Text As Data Python Packages

topica

Fast, all-purpose topic modeling for Python: 20+ models (LDA, STM, CTM, DMR, keyATM, BERTopic, ETM, ...) behind one NumPy-native interface on a parallel Rust core, with shared diagnostics and reproducible fits.

scattertext

Beautiful visualizations of how language differs among document types.

textnets

Text analysis with networks.

contextualized-topic-models

A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021 (Bianchi et al.).

shifterator

Interpretable data visualizations for understanding how texts differ at the word level