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Create app.py
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app.py
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import streamlit as st
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import os
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from google import genai
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from google.genai import types
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from pydantic import BaseModel, Field
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from PIL import Image
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# 1. Define the Data Structure (The "Schema")
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# This tells the AI exactly which fields to find on the license.
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class ProviderLicense(BaseModel):
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provider_name: str = Field(description="Full name of the healthcare provider")
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license_number: str = Field(description="The professional license number")
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state: str = Field(description="The state where the license was issued")
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expiration_date: str = Field(description="Format: YYYY-MM-DD")
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is_valid: bool = Field(description="True if the license is not expired based on today's date")
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# 2. Page Configuration
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st.set_page_config(page_title="AI Credentialing Assistant", layout="wide")
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st.title("🩺 Provider Credentialing AI")
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st.markdown("Automated Intelligent Document Processing for Medical Licenses.")
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# 3. Initialize Gemini Client
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# Uses the 'Secret' you saved in Hugging Face Settings
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api_key = os.environ.get("GEMINI_API_KEY")
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if not api_key:
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st.error("API Key not found. Please add GEMINI_API_KEY to your Space Secrets.")
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st.stop()
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client = genai.Client(api_key=api_key)
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# 4. Sidebar - File Upload
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st.sidebar.header("Document Upload")
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uploaded_file = st.sidebar.file_uploader("Upload a medical license (JPG/PNG)", type=["jpg", "jpeg", "png"])
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if uploaded_file:
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# Create two columns for a professional dashboard look
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col1, col2 = st.columns(2)
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image = Image.open(uploaded_file)
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with col1:
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st.subheader("Document Preview")
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st.image(image, use_container_width=True)
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with col2:
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st.subheader("Extracted Credentials")
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with st.spinner("AI is analyzing the document..."):
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try:
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# The AI Logic
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response = client.models.generate_content(
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model="gemini-2.0-flash",
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contents=["Extract the credentialing details from this document.", image],
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config=types.GenerateContentConfig(
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response_mime_type="application/json",
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response_schema=ProviderLicense,
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),
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)
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# Retrieve the structured data
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data = response.parsed
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# Display results in a clean format
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st.success("Extraction Complete")
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st.metric("Provider Name", data.provider_name)
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st.write(f"**License Number:** {data.license_number}")
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st.write(f"**State:** {data.state}")
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st.write(f"**Expires:** {data.expiration_date}")
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if data.is_valid:
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st.info("✅ Status: Valid/Active")
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else:
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st.warning("⚠️ Status: Expired or Invalid")
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except Exception as e:
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st.error(f"An error occurred: {e}")
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else:
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st.info("Please upload a document to begin the automated verification process.")
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