paddlepaddle(飞桨) python 教学 Day2-《青春有你2》选手信息爬取--解答

Wanda ·

更新时间:2024-09-21

· 536 次阅读

！！！作业说明！！！ 1.请在下方提示位置，补充代码，完成《青春有你2》选手图片爬取，将爬取图片进行保存，保证代码正常运行 2.打印爬取的所有图片的绝对路径，以及爬取的图片总数，此部分已经给出代码。请在提交前，一定要保证有打印结果，如下图所示：

深度学习一般过程:

收集数据，尤其是有标签、高质量的数据是一件昂贵的工作。

爬虫的过程，就是模仿浏览器的行为，往目标站点发送请求，接收服务器的响应数据，提取需要的信息，并进行保存的过程。

Python为爬虫的实现提供了工具:requests模块、BeautifulSoup库

任务描述

本次实践使用Python来爬取百度百科中《青春有你2》所有参赛选手的信息。

数据获取：https://baike.baidu.com/item/青春有你第二季

上网的全过程:

普通用户:
打开浏览器 --> 往目标站点发送请求 --> 接收响应数据 --> 渲染到页面上。
爬虫程序:
模拟浏览器 --> 往目标站点发送请求 --> 接收响应数据 --> 提取有用的数据 --> 保存到本地/数据库。

爬虫的过程：

1.发送请求（requests模块）
2.获取响应数据（服务器返回）
3.解析并提取数据（BeautifulSoup查找或者re正则）
4.保存数据

本实践中将会使用以下两个模块，首先对这两个模块简单了解以下：

request模块：

requests是python实现的简单易用的HTTP库，官网地址：http://cn.python-requests.org/zh_CN/latest/
requests.get(url)可以发送一个http get请求，返回服务器响应内容。

BeautifulSoup库：

BeautifulSoup 是一个可以从HTML或XML文件中提取数据的Python库。网址：https://beautifulsoup.readthedocs.io/zh_CN/v4.4.0/
BeautifulSoup支持Python标准库中的HTML解析器,还支持一些第三方的解析器,其中一个是 lxml。
BeautifulSoup(markup, "html.parser")或者BeautifulSoup(markup, "lxml")，推荐使用lxml作为解析器,因为效率更高。

#如果需要进行持久化安装, 需要使用持久化路径, 如下方代码示例:
!mkdir /home/aistudio/external-libraries
!pip install beautifulsoup4 -t /home/aistudio/external-libraries
!pip install lxml -t /home/aistudio/external-libraries

Looking in indexes: https://pypi.mirrors.ustc.edu.cn/simple/
Collecting beautifulsoup4
  Using cached https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/e8/b5/7bb03a696f2c9b7af792a8f51b82974e51c268f15e925fc834876a4efa0b/beautifulsoup4-4.9.0-py3-none-any.whl
Collecting soupsieve>1.2 (from beautifulsoup4)
  Using cached https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/05/cf/ea245e52f55823f19992447b008bcbb7f78efc5960d77f6c34b5b45b36dd/soupsieve-2.0-py2.py3-none-any.whl
Installing collected packages: soupsieve, beautifulsoup4
Successfully installed beautifulsoup4-4.9.0 soupsieve-2.0
Looking in indexes: https://pypi.mirrors.ustc.edu.cn/simple/
Collecting lxml
[?25l  Downloading https://mirrors.tuna.tsinghua.edu.cn/pypi/web/packages/85/9e/93e2c3af278c7c8b6826666bbcb145af2829bd761c3b329e51cd6343836c/lxml-4.5.0-cp37-cp37m-manylinux1_x86_64.whl (5.7MB)
[K     |████████████████████████████████| 5.7MB 28.7MB/s eta 0:00:01
[?25hInstalling collected packages: lxml
Successfully installed lxml-4.5.0

