{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# 地图数据处理及可视化" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- 知识点：地理数据读取、处理、坐标系转换及绘图\n", "\n", "- 工具：geopandas, descartes, mapclassify, cartopy" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 中国每个省级单位有多少个邻居" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import geopandas as gpd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "s = gpd.read_file('../shp_file/china.shp',encoding='utf8')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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AREABOUND_A_BOUND_A_IDFCNAMEFENAMENAMEOWNERPERIMETERSOCgeometry
054.48210065黑龙江省Heilongjiang ShengNone黑龙江省70.132800CHNPOLYGON ((121.48938 53.33117, 121.49162 53.331...
1129.06700076内蒙古自治区Neimongol ZizhiquNone内蒙古自治区133.994000CHNPOLYGON ((121.48938 53.33117, 121.49769 53.320...
2175.0860002326新疆维吾尔自治区Xinjianguygur ZizhiquNone新疆维吾尔自治区86.087100CHNPOLYGON ((87.31262 49.10914, 87.31808 49.10807...
321.3066005459吉林省Jilin ShengNone吉林省43.298200CHNPOLYGON ((123.17773 46.24767, 123.18046 46.248...
415.589100107122辽宁省Liaoning ShengNone辽宁省40.620300CHNPOLYGON ((125.70507 40.86603, 125.69979 40.864...
.................................
13620.00204756735865南安礁Nan an JiaoNone海南省0.168232CHNPOLYGON ((112.57276 5.12172, 112.59740 5.12087...
13630.00234656795871南安礁Nan an JiaoNone海南省0.180429CHNPOLYGON ((112.92490 5.05133, 112.93376 5.05235...
13640.00112457865985曾母暗沙Zengmu AnshaNone海南省0.120940CHNPOLYGON ((112.27734 3.97014, 112.28036 3.96595...
13650.00157457935992曾母暗沙Zengmu AnshaNone海南省0.142934CHNPOLYGON ((112.26261 3.87938, 112.26217 3.87351...
13660.00185457955994曾母暗沙Zengmu AnshaNone海南省0.156253CHNPOLYGON ((112.05676 3.85817, 112.05611 3.85455...
\n", "

1367 rows × 10 columns

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" ], "text/plain": [ " AREA BOUND_A_ BOUND_A_ID FCNAME FENAME NAME \\\n", "0 54.482100 6 5 黑龙江省 Heilongjiang Sheng None \n", "1 129.067000 7 6 内蒙古自治区 Neimongol Zizhiqu None \n", "2 175.086000 23 26 新疆维吾尔自治区 Xinjianguygur Zizhiqu None \n", "3 21.306600 54 59 吉林省 Jilin Sheng None \n", "4 15.589100 107 122 辽宁省 Liaoning Sheng None \n", "... ... ... ... ... ... ... \n", "1362 0.002047 5673 5865 南安礁 Nan an Jiao None \n", "1363 0.002346 5679 5871 南安礁 Nan an Jiao None \n", "1364 0.001124 5786 5985 曾母暗沙 Zengmu Ansha None \n", "1365 0.001574 5793 5992 曾母暗沙 Zengmu Ansha None \n", "1366 0.001854 5795 5994 曾母暗沙 Zengmu Ansha None \n", "\n", " OWNER PERIMETER SOC \\\n", "0 黑龙江省 70.132800 CHN \n", "1 内蒙古自治区 133.994000 CHN \n", "2 新疆维吾尔自治区 86.087100 CHN \n", "3 吉林省 43.298200 CHN \n", "4 辽宁省 40.620300 CHN \n", "... ... ... ... \n", "1362 海南省 0.168232 CHN \n", "1363 海南省 0.180429 CHN \n", "1364 海南省 0.120940 CHN \n", "1365 海南省 0.142934 CHN \n", "1366 海南省 0.156253 CHN \n", "\n", " geometry \n", "0 POLYGON ((121.48938 53.33117, 121.49162 53.331... \n", "1 POLYGON ((121.48938 53.33117, 121.49769 53.320... \n", "2 POLYGON ((87.31262 49.10914, 87.31808 49.10807... \n", "3 POLYGON ((123.17773 46.24767, 123.18046 46.248... \n", "4 POLYGON ((125.70507 40.86603, 125.69979 40.864... \n", "... ... \n", "1362 POLYGON ((112.57276 5.12172, 112.59740 5.12087... \n", "1363 POLYGON ((112.92490 5.05133, 112.93376 5.05235... \n", "1364 POLYGON ((112.27734 3.97014, 112.28036 3.96595... \n", "1365 POLYGON ((112.26261 3.87938, 112.26217 3.87351... \n", "1366 POLYGON ((112.05676 3.85817, 112.05611 3.85455... \n", "\n", "[1367 rows x 10 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "(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',\n", " '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',\n", " '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',\n", " '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',\n", " '海南省'], dtype=object),\n", " 34)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.OWNER.unique(),len(s.OWNER.unique())" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "我们先定义一个函数来把省的名字精简成两、三个字" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "def shorten_prov_names(prov_name:str) -> str: # Type hint, valid for python version >= 3.5\n", " if ('自' in prov_name or '特' in prov_name) and prov_name != '内蒙古自治区':\n", " name = prov_name[:2]\n", " else:\n", " name = prov_name.replace('省', '').replace('市', '').replace('自治区', '')\n", " return name" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "s.OWNER = s.OWNER.apply(shorten_prov_names)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "接着，我们利用 `dissolve` 方法将多个多边形合并（即将每个省级单位的多个条目进行合并）" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "provinces = s.dissolve(by='OWNER').reset_index()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "provinces = provinces.drop(['AREA','BOUND_A_','BOUND_A_ID','NAME',\n", " 'SOC','FCNAME','FENAME','PERIMETER'],axis=1)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "最后，利用 `geoDataFrame.geometry` 的几何关系判断方法（`touches`）来决定某两个省级单位是否相邻，并在 `provinces` 里面插入两个新列，分别存储每个省的领据列表和总数。" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "for index, row in provinces.iterrows():\n", " neighbors = provinces[provinces.geometry.touches(row['geometry'])].OWNER.tolist() \n", " #neighbors = neighbors.remove(row.OWNER)\n", " provinces.at[index, \"neighbors\"] = \", \".join(neighbors)\n", " provinces.at[index, \"neighbors_num\"] = len(neighbors)\n", " \n", "provinces[\"neighbors_num\"] = provinces[\"neighbors_num\"].astype('int')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/html": [ "
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OWNERgeometryneighborsneighbors_num
2内蒙古POLYGON ((121.48938 53.33117, 121.49769 53.320...吉林, 宁夏, 山西, 河北, 甘肃, 辽宁, 陕西, 黑龙江8
30陕西POLYGON ((111.11640 39.36374, 111.11701 39.363...内蒙古, 四川, 宁夏, 山西, 河南, 湖北, 甘肃, 重庆8
17河北MULTIPOLYGON (((119.14247 39.30547, 119.14012 ...内蒙古, 北京, 天津, 山东, 山西, 河南, 辽宁7
6四川POLYGON ((105.49535 32.91074, 105.49502 32.905...云南, 甘肃, 西藏, 贵州, 重庆, 陕西, 青海7
16江西POLYGON ((118.18945 29.39522, 118.19344 29.386...安徽, 广东, 浙江, 湖北, 湖南, 福建6
24甘肃POLYGON ((97.17195 42.79342, 97.18481 42.77167...内蒙古, 四川, 宁夏, 新疆, 陕西, 青海6
22湖南POLYGON ((113.94013 29.04828, 113.93997 29.044...广东, 广西, 江西, 湖北, 贵州, 重庆6
9安徽POLYGON ((116.36870 34.64072, 116.37081 34.639...山东, 江苏, 江西, 河南, 浙江, 湖北6
21湖北MULTIPOLYGON (((110.97766 33.25967, 110.98971 ...安徽, 江西, 河南, 湖南, 重庆, 陕西6
12广东MULTIPOLYGON (((109.93091 20.22808, 109.93093 ...广西, 江西, 湖南, 澳门, 福建, 香港6
18河南MULTIPOLYGON (((111.00594 33.17101, 111.00577 ...安徽, 山东, 山西, 河北, 湖北, 陕西6
27贵州MULTIPOLYGON (((109.55247 26.72882, 109.54917 ...云南, 四川, 广西, 湖南, 重庆5
29重庆POLYGON ((109.22860 29.12246, 109.22520 29.117...四川, 湖北, 湖南, 贵州, 陕西5
19浙江MULTIPOLYGON (((120.46658 27.16607, 120.46805 ...上海, 安徽, 江苏, 江西, 福建5
1云南POLYGON ((105.30025 27.70911, 105.29577 27.698...四川, 广西, 西藏, 贵州4
13广西MULTIPOLYGON (((109.21333 20.89708, 109.21089 ...云南, 广东, 湖南, 贵州4
15江苏MULTIPOLYGON (((120.81194 33.01399, 120.81015 ...上海, 安徽, 山东, 浙江4
26西藏POLYGON ((89.73125 36.08474, 89.72242 36.08345...云南, 四川, 新疆, 青海4
11山西POLYGON ((114.12488 40.74365, 114.13085 40.738...内蒙古, 河北, 河南, 陕西4
10山东MULTIPOLYGON (((120.85508 36.37765, 120.85657 ...安徽, 江苏, 河北, 河南4
31青海POLYGON ((92.40360 39.03967, 92.40493 39.04133...四川, 新疆, 甘肃, 西藏4
14新疆POLYGON ((87.31262 49.10914, 87.31808 49.10807...甘肃, 西藏, 青海3
28辽宁MULTIPOLYGON (((121.76275 41.00120, 121.77305 ...内蒙古, 吉林, 河北3
8宁夏MULTIPOLYGON (((106.05062 35.45260, 106.04993 ...内蒙古, 甘肃, 陕西3
5吉林POLYGON ((123.17773 46.24767, 123.18046 46.248...内蒙古, 辽宁, 黑龙江3
25福建MULTIPOLYGON (((117.41612 23.56332, 117.41653 ...广东, 江西, 浙江3
0上海MULTIPOLYGON (((121.42117 30.68613, 121.42240 ...江苏, 浙江2
7天津MULTIPOLYGON (((117.69566 39.00026, 117.69897 ...北京, 河北2
3北京POLYGON ((117.37974 40.22687, 117.38528 40.223...天津, 河北2
33黑龙江POLYGON ((121.48938 53.33117, 121.49162 53.331...内蒙古, 吉林2
23澳门MULTIPOLYGON (((113.57883 22.16175, 113.57887 ...广东1
32香港POLYGON ((114.22590 22.54496, 114.22630 22.543...广东1
20海南MULTIPOLYGON (((112.05676 3.85817, 112.05611 3...0
4台湾MULTIPOLYGON (((120.81553 21.75681, 120.81743 ...0
\n", "
