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https://github.com/raamana/pyradigm

Research data management in biomedical and machine learning applications
https://github.com/raamana/pyradigm

automation biomedical data-integration data-structures datascience datastructures machine-learning machine-learning-workflows medical-data neuroimaging neuroinformatics neuroscience pandas python userfriendly workflow

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Research data management in biomedical and machine learning applications

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README

        

# CSVs suck. Upgrade your life with pyradigm for research data management in biomedical and machine learning applications

[![status](http://joss.theoj.org/papers/c5c231486d699bca982ca7ebd9cf32d2/status.svg)](http://joss.theoj.org/papers/c5c231486d699bca982ca7ebd9cf32d2)
[![travis](https://travis-ci.org/raamana/pyradigm.svg?branch=master)](https://travis-ci.org/raamana/pyradigm.svg?branch=master)
[![Codacy Badge](https://api.codacy.com/project/badge/Grade/cffd80f290544e2e824011bfccf35ff8)](https://www.codacy.com/app/raamana/pyradigm?utm_source=github.com&utm_medium=referral&utm_content=raamana/pyradigm&utm_campaign=Badge_Grade)
[![PyPI version](https://badge.fury.io/py/pyradigm.svg)](https://badge.fury.io/py/pyradigm)
[![Python versions](https://img.shields.io/badge/python-2.7%2C%203.5%2C%203.6-blue.svg)]
[![codecov](https://codecov.io/gh/raamana/pyradigm/branch/master/graph/badge.svg)](https://codecov.io/gh/raamana/pyradigm)

## Documentation

API and usage : http://raamana.github.io/pyradigm/

Demo notebook (no setup required) :

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/raamana/pyradigm/master?filepath=docs%2Fusage.ipynb)

## Schematic

The illustration below describes the full functionality of `pyradigm` in the latest version `0.6`, for which docs will be updated shortly (see below illustration for docs on previous versions):

![flyer.png](docs/flyer.png)

The value of pyradigm is even more appreciated in the management of multi-modal feature sets, which becomes more efficient and easier to manage.

![multimodalflyer.png](docs/flyer_multimodal.png)

Usage/demo notebook (no setup required) :

[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/raamana/pyradigm/master?filepath=docs%2Fusage.ipynb)

Documentation : http://raamana.github.io/pyradigm/

**Name** : `pyradigm` roughly stands for PYthon based data structure to improve Dataset's InteGrity in Machine learning workflows.

[![saythanks](https://img.shields.io/badge/say-thanks-ff69b4.svg)](https://saythanks.io/to/raamana)