知识点：地理数据读取、处理、坐标系转换及绘图
工具：geopandas, descartes, mapclassify, cartopy

中国每个省级单位有多少个邻居

import geopandas as gpd

s = gpd.read_file('../shp_file/china.shp',encoding='utf8')

s

s.OWNER.unique(),len(s.OWNER.unique())

(array(['黑龙江省', '内蒙古自治区', '新疆维吾尔自治区', '吉林省', '辽宁省', '甘肃省', '河北省', '北京市',
        '山西省', '天津市', '陕西省', '宁夏回族自治区', '青海省', '山东省', '西藏自治区', '河南省',
        '江苏省', '安徽省', '四川省', '湖北省', '重庆市', '上海市', '浙江省', '湖南省', '江西省',
        '云南省', '贵州省', '福建省', '广西壮族自治区', '台湾省', '广东省', '香港特别行政区', '澳门特别行政区',
        '海南省'], dtype=object),
 34)

provinces = s.dissolve(by='OWNER').reset_index()

provinces = provinces.drop(['AREA','BOUND_A_','BOUND_A_ID','NAME',
                            'SOC','FCNAME','FENAME','PERIMETER'],axis=1)

for index, row in provinces.iterrows():
    neighbors = provinces[provinces.geometry.touches(row['geometry'])].OWNER.tolist() 
    #neighbors = neighbors.remove(row.OWNER)
    provinces.at[index, "neighbors"] = ", ".join(neighbors)
    provinces.at[index, "neighbors_num"] = len(neighbors)

provinces.sort_values(by='neighbors_num',ascending=False)

大家可以将这个结果和 https://www.sohu.com/a/355921579_353978 对照一下，看看结果是否正确。

地图标注、填色

import matplotlib.pyplot as plt
import cartopy.crs as ccrs

#crs = ccrs.LambertConformal(central_longitude=105.) #AzimuthalEqualArea()
crs = ccrs.LambertAzimuthalEqualArea(central_longitude=105.)

fig,ax = plt.subplots(figsize=(10,8),subplot_kw={'projection': crs})
provinces.plot(ax=ax, facecolor='grey', edgecolor='white', linestyle='--', alpha=0.8, transform=ccrs.PlateCarree())
#ax.background_patch.set_visible(False)
ax.outline_patch.set_visible(False)
#ax.axis('off')
ax.set_extent([75,130,15,54])
provinces.geometry.representative_point().plot(ax=ax, facecolor='white', edgecolor='black', 
                                               marker='*', markersize=100, linewidth=0.5,
                                               transform=ccrs.Geodetic())

<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x11ef8de90>

def shorten_prov_names(prov_name:str) -> str:   # Type hint, valid for python version >= 3.5
    if ('自' in prov_name or '特' in prov_name) and prov_name != '内蒙古自治区':
        name = prov_name[:2]
    else:
        name = prov_name.replace('省', '').replace('市', '').replace('自治区', '')
    return name

import matplotlib as mpl
# 请使用你的电脑上的字体文件
myfont = mpl.font_manager.FontProperties(fname='/System/Library/Fonts/STHeiti Light.ttc')

fig,ax = plt.subplots(figsize=(10,8),subplot_kw={'projection': crs})
provinces.plot(ax=ax, facecolor='grey', edgecolor='white', linestyle='--', alpha=0.8, transform=ccrs.PlateCarree())
#ax.background_patch.set_visible(False)
ax.outline_patch.set_visible(False)
#ax.axis('off')
ax.set_extent([75,130,15,54])

for index, row in provinces.iterrows():
    region = shorten_prov_names(row['OWNER'])

    ax.text(row.geometry.representative_point().x, row.geometry.representative_point().y,
            region, ha="center", va="center", size=6, transform=ccrs.Geodetic(),
            fontproperties=myfont)

我们来获取 COVID-19 确诊信息，并把每个省的累计确诊数据画到地图上。

腾讯提供了实时疫情信息，我们可以从该网页分析出其输出数据的实际网址和参数（利用 Chrome 或者 Firefox 的开发者工具）。

import requests, json

url = 'https://view.inews.qq.com/g2/getOnsInfo?name=disease_h5'

req = requests.get(url)

data = req.json()

data.keys()

dict_keys(['ret', 'data'])

data['data']

