机器学习实战knn

最近在学习这本书,按照书上的实例编写了knn.py的文件,使用canopy进行编辑,用shell交互时发现运行时报错:

>>> kNN.classify0([0,0],group,labels,3)
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
NameError: name 'kNN' is not defined

  运行的代码如下:

from numpy import *
import operator 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 def classify0(inX,dataSet,labels,k):
dataSetSize = dataSet.shape[0]
diffMat = tile(inX,(dataSetSize,1)) - dataSet
sqDiffMat = diffMat**2
sqDistances = sqDiffMat.sum(axis = 1)
distances = sqDistances**0.5
sortedDistIndicies = distances.argsort()
classCount = {}
for i in range(k):
voteIlabel = labels[sortedDistIndicies[i]]
classCount[voteIlabel] = classCount.get(voteIlabel,0) + 1
sortedClassCount = sorted(classCount.iteritems(),
key=operator.itemgetter(1),reverse=True)
return sortedClassCount[0][0]

然后我在canopy中重新关闭程序,又打开后,就可以运行成功了

import kNN

group,labels=kNN.createDataSet()

kNN.classify0([,],group,labels,)

还有一点是文件名不识别大小写 需要注意

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