前往小程序,Get更优阅读体验!
立即前往
首页
学习
活动
专区
工具
TVP
发布
社区首页 >专栏 >python爬虫scrapy框架_python主流爬虫框架

python爬虫scrapy框架_python主流爬虫框架

作者头像
全栈程序员站长
发布2022-11-07 15:20:10
1.3K0
发布2022-11-07 15:20:10
举报
文章被收录于专栏:全栈程序员必看

目录

前言

环境部署

插件推荐

爬虫目标

项目创建

webdriver部署

项目代码

Item定义

中间件定义

定义爬虫

pipeline输出结果文本

配置文件改动

验证结果

总结


前言

闲来无聊,写了一个爬虫程序获取百度疫情数据。申明一下,研究而已。而且页面应该会进程做反爬处理,可能需要调整对应xpath。

Github仓库地址:代码仓库

本文主要使用的是scrapy框架。

环境部署

主要简单推荐一下

插件推荐

这里先推荐一个Google Chrome的扩展插件xpath helper,可以验证xpath语法是不是正确。

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

爬虫目标

需要爬取的页面:实时更新:新型冠状病毒肺炎疫情地图

主要爬取的目标选取了全国的数据以及各个身份的数据。

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

项目创建

使用scrapy命令创建项目

代码语言:javascript
复制
scrapy startproject yqsj

webdriver部署

这里就不重新讲一遍了,可以参考我这篇文章的部署方法:(Scrapy框架)爬虫2021年CSDN全站综合热榜标题热词 | 爬虫案例_阿良的博客-CSDN博客

项目代码

开始撸代码,看一下百度疫情省份数据的问题。

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

页面需要点击展开全部span。所以在提取页面源码的时候需要模拟浏览器打开后,点击该按钮。所以按照这个方向,我们一步步来。

Item定义

定义两个类YqsjProvinceItem和YqsjChinaItem,分别定义国内省份数据和国内数据。

代码语言:javascript
复制
# Define here the models for your scraped items
#
# See documentation in:
# https://docs.scrapy.org/en/latest/topics/items.html

import scrapy


class YqsjProvinceItem(scrapy.Item):
    # define the fields for your item here like:
    # name = scrapy.Field()
    location = scrapy.Field()
    new = scrapy.Field()
    exist = scrapy.Field()
    total = scrapy.Field()
    cure = scrapy.Field()
    dead = scrapy.Field()


class YqsjChinaItem(scrapy.Item):
    # define the fields for your item here like:
    # name = scrapy.Field()
    # 现有确诊
    exist_diagnosis = scrapy.Field()
    # 无症状
    asymptomatic = scrapy.Field()
    # 现有疑似
    exist_suspecte = scrapy.Field()
    # 现有重症
    exist_severe = scrapy.Field()
    # 累计确诊
    cumulative_diagnosis = scrapy.Field()
    # 境外输入
    overseas_input = scrapy.Field()
    # 累计治愈
    cumulative_cure = scrapy.Field()
    # 累计死亡
    cumulative_dead = scrapy.Field()

