From 09a89e7fc2e7a6ec9713a2984a22ca7274304269 Mon Sep 17 00:00:00 2001 From: hathackerwang Date: Wed, 18 Jul 2018 12:43:20 +0800 Subject: [PATCH] SVM --- ch05-SVM/Kernel.py | 52 ++++++++++++ ch05-SVM/Opt_smo.py | 59 +++++++++++++ ch05-SVM/SMO_platt.py | 62 ++++++++++++++ ch05-SVM/__init__.py | 1 + ch05-SVM/__main__.py | 20 +++++ ch05-SVM/digits/testDigits/0_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/0_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_89.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_90.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_91.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_92.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_93.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_94.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_95.txt | 32 ++++++++ ch05-SVM/digits/testDigits/1_96.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_89.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_90.txt | 32 ++++++++ ch05-SVM/digits/testDigits/2_91.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/3_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_100.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_101.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_102.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_103.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_104.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_105.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_106.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_107.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_108.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_109.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_110.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_111.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_112.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_113.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_89.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_90.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_91.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_92.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_93.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_94.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_95.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_96.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_97.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_98.txt | 32 ++++++++ ch05-SVM/digits/testDigits/4_99.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_100.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_101.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_102.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_103.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_104.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_105.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_106.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_107.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_89.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_90.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_91.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_92.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_93.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_94.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_95.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_96.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_97.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_98.txt | 32 ++++++++ ch05-SVM/digits/testDigits/5_99.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/6_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_89.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_90.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_91.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_92.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_93.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_94.txt | 32 ++++++++ ch05-SVM/digits/testDigits/7_95.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_89.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_9.txt | 32 ++++++++ ch05-SVM/digits/testDigits/8_90.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_0.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_1.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_10.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_11.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_12.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_13.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_14.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_15.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_16.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_17.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_18.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_19.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_2.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_20.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_21.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_22.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_23.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_24.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_25.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_26.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_27.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_28.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_29.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_3.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_30.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_31.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_32.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_33.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_34.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_35.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_36.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_37.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_38.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_39.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_4.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_40.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_41.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_42.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_43.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_44.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_45.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_46.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_47.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_48.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_49.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_5.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_50.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_51.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_52.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_53.