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09:15:35","chinaTotal":{"confirm":84237,"heal":77895,"dead":4642,"nowConfirm":1700,"suspect":43,"nowSevere":81,"importedCase":1583,"noInfect":990},"chinaAdd":{"confirm":36,"heal":70,"dead":0,"nowConfirm":-34,"suspect":-5,"nowSevere":-4,"importedCase":8,"noInfect":49},"isShowAdd":true,"showAddSwitch":{"all":true,"confirm":true,"suspect":true,"dead":true,"heal":true,"nowConfirm":true,"nowSevere":true,"importedCase":true,"noInfect":true},"areaTree":[{"name":"中国","today":{"confirm":36,"isUpdated":true},"total":{"nowConfirm":1700,"confirm":84237,"suspect":43,"dead":4642,"deadRate":"5.51","showRate":false,"heal":77895,"healRate":"92.47","showHeal":true},"children":[{"name":"黑龙江","today":{"confirm":7,"confirmCuts":0,"isUpdated":true,"tip":"黑龙江省累计报告境外输入确诊病例381例。"},"total":{"nowConfirm":420,"confirm":905,"suspect":0,"dead":13,"deadRate":"1.44","showRate":false,"heal":472,"healRate":"52.15","showHeal":true},"children":[{"name":"境外输入","today":{"confirm":4,"confirmCuts":0,"isUpdated":true},"total":{"nowConfirm":379,"confirm":381,"suspect":0,"dead":0,"deadRate":"0.00","showRate":false,"heal":2,"healRate":"0.52","showHeal":true}},{"name":"哈尔滨","today":{"confirm":3,"confirmCuts":0,"isUpdated":true},"total":{"nowConfirm":39,"confirm":238,"suspect":0,"dead":4,"deadRate":"1.68","showRate":false,"heal":195,"healRate":"81.93","showHeal":true}},{"name":"牡丹江","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":2,"confirm":17,"suspect":0,"dead":0,"deadRate":"0.00","showRate":false,"heal":15,"healRate":"88.24","showHeal":true}},{"name":"双鸭山","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":52,"suspect":0,"dead":3,"deadRate":"5.77","showRate":false,"heal":49,"healRate":"94.23","showHeal":true}},{"name":"大兴安岭","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}},{"name":"黑河","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":14,"suspect":0,"dead":0,"deadRate":"0.00","showRate":false,"heal":14,"healRate":"100.00","showHeal":true}},{"name":"大庆","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":26,"suspect":0,"dead":1,"deadRate":"3.85","showRate":false,"heal":25,"healRate":"96.15","showHeal":true}},{"name":"齐齐哈尔","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":43,"suspect":0,"dead":1,"deadRate":"2.33","showRate":false,"heal":42,"healRate":"97.67","showHeal":true}},{"name":"绥化","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":47,"suspect":0,"dead":4,"deadRate":"8.51","showRate":false,"heal":43,"healRate":"91.49","showHeal":true}},{"name":"鹤岗","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":5,"suspect":0,"dead":0,"deadRate":"0.00","showRate":false,"heal":5,"healRate":"100.00","showHeal":true}},{"name":"七台河","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":17,"suspect":0,"dead":0,"deadRate":"0.00","showRate":false,"heal":17,"healRate":"100.00","showHeal":true}},{"name":"鸡西","today":{"confirm":0,"confirmCuts":0,"isUpdated":false},"total":{"nowConfirm":0,"confirm":46,"suspect":0,"dead":0,"deadRate":"0.00","showRate":false,"heal":46,"healRate":"100.00","showHeal":true}},{"name":"伊春","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}},{"name":"佳木斯","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}}]},{"name":"香港","today":{"confirm":2,"confirmCuts":0,"isUpdated":true,"tip":""},"total":{"nowConfirm":419,"confirm":1025,"suspect":0,"dead":4,"deadRate":"0.39","showRate":false,"heal":602,"healRate":"58.73","showHeal":true},"children":[{"name":"地区待确认","today":{"confirm":2,"confirmCuts":0,"isUpdated":true},"total":{"nowConfirm":419,"confirm":1025,"suspect":0,"dead":4,"deadRate":"0.39","showRate":false,"heal":602,"healRate":"58.73","showHeal":true}}]},{"name":"台湾","today":{"confirm":22,"confirmCuts":0,"isUpdated":true,"tip":""},"total":{"nowConfirm":225,"confirm":420,"suspect":0,"dead":6,"deadRate":"1.43","showRate":false,"heal":189,"healRate":"45.00","showHeal":true},"children":[{"name":"地区待确认","today":{"confirm":22,"confirmCuts":0,"isUpdated":true},"total":{"nowConfirm":225,"confirm":420,"suspect":0,"dead":6,"deadRate":"1.43","showRate":false,"heal":189,"healRate":"45.00","showHeal":true}}]},{"name":"上海","today":{"confirm":3,"confirmCuts":0,"isUpdated":true,"tip":"上海累计报告境外输入确诊病例299例。"},"total":{"nowConfirm":110,"confirm":638,"suspect":0,"dead":7,"deadRate":"1.10","showRate":false,"heal":521,"healRate":"81.66","showHeal":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china_data = json.loads(data['data'])

