CODEWITHSUNDEEP
projectiongeopandas
Neo
Neo

Reputation: 492

make geopandas dataframe from points, then project the gpd, got error: Cannot transform naive geometries. Please set a crs on the object first

I converted a dataset with lat/lon to a geopandas dataframe (let's call it gpd). The gpd has no CRS, I was trying to project this gpd to "EPSG:3857" using:

gpd = gpd.to_crs("EPSG:3857")

I got an error saying that "Cannot transform naive geometries. Please set a CRS on the object first". Does this mean that for any gpd without CRS, I have to assign a CRS to it first, then reproject it to CRS I am interested in, for example, from 4326 to 3857:

gpd.crs = "EPSG:4326"

gpd = gpd.to_crs("EPSG:3857")

My confusions are the differences between CRS and projection, and why can not I use 3857 directly in this case. Also, the pyproj project has mentioned that there are some changes in reprojecting geodata and gave suggestions about how to project geodata, I do not clearly understand the details, can somebody give some advice on how to project/reproject geodata appropriately given the changes they made? Thanks.

Upvotes: 2

Views: 1124

Answers (1)

Matthew Borish
Matthew Borish

Reputation: 3096

You need to define the crs before you can project it. This often happens if your .shp file doesn't have an accompanying .prj file. 

import geopandas as gpd
gdf = gpd.read_file('GSHHS_c_L1.shp')
print(gdf.crs)
None

#this is how we define the projection
gdf.crs = "EPSG:4326"
print(gdf.crs)
EPSG:4326

#In Jupyter if you don't use a print statement, but shift+enter, you'll get this for your crs

<Geographic 2D CRS: EPSG:4326>
Name: WGS 84
Axis Info [ellipsoidal]:
- Lat[north]: Geodetic latitude (degree)
- Lon[east]: Geodetic longitude (degree)
Area of Use:
- name: World
- bounds: (-180.0, -90.0, 180.0, 90.0)
Datum: World Geodetic System 1984
- Ellipsoid: WGS 84
- Prime Meridian: Greenwich

After you've defined your crs, then you can project it. 

#this is how we project the data
gdf = gdf.to_crs("EPSG:3857")
# this will display crs information in jupyter
gdf.crs

<Projected CRS: EPSG:3857>
Name: WGS 84 / Pseudo-Mercator
Axis Info [cartesian]:
- X[east]: Easting (metre)
- Y[north]: Northing (metre)
Area of Use:
- name: World - 85°S to 85°N
- bounds: (-180.0, -85.06, 180.0, 85.06)
Coordinate Operation:
- name: Popular Visualisation Pseudo-Mercator
- method: Popular Visualisation Pseudo Mercator
Datum: World Geodetic System 1984
- Ellipsoid: WGS 84
- Prime Meridian: Greenwich

Upvotes: 2

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