read-belo-horizonte-json.py

import geopandas as gpd
import folium
import matplotlib.pyplot as plt

# read date
url = 'https://geoservicos.pbh.gov.br/geoserver/wfs?service=WFS&version=1.0.0&request=GetFeature&typeName=ide_bhgeo:BAIRRO&srsName=EPSG:31983&outputFormat=application%2Fjson'
gdf = gpd.read_file(url)

# check if data is right
fig, ax = plt.subplots(figsize=(10,10))
gdf.plot(ax=ax)

# convert to lat-long
gdf = gdf.to_crs(epsg=4326)

# create map
bh = gdf[['id','geometry', 'NOME']]
x_map=bh.geometry.centroid.x.mean()
y_map=bh.geometry.centroid.y.mean()
mymap = folium.Map(location=[y_map, x_map], zoom_start=11,tiles='OpenStreetMap')

# add polygons to map
folium.GeoJson(
    gdf
    ).add_to(mymap)