" ], "text/plain": [ " OWNER geometry \\\n", "2 内蒙古 POLYGON ((121.48938 53.33117, 121.49769 53.320... \n", "30 陕西 POLYGON ((111.11640 39.36374, 111.11701 39.363... \n", "17 河北 MULTIPOLYGON (((119.14247 39.30547, 119.14012 ... \n", "6 四川 POLYGON ((105.49535 32.91074, 105.49502 32.905... \n", "16 江西 POLYGON ((118.18945 29.39522, 118.19344 29.386... \n", "24 甘肃 POLYGON ((97.17195 42.79342, 97.18481 42.77167... \n", "22 湖南 POLYGON ((113.94013 29.04828, 113.93997 29.044... \n", "9 安徽 POLYGON ((116.36870 34.64072, 116.37081 34.639... \n", "21 湖北 MULTIPOLYGON (((110.97766 33.25967, 110.98971 ... \n", "12 广东 MULTIPOLYGON (((109.93091 20.22808, 109.93093 ... \n", "18 河南 MULTIPOLYGON (((111.00594 33.17101, 111.00577 ... \n", "27 贵州 MULTIPOLYGON (((109.55247 26.72882, 109.54917 ... \n", "29 重庆 POLYGON ((109.22860 29.12246, 109.22520 29.117... \n", "19 浙江 MULTIPOLYGON (((120.46658 27.16607, 120.46805 ... \n", "1 云南 POLYGON ((105.30025 27.70911, 105.29577 27.698... \n", "13 广西 MULTIPOLYGON (((109.21333 20.89708, 109.21089 ... \n", "15 江苏 MULTIPOLYGON (((120.81194 33.01399, 120.81015 ... \n", "26 西藏 POLYGON ((89.73125 36.08474, 89.72242 36.08345... \n", "11 山西 POLYGON ((114.12488 40.74365, 114.13085 40.738... \n", "10 山东 MULTIPOLYGON (((120.85508 36.37765, 120.85657 ... \n", "31 青海 POLYGON ((92.40360 39.03967, 92.40493 39.04133... \n", "14 新疆 POLYGON ((87.31262 49.10914, 87.31808 49.10807... \n", "28 辽宁 MULTIPOLYGON (((121.76275 41.00120, 121.77305 ... \n", "8 宁夏 MULTIPOLYGON (((106.05062 35.45260, 106.04993 ... \n", "5 吉林 POLYGON ((123.17773 46.24767, 123.18046 46.248... \n", "25 福建 MULTIPOLYGON (((117.41612 23.56332, 117.41653 ... \n", "0 上海 MULTIPOLYGON (((121.42117 30.68613, 121.42240 ... \n", "7 天津 MULTIPOLYGON (((117.69566 39.00026, 117.69897 ... \n", "3 北京 POLYGON ((117.37974 40.22687, 117.38528 40.223... \n", "33 黑龙江 POLYGON ((121.48938 53.33117, 121.49162 53.331... \n", "23 澳门 MULTIPOLYGON (((113.57883 22.16175, 113.57887 ... \n", "32 香港 POLYGON ((114.22590 22.54496, 114.22630 22.543... \n", "20 海南 MULTIPOLYGON (((112.05676 3.85817, 112.05611 3... \n", "4 台湾 MULTIPOLYGON (((120.81553 21.75681, 120.81743 ... \n", "\n", " neighbors neighbors_num \n", "2 吉林, 宁夏, 山西, 河北, 甘肃, 辽宁, 陕西, 黑龙江 8 \n", "30 内蒙古, 四川, 宁夏, 山西, 河南, 湖北, 甘肃, 重庆 8 \n", "17 内蒙古, 北京, 天津, 山东, 山西, 河南, 辽宁 7 \n", "6 云南, 甘肃, 西藏, 贵州, 重庆, 陕西, 青海 7 \n", "16 安徽, 广东, 浙江, 湖北, 湖南, 福建 6 \n", "24 内蒙古, 四川, 宁夏, 新疆, 陕西, 青海 6 \n", "22 广东, 广西, 江西, 湖北, 贵州, 重庆 6 \n", "9 山东, 江苏, 江西, 河南, 浙江, 湖北 6 \n", "21 安徽, 江西, 河南, 湖南, 重庆, 陕西 6 \n", "12 广西, 江西, 湖南, 澳门, 福建, 香港 6 \n", "18 安徽, 山东, 山西, 河北, 湖北, 陕西 6 \n", "27 云南, 四川, 广西, 湖南, 重庆 5 \n", "29 四川, 湖北, 湖南, 贵州, 陕西 5 \n", "19 上海, 安徽, 江苏, 江西, 福建 5 \n", "1 四川, 广西, 西藏, 贵州 4 \n", "13 云南, 广东, 湖南, 贵州 4 \n", "15 上海, 安徽, 山东, 浙江 4 \n", "26 云南, 四川, 新疆, 青海 4 \n", "11 内蒙古, 河北, 河南, 陕西 4 \n", "10 安徽, 江苏, 河北, 河南 4 \n", "31 四川, 新疆, 甘肃, 西藏 4 \n", "14 甘肃, 西藏, 青海 3 \n", "28 内蒙古, 吉林, 河北 3 \n", "8 内蒙古, 甘肃, 陕西 3 \n", "5 内蒙古, 辽宁, 黑龙江 3 \n", "25 广东, 江西, 浙江 3 \n", "0 江苏, 浙江 2 \n", "7 北京, 河北 2 \n", "3 天津, 河北 2 \n", "33 内蒙古, 吉林 2 \n", "23 广东 1 \n", "32 广东 1 \n", "20 0 \n", "4 0 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "provinces.sort_values(by='neighbors_num',ascending=False)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "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。" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## 地图标注、填色" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import cartopy.crs as ccrs\n", "\n", "#crs = ccrs.LambertConformal(central_longitude=105.) #AzimuthalEqualArea()\n", "crs = ccrs.LambertAzimuthalEqualArea(central_longitude=105.)