中间件定义

需要打开页面后点击一下展开全部。

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

完整代码

代码语言:javascript
复制
# Define here the models for your spider middleware
#
# See documentation in:
# https://docs.scrapy.org/en/latest/topics/spider-middleware.html
from scrapy import signals
# useful for handling different item types with a single interface
from itemadapter import is_item, ItemAdapter
from scrapy.http import HtmlResponse
from selenium.common.exceptions import TimeoutException
from selenium.webdriver import ActionChains
import time
class YqsjSpiderMiddleware:
# Not all methods need to be defined. If a method is not defined,
# scrapy acts as if the spider middleware does not modify the
# passed objects.
@classmethod
def from_crawler(cls, crawler):
# This method is used by Scrapy to create your spiders.
s = cls()
crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
return s
def process_spider_input(self, response, spider):
# Called for each response that goes through the spider
# middleware and into the spider.
# Should return None or raise an exception.
return None
def process_spider_output(self, response, result, spider):
# Called with the results returned from the Spider, after
# it has processed the response.
# Must return an iterable of Request, or item objects.
for i in result:
yield i
def process_spider_exception(self, response, exception, spider):
# Called when a spider or process_spider_input() method
# (from other spider middleware) raises an exception.
# Should return either None or an iterable of Request or item objects.
pass
def process_start_requests(self, start_requests, spider):
# Called with the start requests of the spider, and works
# similarly to the process_spider_output() method, except
# that it doesn’t have a response associated.
# Must return only requests (not items).
for r in start_requests:
yield r
def spider_opened(self, spider):
spider.logger.info('Spider opened: %s' % spider.name)
class YqsjDownloaderMiddleware:
# Not all methods need to be defined. If a method is not defined,
# scrapy acts as if the downloader middleware does not modify the
# passed objects.
@classmethod
def from_crawler(cls, crawler):
# This method is used by Scrapy to create your spiders.
s = cls()
crawler.signals.connect(s.spider_opened, signal=signals.spider_opened)
return s
def process_request(self, request, spider):
# Called for each request that goes through the downloader
# middleware.
# Must either:
# - return None: continue processing this request
# - or return a Response object
# - or return a Request object
# - or raise IgnoreRequest: process_exception() methods of
#   installed downloader middleware will be called
# return None
try:
spider.browser.get(request.url)
spider.browser.maximize_window()
time.sleep(2)
spider.browser.find_element_by_xpath("//*[@id='nationTable']/div/span").click()
# ActionChains(spider.browser).click(searchButtonElement)
time.sleep(5)
return HtmlResponse(url=spider.browser.current_url, body=spider.browser.page_source,
encoding="utf-8", request=request)
except TimeoutException as e:
print('超时异常:{}'.format(e))
spider.browser.execute_script('window.stop()')
finally:
spider.browser.close()
def process_response(self, request, response, spider):
# Called with the response returned from the downloader.
# Must either;
# - return a Response object
# - return a Request object
# - or raise IgnoreRequest
return response
def process_exception(self, request, exception, spider):
# Called when a download handler or a process_request()
# (from other downloader middleware) raises an exception.
# Must either:
# - return None: continue processing this exception
# - return a Response object: stops process_exception() chain
# - return a Request object: stops process_exception() chain
pass
def spider_opened(self, spider):
spider.logger.info('Spider opened: %s' % spider.name)

定义爬虫

分别获取国内疫情数据以及省份疫情数据。完整代码:

代码语言:javascript
复制
#!/usr/bin/env python
# -*- coding: utf-8 -*-
# @Time    : 2021/11/7 22:05
# @Author  : 至尊宝
# @Site    : 
# @File    : baidu_yq.py
import scrapy
from selenium import webdriver
from selenium.webdriver.chrome.options import Options
from yqsj.items import YqsjChinaItem, YqsjProvinceItem
class YqsjSpider(scrapy.Spider):
name = 'yqsj'
# allowed_domains = ['blog.csdn.net']
start_urls = ['https://voice.baidu.com/act/newpneumonia/newpneumonia#tab0']
china_xpath = "//div[contains(@class, 'VirusSummarySix_1-1-317_2ZJJBJ')]/text()"
province_xpath = "//*[@id='nationTable']/table/tbody/tr[{}]/td/text()"
province_xpath_1 = "//*[@id='nationTable']/table/tbody/tr[{}]/td/div/span/text()"
def __init__(self):
chrome_options = Options()
chrome_options.add_argument('--headless')  # 使用无头谷歌浏览器模式
chrome_options.add_argument('--disable-gpu')
chrome_options.add_argument('--no-sandbox')
self.browser = webdriver.Chrome(chrome_options=chrome_options,
executable_path="E:\\chromedriver_win32\\chromedriver.exe")
self.browser.set_page_load_timeout(30)
def parse(self, response, **kwargs):
country_info = response.xpath(self.china_xpath)
yq_china = YqsjChinaItem()
yq_china['exist_diagnosis'] = country_info[0].get()
yq_china['asymptomatic'] = country_info[1].get()
yq_china['exist_suspecte'] = country_info[2].get()
yq_china['exist_severe'] = country_info[3].get()
yq_china['cumulative_diagnosis'] = country_info[4].get()
yq_china['overseas_input'] = country_info[5].get()
yq_china['cumulative_cure'] = country_info[6].get()
yq_china['cumulative_dead'] = country_info[7].get()
yield yq_china
# 遍历35个地区
for x in range(1, 35):
path = self.province_xpath.format(x)
path1 = self.province_xpath_1.format(x)
province_info = response.xpath(path)
province_name = response.xpath(path1)
yq_province = YqsjProvinceItem()
yq_province['location'] = province_name.get()
yq_province['new'] = province_info[0].get()
yq_province['exist'] = province_info[1].get()
yq_province['total'] = province_info[2].get()
yq_province['cure'] = province_info[3].get()
yq_province['dead'] = province_info[4].get()
yield yq_province

