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Pythia

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Novelty detection in text corpora

Pythia is Lab41's exploration of approaches to novel content detection. We are interested in making it easier to tell when a document coming into a corpus has something new to say. We welcome your contributions (see our contributor guidelines) and attention.

Tests

docker build -t lab41/pythia .     # runs tests and builds project image

Run a quick experiment

docker run -it lab41/pythia experiments/experiments.py with 'XGB=True' 'BOW_APPEND=True' 'BOW_PRODUCT=True'

Prerequisites

Our code is written in Python 3. envs/make_envs.sh will install the necessary dependencies on a Debian/Ubuntu system with Anaconda installed.

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  • Jupyter Notebook 88.1%
  • Python 11.7%
  • Shell 0.2%