china_data.keys()

dict_keys(['lastUpdateTime', 'chinaTotal', 'chinaAdd', 'isShowAdd', 'showAddSwitch', 'areaTree'])

china_data['areaTree']

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       'dead': 1,
       'deadRate': '2.78',
       'showRate': False,
       'heal': 35,
       'healRate': '97.22',
       'showHeal': True}},
     {'name': '遵义',
      '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}},
     {'name': '六盘水',
      '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}},
     {'name': '毕节',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 23,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 23,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '黔南州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 17,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 17,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '安顺',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 4,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 4,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '黔东南州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 10,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 10,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '铜仁',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 10,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 10,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '黔西南州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 4,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 4,
       'healRate': '100.00',
       'showHeal': True}}]},
   {'name': '广西',
    'today': {'confirm': 0,
     'confirmCuts': 0,
     'isUpdated': True,
     'tip': '广西累计报告境外输入确诊病例2例。'},
    'total': {'nowConfirm': 0,
     'confirm': 254,
     'suspect': 0,
     'dead': 2,
     'deadRate': '0.79',
     'showRate': False,
     'heal': 252,
     'healRate': '99.21',
     'showHeal': True},
    'children': [{'name': '境外输入',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 2,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 2,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '北海',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 44,
       'suspect': 0,
       'dead': 1,
       'deadRate': '2.27',
       'showRate': False,
       'heal': 43,
       'healRate': '97.73',
       'showHeal': True}},
     {'name': '防城港',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 19,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 19,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '来宾',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 11,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 11,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '柳州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 24,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 24,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '南宁',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 55,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 55,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '河池',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 28,
       'suspect': 0,
       'dead': 1,
       'deadRate': '3.57',
       'showRate': False,
       'heal': 27,
       'healRate': '96.43',
       'showHeal': True}},
     {'name': '桂林',
      '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}},
     {'name': '玉林',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 11,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 11,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '钦州',
      '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}},
     {'name': '贵港',
      '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}},
     {'name': '梧州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 5,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 5,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '百色',
      '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}},
     {'name': '贺州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 4,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 4,
       'healRate': '100.00',
       'showHeal': True}}]},
   {'name': '宁夏',
    'today': {'confirm': 0,
     'confirmCuts': 0,
     'isUpdated': True,
     'tip': '宁夏累计确诊病例中包含3名境外输入型病例。'},
    'total': {'nowConfirm': 0,
     'confirm': 75,
     'suspect': 0,
     'dead': 0,
     'deadRate': '0.00',
     'showRate': False,
     'heal': 75,
     'healRate': '100.00',
     'showHeal': True},
    'children': [{'name': '境外输入',
      '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}},
     {'name': '银川',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 34,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 34,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '吴忠',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 28,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 28,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '固原',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 5,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 5,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '中卫',
      '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}},
     {'name': '石嘴山',
      '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}},
     {'name': '宁东管委会',
      '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}}]},
   {'name': '新疆',
    'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': True, 'tip': ''},
    'total': {'nowConfirm': 0,
     'confirm': 76,
     'suspect': 0,
     'dead': 3,
     'deadRate': '3.95',
     'showRate': False,
     'heal': 73,
     'healRate': '96.05',
     'showHeal': True},
    'children': [{'name': '兵团第九师',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 4,
       'suspect': 0,
       'dead': 1,
       'deadRate': '25.00',
       'showRate': False,
       'heal': 3,
       'healRate': '75.00',
       'showHeal': True}},
     {'name': '吐鲁番',
      '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}},
     {'name': '乌鲁木齐',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 23,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 23,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '昌吉州',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 4,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 4,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '第八师石河子',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 4,
       'suspect': 0,
       'dead': 1,
       'deadRate': '25.00',
       'showRate': False,
       'heal': 3,
       'healRate': '75.00',
       'showHeal': True}},
     {'name': '兵团第四师',
      '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}},
     {'name': '伊犁州',
      '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}},
     {'name': '六师五家渠',
      'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
      'total': {'nowConfirm': 0,
       'confirm': 2,
       'suspect': 0,
       'dead': 0,
       'deadRate': '0.00',
       'showRate': False,
       'heal': 2,
       'healRate': '100.00',
       'showHeal': True}},
     {'name': '兵团第十二师',
      '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}},
     {'name': '巴州',
      '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}},
     {'name': '第七师',
      '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}},
     {'name': '阿克苏',
      '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}}]}]}]