一、爬取百度百科中《青春有你2》中所有参赛选手信息，返回页面数据

import json
import re
import requests
import datetime
from bs4 import BeautifulSoup
import os
#获取当天的日期,并进行格式化,用于后面文件命名，格式:20200420
today = datetime.date.today().strftime('%Y%m%d')    
def crawl_wiki_data():
    """
    爬取百度百科中《青春有你2》中参赛选手信息，返回html
    """
    headers = { 
        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/67.0.3396.99 Safari/537.36'
    }
    url='https://baike.baidu.com/item/青春有你第二季'                         
    try:
        response = requests.get(url,headers=headers)
        print(response.status_code)
        #将一段文档传入BeautifulSoup的构造方法,就能得到一个文档的对象, 可以传入一段字符串
        soup = BeautifulSoup(response.text,'lxml')
        #返回的是class为table-view log-set-param的所有标签
        tables = soup.find_all('table',{'class':'table-view log-set-param'})
        crawl_table_title = "参赛学员"
        for table in  tables:           
            #对当前节点前面的标签和字符串进行查找
            table_titles = table.find_previous('div').find_all('h3')
            for title in table_titles:
                if(crawl_table_title in title):
                    return table       
    except Exception as e:
        print(e)
二、对爬取的页面数据进行解析，并保存为JSON文件def parse_wiki_data(table_html):
    '''
    从百度百科返回的html中解析得到选手信息，以当前日期作为文件名，存JSON文件,保存到work目录下
    '''
    bs = BeautifulSoup(str(table_html),'lxml')
    all_trs = bs.find_all('tr')
    error_list = ['\'','\"']
    stars = []
    for tr in all_trs[1:]:
         all_tds = tr.find_all('td')
         star = {}
         #姓名
         star["name"]=all_tds[0].text
         #个人百度百科链接
         star["link"]= 'https://baike.baidu.com' + all_tds[0].find('a').get('href')
         #籍贯
         star["zone"]=all_tds[1].text
         #星座
         star["constellation"]=all_tds[2].text
         #身高
         star["height"]=all_tds[3].text
         #体重
         star["weight"]= all_tds[4].text
         #花语,去除掉花语中的单引号或双引号
         flower_word = all_tds[5].text
         for c in flower_word:
             if  c in error_list:
                 flower_word=flower_word.replace(c,'')
         star["flower_word"]=flower_word 
         #公司
         if not all_tds[6].find('a') is  None:
             star["company"]= all_tds[6].find('a').text
         else:
             star["company"]= all_tds[6].text  
         stars.append(star)
    json_data = json.loads(str(stars).replace("\'","\""))   
    with open('work/' + today + '.json', 'w', encoding='UTF-8') as f:
        json.dump(json_data, f, ensure_ascii=False)
三、爬取每个选手的百度百科图片，并进行保存！！！请在以下代码块中补充代码，爬取每个选手的百度百科图片，并保存 ！！！def crawl_pic_urls():
    '''
    爬取每个选手的百度百科图片，并保存
    ''' 
    with open('work/'+ today + '.json', 'r', encoding='UTF-8') as file:
         json_array = json.loads(file.read())
    headers = { 
        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/67.0.3396.99 Safari/537.36' 
     }
    for star in json_array:
        name = star['name']
        link = star['link']
        #！！！请在以下完成对每个选手图片的爬取，将所有图片url存储在一个列表pic_urls中！！！
        pic_urls=[]
        try:
            response = requests.get(link, headers=headers)
            # print(response.status_code)
            #将一段文档传入BeautifulSoup的构造方法,就能得到一个文档的对象, 可以传入一段字符串
            soup = BeautifulSoup(response.text, 'lxml')
            div = soup.find_all('div',{'class':'summary-pic'})[0]
            imgsLink=div.find_all('a')[0].get('href')
            # 获取个人图集主页
            imgsLink=r'https://baike.baidu.com'+imgsLink
            # print(imgsLink)
            response2=requests.get(imgsLink, headers=headers)
            soup2=BeautifulSoup(response2.text, 'lxml')
            divs=soup2.find_all('a',{'class':'pic-item'})
            for div2 in  divs:
                # 获取每张图url
                img=div2.find_all('img')[0].get('src')
                # print(img)
                pic_urls.append(img)  
        except Exception as e:
            print(e)
        # ！！！根据图片链接列表pic_urls, 下载所有图片，保存在以name命名的文件夹中！！！
        down_pic(name,pic_urls)
# crawl_pic_urls() 
pip install lxml
Looking in indexes: https://pypi.mirrors.ustc.edu.cn/simple/
Requirement already satisfied: lxml in /opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages (4.5.0)
Note: you may need to restart the kernel to use updated packages.
# html = crawl_wiki_data()
# parse_wiki_data(html)
200
def down_pic(name,pic_urls):
    '''
    根据图片链接列表pic_urls, 下载所有图片，保存在以name命名的文件夹中,
    '''
    path = 'work/'+'pics/'+name+'/'
    if not os.path.exists(path):
      os.makedirs(path)
    for i, pic_url in enumerate(pic_urls):
        try:
            pic = requests.get(pic_url, timeout=15)
            string = str(i + 1) + '.jpg'
            with open(path+string, 'wb') as f:
                f.write(pic.content)
                print('成功下载第%s张图片: %s' % (str(i + 1), str(pic_url)))
        except Exception as e:
            print('下载第%s张图片时失败: %s' % (str(i + 1), str(pic_url)))
            print(e)
            continue
四、打印爬取的所有图片的路径def show_pic_path(path):
    '''
    遍历所爬取的每张图片，并打印所有图片的绝对路径
    '''
    pic_num = 0
    for (dirpath,dirnames,filenames) in os.walk(path):
        for filename in filenames:
           pic_num += 1
           print("第%d张照片：%s" % (pic_num,os.path.join(dirpath,filename)))           
    print("共爬取《青春有你2》选手的%d照片" % pic_num)
if __name__ == '__main__':
     #爬取百度百科中《青春有你2》中参赛选手信息，返回html
     html = crawl_wiki_data()
     #解析html,得到选手信息，保存为json文件
     parse_wiki_data(html)
     #从每个选手的百度百科页面上爬取图片,并保存
     crawl_pic_urls()
     #打印所爬取的选手图片路径
     show_pic_path('/home/aistudio/work/pics/')
     print("所有信息爬取完成！")
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成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/71cf3bc79f3df8dcf74337c4c211728b4710286c?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/ae51f3deb48f8c5494ee2ef1a6613af5e0fe9825d19e?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/d058ccbf6c81800a19d84ad02d7d24fa828ba71ee99e?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/f9198618367adab44aed7799179ca41c8701a08b4e9a?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第2张图片: https://bkimg.cdn.bcebos.com/pic/6a600c338744ebf81a4cd79175b1c02a6059252d094e?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/ae51f3deb48f8c5494ee2f23a1613af5e0fe9925d12c?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/f703738da9773912b31be3be64519118367adbb44491?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第2张图片: https://bkimg.cdn.bcebos.com/pic/09fa513d269759ee510bed92bdfb43166d22df14?x-bce-process=image/resize,m_lfit,w_268,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/78310a55b319ebc4b74504471e6ed8fc1e178b82b89f?x-bce-process=image/resize,m_lfit,h_160,limit_1
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