\n", "\n", "fig,ax = plt.subplots(figsize=(10,8),subplot_kw={'projection': crs})\n", "provinces.plot(ax=ax, facecolor='grey', edgecolor='white', linestyle='--', alpha=0.8, transform=ccrs.PlateCarree())\n", "ax.patch.set_visible(False)\n", "ax.set_extent([75,130,15,54])\n", "provinces.geometry.representative_point().plot(ax=ax, facecolor='white', edgecolor='black', \n", " marker='*', markersize=100, linewidth=0.5,\n", " transform=ccrs.PlateCarree())" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib as mpl\n", "# 请使用你的电脑上的字体文件\n", "myfont = mpl.font_manager.FontProperties(fname='/System/Library/Fonts/STHeiti Light.ttc')\n", "\n", "fig,ax = plt.subplots(figsize=(10,8),subplot_kw={'projection': crs})\n", "provinces.plot(ax=ax, facecolor='grey', edgecolor='white', linestyle='--', alpha=0.8, transform=ccrs.PlateCarree())\n", "ax.patch.set_visible(False)\n", "ax.set_extent([75,130,15,54])\n", "\n", "for index, row in provinces.iterrows():\n", " ax.text(row.geometry.representative_point().x, row.geometry.representative_point().y,\n", " row['OWNER'], ha=\"center\", va=\"center\", size=8, transform=ccrs.PlateCarree(),\n", " fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "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。 \n", "\n", "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）。" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "import requests, json\n", "\n", "url = 'https://view.inews.qq.com/g2/getOnsInfo?name=disease_h5'\n", "\n", "req = requests.get(url)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "data = req.json()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['ret', 'data'])" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.keys()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "'{\"lastUpdateTime\":\"2021-01-01 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'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 34,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 34,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '地区待确认',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 0,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 0,\n", " 'healRate': '0.00',\n", " 'showHeal': True}},\n", " {'name': '沧州',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 49,\n", " 'suspect': 0,\n", " 'dead': 3,\n", " 'deadRate': '6.12',\n", " 'showRate': False,\n", " 'heal': 46,\n", " 'healRate': '93.88',\n", " 'showHeal': True}},\n", " {'name': '廊坊',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 32,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 32,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '保定',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 48,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 48,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '张家口',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 43,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 43,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '唐山',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 58,\n", " 'suspect': 0,\n", " 'dead': 1,\n", " 'deadRate': '1.72',\n", " 'showRate': False,\n", " 'heal': 57,\n", " 'healRate': '98.28',\n", " 'showHeal': True}},\n", " {'name': '邯郸',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 32,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 32,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '石家庄',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 29,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 29,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '承德',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 7,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 7,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '衡水',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 8,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 8,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '秦皇岛',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 10,\n", " 'suspect': 0,\n", " 'dead': 1,\n", " 'deadRate': '10.00',\n", " 'showRate': False,\n", " 'heal': 9,\n", " 'healRate': '90.00',\n", " 'showHeal': True}},\n", " {'name': '邢台',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 23,\n", " 'suspect': 0,\n", " 'dead': 1,\n", " 'deadRate': '4.35',\n", " 'showRate': False,\n", " 'heal': 22,\n", " 'healRate': '95.65',\n", " 'showHeal': True}}]},\n", " {'name': '甘肃',\n", " 'today': {'confirm': 0,\n", " 'confirmCuts': 0,\n", " 'isUpdated': True,\n", " 'tip': '甘肃累计报告境外输入确诊病例90例。'