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Crop_Recommendation_System_Soil

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krushimitravit commited on Jan 1

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Dockerfile +18 -0
app.py +67 -0
random_forest_model.pkl +3 -0
requirements.txt +6 -0
templates/index.html +484 -0

Dockerfile ADDED Viewed

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+# Use an official Python runtime as a parent image
+FROM python:3.9-slim
+# Set the working directory
+WORKDIR /app
+# Copy the application files to the container
+COPY . /app
+# Install Python dependencies
+RUN pip install --no-cache-dir -r requirements.txt
+# Expose the Flask port (Hugging Face Spaces uses port 7860 by default)
+EXPOSE 7860
+# Command to run the Flask app
+CMD ["python", "app.py"]

app.py ADDED Viewed

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+import numpy as np
+from flask import Flask, request, jsonify, render_template
+import joblib
+# Initialize Flask app
+app = Flask(__name__)
+# Load the trained Random Forest model
+rf_model = joblib.load('random_forest_model.pkl')
+# Encoder classes
+soil_type_classes = ['Alluvial Soil', 'Black Soil', 'Clay Soil', 'Red Soil']
+crop_classes = ['All vegetables Tea Coffee Rubber Coconut Cashew Avocado',
+                'Cotton Blackgram Oilseeds Pigeonpea',
+                'Cotton Jowar Pigeonpea Blackgram',
+                'Cotton Rice Pigeonpea Blackgram Sunflower',
+                'Cotton Sorghum CerealCrops Blackgram',
+                'Cotton Sugarcane Pigeonpea Sorghum',
+                'Pearlmillet Basil Blackgram Sorghum',
+                'Pearlmillet Maize Pigeonpea Greengram Garlic',
+                'Pearlmillet Ragi Groundnut Potato All vegetables',
+                'Soybean Pigeonpea Millets Greengram',
+                'Soybean Pigeonpea Maize Sorghum']
+# Route for the home page
+@app.route('/')
+def index():
+    return render_template('index.html', soil_types=soil_type_classes)
+# Route to handle the prediction
+@app.route('/predict', methods=['POST'])
+def predict():
+    try:
+        # Get form data
+        soil_type = request.form.get('soil_type')
+        soil_depth = float(request.form.get('soil_depth'))
+        ph = float(request.form.get('ph'))
+        bulk_density = float(request.form.get('bulk_density'))
+        ec = float(request.form.get('ec'))
+        organic_carbon = float(request.form.get('organic_carbon'))
+        soil_moisture_retention = float(request.form.get('soil_moisture_retention'))
+        available_water_capacity = float(request.form.get('available_water_capacity'))
+        infiltration_rate = float(request.form.get('infiltration_rate'))
+        clay_percentage = float(request.form.get('clay_percentage'))
+        # Encode soil type
+        soil_type_encoded = soil_type_classes.index(soil_type)
+        # Create feature array
+        features = np.array([[soil_type_encoded, soil_depth, ph, bulk_density, ec, organic_carbon,
+                              soil_moisture_retention, available_water_capacity, infiltration_rate, clay_percentage]])
+        # Make prediction
+        predicted_crop_index = rf_model.predict(features)[0]
+        predicted_crop = crop_classes[predicted_crop_index]
+        # Split the crops into separate columns (based on spaces)
+        predicted_crop_list = predicted_crop.split()
+        # Return the predicted crops as a list to the front-end
+        return jsonify({'predicted_crop_list': predicted_crop_list})
+    except Exception as e:
+        return jsonify({'error': str(e)})
+if __name__ == '__main__':
+    app.run(port=7861,host='0.0.0.0')

random_forest_model.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:86b26bcc20dd3256e1cf6f5fd6becc749b1470999aba9ecb448737e60bd6d37e
+size 397313

requirements.txt ADDED Viewed

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+gunicorn
+flask
+pandas
+scikit-learn==1.5.2
+joblib===1.4.2
+numpy

