百度AI入门课-day2作业

news/2024/11/24 8:00:45/

!!!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
# 同时添加如下代码, 这样每次环境(kernel)启动的时候只要运行下方代码即可:
import sys
sys.path.append('/home/aistudio/external-libraries')

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].textfor 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').textelse: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!!!#!!!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)
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 = 0for (dirpath,dirnames,filenames) in os.walk(path):for filename in filenames:pic_num += 1print("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htmlhtml = 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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