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README.md

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- **Interactive App**: Interactive tool for quick, in-depth data exploration.
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## Background
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### Background
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The Mapper algorithm is a well-known technique in the field of topological
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data analysis that allows data to be represented as a graph.
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| ![Step 1](https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_1.png) | ![Step 2](https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_2.png) | ![Step 3](https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_3.png) | ![Step 2](https://github.com/lucasimi/tda-mapper-python/raw/main/resources/mapper_4.png) |
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| Chose lens | Cover image | Run clustering | Build graph |
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## Citations
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### Citations
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If you use **tda-mapper** in your work, please consider citing both the
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[library](https://doi.org/10.5281/zenodo.10642381), archived in a permanent
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More examples can be found in the
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[documentation](https://tda-mapper.readthedocs.io/en/main/examples.html).
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## Interactive App
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### Interactive App
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You can explore a live demo of **tda-mapper** directly on
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[Streamlit Cloud](https://tda-mapper-app.streamlit.app/),

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