在线微博数据可视化
在线微博数据可视化
在线微博数据可视化,即时采集微博数据,通过不同词云进行展示数据
完整代码gitee地址:https://gitee.com/lyc96/weibo
1.先来效果图(压压惊)
1)输入明星完整名字
2)点击查看后,可以看到明星的言语文字可视化,有六种图形,可以随意切换
2.程序功能介绍
1)根据明星姓名去爬取该明星的微博言论,并存储到文本文件(项目中不涉及任何数据库存储),程序中也会根据日期进行去重爬取,避免程序重复爬取同一条微博。
2)采集好的明星微博文本存储到txt文本中,使用stylecloud进行词云生成图片(有六种图形词云,可以在网页端进行切换)
3.python后端代码
# -*- coding: utf-8 -*-
"""
Created on Sun Jul 19 12:03:56 2020
@author: 李运辰
"""
import requests
import time
import os
import json
from stylecloud import gen_stylecloud
import jieba
from flask_cors import CORS
from flask import Flask,render_template,request,Response,redirect,url_for
#内网ip
app = Flask(__name__)
###此处改为自己的ip地址,在index.html中两次也记得更改
ip="192.168.0.112"
###
root="static/data/"
pagedata="pagedata/"
textdata="textdata/"
# 睡眠时间 传入int为休息时间,页面加载和网速的原因 需要给网页加载页面元素的时间
def s(int):
time.sleep(int)
headers = {
'user-agent':'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/79.0.3945.130 Safari/537.36'
}
"""初始化"""
def initialization():
#初始化爬取记录文本
if not os.path.exists(root):
os.mkdir(root)
if not os.path.exists(root+pagedata):
os.mkdir(root+pagedata)
if not os.path.exists(root+textdata):
os.mkdir(root+textdata)
def write(path,t):
#记录当前爬取页数
with open(path,"a+",encoding='utf8') as f:
f.writelines(str(t))
f.writelines("\n")
def search(name_s,url,since_id):
#url = "https://m.weibo.cn/api/container/getIndex?uid=1566301073&t=0&luicode=10000011&lfid=100103type=1&q=贾玲&type=uid&value=1566301073&containerid=1076031566301073"
start=1
if since_id is not None and len(since_id)>1:
url+="&since_id="+since_id
start=0
response = requests.get(url,headers = headers)
datas = response.json()
#print(data)
ok = str(datas['ok'])
try:
with open(root+pagedata+name_s+".txt","r") as f: #设置文件对象
pagelist = f.read()
except:
pagelist=[]
if ok is not None and ok=='1':
data = datas['data']
since_ids = data['cardlistInfo']['since_id']
print(since_ids)
cards = data['cards']
print(len(cards))
for i in range(start,len(cards)):
date = cards[i]['mblog']['created_at']
if str(date) not in pagelist:
text1 = cards[i]['mblog']['text']
write(root+textdata+name_s+".txt",clean(text1))
write(root+pagedata+name_s+".txt",date)
"""去掉表情...,等html标签"""
def clean(s):
istart=-1
try:
istart = s.index('<')
iend = s.index('>')
s = s[:istart]+s[iend+1:]
except:
pass
try:
istart = s.index('<')
except:
pass
if istart>=0:
return clean(s)
else:
#print(s)
return(s)
def geturl(name_g):
url1="https://m.weibo.cn/api/container/getIndex?containerid=100103type=1%26q="+name_g+"&page_type=searchall"
response = requests.get(url1,headers = headers)
datas = response.json()
uid = str(datas['data']['cards'][0]['card_group'][0]['user']['id'])
newurl = "https://m.weibo.cn/api/container/getIndex?uid="+uid+"&t=0&luicode=10000011&lfid=100103type=1&q="+name_g+"&type=uid&value="+uid+"&containerid=107603"+uid
return newurl
def jieba_cloud(file_name,icon):
with open(file_name,'r',encoding='utf8') as f:
word_list = jieba.cut(f.read())
result = " ".join(word_list) #分词用 隔开
#制作中文云词
icon_name=""
if icon=="1":
icon_name=''
elif icon=="2":
icon_name='fas fa-dragon'
elif icon=="3":
icon_name='fas fa-dog'
elif icon=="4":
icon_name='fas fa-cat'
elif icon=="5":
icon_name='fas fa-dove'
elif icon=="6":
icon_name='fab fa-qq'
"""
# icon_name='',#国旗
# icon_name='fas fa-dragon',#翼龙
icon_name='fas fa-dog',#狗
# icon_name='fas fa-cat',#猫
# icon_name='fas fa-dove',#鸽子
# icon_name='fab fa-qq',#qq
"""
picp=file_name.split('.')[0] +str(icon)+'.png'
if icon_name is not None and len(icon_name)>0:
gen_stylecloud(text=result,icon_name=icon_name,font_path='simsun.ttc',output_name=picp) #必须加中文字体,否则格式错误
else:
gen_stylecloud(text=result,font_path='simsun.ttc',output_name=picp) #必须加中文字体,否则格式错误
return picp
############################flask路由
#进入首页
@app.route('/')
def index():
return render_template('index.html')
#获取图片
@app.route('/find')
def find():
#global history
#采集数据
name_i = request.args.get('name')
if not os.path.exists(root+textdata+name_i+'.txt'):
u = geturl(name_i)
search(name_i,u,"")
#制作词云
file_name = root+textdata+name_i+'.txt'
picpath = jieba_cloud(file_name,"1")
return Response(json.dumps(picpath), mimetype='application/json')
#切换图标
@app.route('/switchs')
def switchs():
#global history
#采集数据
name_i = request.args.get('name')
icon = request.args.get('ic')
#制作词云
file_name = root+textdata+name_i+'.txt'
picpath = jieba_cloud(file_name,str(icon))
return Response(json.dumps(picpath), mimetype='application/json')
############################end
if __name__ == "__main__":
"""初始化"""
initialization()
app.run(host=''+ip, port=5000,threaded=True)
4.完整代码gitee地址:https://gitee.com/lyc96/weibo
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