KNN

ch01-KNN/Digit_recog.py

+# -*- coding: utf-8 -*-
+"""
+Created on Tue Jul  3 12:06:45 2018
+
+@author: Administrator
+"""
+
+from os import listdir
+from numpy import *
+from KNN_algr import *
+
+def img2vec(filename):
+    '''this is to...将32X32的图像转化为1X1024的行向量'''
+    returnvec = zeros((1,1024))
+    
+    with open(filename) as fp:
+        for i in range(32):
+            line = fp.readline()
+            for j in range(32):
+                returnvec[0, 32*i + j] = int(line[j])
+    # returnVEC按32进位，j代表每位的32个元素    
+    return returnvec
+
+def HandWritingTest(train_dir,test_dir):
+    labels = []
+    File_list = listdir(train_dir)
+    # 将目录内的文件按名字放入列表，使用函数解析为数字
+    m = len(File_list)
+    train_mat = zeros((m,1024))
+    for i in range(m):
+        fname = File_list[i]
+        fstr = fname.split('.')[0]
+        fnumber = int(fstr.split('_')[0])
+    # 比如'digits/testDigits/0_13.txt'，被拆分为0,13,txt
+    # 此处0即为标签数字   
+        labels.append(fnumber)
+        train_mat[i,:] = img2vec('%s/%s' % (train_dir,fname))
+    # labels is label_vec，同之前的KNN代码相同，存储标签
+    
+    test_File_list = listdir(test_dir)
+    error = 0.0
+    test_m = len(test_File_list)
+    for i in range(test_m):
+        fname = test_File_list[i]
+        fstr = fname.split('.')[0]
+        fnumber = int(fstr.split('_')[0])
+        vec_test = img2vec('digits/testDigits/%s' % fname)
+        Result = classify_KNN(vec_test, train_mat, labels, 3)
+        print("the classifier came with: %d, the real answer is :%d " \
+                 % (Result, fnumber))
+        if(Result != fnumber) : error += 1
+    # 这部分和Test模块相同，直接copy过来就好
+    print("the accuracy is %f | the error_rate is %f " % \
+          (1- (float(error) /float(test_m)),(float(error) /float(test_m))))
\ No newline at end of file

ch01-KNN/Feature_scaling.py

+# -*- coding: utf-8 -*-
+"""
+Created on Tue Jul  3 10:41:25 2018
+
+@author: Administrator
+"""
+
+from numpy import *
+
+def Norm_feature(data_set):
+    minVal = data_set.min(0)
+    maxVal = data_set.max(0)
+    ranges = maxVal - minVal     # 计算极差
+    # 下一步将初始化一个与原始数据矩阵同尺寸的矩阵
+    # 利用tile函数实现扩充向量，并进行元素间的对位运算
+    norm_set = zeros(shape(data_set))
+    rows = data_set.shape[0]
+    norm_set = (data_set - tile(minVal, (rows, 1))) / tile(ranges, (rows,1))
+    
+    return norm_set, ranges, minVal
+# 返回极差与最小值留待后续备用
+    
+

ch01-KNN/KNN_algr.py

+# -*- coding: utf-8 -*-
+"""
+Created on Mon Jul  2 20:57:50 2018
+
+@author: Administrator
+"""
+
+from numpy import *
+import operator
+
+
+def classify_KNN(test_X, train_set, labels, K):
+    rows = train_set.shape[0]
+    diff = tile(test_X, (rows, 1)) - train_set
+    # 这一行利用tile函数将输入样本实例转化为与训练集同尺寸的矩阵
+    # 便之后的矩阵减法运算
+    
+    sqDistance = (diff ** 2).sum(axis=1)  
+    Distance = sqDistance ** 0.5
+    sorted_Distance = Distance.argsort()
+    # 对每个训练样本与输入的测试样本求欧几里得距离，即点之间的范数
+    # 随后按距离由小到大进行排序
+    
+    classCount = {}
+    for i in range(K):
+        vote_label = labels[sorted_Distance[i]]
+        classCount[vote_label] = classCount.get(vote_label, 0) + 1
+    #记录距离最小的前K个类，并存放入列表。KEY对应标签，VALUE对应计数
+    
+    sortedClassCount = sorted(classCount.items(), 
+                              key = operator.itemgetter(1), reverse=True)
+    return sortedClassCount[0][0]
+
+

