GeoPandas is a high-level Python package for reading, writing, analyzing, and manipulating vector (points, lines, and polygons) geographic data. As the name ‘GeoPandas’ implies, it brings pandas data frame functionality to geographic data so that you interact with the data much as you would an attribute table in ArcMap or QGIS or a spreadsheet in Excel. GeoPandas also has built-in plotting capabilities, which make it easy to create and display maps and visualizations.
Installing GeoPandas is quite simple, but there are a couple of nuances you’ll need to watch out for, especially if you’re using Windows. I’ll demonstrate how to install GeoPandas with
conda (Anaconda/Miniconda) and discuss what you’ll need to do to install GeoPandas with
Installing with Anaconda/Miniconda
It is recommended to install GeoPandas with Anaconda or Miniconda with the
conda package manager. Using
conda for installation will automatically download and install all of GeoPandas’ dependencies. If you’re using Windows, this is basically the only way to install GeoPandas (at least presently) without compiling and installing
fiona from scratch.
GeoPandas is available for installation from both the default package channel and the conda-forge package channel. Below, I demonstrate how to install from both channels, and why you might want to use conda-forge.
I’ve found that the GeoPandas installation with
conda can take several minutes, a fair amount longer than most packages. So, if your installation is taking longer than you expect, don’t worry too much, it happens to me too.
Installing from the default channel
Installing from the default channel is simple and doesn’t require any extra arguments. Just use the command below.
conda install geopandas
Installing from the conda-forge channel
The main reason you may want to install GeoPandas from the conda-forge channel is that there are some packages that are not available on the default channel. Installing all packages from the same channel ensures maximum compatibility between packages. It’s okay to install packages from different channels, and it usually works out fine, but it does increase the risk of compatibility issues.
Many GIS-related packages that you might want to use with GeoPandas (like
rasterio) are not available on the conda default channel (presently). Personally, I always use the conda-forge channel because I do so much work with geospatial data.
Use the command below to install GeoPandas from the conda-forge channel. The two commands are identical. The first uses the long form (
--channel to specify the channel argument and the second uses the short form (
conda install --channel conda-forge geopandas
conda install -c conda-forge geopandas
Installing with PIP
You can also install GeoPandas with
pip, if you absolutely must, and are not using Windows. To install with
pip you’ll need to manually install all of the GeoPandas dependencies. I recommend following the instructions in the GeoPandas documentation to do this.
The reason you can’t use
pip to install GeoPandas on Windows is that
fiona, which is a GeoPandas dependency, is very difficult to install on Windows. In short, compiled
fiona wheels, which make it simple to install Python packages are not created for Windows so you’ll have to compile
fiona from scratch. This is not a simple task. For Windows users, save yourself the trouble and used
If you really have to install GeoPandas on Windows with pip, try this . . .
There may be some instances where you have to install GeoPandas with PIP on Windows. For those instances, I’ve found this installation works somewhat consistently (it may not work for your specific circumstance) without needing to install
fiona. We’re going to install
pyogrio as a replacement to
fiona (as suggested in the GeoPandas documentation).
With a little luck, these commands will also work for you. I recommend creating a blank environment to start from to limit dependency and compatability issues.
pip install pyogrio pip install pyproj pip install rtree pip install shapely pip install geopandas
Check your GeoPandas version
After you install GeoPandas you may find you need to reference the version number you are using to ensure compatibility with other packages, to check which features are available in your version, or to determine if you need to update to a new version. Checking the GeoPandas version is easy and can be done with both
conda list geopandas
# packages in environment at C:\Users\Konrad\miniconda3\envs\test: # # Name Version Build Channel geopandas 0.12.2 pyhd8ed1ab_0 conda-forge geopandas-base 0.12.2 pyha770c72_0 conda-forge
pip show geopandas
Name: geopandas Version: 0.12.2 Summary: Geographic pandas extensions Home-page: http://geopandas.org Author: GeoPandas contributors Author-email: firstname.lastname@example.org License: BSD Location: c:\users\konrad\miniconda3\envs\win_gpd\lib\site-packages Requires: fiona, packaging, pandas, pyproj, shapely Required-by:
Many of you have probably figured out these installation nuances from the GeoPandas documentation, but if you’re newer to Pandas and/or Python you may have trouble understanding documentation lingo (I know I did). That’s why I’ve written this post, to hopefully address installation issues you may be facing that you didn’t know how to address. I hope it helps!