Upload 6 files

requirements.txt

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+flask
+numpy
+xgboost
+scikit-learn
+joblib

rf_model_sklearn_1.7.pkl

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+version https://git-lfs.github.com/spec/v1
+oid sha256:35a3ff0151e3123dd68897f1c0359d1d518a8aa6b69ed8b642a91aeb99f988b3
+size 27917529

tile_api.py

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+from flask import Flask, request, jsonify
+import joblib
+import numpy as np
+
+app = Flask(__name__)
+
+# Load models (make sure these files exist)
+xgb = joblib.load("xgb_model.pkl")
+rf = joblib.load("rf_model.pkl")
+
+@app.route("/recommend", methods=["POST"])
+def recommend():
+    data = request.get_json()
+
+    # Extract input features
+    length = float(data["length"])
+    width = float(data["width"])
+    price = float(data["price"])
+    coverage = float(data["coverage"])
+    area_range = float(data["area_range"])
+    tile_type = data["tile_type"].lower()
+
+    # Feature engineering
+    tile_type_num = 0 if tile_type == "floor" else 1
+    tile_area = length * width
+    price_per_sqft = price / coverage
+    budget_eff = coverage / price
+
+    features = np.array([[tile_type_num, length, width, price, coverage,
+                          area_range, tile_area, price_per_sqft, budget_eff]])
+
+    # Predict using both models and average
+    prob = (xgb.predict_proba(features)[0][1] + rf.predict_proba(features)[0][1]) / 2
+    result = "✅ Recommended" if prob >= 0.5 else "❌ Not Recommended"
+
+    return jsonify({"result": result, "score": round(float(prob), 3)})
+
+if __name__ == "__main__":
+    app.run(debug=True)

