python疫情监控（爬虫+可视化）_python疫情监控项目

大家好，作为一名互联网行业的小白，写博客只是为了巩固自己学习的知识，但由于水平有限，博客中难免会有一些错误出现，有不妥之处恳请各位大佬指点一二！
博客主页：链接: https://blog.csdn.net/weixin_52720197?spm=1018.2118.3001.5343

博文声明：该项目参考B站视频：https://www.bilibili.com/video/BV177411j7qJ
本人基于原项目做了补充和完善

1.项目准备

1.1.简介

基于Python+Flask+Echarts打造一个疫情监控系统，涉及技术有：

Python爬虫
使用Python与Mysql数据库交互
使用Flask构建Web项目
基于Echarts数据可视化展示
在linux上部署Web项目及爬虫
项目架构

数据获取（爬虫）>>数据持久化（MySQL）>>flask搭建Web后台>>数据可视化(h5+echarts)

1.2.项目环境

Python 3.+

MySQL

PyCharm(Python IDE)

Jupyter notebook(Python IDE)

Hbuilder(前端IDE，https://www.dcloud.io/hbuilderx.html)

Linux主机（后期项目部署）

1.2.1.Jupyter Notebook

Jupyter Notebook（此前被称为IPython notebook）是一个基于网页的用于交互计算的应用程序，在数据可续额领域很受欢迎。

简言之，notebook是以网页的形式打开，可以在code类型单元格中直接编写代码和运行代码，代码的运行结果也会直接在代码块下显示。如在编程过程中需要编写说明文档，可在md类型的单元格中直接编写，便于及时的说明和解释。

安装

pip install notebook
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启动

jupyter notebook
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2.数据获取

2.1.爬虫概述

爬虫，就是给网站发起请求，并从响应中提取需要的数据自动化程序

1. 发起请求，获取响应

   通过http库，对目标站点进行请求。等同于自己打开浏览器，输入网址

   常用库：urllib、urllib3、requests

   服务器会返回请求的内容，一般为：HTML、二进制文件（视频、音频）、文档、JSON字符串等

2. 解析内容

   寻找自己需要的信息，就是利用正则表达式或者其他库提取目标信息

常用库：re、beautifulsoup4
3. 保存数据
将解析得到的数据持久化到文件或者数据库中

2.2.request发送请求

2.2.1.demo

1. 先安装：pip install requests

2. requests.get()

import requests

url="http://www.baidu.com"
# 发起请求
res=requests.get(url)

# 查看编码
print(res.encoding)
# 查看请求头
print(res.headers)
# 查看访问的地址
print(res.url)
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res.headers返回结果里面 如果没有Content-Type ,那么encoding就是utf-8 ，否则 如果设置了charset，就以设置的为准，否则就是ISO-8859-1

查看网页html源码

print(res.text)
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发现出现了乱码，用res.encoding="utf-8"来解决

res.encoding="utf-8"
print(res.text)

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解决反爬

同样，这里也把url改成点评

import requests

url="http://www.dianping.com"
header={
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.149 Safari/537.36"
}
res=requests.get(url,headers=header)

print(res.encoding)
print(res.headers)
print(res.url)
print(res.status_code)	#此时的状态码是200说明可以正常访问了
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2.3.爬取腾讯疫情数据

1. 有了爬虫基础后，我们可以自行去全国各地的卫健委网站上爬取数据，不过部分网站反爬虫手段很高明，需要更专业的反爬手段

2. 我们也可以去各大平台直接爬取最终数据，比如：
   https://voice.baidu.com/act/newpneumonia/newpneumonia/?from=osari_pc_1
   
   https://news.qq.com//zt2020/page/feiyan.htm
   
   浏览腾讯的发现有意外收获
   
   有全国的数据，我们可以直接拿来使用

这里有个问题：如果腾讯的大兄弟偷懒的话怎么办？

解：打开google Browser开发者工具，network>>js（一般js、json格式的都在这里面）>>找get开头的（一般这种请求的数据都是以get命名开头）；

一个一个筛选，找到是这个：

import requests
url="https://view.inews.qq.com/g2/getOnsInfo?name=disease_h5"
#使用requests请求
res=requests.get(url)
print(res.text)
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执行返回json格式的数据

拿到json格式的数据后我们把它转换为字典

import json
d=json.loads(res.text)
print(d)
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里面主要两个：ret、data