ch01-KNN/Parse_data.py

+# -*- coding: utf-8 -*-
+"""
+Created on Mon Jul  2 21:15:51 2018
+
+@author: Administrator
+"""
+import matplotlib
+#matplotlib.use('TkAgg')
+
+from numpy import *
+import matplotlib.pyplot as plt
+
+#解析约会数据文件，并将数据导入一个numpy矩阵
+def file_parse_matrix(filename):
+    with open(filename) as fp:
+        Arr_lines = fp.readlines()
+        number = len(Arr_lines)
+        #初始化数据为m行3列（飞行里程，游戏时间，冰淇淋数）
+        #标签单独创建一个向量保存
+        return_mat = zeros((number, 3))
+        label_vec = []
+        index = 0
+        
+        for line in Arr_lines:
+            line = line.strip()
+            listFromLine = line.split('\t')  #按换行符分割数据
+            #将文本数据前三行存入数据矩阵，第四行存入标签向量
+            return_mat[index,:] = listFromLine[0:3]
+            label_vec.append(int(listFromLine[3]))
+            index += 1
+    
+    return return_mat, label_vec
+

ch01-KNN/TestData.py

+# -*- coding: utf-8 -*-
+"""
+Created on Mon Jul  2 20:53:12 2018
+
+@author: Administrator
+"""
+
+from numpy import *
+from Feature_scaling import *
+from KNN_algr import classify_KNN
+
+
+'''创建一个训练数据集'''
+def createDataSet():
+    group = array([[1.0,1.1],[1.0,1.0],[0,0],[0,0.1]])
+    labels = ['A','A','B','B']
+    return group, labels
+
+
+'''书上的测试函数没有参数，是自适应函数
+ 此处传入分割参数以及测试集，可以修改测试数值（使用书上的0.1作为分割率）
+ '''
+def Test_accuray(split_ratio, test_set, test_label):
+    norm_test, ranges, Min = Norm_feature(test_set)
+    rows = norm_test.shape[0]
+    rows_test = int(rows * split_ratio)
+    
+    error  = 0
+    
+    for i in range(rows_test):
+        Result = classify_KNN(norm_test[i,:], norm_test[rows_test:rows], \
+                              test_label[rows_test:rows], 3)
+        # 参数1表示从测试集（此处约会数据是随机的因此抽取前10%即可）中抽取一个实例
+        # 参数2，3，4使用后90%作为训练数据，为输入的实例进行投票并分类，K=3
+        
+        print("the classifier came with: %d, the real answer is :%d " \
+                 % (Result, test_label[i]))
+        if(Result != test_label[i]) : error += 1
+        # print(type(error)) #for test
+        
+    print("the accuracy is %f | the error_rate is %f " % \
+          (1- (float(error) /float(rows_test)),(float(error) /float(rows_test))))

ch01-KNN/__init__.py

+#
\ No newline at end of file

ch01-KNN/__main__.py

+# -*- coding: utf-8 -*-
+"""
+Created on Mon Jul  2 21:18:57 2018
+
+@author: Administrator
+"""
+
+#from numpy import *
+#from Digit_recog import *
+
+
+if __name__ == '__main__':
+    # 测试数据
+    group, labels = createDataSet()
+    classify_KNN([0,0], group, labels, 3)
+    
+    DataMat, LabelMat = file_parse_matrix('datingTestSet2.txt')
+    print(DataMat,shape(DataMat),LabelMat)
+    
+    fig = plt.figure()
+    ax = fig.add_subplot(111)
+    ax.scatter(DataMat[:,1],DataMat[:,2])
+    plt.show()
+    
+    dating_mat, label_mat = file_parse_matrix('datingTestSet2.txt')
+    data_normed, ranges, minV = Norm_feature(dating_mat)
+    Test_accuray(0.1, dating_mat, label_mat)
+    
+    testVec = img2vec('digits/testDigits/0_13.txt')
+    print(testVec)
+    
+    # HandWritingTest('digits/trainingDigits', 'digits/testDigits/')
+    # 这行代码耗时比较久，可以单独运行
\ No newline at end of file

ch01-KNN/digits/testDigits/0_0.txt

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ch01-KNN/digits/testDigits/0_1.txt

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ch01-KNN/digits/testDigits/0_10.txt

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ch01-KNN/digits/testDigits/0_11.txt

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ch01-KNN/digits/testDigits/0_12.txt

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ch01-KNN/digits/testDigits/0_13.txt

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ch01-KNN/digits/testDigits/0_14.txt

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ch01-KNN/digits/testDigits/0_15.txt

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ch01-KNN/digits/testDigits/0_16.txt

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ch01-KNN/digits/testDigits/0_17.txt

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ch01-KNN/digits/testDigits/0_18.txt

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ch01-KNN/digits/testDigits/0_19.txt

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ch01-KNN/digits/testDigits/0_2.txt

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ch01-KNN/digits/testDigits/0_20.txt

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ch01-KNN/digits/testDigits/0_21.txt

