Install#

Featuretools is available for Python 3.9 - 3.12. It can be installed from pypi, conda-forge, or from source.

To install Featuretools, run the following command:

$ python -m pip install featuretools 
$ conda install -c conda-forge featuretools

Add-ons#

Featuretools allows users to install add-ons individually or all at once:

$ python -m pip install "featuretools[complete]" 
$ python -m pip install "featuretools[dask]" 
$ python -m pip install "featuretools[nlp]" 
$ python -m pip install "featuretools[premium]" 
$ conda install -c conda-forge nlp-primitives dask distributed 
$ conda install -c conda-forge nlp-primitives 
$ conda install -c conda-forge dask distributed

  • NLP Primitives: Use Natural Language Processing Primitives in Featuretools

  • Premium Primitives: Use primitives from Premium Primitives in Featuretools

  • Dask: Use to run calculate_feature_matrix in parallel with n_jobs

Installing Graphviz#

In order to use EntitySet.plot or featuretools.graph_feature you will need to install the graphviz library.

$ brew install graphviz $ python -m pip install graphviz 
$ brew install graphviz $ conda install -c conda-forge python-graphviz 
$ sudo apt install graphviz $ python -m pip install graphviz 
$ sudo apt install graphviz $ conda install -c conda-forge python-graphviz 
$ python -m pip install graphviz 
$ conda install -c conda-forge python-graphviz

If you installed graphviz for Windows with pip, install graphviz.exe from the official source.

Source#

To install Featuretools from source, clone the repository from GitHub, and install the dependencies.

git clone https://github.com/alteryx/featuretools.git cd featuretools python -m pip install .

Docker#

It is also possible to run Featuretools inside a Docker container. You can do so by installing it as a package inside a container (following the normal install guide) or creating a new image with Featuretools pre-installed, using the following commands in your Dockerfile:

FROM --platform=linux/x86_64 python:3.9-slim-buster RUN apt update && apt -y update RUN apt install -y build-essential RUN pip3 install --upgrade --quiet pip RUN pip3 install featuretools

Development#

To make contributions to the codebase, please follow the guidelines here.