地图数据处理及可视化
Contents
地图数据处理及可视化¶
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
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... |
1367 rows × 10 columns
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)
我们先定义一个函数来把省的名字精简成两、三个字
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
s.OWNER = s.OWNER.apply(shorten_prov_names)
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)
provinces = s.dissolve(by='OWNER').reset_index()
provinces = provinces.drop(['AREA','BOUND_A_','BOUND_A_ID','NAME',
'SOC','FCNAME','FENAME','PERIMETER'],axis=1)
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。
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["neighbors_num"] = provinces["neighbors_num"].astype('int')
provinces.sort_values(by='neighbors_num',ascending=False)
OWNER | geometry | neighbors | neighbors_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 |
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.patch.set_visible(False)
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.PlateCarree())
<GeoAxesSubplot:>
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.patch.set_visible(False)
ax.set_extent([75,130,15,54])
for index, row in provinces.iterrows():
ax.text(row.geometry.representative_point().x, row.geometry.representative_point().y,
row['OWNER'], ha="center", va="center", size=8, transform=ccrs.PlateCarree(),
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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china_data.keys()
dict_keys(['lastUpdateTime', 'chinaTotal', 'chinaAdd', 'isShowAdd', 'showAddSwitch', 'areaTree'])
china_data['areaTree']
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'heal': 1,
'healRate': '100.00',
'showHeal': True}},
{'name': '贵阳',
'today': {'confirm': 0, 'confirmCuts': 0, 'isUpdated': False},
'total': {'nowConfirm': 0,
'confirm': 36,
'suspect': 0,
'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}}]}]}]
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'])
香港 : 8846
台湾 : 799
上海 : 1516
辽宁 : 351
北京 : 987
广东 : 2046
四川 : 853
福建 : 513
内蒙古 : 364
陕西 : 507
云南 : 230
浙江 : 1306
黑龙江 : 964
山东 : 862
河南 : 1299
天津 : 309
山西 : 224
江苏 : 684
安徽 : 993
广西 : 264
湖南 : 1021
宁夏 : 75
青海 : 18
吉林 : 157
澳门 : 46
海南 : 171
新疆 : 980
西藏 : 1
重庆 : 590
湖北 : 68149
江西 : 935
河北 : 373
甘肃 : 182
贵州 : 147
prov_confirm = dict()
prov_confirm = {item['name']: int(item['total']['confirm'])
for item in china_data['areaTree'][0].get('children')}
prov_confirm
{'香港': 8846,
'台湾': 799,
'上海': 1516,
'辽宁': 351,
'北京': 987,
'广东': 2046,
'四川': 853,
'福建': 513,
'内蒙古': 364,
'陕西': 507,
'云南': 230,
'浙江': 1306,
'黑龙江': 964,
'山东': 862,
'河南': 1299,
'天津': 309,
'山西': 224,
'江苏': 684,
'安徽': 993,
'广西': 264,
'湖南': 1021,
'宁夏': 75,
'青海': 18,
'吉林': 157,
'澳门': 46,
'海南': 171,
'新疆': 980,
'西藏': 1,
'重庆': 590,
'湖北': 68149,
'江西': 935,
'河北': 373,
'甘肃': 182,
'贵州': 147}
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
OWNER | geometry | neighbors | neighbors_num | confirmed_cases | |
---|---|---|---|---|---|
0 | 上海 | MULTIPOLYGON (((121.42117 30.68613, 121.42240 ... | 江苏, 浙江 | 2 | 1516 |
1 | 云南 | POLYGON ((105.30025 27.70911, 105.29577 27.698... | 四川, 广西, 西藏, 贵州 | 4 | 230 |