china_data['areaTree'][0].keys()

dict_keys(['name', 'today', 'total', 'children'])

for item in china_data['areaTree'][0].get('children'):
    print(item['name'],': ', item['total']['confirm'])

黑龙江 :  905
香港 :  1025
台湾 :  420
上海 :  638
湖北 :  68128
内蒙古 :  194
广东 :  1581
北京 :  593
山西 :  197
澳门 :  45
浙江 :  1268
福建 :  355
山东 :  787
天津 :  189
江苏 :  653
吉林 :  104
河北 :  328
四川 :  561
云南 :  184
重庆 :  579
安徽 :  991
辽宁 :  146
陕西 :  256
西藏 :  1
青海 :  18
湖南 :  1019
海南 :  168
江西 :  937
河南 :  1276
甘肃 :  139
贵州 :  147
广西 :  254
宁夏 :  75
新疆 :  76

prov_confirm = dict()

prov_confirm = {item['name']: int(item['total']['confirm'])
                    for item in china_data['areaTree'][0].get('children')}

prov_confirm

{'黑龙江': 905,
 '香港': 1025,
 '台湾': 420,
 '上海': 638,
 '湖北': 68128,
 '内蒙古': 194,
 '广东': 1581,
 '北京': 593,
 '山西': 197,
 '澳门': 45,
 '浙江': 1268,
 '福建': 355,
 '山东': 787,
 '天津': 189,
 '江苏': 653,
 '吉林': 104,
 '河北': 328,
 '四川': 561,
 '云南': 184,
 '重庆': 579,
 '安徽': 991,
 '辽宁': 146,
 '陕西': 256,
 '西藏': 1,
 '青海': 18,
 '湖南': 1019,
 '海南': 168,
 '江西': 937,
 '河南': 1276,
 '甘肃': 139,
 '贵州': 147,
 '广西': 254,
 '宁夏': 75,
 '新疆': 76}

provinces['OWNER'] = provinces['OWNER'].map(shorten_prov_names)

provinces

apply() 和 map() 类似，但是可以同时处理多列数据。此处我们用 apply() 来将每个省的确诊数据放入 provinces 中作为一列。

provinces['confirmed_cases'] = provinces['OWNER'].apply(lambda name: prov_confirm[name])

provinces

`GeoDataFrame.plot` 方法参数

column：用于指定映射地图视觉元素的数值信息，可以是对应GeoDataFrame的列名，或是直接传入与几何对象一一对应得数值序列，默认为None
cmap：传入色彩方案
categorical：bool型，True表示指定映射目标列采取离散表示，对于数值型的列有意义，当对应目标列为类别型时自动变为True
legend：bool型，为True时会为地图添加图例
scheme：str型，用于指定地区分布图颜色的数值划分方案
k：int型，用于指定地图绘色的色阶数量
vmin,vmax：None或float，用于指定绘图的数值范围下限和上限，默认为None即以对应数据中的最小/大值为下限
legend_kwds：字典型，传入与图例相关的个性化参数
classification_kwds：字典型，传入与划分绘图颜色相关的个性化参数
missing_kwds：字典型，传入与缺失值处理相关的个性化参数，用于对缺失值部分的做个性化设置