打印一下data

看看data的数据类型是什么

print(type(d["data"]))
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再用json模块加载data里的数据到新的变量data_all（即str加载成字典格式）

data_all=json.loads(d["data"])
print(type(data_all))
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看一下这个字典格式的data里面有什么

data_all.keys()
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打印一下前几个看看怎么样

print(data_all["lastUpdateTime"])  # 上次数据更新时间
print(data_all["chinaTotal"])  # 当前我国汇总数据
print(data_all["chinaAdd"])  # 新增数据
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看一下areaTree

print(data_all["areaTree"])
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print(len(data_all["areaTree"]))
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可以看到，长度是一，只有中国（之前有其他国家的，腾讯后台删除了）

看一下有几个key

# [0]代表查看第一个数据
print(data_all["areaTree"][0].keys())
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分别查看

print(data_all["areaTree"][0]["name"])
print(data_all["areaTree"][0]["today"])
print(data_all["areaTree"][0]["total"])
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children比较长，另起一个单元格

print(data_all["areaTree"][0]["children"])
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#写个循环遍历到省级
for i in data_all["areaTree"][0]["children"]:
    print(i["name"]) #拿到各省名字
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依次类推可以遍历找出各市级县级。。

下面附上主要字段的数据结构

下面贴上完整的分析代码

在这里插入代码片
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2.3.1.数据存储

创建数据库cov,然后建两张表

history 表存储每日总数据

CREATE TABLE `history` ( 
`ds` datetime NOT NULL COMMENT '日期', 
`confirm` int(11) DEFAULT NULL COMMENT '累计确诊', 
`confirm_add` int(11) DEFAULT NULL COMMENT '当日新增确诊', 
`suspect` int(11) DEFAULT NULL COMMENT '剩余疑似', 
`suspect_add` int(11) DEFAULT NULL COMMENT '当日新增疑似', 
`heal` int(11) DEFAULT NULL COMMENT '累计治愈', 
`heal_add` int(11) DEFAULT NULL COMMENT '当日新增治愈', 
`dead` int(11) DEFAULT NULL COMMENT '累计死亡', 
`dead_add` int(11) DEFAULT NULL COMMENT '当日新增死亡', 
PRIMARY KEY (`ds`) USING BTREE ) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;

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details 表存储每日详细数据

CREATE TABLE `details` ( 
`id` int(11) NOT NULL AUTO_INCREMENT, 
`update_time` datetime DEFAULT NULL COMMENT '数据最后更新时间', 
`province` varchar(50) DEFAULT NULL COMMENT '省', 
`city` varchar(50) DEFAULT NULL COMMENT '市', 
`confirm` int(11) DEFAULT NULL COMMENT '累计确诊', 
`confirm_add` int(11) DEFAULT NULL COMMENT '新增确诊', 
`heal` int(11) DEFAULT NULL COMMENT '累计治愈', 
`dead` int(11) DEFAULT NULL COMMENT '累计死亡', 
PRIMARY KEY (`id`) ) ENGINE=InnoDB DEFAULT CHARSET=utf8mb4;
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使用 pymysql 模块与数据库交互

安装： pip install pymysql

① 建立连接 ② 创建游标 ③ 执行操作 ④ 关闭连接

2.3.1.1.pymysql基础&测试

随便插入一条数据测试一下

插入没报错的话，下面进行查询测试

存储&操作

def get_conn():
    """
    :return: 连接，游标
    """
    # 创建连接
    conn = pymysql.connect(host="127.0.0.1",
                           user="root",
                           password="123456",
                           db="cov",
                           charset="utf8")
    # 创建游标
    cursor = conn.cursor()  # 执行完毕返回的结果集默认以元组显示
    return conn, cursor


def close_conn(conn, cursor):
    if cursor:
        cursor.close()
    if conn:
        conn.close()
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运行
运行