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 | 364 |
3 | 北京 | POLYGON ((117.37974 40.22687, 117.38528 40.223... | 天津, 河北 | 2 | 987 |
4 | 台湾 | MULTIPOLYGON (((120.81553 21.75681, 120.81743 ... | 0 | 799 | |
5 | 吉林 | POLYGON ((123.17773 46.24767, 123.18046 46.248... | 内蒙古, 辽宁, 黑龙江 | 3 | 157 |
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 | 853 |
7 | 天津 | MULTIPOLYGON (((117.69566 39.00026, 117.69897 ... | 北京, 河北 | 2 | 309 |
8 | 宁夏 | MULTIPOLYGON (((106.05062 35.45260, 106.04993 ... | 内蒙古, 甘肃, 陕西 | 3 | 75 |
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 | 993 |
10 | 山东 | MULTIPOLYGON (((120.85508 36.37765, 120.85657 ... | 安徽, 江苏, 河北, 河南 | 4 | 862 |
11 | 山西 | POLYGON ((114.12488 40.74365, 114.13085 40.738... | 内蒙古, 河北, 河南, 陕西 | 4 | 224 |
12 | 广东 | MULTIPOLYGON (((109.93091 20.22808, 109.93093 ... | 广西, 江西, 湖南, 澳门, 福建, 香港 | 6 | 2046 |
13 | 广西 | MULTIPOLYGON (((109.21333 20.89708, 109.21089 ... | 云南, 广东, 湖南, 贵州 | 4 | 264 |
14 | 新疆 | POLYGON ((87.31262 49.10914, 87.31808 49.10807... | 甘肃, 西藏, 青海 | 3 | 980 |
15 | 江苏 | MULTIPOLYGON (((120.81194 33.01399, 120.81015 ... | 上海, 安徽, 山东, 浙江 | 4 | 684 |
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 | 935 |
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 | 373 |
18 | 河南 | MULTIPOLYGON (((111.00594 33.17101, 111.00577 ... | 安徽, 山东, 山西, 河北, 湖北, 陕西 | 6 | 1299 |
19 | 浙江 | MULTIPOLYGON (((120.46658 27.16607, 120.46805 ... | 上海, 安徽, 江苏, 江西, 福建 | 5 | 1306 |
20 | 海南 | MULTIPOLYGON (((112.05676 3.85817, 112.05611 3... | 0 | 171 | |
21 | 湖北 | MULTIPOLYGON (((110.97766 33.25967, 110.98971 ... | 安徽, 江西, 河南, 湖南, 重庆, 陕西 | 6 | 68149 |
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 | 1021 |
23 | 澳门 | MULTIPOLYGON (((113.57883 22.16175, 113.57887 ... | 广东 | 1 | 46 |
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 | 182 |
25 | 福建 | MULTIPOLYGON (((117.41612 23.56332, 117.41653 ... | 广东, 江西, 浙江 | 3 | 513 |
26 | 西藏 | POLYGON ((89.73125 36.08474, 89.72242 36.08345... | 云南, 四川, 新疆, 青海 | 4 | 1 |
27 | 贵州 | MULTIPOLYGON (((109.55247 26.72882, 109.54917 ... | 云南, 四川, 广西, 湖南, 重庆 | 5 | 147 |
28 | 辽宁 | MULTIPOLYGON (((121.76275 41.00120, 121.77305 ... | 内蒙古, 吉林, 河北 | 3 | 351 |
29 | 重庆 | POLYGON ((109.22860 29.12246, 109.22520 29.117... | 四川, 湖北, 湖南, 贵州, 陕西 | 5 | 590 |
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 | 507 |
31 | 青海 | POLYGON ((92.40360 39.03967, 92.40493 39.04133... | 四川, 新疆, 甘肃, 西藏 | 4 | 18 |
32 | 香港 | POLYGON ((114.22590 22.54496, 114.22630 22.543... | 广东 | 1 | 8846 |
33 | 黑龙江 | POLYGON ((121.48938 53.33117, 121.49162 53.331... | 内蒙古, 吉林 | 2 | 964 |
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目画成地区分布图。
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
# 请使用你的电脑上的字体文件
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.patch.set_visible(False)
ax.set_extent([75,130,15,54])
for index, row in provinces.iterrows():
ax.text(row.geometry.representative_point().x, row.geometry.representative_point().y,
row['OWNER'], ha="center", va="center", size=8, transform=ccrs.PlateCarree(),
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.plasma(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)