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_54.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_55.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_56.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_57.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_58.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_59.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_6.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_60.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_61.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_62.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_63.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_64.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_65.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_66.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_67.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_68.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_69.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_7.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_70.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_71.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_72.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_73.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_74.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_75.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_76.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_77.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_78.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_79.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_8.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_80.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_81.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_82.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_83.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_84.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_85.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_86.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_87.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_88.txt | 32 ++++++++ ch05-SVM/digits/testDigits/9_9.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_143.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_144.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_145.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_146.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_147.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_148.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_149.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_15.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_150.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_151.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_152.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_176.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_177.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_178.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_179.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_18.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_180.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_181.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_182.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_183.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_184.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_185.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_186.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_187.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_188.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_19.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_2.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_20.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_81.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_82.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_83.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_84.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_85.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_86.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_87.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_88.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_89.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_9.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_90.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_91.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_92.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_93.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_94.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_95.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_96.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_97.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_98.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/0_99.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_143.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_144.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_145.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_146.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_147.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_148.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_149.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_15.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_150.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_151.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_152.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_176.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_177.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_178.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_179.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_18.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_180.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_181.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_182.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_183.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_184.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_185.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_186.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_187.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_188.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_189.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_19.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_190.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_191.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_192.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_193.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_194.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_195.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_196.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_197.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_2.