def update_details():
    """
    更新 details 表
    :return:
    """
    cursor = None
    conn = None
    try:
        li = get_tencent_data()[1]  #  0 是历史数据字典,1 最新详细数据列表
        conn, cursor = get_conn()
        sql = "insert into details(update_time,province,city,confirm,confirm_add,heal,dead) values(%s,%s,%s,%s,%s,%s,%s)"
        sql_query = 'select %s=(select update_time from details order by id desc limit 1)' #对比当前最大时间戳
        cursor.execute(sql_query,li[0][0])
        if not cursor.fetchone()[0]:
            print(f"{time.asctime()}开始更新最新数据")
            for item in li:
                cursor.execute(sql, item)
            conn.commit()  # 提交事务 update delete insert操作
            print(f"{time.asctime()}更新最新数据完毕")
        else:
            print(f"{time.asctime()}已是最新数据！")
    except:
        traceback.print_exc()
    finally:
        close_conn(conn, cursor)
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运行
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def insert_history():
    """
        插入历史数据
    :return:
    """
    cursor = None
    conn = None
    try:
        dic = get_tencent_data()[0]  # 0 是历史数据字典,1 最新详细数据列表
        print(f"{time.asctime()}开始插入历史数据")
        conn, cursor = get_conn()
        sql = "insert into history values(%s,%s,%s,%s,%s,%s,%s,%s,%s)"
        for k, v in dic.items():
            # item 格式 {'2020-01-13': {'confirm': 41, 'suspect': 0, 'heal': 0, 'dead': 1}
            cursor.execute(sql, [k, v.get("confirm"), v.get("confirm_add"), v.get("suspect"),
                                 v.get("suspect_add"), v.get("heal"), v.get("heal_add"),
                                 v.get("dead"), v.get("dead_add")])

        conn.commit()  # 提交事务 update delete insert操作
        print(f"{time.asctime()}插入历史数据完毕")
    except:
        traceback.print_exc()
    finally:
        close_conn(conn, cursor)
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运行
运行

def update_history():
    """
    更新历史数据
    :return:
    """
    cursor = None
    conn = None
    try:
        dic = get_tencent_data()[0]  #  0 是历史数据字典,1 最新详细数据列表
        print(f"{time.asctime()}开始更新历史数据")
        conn, cursor = get_conn()
        sql = "insert into history values(%s,%s,%s,%s,%s,%s,%s,%s,%s)"
        sql_query = "select confirm from history where ds=%s"
        for k, v in dic.items():
            # item 格式 {'2020-01-13': {'confirm': 41, 'suspect': 0, 'heal': 0, 'dead': 1}
            if not cursor.execute(sql_query, k):
                cursor.execute(sql, [k, v.get("confirm"), v.get("confirm_add"), v.get("suspect"),
                                     v.get("suspect_add"), v.get("heal"), v.get("heal_add"),
                                     v.get("dead"), v.get("dead_add")])
        conn.commit()  # 提交事务 update delete insert操作
        print(f"{time.asctime()}历史数据更新完毕")
    except:
        traceback.print_exc()
    finally:
        close_conn(conn, cursor)
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#插入历史数据
insert_history()

>>>
Mon Feb 17 01:43:37 2020开始插入历史数据
Mon Feb 17 01:43:40 2020插入历史数据完毕
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这里在2020三月份后会发现你的history表为空，只有当日的数据（details表中）可以获取，是因为腾讯把东西挪地方了，我下面又重新爬了一遍，

