股票交易日定时爬取上交所/深交所所有股票行情数据存储到数据库
一、该项目主要分以下三步组成:
- 配置数据库信息
- 编写爬虫脚本
- 配置Jenkins定时任务
- 查看采集结果
二、详细过程
1.配置数据库信息
建表语句, 以其中部分字段为例:
CREATE TABLE `stockmarket` ( `date` varchar(12) NOT NULL DEFAULT '' COMMENT '时间', `stockCode` varchar(100) NOT NULL DEFAULT '' COMMENT '股票代码', `stockName` varchar(100) DEFAULT NULL COMMENT '股票名字', `close` decimal(19,2) DEFAULT NULL COMMENT '闭市价', `high` decimal(19,2) DEFAULT NULL COMMENT '最高', `low` decimal(19,2) DEFAULT NULL COMMENT '最低', `amplitudeRatio` decimal(19,2) DEFAULT NULL COMMENT '振幅', `turnoverRatio` decimal(19,2) DEFAULT NULL COMMENT '换手率', `preClose` decimal(19,2) DEFAULT NULL COMMENT '昨收', `open` decimal(19,2) DEFAULT NULL COMMENT '开盘价', PRIMARY KEY (`date`,`stockCode`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8;
配置json数据到.json文件, 用于读取配置信息,进行数据库连接
"stockMarket":{ "host":"localhost", "port":3326, "user":"root", "password":"password", "database":"stockMarket", "charset":"utf8" }
2.脚本编写
涉及到的python库
import re,pymysql,json,time,requests
代码编写
#!/usr/bin/env python # -*- coding: utf-8 -*- # @Author : Torre Yang Edit with Python3.6 # @Email : klyweiwei@163.com # @Time : 2018/6/28 10:50 # 定时 爬取每日股票行情数据; # 股票数据内容: import getSoup import pymysql import os import re import json import requestsimport connect_dataBase import time # db连接 connectDB = connect_dataBase.ConnectDatabase() get_conf = connectDB.get_conf('databases_conf.json') conn, cur = connectDB.connect_db(get_conf["stockMarket"]["host"], get_conf["stockMarket"]["user"], get_conf["stockMarket"]["password"], get_conf["stockMarket"]["database"], get_conf["stockMarket"]["port"]) # 第一步, 通过东方财富网 获取 上海/深圳 所有股票的 股票代码, 存储到list中 url = 'http://quote.eastmoney.com/stocklist.html#' soup = getSoup.getSoup(url) uls = soup.select('div#quotesearch li') # 正则表达式获取所有的股票代码 re1 = re.compile(r'href="http://quote.eastmoney.com/(.+?).html"') stockCodes = re1.findall(str(uls)) # print(stockCodes) # 第二步, 将股票代码加入到 股票搜索 的网址中 stockValues = [] for stockCode in stockCodes: # url = 'https://gupiao.baidu.com/stock/'+stockCode+'.html' url = 'https://gupiao.baidu.com/api/rails/stockbasicbatch?from=pc&os_ver=1&cuid=xxx&vv=100&format=json&stock_code='+stockCode+'' # print(url) # url = 'https://gupiao.baidu.com/api/rails/stockbasicbatch?from=pc&os_ver=1&cuid=xxx&vv=100&format=json&stock_code=sh201003' response = requests.get(url) response.raise_for_status() res = response.content try: JsonDatas = json.loads(res, encoding='utf-8') except: print('解析为空') datas = JsonDatas['data'] ) for data in datas: # 添加当天日期(交易日) date = time.strftime("%Y-%m-%d", time.localtime()) stockCode = data['stockCode'] stockName = data['stockName'] close = data['close'] high = data['high'] low = data['low'] amplitudeRatio = data['amplitudeRatio'] turnoverRatio = data['turnoverRatio'] preClose = data['preClose'] open = data['open'] sql = 'insert into stockmarket(date,stockCode,stockName,close,high,low,amplitudeRatio,turnoverRatio,preClose,open)values("'+str(date)+'","'+str(stockCode)+'","'+str(stockName)+'","'+str(close)+'","'+str(high)+'","'+str(low)+'","'+str(amplitudeRatio)+'","'+str(turnoverRatio)+'","'+str(preClose)+'","'+str(open)+'")' print(sql) if 'None' in sql: print('jump this data') else: try: connectDB.get_fetch(conn, cur, sql) except: print('数据异常, 跳过') print('采集数据完毕')
3.配置Jenkins
远程ssh配置,配置定时任务(tip:建议晚上进行采集(或闭市时间),因为交易时间,股票的数据在动态变化)
Jenkins> 系统配置>ssh remote hosts (我是装的虚拟机,centos7版本,已经配置好了JDK,python3,mysql,tomcat等常用软件服务)
4.验证结果
源码地址:https://github.com/Testworm/stockMarket.git
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