地区分布图（Choropleth Map），指的是依据指定属性进行层次划分，并将对应的层次映射到对应几何对象的色彩之上。
这里我们将各省的确诊病例数亩画成地区分布图。
为了对确诊数量进行分级，我们需要使用上面提到的 scheme 参数。它会调用外部包 mapclassify。
mapclassify 提供多种分层方法，包括自然断点法（NaturalBreaks）、箱线图（BoxPlot）、等间距（EqualInterval）、分位数（Quantiles）和用户自定义（Userdefined）。
我们使用用户自定义方式，将病例数分位 9，99，999，9999 等几档

font_name = '/System/Library/Fonts/STHeiti Light.ttc'
myfont = mpl.font_manager.FontProperties(fname=font_name)
plt.rcParams["font.family"] = "Heiti TC"        # 字体文件名和字体名不同

fig,ax = plt.subplots(figsize=(12,12),subplot_kw={'projection': crs})
provinces.plot(ax=ax,column='confirmed_cases', cmap='Reds', legend=True, 
               scheme='UserDefined', classification_kwds={'bins':[10, 100, 500, 1000, 10000]},
               legend_kwds={'loc':'lower left','title':'累计确诊数量',
                            'shadow':True,'fancybox':True}, #'prop':{'font.family':'Heiti TC'}},
               transform=ccrs.PlateCarree())
#ax.background_patch.set_visible(False)
ax.outline_patch.set_visible(False)
#ax.axis('off')
ax.set_extent([75,130,15,54])

for index, row in provinces.iterrows():
    region = shorten_prov_names(row['OWNER'])

    ax.text(row.geometry.representative_point().x, row.geometry.representative_point().y,
            region, ha="center", va="center", size=6, transform=ccrs.Geodetic(),
            fontproperties=myfont)

绘制疫情的南丁格尔玫瑰图（Nightingale Rose)

import numpy as np

sorted_pro = provinces.sort_values(by='confirmed_cases',ascending=False)
cases = np.log(sorted_pro.confirmed_cases.values)
N = len(sorted_pro)
theta = np.arange(0,2*np.pi,2*np.pi/N)
width = 2*np.pi / (N)
num = sorted_pro.confirmed_cases
colors = plt.cm.spring_r(num/np.max(num[1:]))

fig, ax = plt.subplots(figsize=(12,12),subplot_kw={'projection':'polar'})
ax.set_theta_zero_location("N")
bars = ax.bar(theta, cases, width=width, bottom=0, color=colors,alpha=0.5)
ax.axis('off')

rotations = np.rad2deg(theta)
for x, bar, rotation, label, label_num in zip(theta,
       bars, rotations, sorted_pro.OWNER.values, sorted_pro.confirmed_cases.values):
    lab = ax.text(x, bar.get_height(), label,
             ha='center', va='bottom', fontproperties=myfont,rotation=rotation, rotation_mode="anchor")
    lab = ax.text(x, bar.get_height()-0.2, str(label_num),
             ha='center', va='top', rotation=rotation, rotation_mode="anchor")

posx and posy should be finite values
posx and posy should be finite values

课后练习

返回的数据里有各个省级单位下面的市、县的数据。尝试画一画你所在省的确诊病例分布图（如果需要市、县级地图，可以联系我）。
https://view.inews.qq.com/g2/getOnsInfo?name=disease_foreign 返回国外病例数据。尝试画一画世界的病例分布。

References

https://www.cnblogs.com/feffery/p/12361421.html (强烈推荐此博客的文章)