tile_catalog.json

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+[
+{
+    "name": "Travertino Light Beige",
+    "type": "Floor",
+    "price": 780,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/6775"
+  },
+  {
+    "name": "Marquina Glossy Black",
+    "type": "Wall",
+    "price": 620,
+    "coverage": 12.0,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/6776"
+  },
+  {
+    "name": "Carrara White Polished",
+    "type": "Floor",
+    "price": 1100,
+    "coverage": 23.23,
+    "size": "1800x1200 MM",
+    "url": "https://arqonz.ae/products/103"
+  },
+  {
+    "name": "Noir Marble Effect",
+    "type": "Wall",
+    "price": 550,
+    "coverage": 6.89,
+    "size": "800x800 MM",
+    "url": "https://arqonz.ae/products/104"
+  },
+  {
+    "name": "Sandstone Beige Matte",
+    "type": "Floor",
+    "price": 670,
+    "coverage": 13.78,
+    "size": "1600x800 MM",
+    "url": "https://arqonz.ae/products/6644"
+  },
+  {
+    "name": "Onyx Mist Polished",
+    "type": "Wall",
+    "price": 890,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/6880"
+  },
+  {
+    "name": "Terrazzo Pearl",
+    "type": "Floor",
+    "price": 720,
+    "coverage": 7.75,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/6878"
+  },
+  {
+    "name": "Statuario Silver",
+    "type": "Wall",
+    "price": 660,
+    "coverage": 3.87,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/6883"
+  },
+  {
+    "name": "Grigio Urban",
+    "type": "Floor",
+    "price": 500,
+    "coverage": 2.52,
+    "size": "1200x195 MM",
+    "url": "https://arqonz.ae/products/6653"
+  },
+  {
+    "name": "Calacatta Nero",
+    "type": "Wall",
+    "price": 740,
+    "coverage": 10.33,
+    "size": "800x1200 MM",
+    "url": "https://arqonz.ae/products/6885"
+  }
+  ,
+  {
+    "name": "Ivory Rock Slate",
+    "type": "Floor",
+    "price": 690,
+    "coverage": 13.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/6777"
+  },
+  {
+    "name": "Classic White Glossy",
+    "type": "Wall",
+    "price": 580,
+    "coverage": 12.0,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/89"
+  },
+  {
+    "name": "Dark Stone Matte",
+    "type": "Floor",
+    "price": 830,
+    "coverage": 15.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/107"
+  },
+  {
+    "name": "Polished Statuario",
+    "type": "Wall",
+    "price": 810,
+    "coverage": 10.5,
+    "size": "600x1200 MM",
+    "url": "https://arqonz.ae/products/116"
+  },
+  {
+    "name": "Desert Cream",
+    "type": "Floor",
+    "price": 750,
+    "coverage": 11.5,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/154"
+  },
+  {
+    "name": "Oyster Mist",
+    "type": "Wall",
+    "price": 540,
+    "coverage": 9.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/92"
+  },
+  {
+    "name": "Ash Grey Slate",
+    "type": "Floor",
+    "price": 625,
+    "coverage": 6.89,
+    "size": "800x800 MM",
+    "url": "https://arqonz.ae/products/6778"
+  },
+  {
+    "name": "Beige Textured Tile",
+    "type": "Wall",
+    "price": 475,
+    "coverage": 5.5,
+    "size": "400x800 MM",
+    "url": "https://arqonz.ae/products/6779"
+  },
+  {
+    "name": "Marble Cloud",
+    "type": "Floor",
+    "price": 710,
+    "coverage": 8.0,
+    "size": "1000x1000 MM",
+    "url": "https://arqonz.ae/products/6780"
+  },
+  {
+    "name": "Blue Misty",
+    "type": "Wall",
+    "price": 550,
+    "coverage": 7.5,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/6781"
+  }
+  ,
+  {
+    "name": "Ivory Rock Slate",
+    "type": "Floor",
+    "price": 690,
+    "coverage": 13.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/6777"
+  },
+  {
+    "name": "Classic White Glossy",
+    "type": "Wall",
+    "price": 580,
+    "coverage": 12.0,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/89"
+  },
+  {
+    "name": "Dark Stone Matte",
+    "type": "Floor",
+    "price": 830,
+    "coverage": 15.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/107"
+  },
+  {
+    "name": "Polished Statuario",
+    "type": "Wall",
+    "price": 810,
+    "coverage": 10.5,
+    "size": "600x1200 MM",
+    "url": "https://arqonz.ae/products/116"
+  },
+  {
+    "name": "Desert Cream",
+    "type": "Floor",
+    "price": 750,
+    "coverage": 11.5,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/154"
+  },
+  {
+    "name": "Oyster Mist",
+    "type": "Wall",
+    "price": 540,
+    "coverage": 9.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/92"
+  },
+  {
+    "name": "Ash Grey Slate",
+    "type": "Floor",
+    "price": 625,
+    "coverage": 6.89,
+    "size": "800x800 MM",
+    "url": "https://arqonz.ae/products/6778"
+  },
+  {
+    "name": "Beige Textured Tile",
+    "type": "Wall",
+    "price": 475,
+    "coverage": 5.5,
+    "size": "400x800 MM",
+    "url": "https://arqonz.ae/products/6779"
+  },
+  {
+    "name": "Marble Cloud",
+    "type": "Floor",
+    "price": 710,
+    "coverage": 8.0,
+    "size": "1000x1000 MM",
+    "url": "https://arqonz.ae/products/6780"
+  },
+  {
+    "name": "Blue Misty",
+    "type": "Wall",
+    "price": 550,
+    "coverage": 7.5,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/6781"
+  }
+  ,
+  {
+    "name": "Ivory Rock Slate",
+    "type": "Floor",
+    "price": 690,
+    "coverage": 13.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/6777"
+  },
+  {
+    "name": "Classic White Glossy",
+    "type": "Wall",
+    "price": 580,
+    "coverage": 12.0,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/89"
+  },
+  {
+    "name": "Dark Stone Matte",
+    "type": "Floor",
+    "price": 830,
+    "coverage": 15.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/107"
+  },
+  {
+    "name": "Polished Statuario",
+    "type": "Wall",
+    "price": 810,
+    "coverage": 10.5,
+    "size": "600x1200 MM",
+    "url": "https://arqonz.ae/products/116"
+  },
+  {