还是按照上次教的步骤来，先分析一遍然后上完整源码

这次把1月13-3月24的历史数据搞了过来，日后有小伙伴使用时如果爬不到的话可以将下面这个历史数据和上面爬取那个结合起来赋给一个变量直接拿去做可视化

{"ret":0,"data":"{\"chinaDayList\":[{\"confirm\":41,\"suspect\":0,\"dead\":1,\"heal\":0,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"2.4\",\"healRate\":\"0.0\",\"date\":\"01.13\"},{\"confirm\":41,\"suspect\":0,\"dead\":1,\"heal\":0,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"2.4\",\"healRate\":\"0.0\",\"date\":\"01.14\"},{\"confirm\":41,\"suspect\":0,\"dead\":2,\"heal\":5,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"4.9\",\"healRate\":\"12.2\",\"date\":\"01.15\"},{\"confirm\":45,\"suspect\":0,\"dead\":2,\"heal\":8,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"4.4\",\"healRate\":\"17.8\",\"date\":\"01.16\"},{\"confirm\":62,\"suspect\":0,\"dead\":2,\"heal\":12,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"3.2\",\"healRate\":\"19.4\",\"date\":\"01.17\"},{\"confirm\":198,\"suspect\":0,\"dead\":3,\"heal\":17,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"1.5\",\"healRate\":\"8.6\",\"date\":\"01.18\"},{\"confirm\":275,\"suspect\":0,\"dead\":4,\"heal\":18,\"nowConfirm\":0,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"1.5\",\"healRate\":\"6.5\",\"date\":\"01.19\"},{\"confirm\":291,\"suspect\":54,\"dead\":6,\"heal\":25,\"nowConfirm\":291,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"2.1\",\"healRate\":\"8.6\",\"date\":\"01.20\"},{\"confirm\":440,\"suspect\":37,\"dead\":9,\"heal\":25,\"nowConfirm\":431,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"2.0\",\"healRate\":\"5.7\",\"date\":\"01.21\"},{\"confirm\":574,\"suspect\":393,\"dead\":17,\"heal\":25,\"nowConfirm\":557,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"3.0\",\"healRate\":\"4.4\",\"date\":\"01.22\"},{\"confirm\":835,\"suspect\":1072,\"dead\":25,\"heal\":34,\"nowConfirm\":776,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"3.0\",\"healRate\":\"4.1\",\"date\":\"01.23\"},{\"confirm\":1297,\"suspect\":1965,\"dead\":41,\"heal\":38,\"nowConfirm\":1218,\"nowSevere\":0,\"importedCase\":0,\"deadRate\":\"3.2\",\"healRate\":\"2.9\",\"date\":\"01.24\"},{\"confirm\":1985,\"suspect\":2684,\"dead\":56,\"heal\":49,\"nowConfirm\":1880,\"nowSevere\":324,\"importedCase\":0,\"deadRate\":\"2.8\",\"healRate\":\"2.5\",\"date\":\"01.25\"},{\"confirm\":2761,\"suspect\":5794,\"dead\":80,\"heal\":51,\"nowConfirm\":2630,\"nowSevere\":461,\"importedCase\":0,\"deadRate\":\"2.9\",\"healRate\":\"1.8\",\"date\":\"01.26\"},{\"confirm\":4535,\"suspect\":6973,\"dead\":106,\"heal\":60,\"nowConfirm\":4369,\"nowSevere\":976,\"importedCase\":0,\"deadRate\":\"2.3\",\"healRate\":\"1.3\",\"date\":\"01.27\"},{\"confirm\":5997,\"suspect\":9239,\"dead\":132,\"heal\":103,\"nowConfirm\":5762,\"nowSevere\":1239,\"importedCase\":0,\"deadRate\":\"2.2\",\"healRate\":\"1.7\",\"date\":\"01.28\"},{\"confirm\":7736,\"suspect\":12167,\"dead\":170,\"heal\":124,\"nowConfirm\":7442,\"nowSevere\":1370,\"importedCase\":0,\"deadRate\":\"2.2\",\"healRate\":\"1.6\",\"date\":\"01.29\"},{\"confirm\":9720,\"suspect\":15238,\"dead\":213,\"heal\":171,\"nowConfirm\":9336,\"nowSevere\":1527,\"importedCase\":0,\"deadRate\":\"2.2\",\"healRate\":\"1.8\",\"date\":\"01.30\"},{\"confirm\":11821,\"suspect\":17988,\"dead\":259,\"heal\":243,\"nowConfirm\":11319,\"nowSevere\":1795,\"importedCase\":0,\"deadRate\":\"2.2\",\"healRate\":\"2.1\",\"date\":\"01.31\"},{\"confirm\":14411,\"suspect\":19544,\"dead\":304,\"heal\":328,\"nowConfirm\":13779,\"nowSevere\":2110,\"importedCase\":0,\"deadRate\":\"2.1\",\"healRate\":\"2.3\",\"date\":\"02.01\"},{\"confirm\":17238,\"suspect\":21558,\"dead\":361,\"heal\":475,\"nowConfirm\":16402,\"nowSevere\":2296,\"importedCase\":0,\"deadRate\":\"2.1\",\"healRate\":\"2.8\",\"date\":\"02.02\"},{\"confirm\":20471,\"suspect\":23214,\"dead\":425,\"heal\":632,\"nowConfirm\":19414,\"nowSevere\":2788,\"importedCase\":0,\"deadRate\":\"2.1\",\"healRate\":\"3.1\",\"date\":\"02.03\"},{\"confirm\":24363,\"suspect\":23260,\"dead