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            sdk: gradio
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            sdk_version: 5.31.0
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            app_file: app.py
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            pinned: false
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            license: mit
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            short_description: Generate  | 
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            title: "Actuarial Model Point Generator"
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            emoji: 🏗️
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            colorFrom: gray
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            sdk: gradio
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            sdk_version: 5.31.0
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            app_file: app.py
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            pinned: false
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            license: mit
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            short_description: Generate synthetic actuarial model points
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            tags:
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              - actuarial
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              - insurance
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              - model-points
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              - synthetic-data
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              - data-generation
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              - gradio
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              - dashboard
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              - portfolio-analytics
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            ---
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            # 🏗️ Actuarial Model Point Generator
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            A professional Gradio dashboard for **generating and analyzing synthetic insurance model points**.  
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            Designed for actuaries and data scientists who need realistic portfolio data for testing, training, and analysis.
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            [](https://huggingface.co/spaces/alidenewade/actuarial-model-point-generator)
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            ---
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            ## 🌟 Key Features
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            | Category | Highlights |
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            | **📊 Interactive Generation** | • Set policy count, age/sum assured ranges, terms<br>• Positive **duration** ensures in-force modeling<br>• Supports **sex**, **policy counts**, and reproducible outputs |
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            | **📈 Advanced Analytics** | • Distribution charts per field<br>• Correlation matrix<br>• Box plots by term and duration<br>• Portfolio-level summaries |
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            | **📋 Professional Output** | • View table of generated policies<br>• Export to CSV<br>• Summary statistics by variable |
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            | **🎯 Actuarial Applications** | Ideal for:<br>• Model clustering<br>• Stress testing<br>• Product development<br>• Risk exposure profiling<br>• Simulation input |
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            | **🔧 Customization Options** | - Policy count: 100–50,000<br>- Age: 18–80<br>- Sum assured: custom min–max<br>- Policy term: multi-select (5–30 years)<br>- Sex: optional<br>- Policy count per row: fixed or variable |
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            ## 🚀 Quick Start (Hugging Face Spaces)
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            1. Open [this Space](https://huggingface.co/spaces/alidenewade/actuarial-model-point-generator)  
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            2. Configure generation parameters  
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            3. Click **“Generate Portfolio”**  
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            4. Explore the analytics and export CSV if needed
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            ---
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            ## 🛠️ Local Installation
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            ```bash
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            # Clone this repository
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            git clone https://github.com/YOUR-USERNAME/actuarial-model-point-generator.git
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            cd actuarial-model-point-generator
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            # Install dependencies
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            pip install -r requirements.txt
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            # Run the app
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            python app.py
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