吴裕雄--天生自然PYTHON爬虫:使用Scrapy抓取股票行情
Scrapy框架它能够帮助提升爬虫的效率,从而更好地实现爬虫。Scrapy是一个为了抓取网页数据、提取结构性数据而编写的应用框架,该框架是封装的,包含request异步调度和处理、下载器(多线程的Downloader)、解析器selector和twisted(异步处理)等。对于网站的内容爬取,其速度非常快捷。
下面将使用Scrapy框架抓取某证券网站A股行情,爬取过程分为以下五步:
一:创建Scrapy爬虫项目;
二:定义一个item容器;
三:定义settings文件进行基本爬虫设置;
四:编写爬虫逻辑;
五:代码调试。
1、创建Scrapy爬虫项目
调出CMD,输入下面代码:(我在F盘下的pywork文件夹下创建的)
# -*- coding: utf-8 -*- # Define here the models for your scraped items
#
# See documentation in:
# https://docs.scrapy.org/en/latest/topics/items.html import scrapy
from scrapy.loader import ItemLoader
from scrapy.loader.processors import TakeFirst class StockstarItemLoader(ItemLoader):
#自定义itemloader
default_output_processor = TakeFirst() class StockstarItem(scrapy.Item):
# define the fields for your item here like:
# name = scrapy.Field()
code = scrapy.Field() # 股票代码
abbr = scrapy.Field() # 股票简称
last_trade = scrapy.Field() # 最新价
chg_ratio = scrapy.Field() # 涨跌幅
chg_amt = scrapy.Field() # 涨跌额
chg_ratio_5min = scrapy.Field() # 5分钟涨幅
volumn = scrapy.Field() # 成交量
turn_over = scrapy.Field() # 成交额
# -*- coding: utf-8 -*- # Scrapy settings for stockstar 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 from scrapy.exporters import JsonLinesItemExporter # 默认显示的中文是阅读性较差的Unicode字符
# 需要定义子类显示出原来的字符集(将父类的ensure_ascii属性设置为False即可)
class CustomJsonLinesItemExporter(JsonLinesItemExporter):
def __init__(self, file, **kwargs):
super(CustomJsonLinesItemExporter, self).__init__(file, ensure_ascii=False, **kwargs) # 启用新定义的Exporter类
FEED_EXPORTERS = {
'json': 'stockstar.settings.CustomJsonLinesItemExporter',
} BOT_NAME = 'stockstar' SPIDER_MODULES = ['stockstar.spiders']
NEWSPIDER_MODULE = 'stockstar.spiders' # Crawl responsibly by identifying yourself (and your website) on the user-agent
#USER_AGENT = 'stockstar (+http://www.yourdomain.com)' # Obey robots.txt rules
ROBOTSTXT_OBEY = True # 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 = 0.25
#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',
#} # Enable or disable spider middlewares
# See https://docs.scrapy.org/en/latest/topics/spider-middleware.html
#SPIDER_MIDDLEWARES = {
# 'stockstar.middlewares.StockstarSpiderMiddleware': 543,
#} # Enable or disable downloader middlewares
# See https://docs.scrapy.org/en/latest/topics/downloader-middleware.html
#DOWNLOADER_MIDDLEWARES = {
# 'stockstar.middlewares.StockstarDownloaderMiddleware': 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 = {
# 'stockstar.pipelines.StockstarPipeline': 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'
scrapy genspider stock quote.stockstar.com
# -*- coding: utf-8 -*-
import scrapy
from items import StockstarItem, StockstarItemLoader class StockSpider(scrapy.Spider):
#爬虫名称
name = 'stock'
#爬虫领域
allowed_domains = ['quote.stockstar.com']
# start_urls = ['http://quote.stockstar.com/']
#爬虫开始链接
start_urls = ['http://quote.stockstar.com/stock/industry_I_0_0_1.html'] #编写爬虫逻辑
def parse(self, response):
#获取页码
page = int(response.url.split("_")[-1].split(".")[0])
item_nodes = response.css('#datalist tr')
for item_node in item_nodes:
#根据item_node定义的字段内容来按照里面的字段获取
item_loader = StockstarItemLoader(item=StockstarItem(), selector=item_node)
item_loader.add_css("code", "td:nth-child(1) a::text")
item_loader.add_css("abbr", "td:nth-child(2) a::text")
item_loader.add_css("last_trade", "td:nth-child(3) ::text")
item_loader.add_css("chg_ratio", "td:nth-child(4) ::text")
item_loader.add_css("chg_amt", "td:nth-child(5) ::text")
item_loader.add_css("chg_ratio_5min", "td:nth-child(6) ::text")
item_loader.add_css("volumn", "td:nth-child(7)::text")
item_loader.add_css("turn_over", "td:nth-child(8)::text")
stock_item = item_loader.load_item()
yield stock_item
if item_nodes:
next_page = page + 1
next_url = response.url.replace("{0}.html".format(page), "{0}.html".format(next_page))
yield scrapy.Request(url=next_url, callback=self.parse)
5、接下来在stockstar文件下创建一个main.py文件用来方便调试爬虫代码。
from scrapy.cmdline import execute
execute(["scrapy", "crawl", "stock", "-o", "items.json"])
上面这条命令等价与在CMD中进入到scrapy文件中执行:
scrapy crawl stock -o items.json
这样爬虫得到的内容就都保存到items.json这个文件里面了
吴裕雄--天生自然PYTHON爬虫:使用Scrapy抓取股票行情的更多相关文章
- 吴裕雄--天生自然python学习笔记:抓取网络公开数据
当前,有许多政府或企事业单位会在网上为公众提供相关的公开数据.以 http://api.help.bj.cn/api/均 .cn/api /网站为例,打开这个链接,大家可以看到多种可供调用的数据 . ...