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ch01-KNN/digits/testDigits/0_22.txt

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ch01-KNN/digits/testDigits/0_23.txt

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ch01-KNN/digits/testDigits/0_24.txt

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ch01-KNN/digits/testDigits/0_25.txt

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ch01-KNN/digits/testDigits/0_26.txt

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ch01-KNN/digits/testDigits/0_27.txt

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ch01-KNN/digits/testDigits/0_28.txt

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ch01-KNN/digits/testDigits/0_29.txt

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ch01-KNN/digits/testDigits/0_3.txt

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ch01-KNN/digits/testDigits/0_30.txt

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ch01-KNN/digits/testDigits/0_31.txt

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ch01-KNN/digits/testDigits/0_32.txt

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ch01-KNN/digits/testDigits/0_33.txt

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ch01-KNN/digits/testDigits/0_34.txt

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ch01-KNN/digits/testDigits/0_35.txt

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ch01-KNN/digits/testDigits/0_36.txt

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ch01-KNN/digits/testDigits/0_37.txt

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ch01-KNN/digits/testDigits/0_38.txt

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ch01-KNN/digits/testDigits/0_39.txt

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ch01-KNN/digits/testDigits/0_4.txt

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ch01-KNN/digits/testDigits/0_40.txt

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ch01-KNN/digits/testDigits/0_41.txt

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ch01-KNN/digits/testDigits/0_42.txt

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ch01-KNN/digits/testDigits/0_43.txt

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ch01-KNN/digits/testDigits/0_44.txt

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ch01-KNN/digits/testDigits/0_45.txt

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ch01-KNN/digits/testDigits/0_46.txt

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ch01-KNN/digits/testDigits/0_47.txt

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ch01-KNN/digits/testDigits/0_48.txt

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ch01-KNN/digits/testDigits/0_49.txt

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ch01-KNN/digits/testDigits/0_5.txt

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ch01-KNN/digits/testDigits/0_50.txt

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ch01-KNN/digits/testDigits/0_51.txt

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ch01-KNN/digits/testDigits/0_52.txt

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ch01-KNN/digits/testDigits/0_53.txt

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ch01-KNN/digits/testDigits/0_54.txt

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ch01-KNN/digits/testDigits/0_55.txt

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ch01-KNN/digits/testDigits/0_56.txt

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ch01-KNN/digits/testDigits/0_57.txt

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ch01-KNN/digits/testDigits/0_58.txt

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ch01-KNN/digits/testDigits/0_59.txt

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ch01-KNN/digits/testDigits/0_6.txt

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ch01-KNN/digits/testDigits/0_60.txt

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ch01-KNN/digits/testDigits/0_61.txt

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ch01-KNN/digits/testDigits/0_62.txt

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ch01-KNN/digits/testDigits/0_63.txt

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ch01-KNN/digits/testDigits/0_64.txt

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ch01-KNN/digits/testDigits/0_65.txt

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ch01-KNN/digits/testDigits/0_66.txt

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ch01-KNN/digits/testDigits/0_67.txt

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ch01-KNN/digits/testDigits/0_68.txt

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ch01-KNN/digits/testDigits/0_69.txt

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ch01-KNN/digits/testDigits/0_7.txt

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ch01-KNN/digits/testDigits/0_70.txt

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ch01-KNN/digits/testDigits/0_71.txt

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ch01-KNN/digits/testDigits/0_72.txt

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ch01-KNN/digits/testDigits/0_73.txt

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ch01-KNN/digits/testDigits/0_74.txt

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ch01-KNN/digits/testDigits/0_75.txt

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ch01-KNN/digits/testDigits/0_76.txt

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ch01-KNN/digits/testDigits/0_77.txt

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ch01-KNN/digits/testDigits/0_78.txt

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ch01-KNN/digits/testDigits/0_79.txt

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ch01-KNN/digits/testDigits/0_8.txt

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ch01-KNN/digits/testDigits/0_80.txt

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ch01-KNN/digits/testDigits/0_81.txt

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ch01-KNN/digits/testDigits/0_82.txt

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ch01-KNN/digits/testDigits/0_83.txt

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ch01-KNN/digits/testDigits/0_84.txt

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ch01-KNN/digits/testDigits/0_85.txt

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ch01-KNN/digits/testDigits/0_86.txt

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ch01-KNN/digits/testDigits/0_9.txt

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ch01-KNN/digits/testDigits/1_0.txt

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ch01-KNN/digits/testDigits/1_1.txt

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ch01-KNN/digits/testDigits/1_10.txt

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ch01-KNN/digits/testDigits/1_11.txt

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ch01-KNN/digits/testDigits/1_12.txt

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