},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 182,\n", " 'suspect': 0,\n", " 'dead': 2,\n", " 'deadRate': '1.10',\n", " 'showRate': False,\n", " 'heal': 180,\n", " 'healRate': '98.90',\n", " 'showHeal': True},\n", " 'children': [{'name': '境外输入',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 90,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 90,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '兰州',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 37,\n", " 'suspect': 0,\n", " 'dead': 2,\n", " 'deadRate': '5.41',\n", " 'showRate': False,\n", " 'heal': 35,\n", " 'healRate': '94.59',\n", " 'showHeal': True}},\n", " {'name': '定西',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 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False,\n", " 'heal': 3,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '白银',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 4,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 4,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '甘南州',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 8,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 8,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '天水',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 12,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 12,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '陇南',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 4,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 4,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '临夏',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 3,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 3,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '张掖',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 2,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 2,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '金昌',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 1,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 1,\n", " 'healRate': '100.00',\n", " 'showHeal': True}}]},\n", " {'name': '贵州',\n", " 'today': {'confirm': 0,\n", " 'confirmCuts': 0,\n", " 'isUpdated': True,\n", " 'tip': '贵州累计报告境外输入确诊病例1例。'},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 147,\n", " 'suspect': 0,\n", " 'dead': 2,\n", " 'deadRate': '1.36',\n", " 'showRate': False,\n", " 'heal': 145,\n", " 'healRate': '98.64',\n", " 'showHeal': True},\n", " 'children': [{'name': '境外输入',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 1,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 1,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '贵阳',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 36,\n", " 'suspect': 0,\n", " 'dead': 1,\n", " 'deadRate': '2.78',\n", " 'showRate': False,\n", " 'heal': 35,\n", " 'healRate': '97.22',\n", " 'showHeal': True}},\n", " {'name': '遵义',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 32,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 32,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '六盘水',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 10,\n", " 'suspect': 0,\n", " 'dead': 1,\n", " 'deadRate': '10.00',\n", " 'showRate': False,\n", " 'heal': 9,\n", " 'healRate': '90.00',\n", " 'showHeal': True}},\n", " {'name': '毕节',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 23,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 23,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '黔南州',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 17,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 17,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '安顺',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 4,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 4,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '黔东南州',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 10,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 10,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '铜仁',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 10,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 10,\n", " 'healRate': '100.00',\n", " 'showHeal': True}},\n", " {'name': '黔西南州',\n", " 'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},\n", " 