backend/test_api.py

import requests
import json

def test_prediction():
    url = "http://localhost:8000/predict"
    payload = {
        "City": "Casablanca",
        "Neighborhood": "Anfa",
        "Type": "Appartement",
        "Surface": 100.0,
        "Rooms": 3,
        "Bedrooms": 2,
        "Standing": "Haut Standing",
        "Residency": "Public / Quartier ouvert",
        "Orientation": "Sud (Ensoleillé)",
        "View": "Sans vis-à-vis",
        "Condition": "Bon état",
        "Floor": 2,
        "Lift": 1,
        "Pool": 0,
        "Garden": 0,
        "Parking_Spots": 1,
        "Proximity_Tram": 1,
        "Proximity_University": 0,
        "Proximity_Mosque": 0
    }
    
    # Actually, matching the Pydantic model in main.py
    payload = {
        "City": "Casablanca",
        "Neighborhood": "Anfa",
        "Type": "Appartement",
        "Surface": 100.0,
        "Rooms": 3,
        "Bedrooms": 2,
        "Standing": "Haut Standing",
        "Residency": "Public / Quartier ouvert",
        "Orientation": "Sud (Ensoleillé)",
        "View": "Sans vis-à-vis",
        "Condition": "Bon état",
        "Floor": 2,
        "Lift": 1,
        "Pool": 0,
        "Garden": 0,
        "Parking_Spots": 1,
        "Proximity_Tram": 1,
        "Proximity_University": 0,
        "Proximity_Mosque": 0
    }

    try:
        response = requests.post(url, json=payload)
        print(f"Status: {response.status_code}")
        print(f"Response: {json.dumps(response.json(), indent=2, ensure_ascii=False)}")
    except Exception as e:
        print(f"Connection error: {e}")

if __name__ == "__main__":
    test_prediction()