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qiancao authored Dec 12, 2024
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![Docs](https://readthedocs.org/projects/calzone-docs/badge/)
[![PyPI version](https://badge.fury.io/py/calzone-tool.svg)](https://badge.fury.io/py/calzone-tool)

`calzone` is a comprehensive Python package for calculating and visualizing various metrics for assessing the calibration of models with probabilistic output.

To accurately assess the calibration of machine learning models, it is essential to have a comprehensive and representative dataset with sufficient coverage of the prediction space. The calibration metrics is not meaningful if the dataset is not representative of true intended population.
`calzone` is a comprehensive Python package for calculating and visualizing metrics for assessing the calibration of models with probabilistic output.

## Features

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- Prevelance adjustment to account for prevalance change between enriched data and population data.
- Multiclass extension by 1-vs-rest or top-class only

_To accurately assess the calibration of machine learning models, it is essential to have a comprehensive and representative dataset with sufficient coverage of the prediction space. The calibration metrics are not meaningful if the dataset is not representative of true intended population._

## Installation

You can install calzone using pip:
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