'total': {'nowConfirm': 0,\n", " 'confirm': 4,\n", " 'suspect': 0,\n", " 'dead': 0,\n", " 'deadRate': '0.00',\n", " 'showRate': False,\n", " 'heal': 4,\n", " 'healRate': '100.00',\n", " 'showHeal': True}}]}]}]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "china_data['areaTree']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "text/plain": [ "dict_keys(['name', 'today', 'total', 'children'])" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "china_data['areaTree'][0].keys()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "香港 : 8846\n", "台湾 : 799\n", "上海 : 1516\n", "辽宁 : 351\n", "北京 : 987\n", "广东 : 2046\n", "四川 : 853\n", "福建 : 513\n", "内蒙古 : 364\n", "陕西 : 507\n", "云南 : 230\n", "浙江 : 1306\n", "黑龙江 : 964\n", "山东 : 862\n", "河南 : 1299\n", "天津 : 309\n", "山西 : 224\n", "江苏 : 684\n", "安徽 : 993\n", "广西 : 264\n", "湖南 : 1021\n", "宁夏 : 75\n", "青海 : 18\n", "吉林 : 157\n", "澳门 : 46\n", "海南 : 171\n", "新疆 : 980\n", "西藏 : 1\n", "重庆 : 590\n", "湖北 : 68149\n", "江西 : 935\n", "河北 : 373\n", "甘肃 : 182\n", "贵州 : 147\n" ] } ], "source": [ "for item in china_data['areaTree'][0].get('children'):\n", " print(item['name'],': ', item['total']['confirm'])" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "prov_confirm = dict()\n", "\n", "prov_confirm = {item['name']: int(item['total']['confirm'])\n", " for item in china_data['areaTree'][0].get('children')}" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/plain": [ "{'香港': 8846,\n", " '台湾': 799,\n", " '上海': 1516,\n", " '辽宁': 351,\n", " '北京': 987,\n", " '广东': 2046,\n", " '四川': 853,\n", " '福建': 513,\n", " '内蒙古': 364,\n", " '陕西': 507,\n", " '云南': 230,\n", " '浙江': 1306,\n", " '黑龙江': 964,\n", " '山东': 862,\n", " '河南': 1299,\n", " '天津': 309,\n", " '山西': 224,\n", " '江苏': 684,\n", " '安徽': 993,\n", " '广西': 264,\n", " '湖南': 1021,\n", " '宁夏': 75,\n", " '青海': 18,\n", " '吉林': 157,\n", " '澳门': 46,\n", " '海南': 171,\n", " '新疆': 980,\n", " '西藏': 1,\n", " '重庆': 590,\n", " '湖北': 68149,\n", " '江西': 935,\n", " '河北': 373,\n", " '甘肃': 182,\n", " '贵州': 147}" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "prov_confirm" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "`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。 " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "provinces['confirmed_cases'] = provinces['OWNER'].apply(lambda name: prov_confirm[name])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "
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OWNERgeometryneighborsneighbors_numconfirmed_cases
0上海MULTIPOLYGON (((121.42117 30.68613, 121.42240 ...江苏, 浙江21516
1云南POLYGON ((105.30025 27.70911, 105.29577 27.698...四川, 广西, 西藏, 贵州4230
2内蒙古POLYGON ((121.48938 53.33117, 121.49769 53.320...吉林, 宁夏, 山西, 河北, 甘肃, 辽宁, 陕西, 黑龙江8364
3北京POLYGON ((117.37974 40.22687, 117.38528 40.223...天津, 河北2987
4台湾MULTIPOLYGON (((120.81553 21.75681, 120.81743 ...0799
5吉林POLYGON ((123.17773 46.24767, 123.18046 46.248...内蒙古, 辽宁, 黑龙江3157
6四川POLYGON ((105.49535 32.91074, 105.49502 32.905...云南, 甘肃, 西藏, 贵州, 重庆, 陕西, 青海7853
7天津MULTIPOLYGON (((117.69566 39.00026, 117.69897 ...北京, 河北2309
8宁夏MULTIPOLYGON (((106.05062 35.45260, 106.04993 ...内蒙古, 甘肃, 陕西375
9安徽POLYGON ((116.36870 34.64072, 116.37081 34.639...山东, 江苏, 江西, 河南, 浙江, 湖北6993
10山东MULTIPOLYGON (((120.85508 36.37765, 120.85657 ...安徽, 江苏, 河北, 河南4862
11山西POLYGON ((114.12488 40.74365, 114.13085 40.738...内蒙古, 河北, 河南, 陕西4224
12广东MULTIPOLYGON (((109.93091 20.22808, 109.93093 ...广西, 江西, 湖南, 澳门, 福建, 香港62046
13广西MULTIPOLYGON (((109.21333 20.89708, 109.21089 ...云南, 广东, 湖南, 贵州4264
14新疆POLYGON ((87.31262 49.10914, 87.31808 49.10807...甘肃, 西藏, 青海3980
15江苏MULTIPOLYGON (((120.81194 33.01399, 120.81015 ...上海, 安徽, 山东, 浙江4684
16江西POLYGON ((118.18945 29.39522, 118.19344 29.386...安徽, 广东, 浙江, 湖北, 湖南, 福建6935
17河北MULTIPOLYGON (((119.14247 39.30547, 119.14012 ...内蒙古, 北京, 天津, 山东, 山西, 河南, 辽宁7373
18河南MULTIPOLYGON (((111.00594 33.17101, 111.00577 ...安徽, 山东, 山西, 河北, 湖北, 陕西61299
19浙江MULTIPOLYGON (((120.46658 27.16607, 120.46805 ...上海, 安徽, 江苏, 江西, 福建51306
20海南MULTIPOLYGON (((112.05676 3.85817, 112.05611 3...0171