templates/index.html ADDED Viewed

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Crop Recommendation System</title>
+    <!-- Bootstrap Icons -->
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.11.1/font/bootstrap-icons.css">
+    <!-- Google Fonts - Outfit -->
+    <link rel="preconnect" href="https://fonts.googleapis.com">
+    <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
+    <link href="https://fonts.googleapis.com/css2?family=Outfit:wght@300;400;500;600;700&display=swap" rel="stylesheet">
+    <style>
+        /* ===== CSS VARIABLES - STYLE GUIDE ===== */
+        :root {
+            /* Primary Colors */
+            --deep-green: #1a5d3a;
+            --accent-green: #198754;
+            --darker-accent: #143d2e;
+            /* Neutral Colors */
+            --bg-color: #f8f9fa;
+            --surface: #ffffff;
+            --text-dark: #212529;
+            --text-muted: #6c757d;
+            --border-color: #dee2e6;
+            /* Component Specific */
+            --input-bg: #f8f9fa;
+            --upload-bg: #fcfcfc;
+            --upload-active-bg: #f0fff4;
+        }
+        /* ===== GLOBAL STYLES ===== */
+        * {
+            margin: 0;
+            padding: 0;
+            box-sizing: border-box;
+        }
+        body {
+            font-family: 'Outfit', sans-serif;
+            font-weight: 400;
+            background-color: #ffffff;
+            color: var(--text-dark);
+            line-height: 1.6;
+        }
+        /* ===== CURVED BOTTOM HERO HEADER ===== */
+        .hero-header {
+            background: var(--deep-green);
+            padding: 3rem 0 5rem 0;
+            margin-bottom: 3rem;
+            position: relative;
+        }
+        .hero-header h1 {
+            color: var(--surface);
+            font-weight: 700;
+            font-size: 2.5rem;
+            text-align: center;
+            margin: 0;
+        }
+        .hero-header p {
+            color: rgba(255, 255, 255, 0.9);
+            font-weight: 300;
+            font-size: 1.1rem;
+            text-align: center;
+            margin-top: 0.5rem;
+        }
+        /* ===== PROCESS VISUAL (3-STEP) ===== */
+        .process-steps {
+            display: flex;
+            justify-content: center;
+            align-items: center;
+            gap: 2rem;
+            margin: 2rem 0 3rem 0;
+            padding: 0 1rem;
+        }
+        .process-step {
+            display: flex;
+            flex-direction: column;
+            align-items: center;
+            gap: 0.5rem;
+        }
+        .process-icon {
+            width: 60px;
+            height: 60px;
+            background: var(--surface);
+            border-radius: 50%;
+            display: flex;
+            align-items: center;
+            justify-content: center;
+            box-shadow: 0 4px 12px rgba(0, 0, 0, 0.1);
+        }
+        .process-icon i {
+            font-size: 1.8rem;
+            color: var(--accent-green);
+        }
+        .process-label {
+            font-size: 0.9rem;
+            font-weight: 500;
+            color: var(--text-dark);
+        }
+        .process-arrow {
+            font-size: 1.5rem;
+            color: var(--text-muted);
+            margin-top: -1.5rem;
+        }
+        /* ===== FLOATING CARD CONTAINER ===== */
+        .main-container {
+            max-width: 1200px;
+            margin: 0 auto;
+            border-radius: 20px;
+            border: 3px dashed var(--accent-green);
+        }
+        .floating-card {
+            background: var(--surface);
+            border-radius: 20px;
+            box-shadow: 0 10px 40px rgba(0, 0, 0, 0.08);
+            padding: 3rem;
+        }
+        /* ===== FORM LAYOUT ===== */
+        .form-layout {
+            display: grid;
+            grid-template-columns: 1fr;
+            gap: 1.5rem;
+        }
+        .form-group {
+            display: flex;
+            flex-direction: column;
+        }
+        .form-group.full-width {
+            grid-column: 1 / -1;
+        }
+        .form-label {
+            font-weight: 500;
+            font-size: 0.95rem;
+            color: var(--text-dark);
+            margin-bottom: 0.5rem;
+        }
+        /* ===== INPUT FIELDS - STYLE GUIDE ===== */
+        .form-control,
+        .form-select {
+            background-color: var(--input-bg);
+            border: 1px solid var(--border-color);