	AREA	BOUND_A_	BOUND_A_ID	FCNAME	FENAME	NAME	OWNER	PERIMETER	SOC	geometry
0	54.482100	6	5	黑龙江省	Heilongjiang Sheng	None	黑龙江省	70.132800	CHN	POLYGON ((121.48938 53.33117, 121.49162 53.331...
1	129.067000	7	6	内蒙古自治区	Neimongol Zizhiqu	None	内蒙古自治区	133.994000	CHN	POLYGON ((121.48938 53.33117, 121.49769 53.320...
2	175.086000	23	26	新疆维吾尔自治区	Xinjianguygur Zizhiqu	None	新疆维吾尔自治区	86.087100	CHN	POLYGON ((87.31262 49.10914, 87.31808 49.10807...
3	21.306600	54	59	吉林省	Jilin Sheng	None	吉林省	43.298200	CHN	POLYGON ((123.17773 46.24767, 123.18046 46.248...
4	15.589100	107	122	辽宁省	Liaoning Sheng	None	辽宁省	40.620300	CHN	POLYGON ((125.70507 40.86603, 125.69979 40.864...
...	...	...	...	...	...	...	...	...	...	...
1362	0.002047	5673	5865	南安礁	Nan an Jiao	None	海南省	0.168232	CHN	POLYGON ((112.57276 5.12172, 112.59740 5.12087...
1363	0.002346	5679	5871	南安礁	Nan an Jiao	None	海南省	0.180429	CHN	POLYGON ((112.92490 5.05133, 112.93376 5.05235...
1364	0.001124	5786	5985	曾母暗沙	Zengmu Ansha	None	海南省	0.120940	CHN	POLYGON ((112.27734 3.97014, 112.28036 3.96595...
1365	0.001574	5793	5992	曾母暗沙	Zengmu Ansha	None	海南省	0.142934	CHN	POLYGON ((112.26261 3.87938, 112.26217 3.87351...
1366	0.001854	5795	5994	曾母暗沙	Zengmu Ansha	None	海南省	0.156253	CHN	POLYGON ((112.05676 3.85817, 112.05611 3.85455...

