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Atulsinghbirla commited on Sep 30, 2025

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9e1f053

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1 Parent(s): 08ba749

Upload 7 files

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Files changed (7) hide show

Dockerfile +9 -0
app.py +32 -0
car_price_model.pkl +3 -0
requirements.txt +4 -0
static/style.css +43 -0
templates/base.html +14 -0
templates/index.html +93 -0

Dockerfile ADDED Viewed

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+FROM python:3.10-slim
+WORKDIR /app
+COPY . .
+RUN pip install --no-cache-dir -r requirements.txt
+EXPOSE 7860
+CMD ["python", "app.py"]

app.py ADDED Viewed

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+from flask import Flask, render_template, request
+import pandas as pd
+import joblib
+app = Flask(__name__)
+model = joblib.load("car_price_model.pkl")
+@app.route("/", methods=["GET", "POST"])
+def predict():
+    if request.method == "POST":
+        try:
+            data = {
+                'Brand': request.form['brand'],
+                'model': request.form['model'],
+                'Year': int(request.form['year']),
+                'kmDriven': float(request.form['kmDriven'].replace(',', '').replace(' km', '')),
+                'Transmission': request.form['transmission'],
+                'Owner': request.form['owner'],
+                'FuelType': request.form['fueltype'],
+            }
+            data['Age'] = 2025 - data['Year']  # Replace with dynamic year if needed
+            input_df = pd.DataFrame([data])
+            prediction = model.predict(input_df)[0]
+            result = f"Estimated Price: ₹{int(prediction):,}"
+        except Exception as e:
+            result = f"Error: {e}"
+        return render_template("index.html", result=result)
+    return render_template("index.html", result=None)
+if __name__ == "__main__":
+    app.run(host="0.0.0.0", port=7860)

car_price_model.pkl ADDED Viewed

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7909bb4293651757fa045142c7d9f2eb6db3b9d55c2f6f8a73b4518b886cbce5
+size 63307082

requirements.txt ADDED Viewed

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+Flask
+pandas
+scikit-learn
+joblib

static/style.css ADDED Viewed

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+body {
+    font-family: Arial, sans-serif;
+    background-color: #f3f3f3;
+    color: #333;
+    padding: 2rem;
+}
+.container {
+    background: #fff;
+    padding: 2rem;
+    border-radius: 8px;
+    max-width: 600px;
+    margin: auto;
+    box-shadow: 0 2px 8px rgba(0,0,0,0.1);
+}
+label {
+    display: block;
+    margin: 10px 0;
+}
+input, select {
+    width: 100%;
+    padding: 0.5rem;
+    margin-top: 5px;
+}
+button {
+    padding: 0.7rem 1.5rem;
+    background-color: #2ecc71;
+    color: white;
+    border: none;
+    border-radius: 4px;
+    cursor: pointer;
+}
+.result {
+    margin-top: 20px;
+    padding: 1rem;
+    background-color: #dff0d8;
+    color: #3c763d;
+    border-radius: 5px;
+}

templates/base.html ADDED Viewed

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <title>Car Price Predictor</title>
+    <link rel="stylesheet" href="{{ url_for('static', filename='style.css') }}">
+</head>
+<body>
+    <div class="container">
+        <h1>🚗 Car Price Predictor</h1>
+        {% block content %}{% endblock %}
+    </div>
+</body>
+</html>

templates/index.html ADDED Viewed

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+{% extends "base.html" %}
+{% block content %}
+    <form method="post">
+        <!-- Brand Dropdown -->
+        <label>Brand:
+            <select name="brand" id="brand" required onchange="updateModelOptions()">
+                <option value="">-- Select Brand --</option>
+                <option value="Honda">Honda</option>
+                <option value="Maruti">Maruti</option>
+                <option value="Hyundai">Hyundai</option>
+                <option value="Tata">Tata</option>
+                <option value="Toyota">Toyota</option>
+                <option value="Mahindra">Mahindra</option>
+                <option value="Kia">Kia</option>
+                <option value="Skoda">Skoda</option>
+                <option value="Renault">Renault</option>
+                <option value="Ford">Ford</option>
+            </select>
+        </label><br>
+        <!-- Model Dropdown (changes based on brand) -->
+        <label>Model:
+            <select name="model" id="model" required>
+                <option value="">-- Select Model --</option>
+            </select>
+        </label><br>
+        <label>Year: <input type="number" name="year" required></label><br>
+        <label>Kilometers Driven: <input type="text" name="kmDriven" required></label><br>
+        <label>Transmission:
+            <select name="transmission">
+                <option>Manual</option>
+                <option>Automatic</option>
+            </select>
+        </label><br>
+        <label>Owner:
+            <select name="owner">
+                <option>first</option>
+                <option>second</option>
+                <option>third</option>
+                <option>fourth</option>
+                <option>fourth & above</option>
+            </select>
+        </label><br>
+        <label>Fuel Type:
+            <select name="fueltype">
+                <option>Petrol</option>
+                <option>Diesel</option>
+                <option>CNG</option>
+                <option>Electric</option>
+                <option>Hybrid</option>
+            </select>
+        </label><br>
+        <button type="submit">Predict</button>
+    </form>
+    {% if result %}
+        <div class="result">{{ result }}</div>
+    {% endif %}
+    <script>
+    const brandModelMap = {
+        "Honda": ["City", "Civic", "Amaze", "Jazz"],
+        "Maruti": ["Baleno", "Swift", "Alto", "Dzire"],
+        "Hyundai": ["i10", "i20", "Creta", "Verna"],
+        "Tata": ["Tiago", "Nexon", "Altroz", "Harrier"],
+        "Toyota": ["Innova", "Fortuner", "Glanza", "Etios"],
+        "Mahindra": ["XUV500", "Scorpio", "Thar", "Bolero"],
+        "Kia": ["Seltos", "Sonet", "Carens"],
+        "Skoda": ["Rapid", "Octavia", "Slavia"],
+        "Renault": ["Kwid", "Duster", "Triber"],
+        "Ford": ["Figo", "Ecosport", "Endeavour"]
+    };
+    function updateModelOptions() {
+        const brandSelect = document.getElementById("brand");
+        const modelSelect = document.getElementById("model");
+        const selectedBrand = brandSelect.value;
+        // Clear existing options
+        modelSelect.innerHTML = '<option value="">-- Select Model --</option>';
+        if (brandModelMap[selectedBrand]) {
+            brandModelMap[selectedBrand].forEach(model => {
+                const option = document.createElement("option");
+                option.value = model;
+                option.textContent = model;
+                modelSelect.appendChild(option);
+            });
+        }
+    }
+</script>
+{% endblock %}