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simplify examples
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docs/hub/datasets-embedding-atlas.md

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@@ -155,28 +155,6 @@ widget = EmbeddingAtlasWidget(df)
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widget
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```
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### Analyzing Model Outputs
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Compare embeddings from different models or examine how embeddings change during training:
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```bash
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# Compare embeddings from different models
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embedding-atlas stanfordnlp/imdb \
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--text "text" \
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--model "sentence-transformers/all-MiniLM-L6-v2" \
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--sample 5000
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```
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### Quality Control and Data Curation
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Identify mislabeled data, duplicates, or unusual patterns in your datasets:
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```bash
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# Visualize with sampling for large datasets
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embedding-atlas username/large-dataset \
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--sample 50000 \
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--text "content"
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```
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## Additional Resources
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