	OWNER	geometry	neighbors	neighbors_num
2	内蒙古自治区	POLYGON ((121.48938 53.33117, 121.49769 53.320...	吉林省, 宁夏回族自治区, 山西省, 河北省, 甘肃省, 辽宁省, 陕西省, 黑龙江省	8.0
30	陕西省	POLYGON ((111.11640 39.36374, 111.11701 39.363...	内蒙古自治区, 四川省, 宁夏回族自治区, 山西省, 河南省, 湖北省, 甘肃省, 重庆市	8.0
17	河北省	MULTIPOLYGON (((119.14247 39.30547, 119.14012 ...	内蒙古自治区, 北京市, 天津市, 山东省, 山西省, 河南省, 辽宁省	7.0
6	四川省	POLYGON ((105.49535 32.91074, 105.49502 32.905...	云南省, 甘肃省, 西藏自治区, 贵州省, 重庆市, 陕西省, 青海省	7.0
16	江西省	POLYGON ((118.18945 29.39522, 118.19344 29.386...	安徽省, 广东省, 浙江省, 湖北省, 湖南省, 福建省	6.0
24	甘肃省	POLYGON ((97.17195 42.79342, 97.18481 42.77167...	内蒙古自治区, 四川省, 宁夏回族自治区, 新疆维吾尔自治区, 陕西省, 青海省	6.0
22	湖南省	POLYGON ((113.94013 29.04828, 113.93997 29.044...	广东省, 广西壮族自治区, 江西省, 湖北省, 贵州省, 重庆市	6.0
9	安徽省	POLYGON ((116.36870 34.64072, 116.37081 34.639...	山东省, 江苏省, 江西省, 河南省, 浙江省, 湖北省	6.0
21	湖北省	MULTIPOLYGON (((110.97766 33.25967, 110.98971 ...	安徽省, 江西省, 河南省, 湖南省, 重庆市, 陕西省	6.0
12	广东省	MULTIPOLYGON (((109.93091 20.22808, 109.93093 ...	广西壮族自治区, 江西省, 湖南省, 澳门特别行政区, 福建省, 香港特别行政区	6.0
18	河南省	MULTIPOLYGON (((111.00594 33.17101, 111.00577 ...	安徽省, 山东省, 山西省, 河北省, 湖北省, 陕西省	6.0
27	贵州省	MULTIPOLYGON (((109.55247 26.72882, 109.54917 ...	云南省, 四川省, 广西壮族自治区, 湖南省, 重庆市	5.0
29	重庆市	POLYGON ((109.22860 29.12246, 109.22520 29.117...	四川省, 湖北省, 湖南省, 贵州省, 陕西省	5.0
19	浙江省	MULTIPOLYGON (((120.46658 27.16607, 120.46805 ...	上海市, 安徽省, 江苏省, 江西省, 福建省	5.0
1	云南省	POLYGON ((105.30025 27.70911, 105.29577 27.698...	四川省, 广西壮族自治区, 西藏自治区, 贵州省	4.0
13	广西壮族自治区	MULTIPOLYGON (((109.21333 20.89708, 109.21089 ...	云南省, 广东省, 湖南省, 贵州省	4.0
15	江苏省	MULTIPOLYGON (((120.81194 33.01399, 120.81015 ...	上海市, 安徽省, 山东省, 浙江省	4.0
26	西藏自治区	POLYGON ((89.73125 36.08474, 89.72242 36.08345...	云南省, 四川省, 新疆维吾尔自治区, 青海省	4.0
11	山西省	POLYGON ((114.12488 40.74365, 114.13085 40.738...	内蒙古自治区, 河北省, 河南省, 陕西省	4.0
10	山东省	MULTIPOLYGON (((120.85508 36.37765, 120.85657 ...	安徽省, 江苏省, 河北省, 河南省	4.0
31	青海省	POLYGON ((92.40360 39.03967, 92.40493 39.04133...	四川省, 新疆维吾尔自治区, 甘肃省, 西藏自治区	4.0
14	新疆维吾尔自治区	POLYGON ((87.31262 49.10914, 87.31808 49.10807...	甘肃省, 西藏自治区, 青海省	3.0
28	辽宁省	MULTIPOLYGON (((121.76275 41.00120, 121.77305 ...	内蒙古自治区, 吉林省, 河北省	3.0
8	宁夏回族自治区	MULTIPOLYGON (((106.05062 35.45260, 106.04993 ...	内蒙古自治区, 甘肃省, 陕西省	3.0
5	吉林省	POLYGON ((123.17773 46.24767, 123.18046 46.248...	内蒙古自治区, 辽宁省, 黑龙江省	3.0
25	福建省	MULTIPOLYGON (((117.41612 23.56332, 117.41653 ...	广东省, 江西省, 浙江省	3.0
0	上海市	MULTIPOLYGON (((121.42117 30.68613, 121.42240 ...	江苏省, 浙江省	2.0
7	天津市	MULTIPOLYGON (((117.69566 39.00026, 117.69897 ...	北京市, 河北省	2.0
3	北京市	POLYGON ((117.37974 40.22687, 117.38528 40.223...	天津市, 河北省	2.0
33	黑龙江省	POLYGON ((121.48938 53.33117, 121.49162 53.331...	内蒙古自治区, 吉林省	2.0
23	澳门特别行政区	MULTIPOLYGON (((113.57883 22.16175, 113.57887 ...	广东省	1.0
32	香港特别行政区	POLYGON ((114.22590 22.54496, 114.22630 22.543...	广东省	1.0
20	海南省	MULTIPOLYGON (((112.05676 3.85817, 112.05611 3...		0.0
4	台湾省	MULTIPOLYGON (((120.81553 21.75681, 120.81743 ...		0.0