\":491,\"heal\":892,\"nowConfirm\":22980,\"nowSevere\":3219,\"importedCase\":0,\"deadRate\":\"2.0\",\"healRate\":\"3.7\",\"date\":\"02.04\"},{\"confirm\":28060,\"suspect\":24702,\"dead\":564,\"heal\":1153,\"nowConfirm\":26343,\"nowSevere\":3859,\"importedCase\":0,\"deadRate\":\"2.0\",\"healRate\":\"4.1\",\"date\":\"02.05\"},{\"confirm\":31211,\"suspect\":26359,\"dead\":637,\"heal\":1542,\"nowConfirm\":29032,\"nowSevere\":4821,\"importedCase\":0,\"deadRate\":\"2.0\",\"healRate\":\"4.9\",\"date\":\"02.06\"},{\"confirm\":34598,\"suspect\":27657,\"dead\":723,\"heal\":2052,\"nowConfirm\":31823,\"nowSevere\":6101,\"importedCase\":0,\"deadRate\":\"2.1\",\"healRate\":\"5.9\",\"date\":\"02.07\"},{\"confirm\":37251,\"suspect\":28942,\"dead\":812,\"heal\":2651,\"nowConfirm\":33788,\"nowSevere\":6188,\"importedCase\":0,\"deadRate\":\"2.2\",\"healRate\":\"7.1\",\"date\":\"02.08\"},{\"confirm\":40235,\"suspect\":23589,\"dead\":909,\"heal\":3283,\"nowConfirm\":36043,\"nowSevere\":6484,\"importedCase\":0,\"deadRate\":\"2.3\",\"healRate\":\"8.2\",\"date\":\"02.09\"},{\"c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\"all\":{\"confirm\":225,\"dead\":1,\"heal\":25,\"newAddConfirm\":25,\"deadRate\":\"0.44\",\"healRate\":\"11.11\"}},{\"date\":\"02.07\",\"all\":{\"confirm\":273,\"dead\":1,\"heal\":27,\"newAddConfirm\":54,\"deadRate\":\"0.37\",\"healRate\":\"9.89\"}},{\"date\":\"02.08\",\"all\":{\"confirm\":299,\"dead\":1,\"heal\":29,\"newAddConfirm\":18,\"deadRate\":\"0.33\",\"healRate\":\"9.70\"}},{\"date\":\"02.09\",\"all\":{\"confirm\":313,\"dead\":1,\"heal\":30,\"newAddConfirm\":19,\"deadRate\":\"0.32\",\"healRate\":\"9.58\"}},{\"date\":\"02.10\",\"all\":{\"confirm\":385,\"dead\":1,\"heal\":36,\"newAddConfirm\":12,\"deadRate\":\"0.26\",\"healRate\":\"9.35\"}},{\"date\":\"02.11\",\"all\":{\"confirm\":397,\"dead\":1,\"heal\":44,\"newAddConfirm\":76,\"deadRate\":\"0.25\",\"healRate\":\"11.08\"}},{\"date\":\"02.12\",\"all\":{\"confirm\":444,\"dead\":1,\"heal\":50,\"newAddConfirm\":46,\"deadRate\":\"0.23\",\"healRate\":\"11.26\"}},{\"date\":\"02.13\",\"all\":{\"confirm\":505,\"dead\":2,\"heal\":56,\"newAddConfirm\":6,\"deadRate\":\"0.40\",\"healRate\":\"11.09\"}},{\"date\":\"02.14\",\"all\":{\"confirm\":516,\"dead\":2,\"heal\":59,\"newAddConfirm\":58,\"deadRate\":\"0.39\",\"healRate\":\"11.43\"}},{\"date\":\"02.15\",\"all\":{\"confirm\":601,\"dead\":3,\"heal\":61,\"newAddConfirm\":21,\"deadRate\":\"0.50\",\"healRate\":\"10.15\"}},{\"date\":\"02.16\",\"all\":{\"confirm\":687,\"dead\":3,\"heal\":84,\"newAddConfirm\":157,\"deadRate\":\"0.44\",\"healRate\":\"12.23\"}},{\"date\":\"02.17\",\"all\":{\"confirm\":800,\"dead\":3,\"heal\":88,\"newAddConfirm\":111,\"deadRate\":\"0.38\",\"healRate\":\"11.00\"}},{\"date\":\"02.18\",\"all\":{\"confirm\":904,\"dead\":3,\"heal\":114,\"newAddConfirm\":10,\"deadRate\":\"0.33\",\"healRate\":\"12.61\"}},{\"date\":\"02.19\",\"all\":{\"confirm\":1018,\"dead\":3,\"heal\":127,\"newAddConfirm\":120,\"deadRate\":\"0.29\",\"healRate\":\"12.48\"}},{\"date\":\"02.20\",\"all\":{\"confirm\":1096,\"dead\":8,\"heal\":127,\"newAddConfirm\":149,\"deadRate\":\"0.73\",\"healRate\":\"11.59\"}},{\"date\":\"02.21\",\"all\":{\"confirm\":1231,\"dead\":11,\"heal\":142,\"newAddConfirm\":127,\"deadRate\":\"0.89\",\"healRate\":\"11.54\"}},{\"date\":\"02.22\",\"all\":{\"confirm\":1528,\"dead\":14,\"heal\":154,\"newAddConfirm\":182,\"deadRate\":\"0.92\",\"healRate\":\"10.08\"}},{\"date\":\"02.23\",\"all\":{\"confirm\":1895,\"dead\":22,\"heal\":155,\"newAddConfirm\":386,\"deadRate\":\"1.16\",\"healRate\":\"8.18\"}},{\"date\":\"02.24\",\"all\":{\"confirm\":2286,\"dead\":32,\"heal\":173,\"newAddConfirm\":300,\"deadRate\":\"1.40\",\"healRate\":\"7.57\"}},{\"date\":\"02.25\",\"all\":{\"confirm\":2575,\"dead\":40,\"heal\":192,\"newAddConfirm\":365,\"deadRate\":\"1.55\",\"healRate\":\"7.46\"}},{\"date\":\"02.26\",\"all\":{\"confirm\":3085,\"dead\":51,\"heal\":220,\"newAddConfirm\":459,\"deadRate\":\"1.65\",\"healRate\":\"7