+            border-radius: 8px;
+            padding: 0.75rem 1rem;
+            font-family: 'Outfit', sans-serif;
+            font-weight: 400;
+            font-size: 1rem;
+            color: var(--text-dark);
+            transition: all 0.3s ease;
+        }
+        .form-control:focus,
+        .form-select:focus {
+            background-color: var(--surface);
+            border-color: var(--accent-green);
+            box-shadow: 0 0 0 4px rgba(25, 135, 84, 0.1);
+            outline: none;
+        }
+        .form-control::placeholder {
+            color: var(--text-muted);
+            font-weight: 300;
+        }
+        /* ===== BUTTONS - STYLE GUIDE ===== */
+        .btn-primary-action {
+            background: var(--deep-green);
+            color: var(--surface);
+            border: none;
+            border-radius: 8px;
+            padding: 1rem 2rem;
+            font-family: 'Outfit', sans-serif;
+            font-weight: 500;
+            font-size: 1.1rem;
+            cursor: pointer;
+            transition: all 0.3s ease;
+            display: inline-flex;
+            align-items: center;
+            justify-content: center;
+            gap: 0.5rem;
+            width: 100%;
+            margin-top: 1rem;
+        }
+        .btn-primary-action:hover {
+            background: var(--darker-accent);
+            transform: translateY(-2px);
+            box-shadow: 0 6px 20px rgba(26, 93, 58, 0.3);
+        }
+        .btn-primary-action:active {
+            transform: translateY(0);
+        }
+        .btn-primary-action i {
+            font-size: 1.2rem;
+        }
+        /* ===== IMAGE SECTION ===== */
+        .image-showcase {
+            grid-column: 1 / -1;
+            margin-top: 2rem;
+            display: flex;
+            justify-content: center;
+        }
+        .showcase-img {
+            max-width: 100%;
+            height: auto;
+            border-radius: 20px;
+            box-shadow: 0 10px 40px rgba(0, 0, 0, 0.1);
+            border: 3px solid var(--accent-green);
+        }
+        /* ===== RESULT CONTAINER ===== */
+        .result-container {
+            background: var(--surface);
+            border-radius: 20px;
+            box-shadow: 0 10px 40px rgba(0, 0, 0, 0.08);
+            padding: 2.5rem;
+            margin-top: 2rem;
+        }
+        .result-container h3 {
+            color: var(--deep-green);
+            font-weight: 600;
+            font-size: 1.8rem;
+            text-align: center;
+            margin-bottom: 1.5rem;
+        }
+        .crop-results {
+            display: flex;
+            flex-wrap: wrap;
+            gap: 1rem;
+            justify-content: center;
+        }
+        .crop-badge {
+            background: linear-gradient(135deg, var(--accent-green), var(--deep-green));
+            color: var(--surface);
+            padding: 0.75rem 1.5rem;
+            border-radius: 50px;
+            font-weight: 500;
+            font-size: 1.1rem;
+            box-shadow: 0 4px 12px rgba(25, 135, 84, 0.2);
+            transition: all 0.3s ease;
+        }
+        .crop-badge:hover {
+            transform: translateY(-3px);
+            box-shadow: 0 6px 20px rgba(25, 135, 84, 0.3);
+        }
+        /* ===== RESPONSIVE DESIGN ===== */
+        @media (max-width: 768px) {
+            .hero-header h1 {
+                font-size: 2rem;
+            }
+            .floating-card {
+                padding: 2rem 1.5rem;
+            }
+            .form-layout {
+                grid-template-columns: 1fr;
+            }
+            .process-steps {
+                gap: 1rem;
+            }
+            .process-icon {
+                width: 50px;
+                height: 50px;
+            }
+            .process-icon i {
+                font-size: 1.5rem;
+            }
+            .process-arrow {
+                display: none;
+            }
+        }
+    </style>
+</head>
+<body>
+    <!-- CURVED BOTTOM HERO HEADER -->
+    <div class="hero-header">
+        <h1>🌾 Crop Recommendation System</h1>
+        <p>Smart soil analysis for optimal crop selection</p>
+    </div>
+    <!-- MAIN CONTAINER -->
+    <div class="main-container">
+        <!-- PROCESS VISUAL (3-STEP) -->
+        <!-- FLOATING CARD -->
+        <div class="floating-card">
+            <form id="cropForm" method="POST">