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_20.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_81.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_82.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_83.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_84.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_85.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_86.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_87.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_88.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_89.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_9.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_90.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_91.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_92.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_93.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_94.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_95.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/1_96.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/2_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_143.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/2_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_176.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/2_193.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_194.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_2.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_20.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/2_5.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/3_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_13.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/3_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/3_81.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/3_99.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_143.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_144.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_145.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_146.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_147.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_148.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_149.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_15.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_150.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_151.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_152.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_176.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_177.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_178.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_179.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_18.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_180.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_181.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_182.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_183.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_184.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_185.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_19.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_2.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_20.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_81.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_82.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_83.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_84.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_85.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_86.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_87.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_88.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_89.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_9.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_90.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_91.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_92.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_93.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_94.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_95.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_96.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_97.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_98.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/4_99.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_143.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_144.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_145.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_146.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_147.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_148.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_149.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_15.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_150.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_151.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_152.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_176.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_177.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_178.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_179.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_18.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_180.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_181.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_182.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_183.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_184.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_185.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_186.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_19.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_2.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_20.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_81.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_82.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_83.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_84.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_85.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_86.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_87.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_88.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_89.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_9.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_90.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_91.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_92.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_93.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_94.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_95.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_96.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_97.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_98.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/5_99.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_143.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_144.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_145.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_146.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_147.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_148.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_149.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_15.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_150.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_151.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_152.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_176.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_177.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_178.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_179.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_18.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_180.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_181.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_182.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_183.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_184.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_185.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_186.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_187.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_188.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_189.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_19.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_190.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_191.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_192.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_193.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_194.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_2.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_20.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_81.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_82.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_83.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_84.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_85.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_86.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_87.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_88.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_89.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_9.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_90.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_91.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_92.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_93.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_94.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_95.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_96.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_97.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_98.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/6_99.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_0.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_1.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_10.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_100.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_136.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/7_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_166.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_167.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_168.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_169.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_17.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_170.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_171.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_172.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_173.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_174.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_175.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_176.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_177.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_178.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_179.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_18.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_180.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_181.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_182.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_183.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_184.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_185.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/7_21.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_22.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_23.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_24.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_25.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_26.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_27.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_28.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_29.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_3.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_30.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_31.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_32.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_33.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_34.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_35.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_36.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_37.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_38.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_39.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_4.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_40.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_41.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_42.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_43.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_44.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_45.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_46.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_47.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_48.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_49.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_5.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_50.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_51.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_52.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_53.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_54.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_55.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_56.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_57.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_58.