.13\"}},{\"date\":\"02.27\",\"all\":{\"confirm\":3945,\"dead\":64,\"heal\":310,\"newAddConfirm\":736,\"deadRate\":\"1.62\",\"healRate\":\"7.86\"}},{\"date\":\"02.28\",\"all\":{\"confirm\":4947,\"dead\":80,\"heal\":360,\"newAddConfirm\":1030,\"deadRate\":\"1.62\",\"healRate\":\"7.28\"}},{\"date\":\"02.29\",\"all\":{\"confirm\":6305,\"dead\":95,\"heal\":455,\"newAddConfirm\":1309,\"deadRate\":\"1.51\",\"healRate\":\"7.22\"}},{\"date\":\"03.01\",\"all\":{\"confirm\":7342,\"dead\":112,\"heal\":1020,\"newAddConfirm\":1161,\"deadRate\":\"1.53\",\"healRate\":\"13.89\"}},{\"date\":\"03.02\",\"all\":{\"confirm\":9628,\"dead\":152,\"heal\":558,\"newAddConfirm\":1589,\"deadRate\":\"1.58\",\"healRate\":\"5.80\"}},{\"date\":\"03.03\",\"all\":{\"confirm\":12047,\"dead\":184,\"heal\":895,\"newAddConfirm\":1800,\"deadRate\":\"1.53\",\"healRate\":\"7.43\"}},{\"date\":\"03.04\",\"all\":{\"confirm\":13897,\"dead\":236,\"heal\":909,\"newAddConfirm\":2078,\"deadRate\":\"1.70\",\"healRate\":\"6.54\"}},{\"date\":\"03.05\",\"all\":{\"confirm\":16118,\"dead\":294,\"heal\":1087,\"newAddConfirm\":4166,\"deadRate\":\"1.82\",\"healRate\":\"6.74\"}},{\"date\":\"03.06\",\"all\":{\"confirm\":19378,\"dead\":365,\"heal\":1556,\"newAddConfirm\":2743,\"deadRate\":\"1.88\",\"healRate\":\"8.03\"}},{\"date\":\"03.07\",\"all\":{\"confirm\":22946,\"dead\":451,\"heal\":1720,\"newAddConfirm\":3641,\"deadRate\":\"1.97\",\"healRate\":\"7.50\"}},{\"date\":\"03.08\",\"all\":{\"confirm\":26913,\"dead\":561,\"heal\":3208,\"newAddConfirm\":3706,\"deadRate\":\"2.08\",\"healRate\":\"11.92\"}},{\"date\":\"03.09\",\"all\":{\"confirm\":30760,\"dead\":763,\"heal\":3614,\"newAddConfirm\":4063,\"deadRate\":\"2.48\",\"healRate\":\"11.75\"}},{\"date\":\"03.10\",\"all\":{\"confirm\":35713,\"dead\":977,\"heal\":4212,\"newAddConfirm\":3972,\"deadRate\":\"2.74\",\"healRate\":\"11.79\"}},{\"date\":\"03.11\",\"all\":{\"confirm\":41078,\"dead\":1228,\"heal\":5274,\"newAddConfirm\":4596,\"deadRate\":\"2.99\",\"healRate\":\"12.84\"}},{\"date\":\"03.12\",\"all\":{\"confirm\":48535,\"dead\":1577,\"heal\":5779,\"newAddConfirm\":6702,\"deadRate\":\"3.25\",\"healRate\":\"11.91\"}},{\"date\":\"03.13\",\"all\":{\"confirm\":58151,\"dead\":1933,\"heal\":6544,\"newAddConfirm\":7485,\"deadRate\":\"3.32\",\"healRate\":\"11.25\"}},{\"date\":\"03.14\",\"all\":{\"confirm\":67416,\"dead\":2354,\"heal\":7947,\"newAddConfirm\":9750,\"deadRate\":\"3.49\",\"healRate\":\"11.79\"}},{\"date\":\"03.15\",\"all\":{\"confirm\":79182,\"dead\":2751,\"heal\":9304,\"newAddConfirm\":11511,\"deadRate\":\"3.47\",\"healRate\":\"11.75\"}},{\"date\":\"03.16\",\"all\":{\"confirm\":92121,\"dead\":3452,\"heal\":10413,\"newAddConfirm\":14579,\"deadRate\":\"3.75\",\"healRate\":\"11.30\"}},{\"date\":\"03.17\",\"all\":{\"confirm\":105519,\"dead\":4261,\"heal\":11680,\"newAddConfirm\":11665,\"deadRate\":\"4.04\",\"healRate\":\"11.07\"}},{\"date\":\"03.18\",\"all\":{\"confirm\":122951,\"dead\":4955,\"heal\":13483,\"newAddConfirm\":15084,\"deadRate\":\"4.03\",\"healRate\":\"10.97\"}},{\"date\":\"03.19\",\"all\":{\"confirm\":146643,\"dead\":6038,\"heal\":15388,\"newAddConfirm\":17888,\"deadRate\":\"4.12\",\"healRate\":\"10.49\"}},{\"date\":\"03.20\",\"all\":{\"confirm\":171675,\"dead\":7154,\"heal\":17687,\"newAddConfirm\":24120,\"deadRate\":\"4.17\",\"healRate\":\"10.30\"}},{\"date\":\"03.21\",\"all\":{\"confirm\":202690,\"dead\":8589,\"heal\":20704,\"newAddConfirm\":28268,\"deadRate\":\"4.24\",\"healRate\":\"10.21\"}},{\"date\":\"03.22\",\"all\":{\"confirm\":234460,\"dead\":10344,\"heal\":23721,\"newAddConfirm\":32665,\"deadRate\":\"4.41\",\"healRate\":\"10.12\"}},{\"date\":\"03.23\",\"all\":{\"confirm\":269064,\"dead\":12071,\"heal\":26708,\"newAddConfirm\":40678,\"deadRate\":\"4.49\",\"healRate\":\"9.93\"}},{\"date\":\"03.24\",\"all\":{\"confirm\":308511,\"dead\":13818,\"heal\":29281,\"newAddConfirm\":0,\"deadRate\":\"4.48\",\"healRate\":\"9.49\"}}]}"}
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运行
运行