+    "name": "Desert Cream",
+    "type": "Floor",
+    "price": 750,
+    "coverage": 11.5,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/154"
+  },
+  {
+    "name": "Oyster Mist",
+    "type": "Wall",
+    "price": 540,
+    "coverage": 9.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/92"
+  },
+  {
+    "name": "Ash Grey Slate",
+    "type": "Floor",
+    "price": 625,
+    "coverage": 6.89,
+    "size": "800x800 MM",
+    "url": "https://arqonz.ae/products/6778"
+  },
+  {
+    "name": "Beige Textured Tile",
+    "type": "Wall",
+    "price": 475,
+    "coverage": 5.5,
+    "size": "400x800 MM",
+    "url": "https://arqonz.ae/products/6779"
+  },
+  {
+    "name": "Marble Cloud",
+    "type": "Floor",
+    "price": 710,
+    "coverage": 8.0,
+    "size": "1000x1000 MM",
+    "url": "https://arqonz.ae/products/6780"
+  },
+  {
+    "name": "Blue Misty",
+    "type": "Wall",
+    "price": 550,
+    "coverage": 7.5,
+    "size": "600x600 MM",
+    "url": "https://arqonz.ae/products/6781"
+  }
+  ,
+  {
+    "name": "Brown Earth Tones",
+    "type": "Floor",
+    "price": 780,
+    "coverage": 13.0,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/6839"
+  },
+  {
+    "name": "Rustic Walnut",
+    "type": "Wall",
+    "price": 610,
+    "coverage": 7.75,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/6841"
+  },
+  {
+    "name": "Moonlight Grey",
+    "type": "Wall",
+    "price": 510,
+    "coverage": 5.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6645"
+  },
+  {
+    "name": "Ivory Marble",
+    "type": "Wall",
+    "price": 550,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6646"
+  },
+  {
+    "name": "Graphite Gloss",
+    "type": "Wall",
+    "price": 595,
+    "coverage": 5.5,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6647"
+  },
+  {
+    "name": "Cement Grey",
+    "type": "Wall",
+    "price": 535,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6648"
+  },
+  {
+    "name": "Warm Beige Sand",
+    "type": "Wall",
+    "price": 525,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6649"
+  },
+  {
+    "name": "Brushed Concrete",
+    "type": "Wall",
+    "price": 515,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6650"
+  },
+  {
+    "name": "Glossy Black Stone",
+    "type": "Wall",
+    "price": 590,
+    "coverage": 6.5,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6651"
+  },
+  {
+    "name": "Pearl White Satin",
+    "type": "Wall",
+    "price": 605,
+    "coverage": 6.5,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6652"
+  }
+  ,
+  {
+    "name": "Nordic Slate",
+    "type": "Wall",
+    "price": 580,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/96"
+  },
+  {
+    "name": "Glossy Ivory",
+    "type": "Wall",
+    "price": 570,
+    "coverage": 6.5,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/95"
+  },
+  {
+    "name": "Golden Sand Matt",
+    "type": "Wall",
+    "price": 550,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/97"
+  },
+  {
+    "name": "Shadow Veins Marble",
+    "type": "Wall",
+    "price": 850,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/116"
+  },
+  {
+    "name": "Armani Beige Glossy",
+    "type": "Wall",
+    "price": 880,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/103"
+  },
+  {
+    "name": "Aspen Wood Matte",
+    "type": "Floor",
+    "price": 720,
+    "coverage": 5.1,
+    "size": "1200x200 MM",
+    "url": "https://arqonz.ae/products/6876"
+  },
+  {
+    "name": "Blanco Gloss",
+    "type": "Wall",
+    "price": 540,
+    "coverage": 5.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6877"
+  },
+  {
+    "name": "Black Galaxy Marble",
+    "type": "Wall",
+    "price": 860,
+    "coverage": 10.33,
+    "size": "800x1200 MM",
+    "url": "https://arqonz.ae/products/6879"
+  },
+  {
+    "name": "Carrara White Classic",
+    "type": "Wall",
+    "price": 845,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/6881"
+  },
+  {
+    "name": "Calacatta Gold High Gloss",
+    "type": "Wall",
+    "price": 880,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/6882"
+  }
+  ,
+  {
+    "name": "Modern Concrete Grey",
+    "type": "Wall",
+    "price": 575,
+    "coverage": 6.5,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/6884"
+  },
+  {
+    "name": "Luxury White Glossy",
+    "type": "Wall",
+    "price": 895,
+    "coverage": 15.5,
+    "size": "1200x1200 MM",
+    "url": "https://arqonz.ae/products/6920"
+  },
+  {
+    "name": "Beige Lined Matte",
+    "type": "Wall",
+    "price": 510,
+    "coverage": 5.5,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/14"
+  },
+  {
+    "name": "Cloudy Granite Grey",
+    "type": "Floor",
+    "price": 755,
+    "coverage": 13.78,
+    "size": "1600x800 MM",
+    "url": "https://arqonz.ae/products/24"
+  },
+  {
+    "name": "Walnut Brown Wood Look",
+    "type": "Floor",
+    "price": 715,
+    "coverage": 5.1,
+    "size": "1200x200 MM",
+    "url": "https://arqonz.ae/products/38"
+  },
+  {
+    "name": "Royal Beige Shine",
+    "type": "Wall",
+    "price": 580,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/54"
+  },
+  {
+    "name": "Ashwood Texture Grey",
+    "type": "Floor",
+    "price": 735,
+    "coverage": 7.75,
+    "size": "1200x600 MM",
+    "url": "https://arqonz.ae/products/57"
+  },
+  {
+    "name": "Dark Charcoal Glaze",
+    "type": "Wall",
+    "price": 605,
+    "coverage": 6.0,
+    "size": "600x300 MM",
+    "url": "https://arqonz.ae/products/58"
+  },
+  {
+    "name": "Cotto Terra",
+    "type": "Floor",
+    "price": 695,
+    "coverage": 6.89,
+    "size": "800x800 MM",
+    "url": "https://arqonz.ae/products/6646"
+  },
+  {
+    "name": "Maple Oak Light",
+    "type": "Floor",
+    "price": 720,
+    "coverage": 5.1,
+    "size": "1200x200 MM",
+    "url": "https://arqonz.ae/products/6646"
+  }
+]

