DataScienceDataViz

This is a project to support the visualisation in a presentation called DataViz - Visualisations to understand models.

Use

There is a .dev-container that includes a Dockerfile that includes include necessary dependency packages from conda-forge.

To get the necessary data files, run the copy down data.py.

Considers a binary classification problem on whether a policy lapses or not.

Includes a Receiver Operator Characteristic chart and Partial Dependence plot example.

Considers a regression problem for claim severity.

Includes a lift chart and PDP example.

Name		Name	Last commit message	Last commit date
Latest commit History 5 Commits
.devcontainer		.devcontainer
.github		.github
data		data
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md
ROC synthetic data.ipynb		ROC synthetic data.ipynb
attempt at ROC on fremotor dataset.ipynb		attempt at ROC on fremotor dataset.ipynb
data visualisation.ipynb		data visualisation.ipynb
lift charts synthetic data.ipynb		lift charts synthetic data.ipynb
lift charts.ipynb		lift charts.ipynb
notes.md		notes.md