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

！！！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)
     |████████████████████████████████| 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<table>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5张图片: https://bkimg.cdn.bcebos.com/pic/9a504fc2d562853559a15b799fef76c6a7ef6321?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第6张图片: https://bkimg.cdn.bcebos.com/pic/72f082025aafa40f6d9b4785a464034f78f0190c?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/f603918fa0ec08fa513d7ee4e6a62a6d55fbb2fb6c15?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/4034970a304e251f95cad33b3bcede177f3e6609f592?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/d8f9d72a6059252dd42a514d8bd3143b5bb5c9ea136b?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/5fdf8db1cb1349541149a433594e9258d1094a15?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/6159252dd42a28341d0a185e54b5c9ea15cebf32?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/0824ab18972bd40735faca3ee7c189510fb30e24a392?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/1f178a82b9014a90f6033c7e353f2e12b31bb1514095?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/7af40ad162d9f2d3572c602c35a49d13632763d06695?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/95eef01f3a292df5274e584cb3315c6035a873de?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/738b4710b912c8fcf3244d60f7039245d7882143?x-bce-process=image/crop,x_12,y_1,w_980,h_647/resize,m_lfit,w_150,limit_1
成功下载第3张图片: https://bkimg.cdn.bcebos.com/pic/35a85edf8db1cb138748cb4ad254564e92584b42?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第4张图片: https://bkimg.cdn.bcebos.com/pic/d1160924ab18972bdb1af793e9cd7b899e510a42?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/960a304e251f95cad1c85401655f683e6709c93df479?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/fcfaaf51f3deb48f9453e5bdf91f3a292df5789e?x-bce-process=image/crop,x_0,y_96,w_1000,h_660/resize,m_lfit,w_150,limit_1
成功下载第3张图片: https://bkimg.cdn.bcebos.com/pic/50da81cb39dbb6fdaf801f710624ab18962b378a?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第4张图片: https://bkimg.cdn.bcebos.com/pic/4ec2d5628535e5dd0bc11d8a79c6a7efcf1b62f2?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第5张图片: https://bkimg.cdn.bcebos.com/pic/30adcbef76094b36d1e4c317a8cc7cd98c109dd2?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第6张图片: https://bkimg.cdn.bcebos.com/pic/ac6eddc451da81cb9e2d9e1c5866d01608243113?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第7张图片: https://bkimg.cdn.bcebos.com/pic/ac4bd11373f082027b00670840fbfbedab641b72?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第8张图片: https://bkimg.cdn.bcebos.com/pic/7a899e510fb30f24d60c9d54c795d143ac4b03d6?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第9张图片: https://bkimg.cdn.bcebos.com/pic/f11f3a292df5e0fe2cbc6adc516034a85fdf7243?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第10张图片: https://bkimg.cdn.bcebos.com/pic/574e9258d109b3de21af33f4cbbf6c81800a4c1e?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/472309f790529822720e85004b826ccb0a46f31f7e95?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/279759ee3d6d55fba04f577c62224f4a21a4ddda?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/80cb39dbb6fd526669f81d4ea418972bd507369c?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第3张图片: https://bkimg.cdn.bcebos.com/pic/aa64034f78f0f736afc33832971da419ebc4b745b5e2?x-bce-process=image/resize,m_lfit,w_150,limit_1
成功下载第1张图片: https://bkimg.cdn.bcebos.com/pic/94cad1c8a786c9173c250b3ac53d70cf3bc7578a?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/3c6d55fbb2fb431617b4fe6a2ca4462309f7d373?x-bce-process=image/crop,x_0,y_104,w_1080,h_713/resize,m_lfit,w_150,limit_1
成功下载第3张图片: https://bkimg.cdn.bcebos.com/pic/b3fb43166d224f4a93b43c3805f790529822d1e8?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第4张图片: https://bkimg.cdn.bcebos.com/pic/72f082025aafa40f70f75730a164034f78f0192d?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第5张图片: https://bkimg.cdn.bcebos.com/pic/8d5494eef01f3a294148c81f9b25bc315d607c5a?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第6张图片: https://bkimg.cdn.bcebos.com/pic/86d6277f9e2f0708aad28c6dea24b899a801f28c?x-bce-process=image/watermark,g_7,image_d2F0ZXIvYmFpa2U3Mg==,xp_5,yp_5
成功下载第7张图片: https://bkimg.cdn.bcebos.com/pic/08f790529822720e0aade09f79cb0a46f21fab77?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第8张图片: https://bkimg.cdn.bcebos.com/pic/908fa0ec08fa513dd6486521386d55fbb3fbd96b?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第9张图片: https://bkimg.cdn.bcebos.com/pic/023b5bb5c9ea15ce10a2e78ab6003af33b87b2e0?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第10张图片: https://bkimg.cdn.bcebos.com/pic/fcfaaf51f3deb48fe668b273f21f3a292df5781d?x-bce-process=image/resize,m_lfit,w_150,limit_1
成功下载第11张图片: https://bkimg.cdn.bcebos.com/pic/dc54564e9258d109d2f3a4b0dd58ccbf6c814d9b?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第12张图片: https://bkimg.cdn.bcebos.com/pic/d52a2834349b033ba9939e4119ce36d3d539bd16?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第13张图片: https://bkimg.cdn.bcebos.com/pic/a1ec08fa513d26971277dde252fbb2fb4216d8ed?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第14张图片: https://bkimg.cdn.bcebos.com/pic/43a7d933c895d1433634977b79f082025aaf0723?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第15张图片: https://bkimg.cdn.bcebos.com/pic/4610b912c8fcc3ce1c75154e9045d688d43f2012?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第16张图片: https://bkimg.cdn.bcebos.com/pic/f9198618367adab470ade65287d4b31c8701e4a6?x-bce-process=image/resize,m_lfit,h_160,limit_1
成功下载第17张图片: https://bkimg.cdn.bcebos.com/pic/6f061d950a7b020848a7e9fa6ed9f2d3572cc8bb?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/d62a6059252dd42a2834a9689f734cb5c9ea14ce1295?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/d009b3de9c82d1582450d8318c0a19d8bd3e4264?x-bce-process=image/resize,m_lfit,w_150,limit_1
成功下载第3张图片: https://bkimg.cdn.bcebos.com/pic/00e93901213fb80ea835cb763ad12f2eb83894af?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/00e93901213fb80e7bec9eecad99382eb9389b503efd?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/9213b07eca8065380cd722d00b95b644ad3458822495?x-bce-process=image/resize,m_lfit,h_160,limit_1
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