tile_sizes.json

@@ -0,0 +1,30 @@
+[
+  {"label": "300x300 MM", "area_sqft": 0.97},
+  {"label": "300x450 MM", "area_sqft": 1.45},
+  {"label": "300x600 MM", "area_sqft": 1.94},
+  {"label": "400x400 MM", "area_sqft": 1.72},
+  {"label": "400x800 MM", "area_sqft": 3.44},
+  {"label": "450x300 MM", "area_sqft": 1.45},
+  {"label": "450x450 MM", "area_sqft": 2.18},
+  {"label": "500x500 MM", "area_sqft": 2.69},
+  {"label": "600x99 MM", "area_sqft": 0.64},
+  {"label": "600x300 MM", "area_sqft": 1.94},
+  {"label": "600x600 MM", "area_sqft": 3.87},
+  {"label": "600x1200 MM", "area_sqft": 7.75},
+  {"label": "605x605 MM", "area_sqft": 3.94},
+  {"label": "800x800 MM", "area_sqft": 6.89},
+  {"label": "800x1200 MM", "area_sqft": 10.33},
+  {"label": "900x900 MM", "area_sqft": 8.72},
+  {"label": "1000x200 MM", "area_sqft": 2.15},
+  {"label": "1000x1000 MM", "area_sqft": 10.76},
+  {"label": "1200x195 MM", "area_sqft": 2.52},
+  {"label": "1200x200 MM", "area_sqft": 2.58},
+  {"label": "1200x600 MM", "area_sqft": 7.75},
+  {"label": "1200x1200 MM", "area_sqft": 15.5},
+  {"label": "1214x141 MM", "area_sqft": 1.84},
+  {"label": "1214x193 MM", "area_sqft": 2.52},
+  {"label": "1600x800 MM", "area_sqft": 13.78},
+  {"label": "1800x1200 MM", "area_sqft": 23.23},
+  {"label": "2400x1200 MM", "area_sqft": 31.15},
+  {"label": "3100x1400 MM", "area_sqft": 46.69}
+]