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Create app.py
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app.py
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import pandas as pd
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import gradio as gr
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from analytics.monitoring_analysis import generate_monitoring_table
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from metrics.mix_metrics import (
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calculate_count_mix,
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calculate_limit_mix
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)
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# ------------------------
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# Load Data
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# ------------------------
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acq = pd.read_csv("data/acquisition.csv")
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perf = pd.read_csv("data/performance.csv")
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# ------------------------
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# Core Engine
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# ------------------------
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def run_analysis(dataset, analysis_type, group_col):
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if dataset == "Acquisition":
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df = acq
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if analysis_type == "Count Mix":
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return calculate_count_mix(df, group_col)
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elif analysis_type == "Limit Mix":
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return calculate_limit_mix(df, group_col)
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else:
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return "Invalid analysis type for Acquisition dataset"
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elif dataset == "Performance":
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df = perf
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if analysis_type == "Vintage Monitoring Table":
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return generate_monitoring_table(df)
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else:
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return "Invalid analysis type for Performance dataset"
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else:
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return "Invalid dataset selection"
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# ------------------------
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# Gradio UI
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# ------------------------
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with gr.Blocks() as app:
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gr.Markdown("# 📊 Risk Analytics Manager Agent (V1)")
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with gr.Row():
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dataset = gr.Dropdown(
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choices=["Acquisition", "Performance"],
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label="Select Dataset"
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)
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analysis_type = gr.Dropdown(
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choices=[
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"Count Mix",
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"Limit Mix",
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"Vintage Monitoring Table"
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],
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label="Select Analysis"
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)
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group_col = gr.Dropdown(
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choices=[
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"sourcing_channel",
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"fico_band",
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"city_tier",
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"occupation_type"
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],
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label="Group Column (for Mix)"
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)
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run_btn = gr.Button("Run Analysis")
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output = gr.Dataframe()
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run_btn.click(
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fn=run_analysis,
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inputs=[dataset, analysis_type, group_col],
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outputs=output
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)
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app.launch()
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