Python程序开发试题2

今天药忘吃喽~ 2024-05-03 14:33 64阅读 0赞

![在这里插入图片描述][e27293b9af5b4ba4aebdd5a07ad72bee.gif_pic_center]

#### 文章目录 ####

*  前言
 *  数据获取
 *  数据清洗分析
 *  数据可视化

## 前言 ##

> ?前言?  
> ?博客：【无聊大侠hello word】?  
> ✍有一点思考，有一点想法，有一点理性！✍  
> ✍本文由在下【无聊大侠hello word】原创，首发于CSDN✍

## 数据获取 ##

json.json

{
        
      "ret": 0,
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"confirm\":72,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":72,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"吉安\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":22,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":22,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"萍乡\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":33,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":33,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"宜春\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":106,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":106,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"鹰潭\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":18,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":18,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"景德镇\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":6,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":6,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"赣江新区\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":1,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":1,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}}]},{\"name\":\"青海\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":true,\"tip\":\"\",\"wzz_add\":0},\"total\":{\"nowConfirm\":0,\"confirm\":18,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":18,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0},\"children\":[{\"name\":\"海北州\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":3,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":3,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"西宁\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":15,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":15,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}}]},{\"name\":\"西藏\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":true,\"tip\":\"\",\"wzz_add\":0},\"total\":{\"nowConfirm\":0,\"confirm\":1,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":1,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0},\"children\":[{\"name\":\"拉萨\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":1,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":1,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}}]},{\"name\":\"河北\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":true,\"tip\":\"\",\"wzz_add\":0},\"total\":{\"nowConfirm\":0,\"confirm\":1317,\"suspect\":0,\"dead\":7,\"deadRate\":\"0.53\",\"showRate\":false,\"heal\":1310,\"healRate\":\"99.47\",\"showHeal\":true,\"wzz\":0},\"children\":[{\"name\":\"石家庄\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":898,\"suspect\":0,\"dead\":1,\"deadRate\":\"0.11\",\"showRate\":false,\"heal\":897,\"healRate\":\"99.89\",\"showHeal\":true,\"grade\":\"全部低风险\",\"wzz\":0}},{\"name\":\"邢台\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":94,\"suspect\":0,\"dead\":1,\"deadRate\":\"1.06\",\"showRate\":false,\"heal\":93,\"healRate\":\"98.94\",\"showHeal\":true,\"grade\":\"全部低风险\",\"wzz\":0}},{\"name\":\"保定\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":49,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":49,\"healRate\":\"100.00\",\"showHeal\":true,\"grade\":\"全部低风险\",\"wzz\":0}},{\"name\":\"地区待确认\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":0,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":0,\"healRate\":\"0.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"廊坊\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":33,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":33,\"healRate\":\"100.00\",\"showHeal\":true,\"grade\":\"全部低风险\",\"wzz\":0}},{\"name\":\"境外输入\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":36,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":36,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"沧州\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":49,\"suspect\":0,\"dead\":3,\"deadRate\":\"6.12\",\"showRate\":false,\"heal\":46,\"healRate\":\"93.88\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"张家口\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":43,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":43,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"唐山\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":58,\"suspect\":0,\"dead\":1,\"deadRate\":\"1.72\",\"showRate\":false,\"heal\":57,\"healRate\":\"98.28\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"邯郸\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":32,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":32,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"承德\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":7,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":7,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"衡水\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":8,\"suspect\":0,\"dead\":0,\"deadRate\":\"0.00\",\"showRate\":false,\"heal\":8,\"healRate\":\"100.00\",\"showHeal\":true,\"wzz\":0}},{\"name\":\"秦皇岛\",\"today\":{\"confirm\":0,\"confirmCuts\":0,\"isUpdated\":false},\"total\":{\"nowConfirm\":0,\"confirm\":10,\"suspect\":0,\"dead\":1,\"deadRate\":\"10.00\",\"showRate\":false,\"heal\":9,\"healRate\":\"90.00\",\"showHeal\":true,\"wzz\":0}}]}]}]}"
    }

数据分析【request.py】：

# -*- codeing = utf-8 -*-
    # coding=gbk
    import requests
    import json
    import random
    import pymysql
    
    def getHtml(url):
        user_agents = list({
        
            'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/97.0.4692.71 Safari/537.36',
            'Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/84.0.4147.89 Safari/537.36 SLBrowser/7.0.0.12151 SLBChan/25',
        })  # 填充代码
    
