Home > Enterprise >  geodataframe from dataframe with a Geojson serie
geodataframe from dataframe with a Geojson serie

Time:12-18

in my dataframe a serie contains gemetry as GeoJson :

{"type":"Polygon","coordinates":[[[2.459721568...

How should i create a geodataframe from it ?

CodePudding user response:

You can use https://geopandas.org/en/stable/docs/reference/api/geopandas.GeoDataFrame.from_features.html. An additional step is required to format dict so it is a valid feature

sample data

import requests
import geopandas as gpd
import pandas as pd

# get geometry of london underground stations so it is a dict in a column
df = pd.DataFrame(
    requests.get(
        "https://raw.githubusercontent.com/oobrien/vis/master/tube/data/tfl_stations.json"
    ).json()["features"]
).drop(columns="properties")

type geometry
0 Feature {'type': 'Point', 'coordinates': [-0.279916688851386, 51.50264359676248]}
1 Feature {'type': 'Point', 'coordinates': [-0.134745288767581, 51.565370996797775]}
2 Feature {'type': 'Point', 'coordinates': [-0.071876588767481, 51.51514719676551]}
3 Feature {'type': 'Point', 'coordinates': [-0.10612998877245, 51.53182149677656]}
4 Feature {'type': 'Point', 'coordinates': [-0.075715588769394, 51.51409639676498]}
5 Feature {'type': 'Point', 'coordinates': [-0.2994547888414, 51.54055479678616]}
6 Feature {'type': 'Point', 'coordinates': [-0.608468688901916, 51.674206696875174]}
7 Feature {'type': 'Point', 'coordinates': [-0.133268788743383, 51.61647559682913]}
8 Feature {'type': 'Point', 'coordinates': [-0.108099325493406, 51.55782418669154]}
9 Feature {'type': 'Point', 'coordinates': [-0.011585088740745, 51.52473659676975]}

convert to geometry

# convert bits of geometry to actual geometry
gdf = gpd.GeoDataFrame.from_features(
    df["geometry"].apply(lambda g: {"geometry": g, "properties": {}})
)
geometry
0 POINT (-0.279916688851386 51.50264359676248)
1 POINT (-0.134745288767581 51.56537099679777)
2 POINT (-0.071876588767481 51.51514719676551)
3 POINT (-0.10612998877245 51.53182149677656)
4 POINT (-0.07571558876939399 51.51409639676498)
5 POINT (-0.2994547888414 51.54055479678616)
6 POINT (-0.608468688901916 51.67420669687517)
7 POINT (-0.133268788743383 51.61647559682913)
8 POINT (-0.108099325493406 51.55782418669154)
9 POINT (-0.011585088740745 51.52473659676975)
  • Related