21湖北MULTIPOLYGON (((110.97766 33.25967, 110.98971 ...安徽, 江西, 河南, 湖南, 重庆, 陕西668149
22湖南POLYGON ((113.94013 29.04828, 113.93997 29.044...广东, 广西, 江西, 湖北, 贵州, 重庆61021
23澳门MULTIPOLYGON (((113.57883 22.16175, 113.57887 ...广东146
24甘肃POLYGON ((97.17195 42.79342, 97.18481 42.77167...内蒙古, 四川, 宁夏, 新疆, 陕西, 青海6182
25福建MULTIPOLYGON (((117.41612 23.56332, 117.41653 ...广东, 江西, 浙江3513
26西藏POLYGON ((89.73125 36.08474, 89.72242 36.08345...云南, 四川, 新疆, 青海41
27贵州MULTIPOLYGON (((109.55247 26.72882, 109.54917 ...云南, 四川, 广西, 湖南, 重庆5147
28辽宁MULTIPOLYGON (((121.76275 41.00120, 121.77305 ...内蒙古, 吉林, 河北3351
29重庆POLYGON ((109.22860 29.12246, 109.22520 29.117...四川, 湖北, 湖南, 贵州, 陕西5590
30陕西POLYGON ((111.11640 39.36374, 111.11701 39.363...内蒙古, 四川, 宁夏, 山西, 河南, 湖北, 甘肃, 重庆8507
31青海POLYGON ((92.40360 39.03967, 92.40493 39.04133...四川, 新疆, 甘肃, 西藏418
32香港POLYGON ((114.22590 22.54496, 114.22630 22.543...广东18846
33黑龙江POLYGON ((121.48938 53.33117, 121.49162 53.331...内蒙古, 吉林2964
\n", "
" ], "text/plain": [ " OWNER geometry \\\n", "0 上海 MULTIPOLYGON (((121.42117 30.68613, 121.42240 ... \n", "1 云南 POLYGON ((105.30025 27.70911, 105.29577 27.698... \n", "2 内蒙古 POLYGON ((121.48938 53.33117, 121.49769 53.320... \n", "3 北京 POLYGON ((117.37974 40.22687, 117.38528 40.223... \n", "4 台湾 MULTIPOLYGON (((120.81553 21.75681, 120.81743 ... \n", "5 吉林 POLYGON ((123.17773 46.24767, 123.18046 46.248... \n", "6 四川 POLYGON ((105.49535 32.91074, 105.49502 32.905... \n", "7 天津 MULTIPOLYGON (((117.69566 39.00026, 117.69897 ... \n", "8 宁夏 MULTIPOLYGON (((106.05062 35.45260, 106.04993 ... \n", "9 安徽 POLYGON ((116.36870 34.64072, 116.37081 34.639... \n", "10 山东 MULTIPOLYGON (((120.85508 36.37765, 120.85657 ... \n", "11 山西 POLYGON ((114.12488 40.74365, 114.13085 40.738... \n", "12 广东 MULTIPOLYGON (((109.93091 20.22808, 109.93093 ... \n", "13 广西 MULTIPOLYGON (((109.21333 20.89708, 109.21089 ... \n", "14 新疆 POLYGON ((87.31262 49.10914, 87.31808 49.10807... \n", "15 江苏 MULTIPOLYGON (((120.81194 33.01399, 120.81015 ... \n", "16 江西 POLYGON ((118.18945 29.39522, 118.19344 29.386... \n", "17 河北 MULTIPOLYGON (((119.14247 39.30547, 119.14012 ... \n", "18 河南 MULTIPOLYGON (((111.00594 33.17101, 111.00577 ... \n", "19 浙江 MULTIPOLYGON (((120.46658 27.16607, 120.46805 ... \n", "20 海南 MULTIPOLYGON (((112.05676 3.85817, 112.05611 3... \n", "21 湖北 MULTIPOLYGON (((110.97766 33.25967, 110.98971 ... \n", "22 湖南 POLYGON ((113.94013 29.04828, 113.93997 29.044... \n", "23 澳门 MULTIPOLYGON (((113.57883 22.16175, 113.57887 ... \n", "24 甘肃 POLYGON ((97.17195 42.79342, 97.18481 42.77167... \n", "25 福建 MULTIPOLYGON (((117.41612 23.56332, 117.41653 ... \n", "26 西藏 POLYGON ((89.73125 36.08474, 89.72242 36.08345... \n", "27 贵州 MULTIPOLYGON (((109.55247 26.72882, 109.54917 ... \n", "28 辽宁 MULTIPOLYGON (((121.76275 41.00120, 121.77305 ... \n", "29 重庆 POLYGON ((109.22860 29.12246, 109.22520 29.117... \n", "30 陕西 POLYGON ((111.11640 39.36374, 111.11701 39.363... \n", "31 青海 POLYGON ((92.40360 39.03967, 92.40493 39.04133... \n", "32 香港 POLYGON ((114.22590 22.54496, 114.22630 22.543... \n", "33 黑龙江 POLYGON ((121.48938 53.33117, 121.49162 53.331... \n", "\n", " neighbors neighbors_num confirmed_cases \n", "0 江苏, 浙江 2 1516 \n", "1 四川, 广西, 西藏, 贵州 4 230 \n", "2 吉林, 宁夏, 山西, 河北, 甘肃, 辽宁, 陕西, 黑龙江 8 364 \n", "3 天津, 河北 2 987 \n", "4 0 799 \n", "5 内蒙古, 辽宁, 黑龙江 3 157 \n", "6 云南, 甘肃, 西藏, 贵州, 重庆, 陕西, 青海 7 853 \n", "7 北京, 河北 2 309 \n", "8 内蒙古, 甘肃, 陕西 3 75 \n", "9 山东, 江苏, 江西, 河南, 浙江, 湖北 6 993 \n", "10 安徽, 江苏, 河北, 河南 4 862 \n", "11 内蒙古, 河北, 河南, 陕西 4 224 \n", "12 广西, 江西, 湖南, 澳门, 福建, 香港 6 2046 \n", "13 云南, 广东, 湖南, 贵州 4 264 \n", "14 甘肃, 西藏, 青海 3 980 \n", "15 上海, 安徽, 山东, 浙江 4 684 \n", "16 安徽, 广东, 浙江, 湖北, 湖南, 福建 6 935 \n", "17 内蒙古, 北京, 天津, 山东, 山西, 河南, 辽宁 7 373 \n", "18 安徽, 山东, 山西, 河北, 湖北, 陕西 6 1299 \n", "19 上海, 安徽, 江苏, 江西, 福建 5 1306 \n", "20 0 171 \n", "21 安徽, 江西, 河南, 湖南, 重庆, 陕西 6 68149 \n", "22 广东, 广西, 江西, 湖北, 贵州, 重庆 6 1021 \n", "23 广东 1 46 \n", "24 内蒙古, 四川, 宁夏, 新疆, 陕西, 青海 6 182 \n", "25 广东, 江西, 浙江 3 513 \n", "26 云南, 四川, 新疆, 青海 4 1 \n", "27 云南, 四川, 广西, 湖南, 重庆 5 