        # 请求头
        headers = {
        
            'Cookie': 'XSRF-TOKEN=eyJpdiI6IkdrOFBrNFBjb1ZoeVRLajc5THJySWc9PSIsInZhbHVlIjoiWEtjYTZCa2piSWhOZ0FPd0pqZFJlOHBXZlpCbzROWU1iRmtYbTF1QkxJN09jbzlFSmNRd2VLandVNHpLVnZpdVpYaGVld20xdllRUis5T2QrSGU5RnBscmZzMElYK2xLNUFxbHpNeVpLand2OU44TzFjWFBlVEJwUll2L2o3ZnEiLCJtYWMiOiIwZTkxYjFkOGVlM2VlMTE5OTM5OTM5ZjJmM2Q3MDE3ZDdiZGY2MzVlZjk2ZTJiODYzNWQ1YWM0OGY1MzUyZWRlIn0%3D; laravel_session=fsFJVWsVcYNAdJPnAHXgKnHJvx0NnBmEZMMY2QE1',
            'User-Agent': str(random.choice(user_agents)),
        }
    
        # 填充代码
        res = requests.get(url=url, headers=headers).content.decode('utf-8')
        return res
    
    
    def parseJSON():
        # request = getHtml(url)
        # response_data = json.loads(request)
        response_data = json_data
        print(response_data)
        areaTree_data = json.loads(json_data['data'])['areaTree']
        ds = json.loads(response_data['data'])['lastUpdateTime']
    
        det = []
        # 填充代码
        for data in areaTree_data[0]['children']:
            # 省名
            provincial_name = data['name']
            for city in data['children']:
                # 市名
                city_name = city['name']
                # 新增数
                confirmAdd = city['today']['confirm']
                # 现有数
                nowconfirm = city['total']['nowConfirm']
                # 累计数
                confirm = city['total']['confirm']
                # 治愈数
                heal = city['total']['heal']
                #  死亡数
                dead = city['total']['dead']
                det.append([ds, provincial_name, city_name, confirmAdd, nowconfirm, confirm, heal, dead])
        return det
    
    
    def toMysql():
        data = parseJSON()
    
        # 连接MySQL数据库
        conn = pymysql.connect(host='127.0.0.1',
                               port=3306,
                               user='xxxx',
                               password='xxxx',
                               database='test',
                               charset='utf8')
    
        # 创建游标
        cursor = conn.cursor()
    
        for i in range(len(data)):
            try:
                # 执行SQL语句
                cursor.execute(
                    "INSERT INTO `test`.`tb_yiqingshuju` (`datetime`, `provinceName`, `cityName`, `confirmAdd`, `nowconfirm`, `confirm`, `heal`, `dead`) VALUES (%s, %s, %s, %s, %s, %s, %s, %s)",
                    (data[i]))
                # 提交数据
                conn.commit()
            except Exception as e:
                print(e)
                conn.rollback()
        # 关闭资源
        conn.close()
        cursor.close()
    
    
    if __name__ == '__main__':
        # 给定一个初始的url
        # url = "http://1c5e-58-101-93-195.ngrok.io/yq/json.json"
    
        json_data = ''
        with open('json.json', 'r', encoding='utf-8') as fp:
            json_data = json.load(fp)
            # print('这是文件中的json数据：', json_data)
        toMysql()

![在这里插入图片描述][ceff77fb35644bfbb9d0c52457ec3554.png]

## 数据清洗分析 ##

analyse\_Data.csv

https://download.csdn.net/download/qq_54693844/86879617

![在这里插入图片描述][2c23affb76ff431e946fdd85ae6952ac.png]

分析结果【data\_Analyse.py】：

# -*- codeing = utf-8 -*-
    # coding=gbk
    import pandas as pd
    import warnings
    
    warnings.filterwarnings("ignore")
    
    
    # 对城市名清洗，因为地图Map默认不支持这样的后缀
    def func(x):
        # 填充代码
        s = x.replace('省', '')
        s = s.replace('市', '')
        s = s.replace('自治区', '')
        s = s.replace('壮族', '')
        s = s.replace('回族', '')
        s = s.replace('维吾尔', '')
        return s
    
    
    def chn_province(test):
        # 获取中国省份数据
    
        china = test[test['countryName'] == '中国']
        chn_province = china[china['locationId'] != 951001]
    
        # 填充代码
        chn_province = chn_province.sort_values(by=['provinceName', 'confirmedCount', 'updateTime'], ascending=True)
        # 删除重复项
        chn_province_unique = chn_province.drop_duplicates(subset=['provinceName', 'updateTime'], keep='first',
                                                           inplace=False)
        chn_province_unique['provinceName'] = chn_province_unique['provinceName'].map(func)
    
        return chn_province_unique
    
    
    # 计算治愈率和死亡率
    def funcRate():
        file = chn_province(test)
        file = file.drop(columns=["statisticsData"])
        # 获取所有列名
        col_names = file.columns.tolist()
    