import json
d=json.loads(res.text)	#和上次一样先将json格式转字典
# print(d)

print(type(d["data"]))	#查看key为data的数据还是<class 'str'>

data_history=json.loads(d["data"])	#str>>dict
print(type(data_history))	#返回<class 'dict'>

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data_history.keys()	#查看keys们都有谁
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这下我们终于有chinaDayList和它的兄弟了，快看看长啥样：


先看这俩吧，反正长得都还行

下面正式上源码，和上面原理一样，就是history需要从这个url上获取，加上就OK啦

然后接下来就不用说了吧，其他代码照搬上次的就OK了

最后看一下欧不欧凯

3.web

3.1.Flask快速入门

Flask 是一个使用 Python 编写的轻量级 Web 应用框架。其 WSGI（Python Web Server Gateway Interface） 工具包采用 Werkzeug ，模板引擎则使 用 Jinja2 ，是目前十分流行的 web 框架。

安装：pip install flask

创建Flask项目

创建后会有一个helloword模板，可以直接运行这个mainif __name__ == '__main__': app.run()

from flask import Flask

app = Flask(__name__)


@app.route('/abc')
def hello_world1():
    return """
    <form>
        账号：<input><br>
        密码：<input><br>
    </form>
    """

if __name__ == '__main__':
    app.run()
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运行后打开浏览器输入网址http://127.0.0.1:5000/abc

