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Predicting Missed Appointments

Featuretools

In this tutorial, we show how Featuretools can be used to predict whether or not a patient will show up to a scheduled appointment using a dataset from Kaggle. We make all of the features from the most popular kernel on kaggle, and make some other interesting features automatically.

You can find this tutorial on the Featuretools site.

Highlights

  • We generate interesting aggregations by age and location automatically.
  • We use a secondary time index to generate features from the no-show column without leaking invalid information.

Feature Labs

Featuretools

Featuretools is an open source project created by Feature Labs. To see the other open source projects we're working on visit Feature Labs Open Source. If building impactful data science pipelines is important to you or your business, please get in touch.

Contact

Any questions can be directed to help@featurelabs.com