        # 添加治愈率列
        col_names.insert(6, "curedRate")
        col_names.insert(8, "deadRate")
    
        # 重建列索引
        file = file.reindex(columns=col_names)
    
        # 计算治愈率
        for i in file['curedCount']:
            if i != 0:
                file['curedRate'] = file['curedCount'] / file['confirmedCount']
                file['curedRate'] = file['curedRate'].apply(lambda x: '%.2f%%' % (x * 100))
            else:
                file['curedRate'] = str(0.0) + '%'
        # 计算死亡率
        for i in file['deadCount']:
            if i != 0:
                file['deadRate'] = file['deadCount'] / file['confirmedCount']
                file['deadRate'] = file['deadRate'].apply(lambda x: '%.2f%%' % (x * 100))
            else:
                file['deadRate'] = str(0.0) + '%'
        return file
    
    
    if __name__ == '__main__':
        data = pd.read_csv(r'analyse_Data.csv', sep=',', encoding='gbk', header=0)
        test = data.copy()
        filenem = funcRate()
        filenem.to_csv(r'chn_province_new.csv', sep=',', index=0, encoding='utf-8')

![在这里插入图片描述][3da44c3a2c2f429689703e5610a00dd3.png]

## 数据可视化 ##

data.xlsx

https://download.csdn.net/download/qq_54693844/86879659

分析结果【Visualization4\_1.py】：

# -*- codeing = utf-8 -*-
    # coding=gbk
    import openpyxl
    from wordcloud import WordCloud
    
    # 读取Excel表格数据
    workbook = openpyxl.load_workbook('data.xlsx')
    sheet_names = workbook.sheetnames # 获取工作表名称
    
    # 获取工作表
    frequency_out = {
        }
    for each in sheet_names:   # 先对工作表进行遍历
        if '洲' in each:
            worksheet = workbook[each]  # 获取单个工作表
            for row in worksheet.values:
                if row[0] == "国家":
                    pass   # 不处理
                else:
                    frequency_out[row[0]] = float(row[1])
        else:
            pass
    
    
    # 以省份的累计确诊病例总数代表其出现的频率
    frequency_in = {
        }  # 创建字典用于关联省份与累计确诊人数
    worksheet = workbook['国内疫情']
    for row in worksheet.values:  # 对国内疫情工作表中的每一个值进行遍历。
        #填充代码
        if row[0] == '省份':
            pass
        else:
            frequency_in[row[0]] = float(row[1])
    
    
    # 定义调用方法生成文件
    def generate_pic(frequency , name):
        # 设定图片规格  大小：1920,1080
        #填充代码
        wordcloud = WordCloud(
            font_path='C:\Windows\Fonts\simhei.ttf',
            background_color='white',
            width=1920, height=1080,
        )
        # 根据累计病例数目生成词云
        #填充代码
        wordcloud.generate_from_frequencies(frequency)
        # 保存文件
        wordcloud.to_file('%s.png'%(name))
    
    generate_pic(frequency_in,'国内疫情词云图')
    generate_pic(frequency_out,'国外疫情词云图')

> 国内疫情词云图.png

![请添加图片描述][359e603da6d1417b8d632be70e58efa3.png]

> 国外疫情词云图.png

![请添加图片描述][dd9e0ae7033d4317b0ba4b1fad81b3d5.png]  
分析结果【Visualization4\_2.py】：

# -*- codeing = utf-8 -*-
    # coding=gbk
    import pandas as pd
    from pyecharts.charts import Map, Line, Bar, Timeline
    import pyecharts.options as opts
    
    
    def day_data(data):
        return test[['provinceName', 'currentConfirmedCount', 'confirmedCount', 'curedCount', 'deadCount']][
            test['updateTime'] == data]
    
    
    def city_data(city):
        return test[['updateTime', 'provinceName', 'currentConfirmedCount', 'confirmedCount', 'curedCount', 'deadCount']][
            test['provinceName'] == city]
    
