diff --git a/.gitignore b/.gitignore index 6564ff4a..3729f6a5 100644 --- a/.gitignore +++ b/.gitignore @@ -88,3 +88,4 @@ ENV/ # Rope project settings .ropeproject .vscode +.idea \ No newline at end of file diff --git a/src/python/02.kNN/kNN.py b/src/python/02.kNN/kNN.py index cd75ebca..6cdd9695 100644 --- a/src/python/02.kNN/kNN.py +++ b/src/python/02.kNN/kNN.py @@ -1,24 +1,28 @@ +#!/usr/bin/env python +# encoding: utf-8 ''' 导入科学计算包numpy和运算符模块operator ''' from numpy import * import operator +from os import listdir -''' - 创建数据集和标签 - 调用方式 - import kNN - group, labels = kNN.createDataSet() -''' def createDataSet(): - group = array([[1.0,1.1],[1.0,1.0],[0,0],[0,0.1]]) - labels = ['A','A','B','B'] + """ + 创建数据集和标签 + + 调用方式 + import kNN + group, labels = kNN.createDataSet() + """ + group = array([[1.0, 1.1], [1.0, 1.0], [0, 0], [0, 0.1]]) + labels = ['A', 'A', 'B', 'B'] return group, labels def classify0(inX, dataSet, labels, k): - ''' + """ inX: 用于分类的输入向量 dataSet: 输入的训练样本集 labels: 标签向量 @@ -27,19 +31,155 @@ def classify0(inX, dataSet, labels, k): 预测数据所在分类可在输入下列命令 kNN.classify0([0,0], group, labels, 3) - ''' + """ # 1. 距离计算 dataSetSize = dataSet.shape[0] - diffMat = tile(inX, (dataSetSize,1)) - dataSet - sqDiffMat = diffMat**2 + # tile生成和训练样本对应的矩阵，并与训练样本求差 + diffMat = tile(inX, (dataSetSize, 1)) - dataSet + # 取平方 + sqDiffMat = diffMat ** 2 + # 将矩阵的每一行相加 sqDistances = sqDiffMat.sum(axis=1) - distances = sqDistances**0.5 + # 开方 + distances = sqDistances ** 0.5 + # 距离排序 sortedDistIndicies = distances.argsort() + # 2. 选择距离最小的k个点 classCount = {} for i in range(k): + # 找到该样本的类型 voteIlabel = labels[sortedDistIndicies[i]] - classCount[voteIlabel] = classCount.get(voteIlabel,0) + 1 - # 3. 排序 + # 在字典中将该类型加一 + classCount[voteIlabel] = classCount.get(voteIlabel, 0) + 1 + # 3. 排序并返回出现最多的那个类型 sortedClassCount = sorted(classCount.items(), key=operator.itemgetter(1), reverse=True) - return sortedClassCount[0][0] \ No newline at end of file + return sortedClassCount[0][0] + + +def test1(): + """ + 第一个例子演示 + """ + group, labels = createDataSet() + print str(group) + print str(labels) + print classify0([0, 0], group, labels, 3) + + +# ---------------------------------------------------------------------------------------- +def file2matrix(filename): + """ + 导入训练数据 + :param filename: 数据文件路径 + :return: 数据矩阵returnMat和对应的类别classLabelVector + """ + fr = open(filename) + numberOfLines = len(fr.readlines()) # get the number of lines in the file + # 生成对应的空矩阵 + returnMat = zeros((numberOfLines, 3)) # prepare matrix to return + classLabelVector = [] # prepare labels return + fr = open(filename) + index = 0 + for line in fr.readlines(): + line = line.strip() + listFromLine = line.split('\t') + # 每列的属性数据 + returnMat[index, :] = listFromLine[0:3] + # 每列的类别数据 + classLabelVector.append(int(listFromLine[-1])) + index += 1 + # 返回数据矩阵returnMat和对应的类别classLabelVector + return returnMat, classLabelVector + + +def autoNorm(dataSet): + """ + 归一化特征值，消除属性之间量级不同导致的影响 + :param dataSet: 数据集 + :return: 归一化后的数据集normDataSet,ranges和minVals即最小值与范围，并没有用到 + """ + # 计算每种属性的最大值、最小值、范围 + minVals = dataSet.min(0) + maxVals = dataSet.max(0) + ranges = maxVals - minVals + normDataSet = zeros(shape(dataSet)) + m = dataSet.shape[0] + # 生成与最小值之差组成的矩阵 + normDataSet = dataSet - tile(minVals, (m, 1)) + # 将最小值之差除以范围组成矩阵 + normDataSet = normDataSet / tile(ranges, (m, 