[964] Convert a DataFrame to a GeoDataFrame
To convert a DataFrame to a GeoDataFrame in Pandas, you can use the geopandas.GeoDataFrame
constructor and provide the geometry column. Here's an example:
import pandas as pd import geopandas as gpd from shapely.geometry import Point # Sample DataFrame with x, y coordinates data = {'ID': [1, 2, 3], 'Name': ['Point1', 'Point2', 'Point3'], 'Longitude': [-73.9874, -74.006, -73.9855], 'Latitude': [40.7488, 40.7128, 40.7549]} df = pd.DataFrame(data) # Create a GeoDataFrame by providing geometry (Point) column geometry = [Point(lon, lat) for lon, lat in zip(df['Longitude'], df['Latitude'])] gdf = gpd.GeoDataFrame(df, geometry=geometry) # Display the GeoDataFrame print(gdf)
In this example:
- A DataFrame (
df
) is created with columns for ID, Name, Longitude, and Latitude. - A GeoDataFrame (
gdf
) is created by providing the DataFrame (df
) and specifying the geometry column (geometry
) as a list ofPoint
objects.
Adjust the column names and types based on your data, and choose the appropriate geometry type for your spatial data. The example uses Point
geometries for latitude and longitude coordinates.
分类:
Python Study
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