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_59.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_6.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_60.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_61.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_62.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_63.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_64.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_65.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_66.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_67.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_68.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_69.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_7.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_70.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_71.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_72.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_73.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_74.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_75.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_76.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_77.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_78.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_79.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_8.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_80.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_81.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_82.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_83.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_84.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_85.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/7_86.txt | 32 ++++++++ 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ch05-SVM/digits/trainingDigits/8_101.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_102.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_103.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_104.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_105.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_106.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_107.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_108.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_109.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_11.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_110.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_111.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_112.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_113.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_114.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_115.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_116.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_117.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_118.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_119.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_12.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_120.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_121.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_122.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_123.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_124.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_125.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_126.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_127.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_128.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_129.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_13.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_130.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_131.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_132.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_133.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_134.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_135.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_136.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_137.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_138.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_139.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_14.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_140.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_141.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_142.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_143.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_144.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_145.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_146.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_147.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_148.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_149.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_15.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_150.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_151.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_152.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_153.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_154.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_155.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_156.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_157.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_158.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_159.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_16.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_160.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_161.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_162.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_163.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_164.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_165.txt | 32 ++++++++ ch05-SVM/digits/trainingDigits/8_166.txt | 32 ++++++++ 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create mode 100644 ch05-SVM/digits/trainingDigits/9_96.txt create mode 100644 ch05-SVM/digits/trainingDigits/9_97.txt create mode 100644 ch05-SVM/digits/trainingDigits/9_98.txt create mode 100644 ch05-SVM/digits/trainingDigits/9_99.txt create mode 100644 ch05-SVM/image_recog.py create mode 100644 ch05-SVM/load_data.py create mode 100644 ch05-SVM/smo_simp.py create mode 100644 ch05-SVM/testSet.txt create mode 100644 ch05-SVM/testSetRBF.txt create mode 100644 ch05-SVM/testSetRBF2.txt diff --git a/ch05-SVM/Kernel.py b/ch05-SVM/Kernel.py new file mode 100644 index 0000000..9f88142 --- /dev/null +++ b/ch05-SVM/Kernel.py @@ -0,0 +1,52 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jul 10 12:59:45 2018 + +@author: Administrator +""" + +from numpy import * +from load_data import * +import SMO_platt +import numpy + +def kernelTrans( X, A, kTup): + ''' + RBF kernel function + ''' + m ,n = shape(X) + K = mat(zeros((m,1))) + if kTup[0] == 'lin': K = X * A.T + elif kTup[0] == 'rbf': + for j in range(m): + deltaRow = X[j,:] - A + K[j] = deltaRow * deltaRow.T + K = numpy.exp(K / (-1 * kTup[1] ** 2)) + + else: raise NameError('huston ---') + return K + +def testRbf(k1=1.3): + dataArr,labelArr = loadDataSet('testSetRBF.txt') + b,alphas = SMO_platt.smoP(dataArr, labelArr, 200, 0.0001, 10000, ('rbf', k1)) #C=200 important + datMat=mat(dataArr); labelMat = mat(labelArr).transpose() + svInd=nonzero(alphas.A>0)[0] + sVs=datMat[svInd] #get matrix of only support vectors + labelSV = labelMat[svInd]; + print("there are %d Support Vectors" % shape(sVs)[0]) + m,n = shape(datMat) + errorCount = 0 + for i in range(m): + kernelEval = kernelTrans(sVs,datMat[i,:],('rbf', k1)) + predict=kernelEval.T * multiply(labelSV,alphas[svInd]) + b + if sign(predict)!