000 25 | 00000000001111000001111111000000 26 | 00000000001111111111111110000000 27 | 00000000001111111111111100000000 28 | 00000000000011111111111110000000 29 | 00000000000011111111111000000000 30 | 00000000000001111111110000000000 31 | 00000000000000111111110000000000 32 | 00000000000000000011000000000000 33 | -------------------------------------------------------------------------------- /datas/testDigits/0_19.txt: -------------------------------------------------------------------------------- 1 | 00000000000001110000000000000000 2 | 00000000000011111000000000000000 3 | 00000000001111111111000000000000 4 | 00000000000111111111100000000000 5 | 00000000001111111111110000000000 6 | 00000000001111111111111100000000 7 | 00000000011111111111111100000000 8 | 00000000111110011111111110000000 9 | 00000001111110001110111111000000 10 | 00000001111100000000011111000000 11 | 00000001111000000000001111000000 12 | 00000001111000000000001111000000 13 | 00000011111000000000001111000000 14 | 00000011110000000000001111000000 15 | 00000011110000000000001111000000 16 | 00000011110000000000001111000000 17 | 00000011110000000000011111000000 18 | 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