Python TypeError: unsupported operand type(s) for +: 'NoneType' and 'str'
Python TypeError: unsupported operand type(s) for +: 'NoneType' and 'str'
您好,我在 Python 中有一个 kNN 实现,我遇到了下面给出的一些语法错误。代码稍后在post.
中给出
Traceback (most recent call last):
File "C:\Users\user\Desktop\knn test\knn.py", line 76, in <module>
main()
File "C:\Users\user\Desktop\knn test\knn.py", line 63, in main
print ("Train set: ") + repr(len(trainingSet))
TypeError: unsupported operand type(s) for +: 'NoneType' and 'str'
我是 运行 Python 3. 谁能告诉我要在代码中编辑什么才能得到正确的输出?
import csv
import random
import math
import operator
def loadDataset(filename, split, trainingSet=[] , testSet=[]):
with open(filename, 'r') as csvfile:
lines = csv.reader(csvfile)
dataset = list(lines)
for x in range(len(dataset)-1):
for y in range(4):
dataset[x][y] = float(dataset[x][y])
if random.random() < split:
trainingSet.append(dataset[x])
else:
testSet.append(dataset[x])
def euclideanDistance(instance1, instance2, length):
distance = 0
for x in range(length):
distance += pow((instance1[x] - instance2[x]), 2)
return math.sqrt(distance)
def getNeighbors(trainingSet, testInstance, k):
distances = []
length = len(testInstance)-1
for x in range(len(trainingSet)):
dist = euclideanDistance(testInstance, trainingSet[x], length)
distances.append((trainingSet[x], dist))
distances.sort(key=operator.itemgetter(1))
neighbors = []
for x in range(k):
neighbors.append(distances[x][0])
return neighbors
def getResponse(neighbors):
classVotes = {}
for x in range(len(neighbors)):
response = neighbors[x][-1]
if response in classVotes:
classVotes[response] += 1
else:
classVotes[response] = 1
sortedVotes = sorted(classVotes.iteritems(), key=operator.itemgetter(1), reverse=True)
return sortedVotes[0][0]
def getAccuracy(testSet, predictions):
correct = 0
for x in range(len(testSet)):
if testSet[x][-1] == predictions[x]:
correct += 1
return (correct/float(len(testSet))) * 100.0
def main():
# prepare data
trainingSet=[]
testSet=[]
split = 0.67
loadDataset('C:/Users/user/Desktop/knn test/text.txt', split, trainingSet, testSet)
print ("Train set: ") + repr(len(trainingSet))
print ("Test set: ") + repr(len(testSet))
# generate predictions
predictions=[]
k = 3
for x in range(len(testSet)):
neighbors = getNeighbors(trainingSet, testSet[x], k)
result = getResponse(neighbors)
predictions.append(result)
print('> predicted=' + repr(result) + ', actual=' + repr(testSet[x][-1]))
accuracy = getAccuracy(testSet, predictions)
print('Accuracy: ' + repr(accuracy) + '%')
main()
检查您的打印语句,您试图将打印语句与字符串连接起来。
您的打印语句应该是:
print("Train set: " + repr(len(trainingSet)))
print("Test set: " + repr(len(testSet)))
您的打印语句不正确。如果您希望连接字符串以进行打印,那么您的操作不正确。
以您的打印语句之一为例:
print ("Train set: ") + repr(len(trainingSet))
首先,你的trainingSet
的长度不需要取repr
。 repr
给出对象的字符串表示。在你的例子中,你正在调用 len(trainingSet)
。所以你实际上得到了一个整数。从技术上讲,您 可以 对此调用 repr
,但对于您想要实现的只是想显示结构的长度,实际上没有必要这样做。
其次,您没有正确地将其设置为打印语句,您应该将 len(trainingSet)
放入打印函数中并使用字符串格式。所以,你想要这个:
print ("Train set: {}".format(len(trainingSet)))
您好,我在 Python 中有一个 kNN 实现,我遇到了下面给出的一些语法错误。代码稍后在post.
中给出Traceback (most recent call last):
File "C:\Users\user\Desktop\knn test\knn.py", line 76, in <module>
main()
File "C:\Users\user\Desktop\knn test\knn.py", line 63, in main
print ("Train set: ") + repr(len(trainingSet))
TypeError: unsupported operand type(s) for +: 'NoneType' and 'str'
我是 运行 Python 3. 谁能告诉我要在代码中编辑什么才能得到正确的输出?
import csv
import random
import math
import operator
def loadDataset(filename, split, trainingSet=[] , testSet=[]):
with open(filename, 'r') as csvfile:
lines = csv.reader(csvfile)
dataset = list(lines)
for x in range(len(dataset)-1):
for y in range(4):
dataset[x][y] = float(dataset[x][y])
if random.random() < split:
trainingSet.append(dataset[x])
else:
testSet.append(dataset[x])
def euclideanDistance(instance1, instance2, length):
distance = 0
for x in range(length):
distance += pow((instance1[x] - instance2[x]), 2)
return math.sqrt(distance)
def getNeighbors(trainingSet, testInstance, k):
distances = []
length = len(testInstance)-1
for x in range(len(trainingSet)):
dist = euclideanDistance(testInstance, trainingSet[x], length)
distances.append((trainingSet[x], dist))
distances.sort(key=operator.itemgetter(1))
neighbors = []
for x in range(k):
neighbors.append(distances[x][0])
return neighbors
def getResponse(neighbors):
classVotes = {}
for x in range(len(neighbors)):
response = neighbors[x][-1]
if response in classVotes:
classVotes[response] += 1
else:
classVotes[response] = 1
sortedVotes = sorted(classVotes.iteritems(), key=operator.itemgetter(1), reverse=True)
return sortedVotes[0][0]
def getAccuracy(testSet, predictions):
correct = 0
for x in range(len(testSet)):
if testSet[x][-1] == predictions[x]:
correct += 1
return (correct/float(len(testSet))) * 100.0
def main():
# prepare data
trainingSet=[]
testSet=[]
split = 0.67
loadDataset('C:/Users/user/Desktop/knn test/text.txt', split, trainingSet, testSet)
print ("Train set: ") + repr(len(trainingSet))
print ("Test set: ") + repr(len(testSet))
# generate predictions
predictions=[]
k = 3
for x in range(len(testSet)):
neighbors = getNeighbors(trainingSet, testSet[x], k)
result = getResponse(neighbors)
predictions.append(result)
print('> predicted=' + repr(result) + ', actual=' + repr(testSet[x][-1]))
accuracy = getAccuracy(testSet, predictions)
print('Accuracy: ' + repr(accuracy) + '%')
main()
检查您的打印语句,您试图将打印语句与字符串连接起来。
您的打印语句应该是:
print("Train set: " + repr(len(trainingSet)))
print("Test set: " + repr(len(testSet)))
您的打印语句不正确。如果您希望连接字符串以进行打印,那么您的操作不正确。
以您的打印语句之一为例:
print ("Train set: ") + repr(len(trainingSet))
首先,你的trainingSet
的长度不需要取repr
。 repr
给出对象的字符串表示。在你的例子中,你正在调用 len(trainingSet)
。所以你实际上得到了一个整数。从技术上讲,您 可以 对此调用 repr
,但对于您想要实现的只是想显示结构的长度,实际上没有必要这样做。
其次,您没有正确地将其设置为打印语句,您应该将 len(trainingSet)
放入打印函数中并使用字符串格式。所以,你想要这个:
print ("Train set: {}".format(len(trainingSet)))