    
    def bar_chart():
        tl = Timeline(init_opts=opts.InitOpts(width="1400px", height="800px"))
        for i in data_series:
            dta = day_data(i)
            dta1 = dta[dta['provinceName'] != '湖北'].sort_values(by='currentConfirmedCount', ascending=True)
            # 这里去掉了湖北的数据，湖北的数据跟其他地区数据不在一个数量级上，加入后图表不成比例
            bar = Bar().add_xaxis(dta1['provinceName'].to_list())
            # 填充代码
            x_data = dta1['provinceName'].values.tolist()
            # 现存确诊
            y_data1 = dta1['currentConfirmedCount'].values.tolist()
            # 治愈数
            y_data2 = dta1['curedCount'].values.tolist()
            # 死亡数
            y_data3 = dta1['deadCount'].values.tolist()
            bar.add_yaxis(series_name='现存确诊', y_axis=y_data1, stack='stack1')
            bar.add_yaxis(series_name='治愈数', y_axis=y_data2, stack='stack1')
            bar.add_yaxis(series_name='死亡数', y_axis=y_data3, stack='stack1')
            bar.set_series_opts(label_opts=opts.LabelOpts(is_show=False))
            bar.set_global_opts(xaxis_opts=opts.AxisOpts(is_show=False), title_opts=opts.TitleOpts(title='{0}'.format(i)))
            bar.reversal_axis()
            tl.add(bar, "{0}".format(i))
        tl.render('timeline_bar_reversal.html')
    
    
    def line_chart():
        tl1 = Timeline(init_opts=opts.InitOpts(width="1400px", height="800px"))
        for i in city_series:
            dta = city_data(i)
            x_data = dta['updateTime'].sort_values(ascending=True).to_list()
            line = Line().add_xaxis(xaxis_data=x_data)
            line.add_yaxis(series_name='现存确诊数', y_axis=dta['currentConfirmedCount'].to_list(),
                           label_opts=opts.LabelOpts(is_show=False))
            line.add_yaxis(series_name='累计确诊数', y_axis=dta['confirmedCount'].to_list(),
                           label_opts=opts.LabelOpts(is_show=False))
            line.add_yaxis(series_name='治愈数', y_axis=dta['curedCount'].to_list(), label_opts=opts.LabelOpts(is_show=False))
            line.add_yaxis(series_name='死亡数', y_axis=dta['deadCount'].to_list(), label_opts=opts.LabelOpts(is_show=False))
            # 填充代码
            line.set_global_opts(title_opts=opts.TitleOpts(title='{0}疫情tu'.format(i)))
            tl1.add(chart=line, time_point='{0}'.format(i))
        tl1.render('timeline_city.html')
    
    
    def map_chart():
        tl2 = Timeline(init_opts=opts.InitOpts(width="1400px", height="800px"))
        for i in data_series:
            day_dta = day_data(i)
            province = day_dta['provinceName'].to_list()
            data_paire = [list(z) for z in zip(province, day_dta['confirmedCount'])]
            data_paire1 = [list(z) for z in zip(province, day_dta['currentConfirmedCount'])]
            map = Map()
            map.add('累计确诊', data_paire, 'china', is_map_symbol_show=False)
            map.add('现存确诊', data_paire1, 'china', is_map_symbol_show=False)
            # 填充代码
            map.set_global_opts(visualmap_opts=opts.VisualMapOpts(
                is_piecewise=True,
                pieces=[
                    {
        'max': 0, 'min': 0, 'label': '0'},
                    {
        'max': 100, 'min': 0, 'label': '0-100'},
                    {
        'max': 500, 'min': 100, 'label': '100-500'},
                    {
        'max': 1000, 'min': 500, 'label': '500-1000'},
                    {
        'max': 2000, 'min': 1000, 'label': '1000-2000'},
                    {
        'max': 23000, 'min': 2000, 'label': '>2000'},
                ],
                is_calculable=True,
                #range_color=['lightskyblue', 'yellow', 'orangered']
            ))
            tl2.add(chart=map, time_point='{0}'.format(i))
    
        tl2.render('timeline_map.html')
    
    
    if __name__ == '__main__':
        filename = r'chn_province_new.csv'
        data = pd.read_csv(filename, sep=',', header=0)
    
        test = data.copy()
        test.sort_values(by='updateTime', ascending=True, inplace=True)
    
        data_series = test['updateTime'].unique()
        city_series = test['provinceName'].unique()
    
        bar_chart()
        line_chart()
        map_chart()

> timeline\_bar\_reversal.html

![在这里插入图片描述][a7e016bb7b514a29b5f248df61394b90.png]

> timeline\_city.html

![在这里插入图片描述][69c81f65bf324a2c9fef0645825ad21f.png]

> timeline\_map.html

![在这里插入图片描述][29bb1252ee024407bea832b0f0d0fe98.png]

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