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1 Python文本词频统计代码
1.1Hamlet词频统计(含Hamlet原文文本)
#CalHamletV1.py
def getText():
txt = open("hamlet.txt", "r").read()
txt = txt.lower()
for ch in '!"#$%&()*+,-./:;<=>?@[\\]^_‘{|}~':
txt = txt.replace(ch, " ") #将文本中特殊字符替换为空格
return txt
hamletTxt = getText()
words = hamletTxt.split()
counts = {}
for word in words:
counts[word] = counts.get(word,0) + 1
items = list(counts.items())
items.sort(key=lambda x:x[1], reverse=True)
for i in range(10):
word, count = items[i]
print ("{0:<10}{1:>5}".format(word, count))
1.2《三国演义》人物出场统计(上)(含《三国演义》原文文本)
#CalThreeKingdomsV1.py
import jieba
txt = open("threekingdoms.txt", "r", encoding='utf-8').read()
words = jieba.lcut(txt)
counts = {}
for word in words:
if len(word) == 1:
continue
else:
counts[word] = counts.get(word,0) + 1
items = list(counts.items())
items.sort(key=lambda x:x[1], reverse=True)
for i in range(15):
word, count = items[i]
print ("{0:<10}{1:>5}".format(word, count))
1.3《三国演义》人物出场统计(下)(含《三国演义》原文文本)
#CalThreeKingdomsV2.py
import jieba
excludes = {"将军","却说","荆州","二人","不可","不能","如此"}
txt = open("threekingdoms.txt", "r", encoding='utf-8').read()
words = jieba.lcut(txt)
counts = {}
for word in words:
if len(word) == 1:
continue
elif word == "诸葛亮" or word == "孔明曰":
rword = "孔明"
elif word == "关公" or word == "云长":
rword = "关羽"
elif word == "玄德" or word == "玄德曰":
rword = "刘备"
elif word == "孟德" or word == "丞相":
rword = "曹操"
else:
rword = word
counts[rword] = counts.get(rword,0) + 1
for word in excludes:
del counts[word]
items = list(counts.items())
items.sort(key=lambda x:x[1], reverse=True)
for i in range(10):
word, count = items[i]
print ("{0:<10}{1:>5}".format(word, count))
1.4 文本词频统计的文本
该资源是《Python文本词频统计的编码问题-MOOC嵩天》的文本词频统计的文本。包内包含三国演义中文版TXT和哈姆雷特英文版TXT。
资源地址:文本词频统计的文本
2 文本词频统计的编码问题
2.1 文本词频编码对应代码
将文本词频统计的文本和代码放于同一文件夹下,运行上述代码,会出现以下报错:
UnicodeDecodeError: 'gbk' codec can't decode byte 0x80 in position 14: illegal multibyte sequence
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xb5 in position 3: invalid start byte
根据提示,是TXT文本编码的格式问题。因此只需要将代码中识别编码格式的代码进行更改即可。Hamlet以及ThreeKingdom的识别编码的代码行如下:
Hamlet
txt = open("hamlet.txt", "r").read()
ThreeKingdomV1
txt = open("threekingdoms.txt", "r", encoding='utf-8').read()
ThreeKingdomV2
txt = open("threekingdoms.txt", "r", encoding='utf-8').read()
2.2 查看TXT编码并更改代码
查看TXT编码只需要打开TXT并另存为,就会出现现在文档的编码格式。编码格式也可以更改。关键是要保持文本的编码格式和代码读取的编码格式相同。
由于我上传的TXT编码格式都是utf-8编码,因此相应代码只需要更改为以下代码即可成功运行。
Hamlet
txt = open("hamlet.txt", "r", encoding='utf-8').read()
ThreeKingdomV1
txt = open("threekingdoms.txt", "r", encoding='utf-8').read()
ThreeKingdomV2
txt = open("threekingdoms.txt", "r", encoding='utf-8').read()