Agent-Skills.md

Agent Skills: Topic Modeler

Extract topics from text collections using LDA (Latent Dirichlet Allocation) with keyword extraction and topic visualization.

UncategorizedID: dkyazzentwatwa/chatgpt-skills/topic-modeler

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dkyazzentwatwa/chatgpt-skills
dkyazzentwatwa
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topic-modeler/SKILL.md

Skill Metadata

Name
topic-modeler
Description
Extract topics from text collections using LDA (Latent Dirichlet Allocation) with keyword extraction and topic visualization.

Topic Modeler

Extract topics from text collections using LDA.

Features

  • LDA Topic Modeling: Latent Dirichlet Allocation
  • Topic Keywords: Extract representative keywords per topic
  • Document Classification: Assign documents to topics
  • Visualization: Topic word clouds and distributions
  • Coherence Scores: Evaluate topic quality

CLI Usage

python topic_modeler.py --input documents.csv --column text --topics 5 --output topics.json

Dependencies

  • gensim>=4.3.0
  • nltk>=3.8.0
  • pandas>=2.0.0
  • matplotlib>=3.7.0
  • wordcloud>=1.9.0