pipeline输出结果文本

将结果按照一定的文本格式输出出来。完整代码:

代码语言:javascript
复制
# Define your item pipelines here
#
# Don't forget to add your pipeline to the ITEM_PIPELINES setting
# See: https://docs.scrapy.org/en/latest/topics/item-pipeline.html
# useful for handling different item types with a single interface
from itemadapter import ItemAdapter
from yqsj.items import YqsjChinaItem, YqsjProvinceItem
class YqsjPipeline:
def __init__(self):
self.file = open('result.txt', 'w', encoding='utf-8')
def process_item(self, item, spider):
if isinstance(item, YqsjChinaItem):
self.file.write(
"国内疫情\n现有确诊\t{}\n无症状\t{}\n现有疑似\t{}\n现有重症\t{}\n累计确诊\t{}\n境外输入\t{}\n累计治愈\t{}\n累计死亡\t{}\n".format(
item['exist_diagnosis'],
item['asymptomatic'],
item['exist_suspecte'],
item['exist_severe'],
item['cumulative_diagnosis'],
item['overseas_input'],
item['cumulative_cure'],
item['cumulative_dead']))
if isinstance(item, YqsjProvinceItem):
self.file.write(
"省份:{}\t新增:{}\t现有:{}\t累计:{}\t治愈:{}\t死亡:{}\n".format(
item['location'],
item['new'],
item['exist'],
item['total'],
item['cure'],
item['dead']))
return item
def close_spider(self, spider):
self.file.close()

配置文件改动

直接参考,自行调整:

代码语言:javascript
复制
# Scrapy settings for yqsj project
#
# For simplicity, this file contains only settings considered important or
# commonly used. You can find more settings consulting the documentation:
#
#     https://docs.scrapy.org/en/latest/topics/settings.html
#     https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
#     https://docs.scrapy.org/en/latest/topics/spider-middleware.html
BOT_NAME = 'yqsj'
SPIDER_MODULES = ['yqsj.spiders']
NEWSPIDER_MODULE = 'yqsj.spiders'
# Crawl responsibly by identifying yourself (and your website) on the user-agent
#USER_AGENT = 'yqsj (+http://www.yourdomain.com)'
USER_AGENT = 'Mozilla/5.0'
# Obey robots.txt rules
ROBOTSTXT_OBEY = False
# Configure maximum concurrent requests performed by Scrapy (default: 16)
#CONCURRENT_REQUESTS = 32
# Configure a delay for requests for the same website (default: 0)
# See https://docs.scrapy.org/en/latest/topics/settings.html#download-delay
# See also autothrottle settings and docs
#DOWNLOAD_DELAY = 3
# The download delay setting will honor only one of:
#CONCURRENT_REQUESTS_PER_DOMAIN = 16
#CONCURRENT_REQUESTS_PER_IP = 16
# Disable cookies (enabled by default)
COOKIES_ENABLED = False
# Disable Telnet Console (enabled by default)
#TELNETCONSOLE_ENABLED = False
# Override the default request headers:
DEFAULT_REQUEST_HEADERS = {
'Accept': 'text/html,application/xhtml+xml,application/xml;q=0.9,*/*;q=0.8',
'Accept-Language': 'en',
'User-Agent': 'Mozilla/5.0 (Windows NT 6.2; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/27.0.1453.94 Safari/537.36'
}
# Enable or disable spider middlewares
# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html
SPIDER_MIDDLEWARES = {
'yqsj.middlewares.YqsjSpiderMiddleware': 543,
}
# Enable or disable downloader middlewares
# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
DOWNLOADER_MIDDLEWARES = {
'yqsj.middlewares.YqsjDownloaderMiddleware': 543,
}
# Enable or disable extensions
# See https://docs.scrapy.org/en/latest/topics/extensions.html
#EXTENSIONS = {
#    'scrapy.extensions.telnet.TelnetConsole': None,
#}
# Configure item pipelines
# See https://docs.scrapy.org/en/latest/topics/item-pipeline.html
ITEM_PIPELINES = {
'yqsj.pipelines.YqsjPipeline': 300,
}
# Enable and configure the AutoThrottle extension (disabled by default)
# See https://docs.scrapy.org/en/latest/topics/autothrottle.html
#AUTOTHROTTLE_ENABLED = True
# The initial download delay
#AUTOTHROTTLE_START_DELAY = 5
# The maximum download delay to be set in case of high latencies
#AUTOTHROTTLE_MAX_DELAY = 60
# The average number of requests Scrapy should be sending in parallel to
# each remote server
#AUTOTHROTTLE_TARGET_CONCURRENCY = 1.0
# Enable showing throttling stats for every response received:
#AUTOTHROTTLE_DEBUG = False
# Enable and configure HTTP caching (disabled by default)
# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html#httpcache-middleware-settings
#HTTPCACHE_ENABLED = True
#HTTPCACHE_EXPIRATION_SECS = 0
#HTTPCACHE_DIR = 'httpcache'
#HTTPCACHE_IGNORE_HTTP_CODES = []
#HTTPCACHE_STORAGE = 'scrapy.extensions.httpcache.FilesystemCacheStorage'

验证结果

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

看看结果文件

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

总结

emmmm,闲着无聊,写着玩,没啥好总结的。

申明一下,本文案例仅研究探索使用,不是为了恶意攻击。

分享:

修心,亦是修行之一。顺境修力,逆境修心,缺一不可。 ——《剑来》

如果本文对你有作用的话,不要吝啬你的赞,谢谢。

python爬虫scrapy框架_python主流爬虫框架
python爬虫scrapy框架_python主流爬虫框架

版权声明:本文内容由互联网用户自发贡献,该文观点仅代表作者本人。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。如发现本站有涉嫌侵权/违法违规的内容, 请发送邮件至 举报,一经查实,本站将立刻删除。

发布者:全栈程序员栈长,转载请注明出处:https://javaforall.cn/184242.html原文链接:https://javaforall.cn

本文参与 腾讯云自媒体同步曝光计划,分享自作者个人站点/博客。
原始发表:2022年10月9日 ,如有侵权请联系 cloudcommunity@tencent.com 删除

本文分享自 作者个人站点/博客 前往查看

如有侵权,请联系 cloudcommunity@tencent.com 删除。

本文参与 腾讯云自媒体同步曝光计划  ,欢迎热爱写作的你一起参与!

评论
登录后参与评论
0 条评论
热度
最新
推荐阅读
目录
  • 前言
  • 环境部署
    • 插件推荐
      • 爬虫目标
        • 项目创建
          • webdriver部署
          • 项目代码
            • Item定义
              • 中间件定义
                • 定义爬虫
                  • pipeline输出结果文本
                    • 配置文件改动
                    • 验证结果
                    • 总结
                    相关产品与服务
                    消息队列 TDMQ
                    消息队列 TDMQ (Tencent Distributed Message Queue)是腾讯基于 Apache Pulsar 自研的一个云原生消息中间件系列,其中包含兼容Pulsar、RabbitMQ、RocketMQ 等协议的消息队列子产品,得益于其底层计算与存储分离的架构,TDMQ 具备良好的弹性伸缩以及故障恢复能力。
                    领券
                    问题归档专栏文章快讯文章归档关键词归档开发者手册归档开发者手册 Section 归档