python对csv文件进行分句、分词、词性标注。
时间: 2023-12-22 22:05:49 浏览: 114
可以使用Python中的pandas、jieba和nltk库来对csv文件进行分句、分词和词性标注。
首先,使用pandas读取csv文件:
```python
import pandas as pd
df = pd.read_csv('example.csv')
```
接下来,使用jieba对文本进行分句和分词:
```python
import jieba
sentences = []
for text in df['text']:
sentences += [s for s in re.split(r'[。!?]', text) if s]
words = []
for sentence in sentences:
words += jieba.lcut(sentence)
```
最后,使用nltk对词进行词性标注:
```python
import nltk
tagged_words = nltk.pos_tag(words)
```
完整代码如下:
```python
import pandas as pd
import jieba
import nltk
import re
df = pd.read_csv('example.csv')
sentences = []
for text in df['text']:
sentences += [s for s in re.split(r'[。!?]', text) if s]
words = []
for sentence in sentences:
words += jieba.lcut(sentence)
tagged_words = nltk.pos_tag(words)
```
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