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# Florentine Families Network Analysis
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Welcome to the **Florentine Families Network Analysis Tool**
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- a simple yet powerful
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- integrates **Smolagents**, **Arize Phoenix**, and **NetworkX** to explore the relationships and centrality dynamics of Renaissance-era Florence families.
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## Key Features
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# Florentine Families Network Analysis
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Welcome to the **Florentine Families Network Analysis Tool**
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- a simple yet powerful prototype designed to analyze the [Florentine family network](https://networkx.org/documentation/stable/reference/generated/networkx.generators.social.florentine_families_graph.html#) using graph-based metrics.
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- integrates **Smolagents**, **Arize Phoenix**, and **NetworkX** to explore the relationships and centrality dynamics of Renaissance-era Florence families.
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- the `app.py` code is a little out of date but I left it `as is` as it showcased where effective telemetry can bring immediate visibility to the impact of minor changes in the tool definition
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NOTE: Smolagents has some cool features like [reusable tools](https://huggingface.co/spaces/dwb2023/florentine-families-graph/blob/main/huggingface_spaces_tool_template.md) - but as expected there are some growing pains
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## Key Features
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