=sign(labelArr[i]): errorCount += 1 + print("the training error rate is: %f" % (float(errorCount)/m)) + dataArr,labelArr = loadDataSet('testSetRBF2.txt') + errorCount = 0 + datMat=mat(dataArr); labelMat = mat(labelArr).transpose() + m,n = shape(datMat) + for i in range(m): + kernelEval = kernelTrans(sVs,datMat[i,:],('rbf', k1)) + predict=kernelEval.T * multiply(labelSV,alphas[svInd]) + b + if sign(predict)!=sign(labelArr[i]): errorCount += 1 + print("the test error rate is: %f" % (float(errorCount)/m)) \ No newline at end of file diff --git a/ch05-SVM/Opt_smo.py b/ch05-SVM/Opt_smo.py new file mode 100644 index 0000000..d33970e --- /dev/null +++ b/ch05-SVM/Opt_smo.py @@ -0,0 +1,59 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jul 10 12:26:21 2018 + +@author: Administrator +""" + +from numpy import * +from Kernel import * + +#启发式SMO算法的支持函数 +#新建一个类的收据结构，保存当前重要的值 +class optStruct: + def __init__(self,dataMatIn,classLabels,C,toler, kTup): + self.X=dataMatIn + self.labelMat=classLabels + self.C=C + self.tol=toler + self.m=shape(dataMatIn)[0] + self.alphas=mat(zeros((self.m,1))) + self.b=0 + self.Cache=mat(zeros((self.m,2))) + self.K = mat(zeros((self.m,self.m))) + for i in range(self.m): + self.K[:,i] = kernelTrans(self.X, self.X[i,:], kTup) +#格式化计算误差的函数，方便多次调用 + + +def calcEk(oS, k): + '''计算预测误差''' + fXk = float(multiply(oS.alphas,oS.labelMat).T*oS.K[:,k] + oS.b) + Ek = fXk - float(oS.labelMat[k]) + return Ek +#修改选择第二个变量alphaj的方法 +def selectJ(i,oS,Ei): + maxK=-1;maxDeltaE= 0 ;Ej=0 + #将误差矩阵每一行第一列置1，以此确定出误差不为0 + #的样本 + oS.Cache[i]=[1,Ei] + #获取缓存中Ei不为0的样本对应的alpha列表 + validEcacheList=nonzero(oS.Cache[:,0].A)[0] + #在误差不为0的列表中找出使abs(Ei-Ej)最大的alphaj + if(len(validEcacheList)>0): + for k in validEcacheList: + if k ==i:continue + Ek=calcEk(oS,k) + deltaE=abs(Ei-Ek) + if(deltaE>maxDeltaE): + maxK=k;maxDeltaE=deltaE;Ej=Ek + return maxK,Ej + else: + #否则，就从样本集中随机选取alphaj + j=selectJrand(i,oS.m) + Ej=calcEk(oS,j) + return j,Ej +#更新误差矩阵 +def updateEk(oS,k): + Ek=calcEk(oS,k) + oS.Cache[k]=[1,Ek] \ No newline at end of file diff --git a/ch05-SVM/SMO_platt.py b/ch05-SVM/SMO_platt.py new file mode 100644 index 0000000..c18fb8c --- /dev/null +++ b/ch05-SVM/SMO_platt.py @@ -0,0 +1,62 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jul 10 12:32:40 2018 + +@author: Administrator +""" + +from smo_simp import * + +from Opt_smo import * +import Opt_smo + +#内循环寻找alphaj +def innerL(i, oS): + Ei = Opt_smo.calcEk(oS, i) + if ((oS.labelMat[i]*Ei < -oS.tol) and (oS.alphas[i] < oS.C)) or ((oS.labelMat[i]*Ei > oS.tol) and (oS.alphas[i] > 0)): + j,Ej = Opt_smo.selectJ(i, oS, Ei) #this has been changed from selectJrand + alphaIold = oS.alphas[i].copy(); alphaJold = oS.alphas[j].copy(); + if (oS.labelMat[i] != oS.labelMat[j]): + L = max(0, oS.alphas[j] - oS.alphas[i]) + H = min(oS.C, oS.C + oS.alphas[j] - oS.alphas[i]) + else: + L = max(0, oS.alphas[j] + oS.alphas[i] - oS.C) + H = min(oS.C, oS.alphas[j] + oS.alphas[i]) + if L==H: print("L==H"); return 0 + eta = 2.0 * oS.K[i,j] - oS.K[i,i] - oS.K[j,j] #changed for kernel + if eta >= 0: print("eta>=0"); return 0 + oS.alphas[j] -= oS.labelMat[j]*(Ei - Ej)/eta + oS.alphas[j] = clipAlpha(oS.alphas[j],H,L) + Opt_smo.updateEk(oS, j) #added this for the Ecache + if (abs(oS.alphas[j] - alphaJold) < 0.00001): print("j not moving enough"); return 0 + oS.alphas[i] += oS.labelMat[j]*oS.labelMat[i]*(alphaJold - oS.alphas[j])#update i by the same amount as j + Opt_smo.updateEk(oS, i) #added this for the Ecache #the update is in the oppostie direction + b1 = oS.b - Ei- oS.labelMat[i]*(oS.alphas[i]-alphaIold)*oS.K[i,i] - oS.labelMat[j]*(oS.alphas[j]-alphaJold)*oS.K[i,j] + b2 = oS.b - Ej- oS.labelMat[i]*(oS.alphas[i]-alphaIold)*oS.K[i,j]- oS.labelMat[j]*(oS.alphas[j]-alphaJold)*oS.K[j,j] + if (0 < oS.alphas[i]) and (oS.C > oS.alphas[i]): oS.b = b1 + elif (0 < oS.alphas[j]) and (oS.C > oS.alphas[j]): oS.b = b2 + else: oS.b = (b1 + b2)/2.0 + return 1 + else: return 0 + +def smoP(dataMatIn, classLabels, C, toler, maxIter,kTup=('lin', 0)): #full Platt SMO + oS = Opt_smo.optStruct(mat(dataMatIn),mat(classLabels).transpose(),C,toler, kTup) + iter = 0 + entireSet = True; alphaPairsChanged = 0 + while (iter < maxIter) and ((alphaPairsChanged > 0) or (entireSet)): + alphaPairsChanged = 0 + if entireSet: #go over all + for i in range(oS.m): + alphaPairsChanged += innerL(i,oS) + print("fullSet, iter: %d i:%d, pairs changed %d" % (iter,i,alphaPairsChanged)) + iter += 1 + else:#go over non-bound (railed) alphas + nonBoundIs = nonzero((oS.alphas.A > 0) * (oS.alphas.A < C))[0] + for i in nonBoundIs: + alphaPairsChanged += innerL(i,oS) + print("non-bound, iter: %d i:%d, pairs changed %d" % (iter,i,alphaPairsChanged)) + iter += 1 + if entireSet: entireSet = False #toggle entire set loop + elif (alphaPairsChanged == 0): entireSet = True + print("iteration number: %d" % iter) + return oS.b,oS.alphas \ No newline at end of file diff --git a/ch05-SVM/__init__.py b/ch05-SVM/__init__.py new file mode 100644 index 0000000..4287ca8 --- /dev/null +++ b/ch05-SVM/__init__.py @@ -0,0 +1 @@ +# \ No newline at end of file diff --git a/ch05-SVM/__main__.py b/ch05-SVM/__main__.py new file mode 100644 index 0000000..2969eca --- /dev/null +++ b/ch05-SVM/__main__.py @@ -0,0 +1,20 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jul 10 11:54:15 2018 + +@author: Administrator +""" + +from numpy import * +from load_data import * +from smo_simp import * +from Opt_smo import * +from SMO_platt import * +from Kernel import * +from image_recog import * + +if __name__ == '__main__': + data, label = loadDataSet('testSet.txt') + #b, alpha = smoP(data, label, 0.6, 0.001, 40) + testRbf() + testDigits() \ No newline at end of file diff --git a/ch05-SVM/digits/testDigits/0_0.txt b/ch05-SVM/digits/testDigits/0_0.txt new file mode 100644 index 0000000..4d08963 --- /dev/null +++ b/ch05-SVM/digits/testDigits/0_0.txt @@ -0,0 +1,32 @@ +00000000000001100000000000000000 +00000000000011111100000000000000 +00000000000111111111000000000000 +00000000011111111111000000000000 +00000001111111111111100000000000 +00000000111111100011110000000000 +00000001111110000001110000000000 +00000001111110000001110000000000 +00000011111100000001110000000000 +00000011111100000001111000000000 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utf-8 -*- +""" +Created on Tue Jul 10 13:28:31 2018 + +@author: Administrator +""" + +from numpy import * +from SMO_platt import * +import math +from Kernel import * + +def img2vector(filename): + returnVect = zeros((1,1024)) + fr = open(filename) + for i in range(32): + lineStr = fr.readline() + for j in range(32): + returnVect[0,32*i+j] = int(lineStr[j]) + return returnVect + +def loadImages(dirName): + from os import listdir + hwLabels = [] + trainingFileList = listdir(dirName) #load the training set + m = len(trainingFileList) + trainingMat = zeros((m,1024)) + for i in range(m): + fileNameStr = trainingFileList[i] + fileStr = fileNameStr.split('.')