代码如下:
# -*- coding:utf-8 -*- import requests import pandas as pd import time import matplotlib.pyplot as plt from wordcloud import WordCloud import jieba header={ 'authorization':'Bearer 2|1:0|10:1515395885|4:z_c0|92:Mi4xOFQ0UEF3QUFBQUFBRU1LMElhcTVDeVlBQUFCZ0FsVk5MV2xBV3dDLVZPdEhYeGxaclFVeERfMjZvd3lOXzYzd1FB|39008996817966440159b3a15b5f921f7a22b5125eb5a88b37f58f3f459ff7f8', 'User-Agent':'Mozilla/5.0 (Windows NT 6.1; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/50.0.2661.94 Safari/537.36', 'X-UDID':'ABDCtCGquQuPTtEPSOg35iwD-FA20zJg2ps=', } user_data = [] def get_user_data(page): for i in range(page): url = 'https://www.zhihu.com/api/v4/members/excited-vczh/followees?include=data%5B*%5D.answer_count%2Carticles_count%2Cgender%2Cfollower_count%2Cis_followed%2Cis_following%2Cbadge%5B%3F(type%3Dbest_answerer)%5D.topics&offset={}&limit=20'.format(i*20) #response = requests.get(url, headers=header).text response = requests.get(url, headers=header).json()['data']#['data'] 只有JSON格式中选择data节点 user_data.extend(response) print('正在爬取%s页' % str(i+1)) time.sleep(1) if __name__=='__main__': get_user_data(10) #pandas 的函数 from_dict()可以直接将一个response变成一个对象 #df = pd.DataFrame.from_dict(user_data) #df.to_csv('D:/PythonWorkSpace/TestData/zhihu/user2.csv') df = pd.DataFrame.from_dict(user_data).get('headline') df.to_csv('D:/PythonWorkSpace/TestData/zhihu/headline.txt') text_from_file_with_apath = open('D:/PythonWorkSpace/TestData/zhihu/headline.txt').read() wordlist_after_jieba = jieba.cut(text_from_file_with_apath, cut_all=True) wl_space_split = " ".join(wordlist_after_jieba) my_wordcloud = WordCloud().generate(wl_space_split) plt.imshow(my_wordcloud) plt.axis("off") plt.show()
需要安装准备的库:
pip install matplotlib
pip install jieba
pip install wordcloud(发现这方法安装不成功)
换种安装方式到 https://github.com/amueller/word_cloud 这里下载库文件,解压,然后进入到解压后的文件,按住shift+鼠标右键 打开命令窗口运行一下命令:
python setup.py install
然后同样报错
然后我又换了一张安装方式:
到 http://www.lfd.uci.edu/~gohlke/pythonlibs/#wordcloud 页面下载所需的wordcloud模块的whl文件,下载后进入存储该文件的路径,按照方法一,执行“pip install wordcloud-1.3.3-cp36-cp36m-win_amd64.whl”,这样就会安装成功。
然后生成词云的代码如下:
text_from_file_with_apath = open('D:Pythonzhihuheadline.txt','r',encoding='utf-8').read() wordlist_after_jieba = jieba.cut(text_from_file_with_apath, cut_all=True) wl_space_split = " ".join(wordlist_after_jieba) my_wordcloud = WordCloud().generate(wl_space_split) plt.imshow(my_wordcloud) plt.axis("off") plt.show()
但是发现不显示中文,这可就头疼了。
显示的是一些大大小小的彩色框框。这是因为,我们使用的wordcloud.py中,FONT_PATH的默认设置不识别中文。
仔细研究之后做了改进,终于可以正常显示中文了
text_from_file_with_apath = open('D:Pythonzhihuheadline.txt','r',encoding='utf-8').read() wordlist_after_jieba = jieba.cut(text_from_file_with_apath, cut_all=True) wl_space_split = " ".join(wordlist_after_jieba) #FONT_PATH = os.environ.get("FONT_PATH", os.path.join(os.path.dirname(__file__), "simkai.ttf")) cloud = WordCloud( #设置字体,不指定就会出现乱码 font_path="simkai.ttf", #设置背景色 background_color='white', #允许最大词汇 max_words=9000, #词云形状 #mask=color_mask )#.generate(wl_space_split) ## 产生词云 word_cloud = cloud.generate(wl_space_split) word_cloud.to_file('D:Pythonzhihuheadline.jpg')#将图片保存到指定文件中 #直接显示图片,并且可编辑 # plt.imshow(word_cloud) # plt.axis("off") # plt.show()
坑:
Python读取文件时经常会遇到这样的错误:python3.4 UnicodeDecodeError: 'gbk' codec can't decode byte 0xff in position 0: illegal multibyte sequence
import codecs,sys
f = codecs.open("***.txt","r","utf-8")
指明打开文件的编码方式就可以消除错误了