147 \n", "28 内蒙古, 吉林, 河北 3 351 \n", "29 四川, 湖北, 湖南, 贵州, 陕西 5 590 \n", "30 内蒙古, 四川, 宁夏, 山西, 河南, 湖北, 甘肃, 重庆 8 507 \n", "31 四川, 新疆, 甘肃, 西藏 4 18 \n", "32 广东 1 8846 \n", "33 内蒙古, 吉林 2 964 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "provinces" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### `GeoDataFrame.plot` 方法参数\n", "\n", "- `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`\n", "\n", "- `cmap`：传入色彩方案\n", "\n", "- `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`\n", "\n", "- `legend`：`bool`型，为`True`时会为地图添加图例\n", "\n", "- `scheme`：`str`型，用于指定地区分布图颜色的数值划分方案\n", "\n", "- `k`：`int`型，用于指定地图绘色的色阶数量\n", "\n", "- `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\n", "\n", "- `legend_kwds`：字典型，传入与图例相关的个性化参数\n", "\n", "- `classification_kwds`：字典型，传入与划分绘图颜色相关的个性化参数\n", "\n", "- `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" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "- 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。\n", "\n", "- 这里我们将各省的确诊病例数目画成地区分布图。\n", "\n", "- 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`。\n", "\n", "- `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`）。\n", "\n", "- 我们使用用户自定义方式，将病例数分位 9，99，999，9999 等几档" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# 请使用你的电脑上的字体文件\n", "font_name = '/System/Library/Fonts/STHeiti Light.ttc'\n", "myfont = mpl.font_manager.FontProperties(fname=font_name)\n", "plt.rcParams[\"font.family\"] = \"Heiti TC\" # 字体文件名和字体名不同\n", "\n", "fig,ax = plt.subplots(figsize=(12,12),subplot_kw={'projection': crs})\n", "provinces.plot(ax=ax,column='confirmed_cases', cmap='Reds', legend=True, \n", " scheme='UserDefined', classification_kwds={'bins':[10, 100, 500, 1000, 10000]},\n", " legend_kwds={'loc':'lower left','title':'累计确诊数量',\n", " 'shadow':True,'fancybox':True}, #'prop':{'font.family':'Heiti TC'}},\n", " transform=ccrs.PlateCarree())\n", "ax.patch.set_visible(False)\n", "ax.set_extent([75,130,15,54])\n", "\n", "for index, row in provinces.iterrows():\n", " ax.text(row.geometry.representative_point().x, row.geometry.representative_point().y,\n", " row['OWNER'], ha=\"center\", va=\"center\", size=8, transform=ccrs.PlateCarree(),\n", " fontproperties=myfont)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 绘制疫情的南丁格尔玫瑰图 （Nightingale Rose)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "posx and posy should be finite values\n", "posx and posy should be finite values\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "\n", "sorted_pro = provinces.sort_values(by='confirmed_cases',ascending=False)\n", "cases = np.log(sorted_pro.confirmed_cases.values)\n", "N = len(sorted_pro)\n", "theta = np.arange(0,2*np.pi,2*np.pi/N)\n", "width = 2*np.pi / (N)\n", "num = sorted_pro.confirmed_cases\n", "colors = plt.cm.plasma(num/np.max(num[1:]))\n", "\n", "fig, ax = plt.subplots(figsize=(12,12),subplot_kw={'projection':'polar'})\n", "ax.set_theta_zero_location(\"N\")\n", "bars = ax.bar(theta, cases, width=width, bottom=0, color=colors,alpha=0.5)\n", "ax.axis('off')\n", "\n", "rotations = np.rad2deg(theta)\n", "for x, bar, rotation, label, label_num in zip(theta,\n", " bars, rotations, sorted_pro.OWNER.values, sorted_pro.confirmed_cases.values):\n", " lab = ax.text(x, bar.get_height(), label,\n", " ha='center', va='bottom', fontproperties=myfont,rotation=rotation, rotation_mode=\"anchor\")\n", " lab = ax.text(x, bar.get_height()-0.2, str(label_num),\n", " ha='center', va='top', rotation=rotation, rotation_mode=\"anchor\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### 课后练习\n", "- 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）。\n", "\n", "- 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。" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## References\n", "\n", "https://www.cnblogs.com/feffery/p/12361421.html (强烈推荐此博客的文章)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "rise": { "enable_chalkboard": true, "header": "
", "progress": true, "scroll": true, "theme": "serif", "transition": "slide" } }, "nbformat": 4, "nbformat_minor": 4 }