# LewisML
[![DOI](https://zenodo.org/badge/340778603.svg)](https://zenodo.org/badge/latestdoi/340778603)
Machine Learning Regression Models of Lewis Fm. 
These are the models and results assoicated with a paper about to be submitted to [The Sedimentary Record](https://thesedimentaryrecord.scholasticahq.com/issues).
Expect more metadata and results to be here once the paper is published!
Co-authors for the paper are <NAME> & <NAME>.
## Packages
These are written as jupyter notebooks. Some packages you will need to install to run these models:
python 3.7+
**general data prep**
lasio
welly
pandas
numpy
**ML**
catboost
xgboost
tensorflow 2 (ran on Google Colab)
scikit-learn (SVM & Linear Regression)
**plotting**
matplotlib
seaborn