- 吴裕雄--天生自然PYTHON爬虫:使用Selenium爬取大型电商网站数据
用python爬取动态网页时,普通的requests,urllib2无法实现.例如有些网站点击下一页时,会加载新的内容,但是网页的URL却没有改变(没有传入页码相关的参数),requests.urll ...
- 吴裕雄--天生自然PYTHON爬虫:爬虫攻防战
我们在开发者模式下不仅可以找到URL.Form Data,还可以在Request headers 中构造浏览器的请求头,封装自己.服务器识别浏览器访问的方法就是判断keywor是否为Request h ...
- 吴裕雄--天生自然PYTHON爬虫:爬取某一大型电商网站的商品数据(效率优化以及代码容错处理)
这篇博文主要是对我的这篇https://www.cnblogs.com/tszr/p/12198054.html爬虫效率的优化,目的是为了提高爬虫效率. 可以根据出发地同时调用多个CPU,每个CPU运 ...
- 吴裕雄--天生自然PYTHON爬虫:安装配置MongoDBy和爬取天气数据并清洗保存到MongoDB中
1.下载MongoDB 官网下载:https://www.mongodb.com/download-center#community 上面这张图选择第二个按钮 上面这张图直接Next 把bin路径添加 ...
- 吴裕雄--天生自然PYTHON爬虫:用API爬出天气预报信息
天气预报网址:https://id.heweather.com/,这个网站是需要注册获取一个个人认证后台密钥key的,并且每个人都有访问次数的限制,这个key就是访问API的钥匙. 这个key现在是要 ...
- 吴裕雄--天生自然PYTHON爬虫:使用BeautifulSoup解析中国旅游网页数据
import requests from bs4 import BeautifulSoup url = "http://www.cntour.cn/" strhtml = requ ...
- 吴裕雄--天生自然python爬虫:使用requests模块的get和post方式抓取中国旅游网站和有道翻译网站翻译内容数据
import requests url = 'http://www.cntour.cn/' strhtml = requests.get(url) print(strhtml.text) URL='h ...
- 吴裕雄--天生自然python学习笔记:爬取我国 1990 年到 2017年 GDP 数据并绘图显示
绘制图形所需的数据源通常是不固定的,比如,有时我们会需要从网页抓取, 也可能需从文件或数据库中获取. 利用抓取网页数据技术,把我国 1990 年到 2016 年的 GDP 数据抓取出来 ,再利用 Ma ...
随机推荐
- mybatis的8月29日
一.select查询语句 1.mybatis的映射,jdbc预处理 <select id="selectPerson" parameterType="int&quo ...
- List 数据分批入库
直接贴代码,主要运用 List<E> subList(int fromIndex, int toIndex); 把 List 分割 /** * 保存批价结果 * * @param pric ...
- app内区域截图利用html2Canvals保存到手机 截屏 (html2Canvas使用版本是:0.5.0-beta3。)
app内区域截图利用html2Canvals保存到手机 app内有时候需要区域内的截图保存dom为图像,我们可以使用html2Canvas将dom转换成base64图像字符串,然后再利用5+api保存 ...
- c# 泛型demo
private void Fn_Post<T>(T dto, string api) { HttpClient client = new HttpClient(); client.Base ...
- Java switch的用法
控制流程语句之→switch选择判断语句 注意事项: 1.多个case后面的值不能重复: 2.switch后面小括号当中只能是下列数据类型: 基本数据类型:byte.short.char.int 引 ...
- 解决sublime不能正常使用python3中的input
执行以下步骤 1.安装SublimeREPL插件 2.打开快捷键设置运行的快捷键 首选项->快捷设置 {"keys":["ctrl+y+h"], &quo ...
- Linux安装Redis服务
下载:wget http://download.redis.io/releases/redis-5.0.5.tar.gz 解压:tar -zxvf redis-5.0.5.tar.gz 进入redi ...
- css3的一些特效
前段时间有位同事分享了一个网站,里边是一些css3特效,看着挺好,分享一下: [http://daneden.github.io/animate.css/ ] 所有的特效都集中在一个css层叠样式表中 ...
- RedHat7.0 网络源的配置
RedHat7.0 yum源的配置 写这篇随笔的目的 为了记录自己的操作,能够为以后的再次配置提供参考 因为网上的教程都有些年代了,为了方便其他同学方便配置 提高下自己的写作水平 参考资料 RedHa ...
- ios端微信浏览器 音乐不自动播放问题
<audio id=''music src='' preload autoplay loop> <script src="http://res.wx.qq.com/open ...