Renumics/spotlight

Health v2 · maintenance only

Adoption not part of the score

1272 stars · 92 forks observed · 2026-09-03

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Renumics Spotlight is an open-source tool for interactively exploring unstructured datasets (images, audio, text, video, time-series, meshes) directly from pandas dataframes. It provides interactive visualizations and enrichments like embeddings and model predictions to identify critical data clusters and issues.

Use cases

• explore image classification datasets interactively
• find mislabeled samples in audio datasets
• visualize embeddings of unstructured data
• curate and clean machine learning training data
• inspect model predictions and uncertainties
• browse video or time-series datasets from a dataframe

When to choose

• you work with unstructured ML datasets like images, audio, or video
• you want interactive dataset exploration from pandas dataframes
• you need to find data issues, outliers, or problematic slices before training

When to avoid

• you only work with purely tabular data
• you need automated data pipelines rather than interactive exploration
• you need a fully hosted enterprise data platform

Facets

application · maturity active

data-visualization machine-learning computer-vision audio-processing video-processing nlp data-science data-science data-visualization machine-learning computer-vision python cross-platform exploratory-data-analysis unstructured-data data-curation data-centric-ai embeddings dataframe dataset-inspection audio video web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="Renumics/spotlight")