使用模板

3.2.使用 Ajax 局部刷新页面

Ajax 是 Asynchronous JavaScript and XML 的简称，通过 Ajax 向服务 器发送请求，接收服务器返回的 json 数据，然后使用 JavaScript 修改网 页的来实现页面局部数据更新

使用 jquery 框架可方便的编写 ajax 代码，需要 jquery.js 文件

先下载jquery.min.js文件放到static/js/下

可视化大屏模板制作

3.3.echarts快速入门

ECharts，缩写来自 Enterprise Charts，商业级数据图表，是百度的一个开源的数据可视 化工具，提供了丰富的图表库，能够在 PC 端和移动设备上流畅运行

官网网站：https://echarts.apache.org/zh/index.html

5分钟上手echarts

上手这个五分钟的案例，我们就可以搞个差不多了

echarts绘制图表
全国疫情地图实现

1. 复制中国地图 option，导入 china.js
2. 获取数据

def get_c2_data():
    """
    :return:  返回各省数据
    """
    # 因为会更新多次数据，取时间戳最新的那组数据
    sql = "select province,sum(confirm) from details " \
          "where update_time=(select update_time from details " \
          "order by update_time desc limit 1) " \
          "group by province"
    res = query(sql)
    return res
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运行
运行

全国累计趋势

1. 复制折线图 option

2. 获取数据

def get_l1_data():
	"""
	:return:返回每天历史累计数据
	"""
    sql = "select ds,confirm,suspect,heal,dead from history"
    res = query(sql)
    return res
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全国新增趋势

1. 复制折线图 option

2. 获取数据

def get_l2_data():
    """
    :return:返回每天新增确诊和疑似数据
    """
    sql = "select ds,confirm_add,suspect_add from history"
    res = query(sql)
    return res
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运行
运行

非湖北地区TOP5

1. 复制柱状图 option
2. 获取数据

def get_r1_data():
    """
    :return:  返回非湖北地区城市确诊人数前5名
    """
    sql = 'SELECT city,confirm FROM ' \
          '(select city,confirm from details  ' \
          'where update_time=(select update_time from details order by update_time desc limit 1) ' \
          'and province not in ("湖北","北京","上海","天津","重庆") ' \
          'union all ' \
          'select province as city,sum(confirm) as confirm from details  ' \
          'where update_time=(select update_time from details order by update_time desc limit 1) ' \
          'and province in ("北京","上海","天津","重庆") group by province) as a ' \
          'ORDER BY confirm DESC LIMIT 5'
    res = query(sql)
    return res
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运行
运行

疫情热搜

1. 复制词云图 option，导入wordcloud.js
2. 获取数据，使用 jieba 获取关键字

def get_r2_data():
    """
    :return:  返回最近的20条热搜
    """
    sql = 'select content from hotsearch order by id desc limit 20'
    res = query(sql)  # 格式 (('民警抗疫一线奋战16天牺牲1037364',), ('四川再派两批医疗队1537382',)
    return res
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运行
运行

pycharm运行项目效果

4.linux部署Flask

4.1.部署模式

开发模式部署
修改 app.run() 的 host 为 0.0.0.0

生产模式部署
部署 Flask 应用时，通常都是使用一种 WSGI 应用服务器搭配 Nginx 作为反向代理

常用的 WSGI 服务器： gunicorn、uwsgi

反向代理和正向代理：

生产模式部署

安装 Nginx：yum install nginx (

安装 Gunicorn: pip install gunicorn

启动 Gunicorn： gunicorn -b 127.0.0.1:8080 -D my_app:app

编辑 Nginx 配置文件 vim /etc/nginx/nginx.conf

启动 Nginx : /usr/sbin/nginx

4.2.部署定时爬虫

• 获取脚本参数

sys.argv

sys.argv[0] 是脚本所在绝对路径

根据不同参数调用不用方法

• Linux 安装 chrome

yum install https://dl.google.com/linux/direct/google-chromestable_current_x86_64.rpm

• 下载 chromedriver

http://npm.taobao.org/mirrors/chromedriver/ 项目中使用的 79.0.3945.36/

获取crontab 定时调度 crontab –l 列出当前任务 crontab –e 编辑任务

格式：* * * * * 指令 五个星号分别代表 分 、时 、日 、月、周

pycharm：先给大家看一下我的项目结构