	OWNER	geometry	neighbors	neighbors_num
0	上海	MULTIPOLYGON (((121.42117 30.68613, 121.42240 ...	江苏省, 浙江省	2.0
1	云南	POLYGON ((105.30025 27.70911, 105.29577 27.698...	四川省, 广西壮族自治区, 西藏自治区, 贵州省	4.0
2	内蒙古	POLYGON ((121.48938 53.33117, 121.49769 53.320...	吉林省, 宁夏回族自治区, 山西省, 河北省, 甘肃省, 辽宁省, 陕西省, 黑龙江省	8.0
3	北京	POLYGON ((117.37974 40.22687, 117.38528 40.223...	天津市, 河北省	2.0
4	台湾	MULTIPOLYGON (((120.81553 21.75681, 120.81743 ...		0.0
5	吉林	POLYGON ((123.17773 46.24767, 123.18046 46.248...	内蒙古自治区, 辽宁省, 黑龙江省	3.0
6	四川	POLYGON ((105.49535 32.91074, 105.49502 32.905...	云南省, 甘肃省, 西藏自治区, 贵州省, 重庆市, 陕西省, 青海省	7.0
7	天津	MULTIPOLYGON (((117.69566 39.00026, 117.69897 ...	北京市, 河北省	2.0
8	宁夏	MULTIPOLYGON (((106.05062 35.45260, 106.04993 ...	内蒙古自治区, 甘肃省, 陕西省	3.0
9	安徽	POLYGON ((116.36870 34.64072, 116.37081 34.639...	山东省, 江苏省, 江西省, 河南省, 浙江省, 湖北省	6.0
10	山东	MULTIPOLYGON (((120.85508 36.37765, 120.85657 ...	安徽省, 江苏省, 河北省, 河南省	4.0
11	山西	POLYGON ((114.12488 40.74365, 114.13085 40.738...	内蒙古自治区, 河北省, 河南省, 陕西省	4.0
12	广东	MULTIPOLYGON (((109.93091 20.22808, 109.93093 ...	广西壮族自治区, 江西省, 湖南省, 澳门特别行政区, 福建省, 香港特别行政区	6.0
13	广西	MULTIPOLYGON (((109.21333 20.89708, 109.21089 ...	云南省, 广东省, 湖南省, 贵州省	4.0
14	新疆	POLYGON ((87.31262 49.10914, 87.31808 49.10807...	甘肃省, 西藏自治区, 青海省	3.0
15	江苏	MULTIPOLYGON (((120.81194 33.01399, 120.81015 ...	上海市, 安徽省, 山东省, 浙江省	4.0
16	江西	POLYGON ((118.18945 29.39522, 118.19344 29.386...	安徽省, 广东省, 浙江省, 湖北省, 湖南省, 福建省	6.0
17	河北	MULTIPOLYGON (((119.14247 39.30547, 119.14012 ...	内蒙古自治区, 北京市, 天津市, 山东省, 山西省, 河南省, 辽宁省	7.0
18	河南	MULTIPOLYGON (((111.00594 33.17101, 111.00577 ...	安徽省, 山东省, 山西省, 河北省, 湖北省, 陕西省	6.0
19	浙江	MULTIPOLYGON (((120.46658 27.16607, 120.46805 ...	上海市, 安徽省, 江苏省, 江西省, 福建省	5.0
20	海南	MULTIPOLYGON (((112.05676 3.85817, 112.05611 3...		0.0
21	湖北	MULTIPOLYGON (((110.97766 33.25967, 110.98971 ...	安徽省, 江西省, 河南省, 湖南省, 重庆市, 陕西省	6.0
22	湖南	POLYGON ((113.94013 29.04828, 113.93997 29.044...	广东省, 广西壮族自治区, 江西省, 湖北省, 贵州省, 重庆市	6.0
23	澳门	MULTIPOLYGON (((113.57883 22.16175, 113.57887 ...	广东省	1.0
24	甘肃	POLYGON ((97.17195 42.79342, 97.18481 42.77167...	内蒙古自治区, 四川省, 宁夏回族自治区, 新疆维吾尔自治区, 陕西省, 青海省	6.0
25	福建	MULTIPOLYGON (((117.41612 23.56332, 117.41653 ...	广东省, 江西省, 浙江省	3.0
26	西藏	POLYGON ((89.73125 36.08474, 89.72242 36.08345...	云南省, 四川省, 新疆维吾尔自治区, 青海省	4.0
27	贵州	MULTIPOLYGON (((109.55247 26.72882, 109.54917 ...	云南省, 四川省, 广西壮族自治区, 湖南省, 重庆市	5.0
28	辽宁	MULTIPOLYGON (((121.76275 41.00120, 121.77305 ...	内蒙古自治区, 吉林省, 河北省	3.0
29	重庆	POLYGON ((109.22860 29.12246, 109.22520 29.117...	四川省, 湖北省, 湖南省, 贵州省, 陕西省	5.0
30	陕西	POLYGON ((111.11640 39.36374, 111.11701 39.363...	内蒙古自治区, 四川省, 宁夏回族自治区, 山西省, 河南省, 湖北省, 甘肃省, 重庆市	8.0
31	青海	POLYGON ((92.40360 39.03967, 92.40493 39.04133...	四川省, 新疆维吾尔自治区, 甘肃省, 西藏自治区	4.0
32	香港	POLYGON ((114.22590 22.54496, 114.22630 22.543...	广东省	1.0
33	黑龙江	POLYGON ((121.48938 53.33117, 121.49162 53.331...	内蒙古自治区, 吉林省	2.0