1)) # element wise divide + return normDataSet, ranges, minVals + + +def datingClassTest(): + """ + 对约会网站的测试方法 + :return: 错误数 + """ + hoRatio = 0.9 # 测试范围,一部分测试一部分作为样本 + # 从文件中加载数据 + datingDataMat, datingLabels = file2matrix('../../../testData/datingTestSet2.txt') # load data setfrom file + # 归一化数据 + normMat, ranges, minVals = autoNorm(datingDataMat) + m = normMat.shape[0] + # 测试的数据 + numTestVecs = int(m * hoRatio) + errorCount = 0.0 + for i in range(numTestVecs): + # 对数据测试， + classifierResult = classify0(normMat[i, :], normMat[numTestVecs:m, :], datingLabels[numTestVecs:m], 3) + print "the classifier came back with: %d, the real answer is: %d" % (classifierResult, datingLabels[i]) + if (classifierResult != datingLabels[i]): errorCount += 1.0 + print "the total error rate is: %f" % (errorCount / float(numTestVecs)) + print errorCount + + +def img2vector(filename): + """ + 将图像数据转换为向量 + :param filename: 图片文件 + :return: 一纬矩阵 + """ + 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 handwritingClassTest(): + # 1. 导入数据 + hwLabels = [] + trainingFileList = listdir('../../../testData/trainingDigits') # 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]) + hwLabels.append(classNumStr) + trainingMat[i, :] = img2vector('../../../testData/trainingDigits/%s' % fileNameStr) + + # 2. 导入测试数据 + testFileList = listdir('../../../testData/testDigits') # iterate through the test set + errorCount = 0.0 + mTest = len(testFileList) + for i in range(mTest): + fileNameStr = testFileList[i] + fileStr = fileNameStr.split('.')[0] # take off .txt + classNumStr = int(fileStr.split('_')[0]) + vectorUnderTest = img2vector('../../../testData/testDigits/%s' % fileNameStr) + classifierResult = classify0(vectorUnderTest, trainingMat, hwLabels, 3) + print "the classifier came back with: %d, the real answer is: %d" % (classifierResult, classNumStr) + if (classifierResult != classNumStr): errorCount += 1.0 + print "\nthe total number of errors is: %d" % errorCount + print "\nthe total error rate is: %f" % (errorCount / float(mTest)) + + +if __name__ == '__main__': + # test1() + # datingClassTest() + handwritingClassTest() diff --git a/src/python/08.Predictive numerical data regression/regression.py b/src/python/08.Predictive numerical data regression/regression.py index be857aa7..ec0a376c 100644 --- a/src/python/08.Predictive numerical data regression/regression.py +++ b/src/python/08.Predictive numerical data regression/regression.py @@ -223,7 +223,7 @@ def crossValidation(xArr,yArr,numVal=10): #test for xianxinghuigui - def regression1(): +def regression1(): xArr, yArr = loadDataSet("ex0.txt") xMat = mat(xArr) yMat = mat(yArr) @@ -242,7 +242,7 @@ if __name__ == "__main__": #test for jiaquanhuigui - def regression1(): +def regression1(): xArr, yArr = loadDataSet("ex0.txt") yHat = lwlrTest(xArr, xArr, yArr, 0.003) xMat = mat(xArr) diff --git a/testData/datingTestSet2.txt b/testData/datingTestSet2.txt new file mode 100755 index 00000000..d2f074e6 --- /dev/null +++ b/testData/datingTestSet2.txt @@ -0,0 +1,1000 @@ +40920 8.326976 0.953952 3 +14488 7.153469 1.673904 2 +26052 1.441871 0.805124 1 +75136 13.147394 0.428964 1 +38344 1.669788 0.134296 1 +72993 10.141740 1.032955 1 +35948 6.830792 1.213192 3 +42666 13.276369 0.543880 3 +67497 8.631577 0.749278 1 +35483 12.273169 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