关于网页抓取和数据丢失

问题描述

我正在尝试从yelp页面抓取一些数据。但是，当我得到结果时某些值会丢失，并且每次执行代码时都会丢失更改的数据（例如：第一次执行时丢失2个数据，第二次执行时丢失1个数据）。你们知道为什么会这样吗？谢谢！！

import time
review_listings= []
cols2 = ['restaurant name','username','ratings','review.text']


copy = 0
for url in data_rev['url']:  # Each url has 20 so start 
    start = time.time()
    for p in pages:
        url_review = url+ "&start={}".format(str(p))
        page = r.get(url_review)
        soup = BeautifulSoup(page.content,'html.parser')
        res_name = soup.find("h1",{"class":"lemon--h1__373c0__2ZHSL heading--h1__373c0___56D3 undefined heading--inline__373c0__1jeAh"}).text
        tables=soup.findAll('li',{'class':'lemon--li__373c0__1r9wz margin-b3__373c0__q1DuY padding-b3__373c0__342DA border--bottom__373c0__3qNtD border-color--default__373c0__3-ifU'})
        if(len(tables) == 0):
            
            print(url_review)
            break
        else:
            
            for table in tables:
                #name,ratings,username:
                username = table.find("span",{"class":"lemon--span__373c0__3997G text__373c0__2Kxyz fs-block text-color--blue-dark__373c0__1jX7S text-align--left__373c0__2XGa- text-weight--bold__373c0__1elNz"}).a.text
                ratings = table.find("span",{"class":"lemon--span__373c0__3997G display--inline__373c0__3JqBP border-color--default__373c0__3-ifU"}).div.get("aria-label")
                text = table.find("span",{"class":"lemon--span__373c0__3997G raw__373c0__3rKqk"}).text
                review_listings.append([res_name,username,text])
              
            rev_df = pd.DataFrame.from_records(review_listings,columns=cols2)
            
    size_df = len(rev_df)
    
    print("review sizes are =>",size_df - copy)

    print(res_name)
    copy = size_df
    end = time.time()
    print(end-start)

解决方法

您感兴趣的所有数据似乎都以json的形式存储在页面源中。这可能是从此页面获取信息的更可靠的方法：

import re
import json
import requests

## Using headers is always a good pratice
headers = {
    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64; rv:80.0) Gecko/20100101 Firefox/80.0','Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,image/webp,*/*;q=0.8','Accept-Language': 'fr,fr-FR;q=0.8,en-US;q=0.5,en;q=0.3','Connection': 'keep-alive','Upgrade-Insecure-Requests': '1','Pragma': 'no-cache','Cache-Control': 'no-cache',}

response = requests.get('https://www.yelp.com/biz/saku-vancouver-3',headers=headers)
soup = BeautifulSoup(response.content)

# Lets find the 'script' tag which contains restaurant's information
data_tag = soup.find('script',text = re.compile('"@type":'))

#Load it properly as json
data = json.loads(data_tag.text)

print(data)

输出

{'@context': 'https://schema.org','@type': 'Restaurant','name': 'Saku','image': 'https://s3-media0.fl.yelpcdn.com/bphoto/_TjVeAVRczn0yITxvBqrCA/l.jpg','priceRange': 'CA$11-30','telephone': '','address': {'streetAddress': '548 W Broadway','addressLocality': 'Vancouver','addressCountry': 'CA','addressRegion': 'BC','postalCode': 'V5Z 1E9'},'review': [{'author': 'Jackie L.','datePublished': '1970-01-19','reviewRating': {'ratingValue': 5},'description': 'With restaurants .... }
  ...]
}

尝试以下操作以获取餐厅名称，评论者的所有姓名，他们的评论以及跨多个页面的评分。当然，如果您还没有被该网站阻止。

import requests

url = 'https://www.yelp.com/biz/XAH2HpuUUtu7CUO26pbs4w/review_feed?'

params = {
    'rl': 'en','sort_by': 'relevance_desc','q': '','start': ''
}

page = 0

while True:
    params['start'] = page
    res = requests.get(url,params=params)
    if not res.json()['reviews']:break
    for item in res.json()['reviews']:
        restaurant = item['business']['name']
        rating = item['rating']
        user = item['user']['markupDisplayName']
        review = item['comment']['text']
        print(restaurant,rating,user,review)

    page+=20

missing-data python review web-scraping