[969] Add a spatial reference (a coordinate reference system, CRS) to a GeoDataFrame in GeoPandas
To add a spatial reference (a coordinate reference system, CRS) to a GeoDataFrame in GeoPandas, you can set the crs
attribute of the GeoDataFrame to the desired CRS. Here's how you can do it:
import geopandas as gpd from shapely.geometry import Point # Create a DataFrame (example) data = {'City': ['New York', 'Los Angeles', 'Chicago'], 'Latitude': [40.7128, 34.0522, 41.8781], 'Longitude': [-74.0060, -118.2437, -87.6298]} df = pd.DataFrame(data) # Convert Latitude and Longitude columns to numeric type df['Latitude'] = pd.to_numeric(df['Latitude']) df['Longitude'] = pd.to_numeric(df['Longitude']) # Create geometry column using shapely Point objects geometry = [Point(xy) for xy in zip(df['Longitude'], df['Latitude'])] # Create GeoDataFrame gdf = gpd.GeoDataFrame(df, geometry=geometry) # Set CRS (coordinate reference system) # For example, let's use EPSG:4326 which is commonly used for latitude and longitude coordinates gdf.crs = "EPSG:4326" # Print GeoDataFrame print(gdf)
In this example, after creating the GeoDataFrame gdf
, the CRS is set to EPSG:4326, which corresponds to the WGS 84 geographic coordinate system commonly used with latitude and longitude coordinates. You can replace "EPSG:4326"
with any other CRS that suits your data.
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