shifterator
scattertext
| shifterator | scattertext | |
|---|---|---|
| 2 | 3 | |
| 272 | 2,198 | |
| - | - | |
| 0.0 | 4.7 | |
| 6 months ago | 2 months ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
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shifterator
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NLP: How to visualise the main context (in the form of words, sentences etc) of a text document?
This https://github.com/ryanjgallagher/shifterator
- Shifterator: Interpretable data visualizations for word-level differences
scattertext
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Clustering of text - Where to start?
If what you want is to determine how similar two categories are, or to learn something about the structure or words that compose those categories, you might consider word shift graphs or Scattertext.
- [Data] Principali parole degli ultimi (circa) 200 post sul sub
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Alternate approaches to TF-IDF?
Other suggestions: Take a look at Scattertext. Compare keywords to the problem of aspect extraction. I think an underutilized way to look at textual data when you have a single group of interest is the word-frequency-based odds ratio.
What are some alternatives?
obsei - Obsei is a low code AI powered automation tool. It can be used in various business flows like social listening, AI based alerting, brand image analysis, comparative study and more .
BERTopic - Leveraging BERT and c-TF-IDF to create easily interpretable topics.
ambuda - Main application code for Ambuda, a breakthrough Sanskrit library (ambuda.org)
KeyBERT - Minimal keyword extraction with BERT
Pattern - Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
stopwords-it - Italian stopwords collection
pyzotero - Pyzotero: a Python client for the Zotero API
word_cloud - A little word cloud generator in Python
lit - The Learning Interpretability Tool: Interactively analyze ML models to understand their behavior in an extensible and framework agnostic interface.
yake - Single-document unsupervised keyword extraction
dutch-word-embeddings - Dutch word embeddings, trained on a large collection of Dutch social media messages and news/blog/forum posts.
faiss - A library for efficient similarity search and clustering of dense vectors.