[0] #take off .txt + classNumStr = int(fileStr.split('_')[0]) + if classNumStr == 9: hwLabels.append(-1) + else: hwLabels.append(1) + trainingMat[i,:] = img2vector('%s/%s' % (dirName, fileNameStr)) + return trainingMat, hwLabels + +def testDigits(kTup=('rbf', 10)): + dataArr,labelArr = loadImages('digits/trainingDigits') + b,alphas = smoP(dataArr, labelArr, 200, 0.0001, 10000, kTup) + datMat=mat(dataArr); labelMat = mat(labelArr).transpose() + svInd=nonzero(alphas.A>0)[0] + sVs=datMat[svInd] + labelSV = labelMat[svInd]; + print ("there are %d Support Vectors" % shape(sVs)[0]) + m,n = shape(datMat) + errorCount = 0 + for i in range(m): + kernelEval = kernelTrans(sVs,datMat[i,:],kTup) + predict=kernelEval.T * multiply(labelSV,alphas[svInd]) + b + if sign(predict)!=sign(labelArr[i]): errorCount += 1 + print ("the training error rate is: %f" % (float(errorCount)/m)) + dataArr,labelArr = loadImages('testDigits') + errorCount = 0 + datMat=mat(dataArr); labelMat = mat(labelArr).transpose() + m,n = shape(datMat) + for i in range(m): + kernelEval = kernelTrans(sVs,datMat[i,:],kTup) + predict=kernelEval.T * multiply(labelSV,alphas[svInd]) + b + if sign(predict)!=sign(labelArr[i]): errorCount += 1 + print ("the test error rate is: %f" % (float(errorCount)/m)) \ No newline at end of file diff --git a/ch05-SVM/load_data.py b/ch05-SVM/load_data.py new file mode 100644 index 0000000..eaa7ae3 --- /dev/null +++ b/ch05-SVM/load_data.py @@ -0,0 +1,40 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jul 10 12:00:50 2018 + +@author: Administrator +""" + +import random + +# SMO算法相关辅助中的辅助函数 +# 解析文本数据函数，提取每个样本的特征组成向量，添加到数据矩阵 +# 添加样本标签到标签向量 +def loadDataSet(filename): + dataMat=[];labelMat=[] + fr=open(filename) + + for line in fr.readlines(): + lineArr=line.strip().split('\t') + dataMat.append([float(lineArr[0]),float(lineArr[1])]) + #if int(lineArr[2]) == 0 : + # labelMat.append((float(lineArr[2]) - 1)) + #else: + labelMat.append((float(lineArr[2] ))) + return dataMat,labelMat + +#2 在样本集中采取随机选择的方法选取第二个不等于第一个alphai的 +#优化向量alphaj +def selectJrand(i,m): + j=i + while(j==i): + j=int(random.uniform(0,m)) + return j + +#3 约束范围L<=alphaj<=H内的更新后的alphaj值 +def clipAlpha(aj,H,L): + if aj > H: + aj = H + if L > aj: + aj = L + return aj \ No newline at end of file diff --git a/ch05-SVM/smo_simp.py b/ch05-SVM/smo_simp.py new file mode 100644 index 0000000..8fe472c --- /dev/null +++ b/ch05-SVM/smo_simp.py @@ -0,0 +1,99 @@ +# -*- coding: utf-8 -*- +""" +Created on Tue Jul 10 11:54:27 2018 + +@author: Administrator +""" + +from numpy import * +from load_data import * + +def smoSimple(dataMat,classLabels,C,toler,maxIter): + ''' + @dataMat ：数据列表 + @classLabels：标签列表 + @C ：权衡因子（增加松弛因子而在目标优化函数中引入了惩罚项） + @toler ：容错率 + @maxIter ：最大迭代次数 + ''' + #将列表形式转为矩阵或向量形式 + dataMatrix=mat(dataMat);labelMat=mat(classLabels).transpose() + #初始化b=0，获取矩阵行列 + b=0;m,n=shape(dataMatrix) + #新建一个m行1列的向量 + alphas=mat(zeros((m,1))) + #迭代次数为0 + iters=0 + while(iters1(labelMat[i]*fXi-1>toler)and alpha>0 + if(((labelMat[i]*Ei < -toler)and(alphas[i] < C)) or \ + ((labelMat[i]*Ei>toler) and (alphas[i]>0))): + #随机选择第二个变量alphaj + j = selectJrand(i,m) + #计算第二个变量对应数据的预测值 + + fXj = float(multiply(alphas,labelMat).T*(dataMatrix*\ + dataMatrix[j,:].T)) + b + #计算与测试与实际值的差值 + Ej = fXj - float(labelMat[j]) + #记录alphai和alphaj的原始值，便于后续的比较 + alphaIold=alphas[i].copy() + alphaJold=alphas[j].copy() + #如何两个alpha对应样本的标签不相同 + if(labelMat[i]!=labelMat[j]): + #求出相应的上下边界 + L=max(0,alphas[j]-alphas[i]) + H=min(C,C+alphas[j]-alphas[i]) + else: + L=max(0,alphas[j]+alphas[i]-C) + H=min(C,alphas[j]+alphas[i]) + if L==H: print("L==H");continue + #根据公式计算未经剪辑的alphaj + #------------------------------------------ + eta=2.0*dataMatrix[i,:]*dataMatrix[j,:].T-\ + dataMatrix[i,:]*dataMatrix[i,:].T-\ + dataMatrix[j,:]*dataMatrix[j,:].T + #如果eta>=0,跳出本次循环 + if eta>=0:print("eta>=0"); continue + alphas[j]-=labelMat[j]*(Ei-Ej)/eta + alphas[j]=clipAlpha(alphas[j],H,L) + #------------------------------------------ + #如果改变后的alphaj值变化不大，跳出本次循环 + if(abs(alphas[j]-alphaJold)<0.00001):print("j not moving\ + enough");continue + #否则，计算相应的alphai值 + alphas[i]+=labelMat[j]*labelMat[i]*(alphaJold-alphas[j]) + #再分别计算两个alpha情况下对于的b值 + b1 = b - Ei- labelMat[i]*(alphas[i]-alphaIold)*dataMatrix[i,:]\ + *dataMatrix[i,:].T - labelMat[j]*(alphas[j]-alphaJold)*\ + dataMatrix[i,:]*dataMatrix[j,:].T + b2=b-Ej-labelMat[i]*(alphas[i]-alphaIold)*\ + dataMatrix[i,:]*dataMatrix[j,:].T-\ + labelMat[j]*(alphas[j]-alphaJold)*\ + dataMatrix[j,:]*dataMatrix[j,:].T + #如果0alphas[i]):b=b1 + #否则如果0alphas[j]):b=b2 + #否则，alphai，alphaj=0或C + else:b=(b1+b2)/2.0 + #如果走到此步，表面改变了一对alpha值 + alphaPairsChanged+=1 + print("iters: %d i:%d,paird changed %d" %(iters,i,alphaPairsChanged)) + #最后判断是否有改变的alpha对，没有就进行下一次迭代 + if(alphaPairsChanged==0):iters+=1 + #否则，迭代次数置0，继续循环 + else:iters=0 + print("iteration number: %d" %iters) + #返回最后的b值和alpha向量 + return b,alphas \ No newline at end of file diff --git a/ch05-SVM/testSet.txt b/ch05-SVM/testSet.txt new file mode 100644 index 0000000..f2f9024 --- /dev/null +++ b/ch05-SVM/testSet.txt @@ -0,0 +1,100 @@ +-0.017612 14.053064 0 +-1.395634 4.662541 1 +-0.752157 6.538620 0 +-1.322371 7.152853 0 +0.423363 11.054677 0 +0.406704 7.067335 1 +0.667394 12.741452 0 +-2.460150 6.866805 1 +0.569411 9.548755 0 +-0.026632 10.427743 0 +0.850433 6.920334 1 +1.347183 13.175500 0 +1.176813 3.167020 1 +-1.781871 9.097953 0 +-0.566606 5.749003 1 +0.931635 1.589505 1 +-0.024205 6.151823 1 +-0.036453 2.690988 1 +-0.196949 0.444165 1 +1.014459 5.754399 1 +1.985298 3.230619 1 +-1.693453 -0.557540 1 +-0.576525 11.778922 0 +-0.346811 -1.678730 1 +-2.124484 2.672471 1 +1.217916 9.597015 0 +-0.733928 9.098687 0 +-3.642001 -1.618087 1 +0.315985 3.523953 1 +1.416614 9.619232 0 +-0.386323 3.989286 1 +0.556921 8.294984 1 +1.224863 11.587360 0 +-1.347803 -2.406051 1 +1.196604 4.951851 1 +0.275221 9.543647 0 +0.470575 9.332488 0 +-1.889567 9.542662 0 +-1.527893 12.150579 0 +-1.185247 11.309318 0 +-0.445678 3.297303 1 +1.042222 6.105155 1 +-0.618787 10.320986 0 +1.152083 0.548467 1 +0.828534 2.676045 1 +-1.237728 10.549033 0 +-0.683565 -2.166125 1 +0.229456 5.921938 1 +-0.959885 11.555336 0 +0.492911 10.993324 0 +0.184992 8.721488 0 +-0.355715 10.325976 0 +-0.397822 8.058397 0 +0.824839 13.730343 0 +1.507278 5.027866 1 +0.099671 6.835839 1 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