Renumics Spotlight

Spotlight helps you to understand unstructured datasets fast. Create interactive visualizations from your dataframe with just a few lines of code, and leverage data enrichments (e.g. embeddings, predictions, uncertainties) to identify critical clusters in your data.

import pandas as pd
from renumics import spotlight

df = pd.read_csv("https://raw.githubusercontent.com/Renumics/spotlight/refs/heads/main/data/mnist/mnist-tiny.csv")
spotlight.show(df, dtype={"image": spotlight.Image, "embedding": spotlight.Embedding})

Where to go next

• 🚀 Getting Started — install Spotlight and load your first dataset.
• Loading data — Pandas, Hugging Face, and HDF5 datasets.
• Configure visualizations — tailor the UI to your data.
• Use cases — worked examples across audio, vision, NLP, and multimodal data.
• Data-centric AI workflows — a playbook of data-curation plays.
• API reference — the renumics.spotlight Python API.