+                <div class="form-layout">
+                    <!-- Soil Type -->
+                    <div class="form-group">
+                        <label class="form-label" for="soil_type">
+                            <i class="bi bi-layers"></i> Soil Type
+                        </label>
+                        <select class="form-select form-control" id="soil_type" name="soil_type" required>
+                            <option value="" disabled selected>Select Soil Type</option>
+                            {% for soil in soil_types %}
+                            <option value="{{ soil }}">{{ soil }}</option>
+                            {% endfor %}
+                        </select>
+                    </div>
+                    <!-- Soil Depth -->
+                    <div class="form-group">
+                        <label class="form-label" for="soil_depth">
+                            <i class="bi bi-rulers"></i> Soil Depth (cm)
+                        </label>
+                        <input type="text" class="form-control" id="soil_depth" name="soil_depth" placeholder="e.g., 30" required>
+                    </div>
+                    <!-- pH Level -->
+                    <div class="form-group">
+                        <label class="form-label" for="ph">
+                            <i class="bi bi-droplet"></i> pH Level
+                        </label>
+                        <input type="text" class="form-control" id="ph" name="ph" placeholder="e.g., 6.5" required>
+                    </div>
+                    <!-- Bulk Density -->
+                    <div class="form-group">
+                        <label class="form-label" for="bulk_density">
+                            <i class="bi bi-box"></i> Bulk Density (Gm/cc)
+                        </label>
+                        <input type="text" class="form-control" id="bulk_density" name="bulk_density" placeholder="e.g., 1.4" required>
+                    </div>
+                    <!-- EC -->
+                    <div class="form-group">
+                        <label class="form-label" for="ec">
+                            <i class="bi bi-lightning"></i> EC (dsm-1)
+                        </label>
+                        <input type="text" class="form-control" id="ec" name="ec" placeholder="e.g., 0.5" required>
+                    </div>
+                    <!-- Organic Carbon -->
+                    <div class="form-group">
+                        <label class="form-label" for="organic_carbon">
+                            <i class="bi bi-graph-up"></i> Organic Carbon (%)
+                        </label>
+                        <input type="text" class="form-control" id="organic_carbon" name="organic_carbon" placeholder="e.g., 0.8" required>
+                    </div>
+                    <!-- Soil Moisture Retention -->
+                    <div class="form-group">
+                        <label class="form-label" for="soil_moisture_retention">
+                            <i class="bi bi-moisture"></i> Soil Moisture Retention (%)
+                        </label>
+                        <input type="text" class="form-control" id="soil_moisture_retention" name="soil_moisture_retention" placeholder="e.g., 25" required>
+                    </div>
+                    <!-- Available Water Capacity -->
+                    <div class="form-group">
+                        <label class="form-label" for="available_water_capacity">
+                            <i class="bi bi-water"></i> Available Water Capacity (m/m)
+                        </label>
+                        <input type="text" class="form-control" id="available_water_capacity" name="available_water_capacity" placeholder="e.g., 0.15" required>
+                    </div>
+                    <!-- Infiltration Rate -->
+                    <div class="form-group">
+                        <label class="form-label" for="infiltration_rate">
+                            <i class="bi bi-arrow-down-circle"></i> Infiltration Rate (cm/hr)
+                        </label>
+                        <input type="text" class="form-control" id="infiltration_rate" name="infiltration_rate" placeholder="e.g., 2.5" required>
+                    </div>
+                    <!-- Clay Percentage -->
+                    <div class="form-group">
+                        <label class="form-label" for="clay_percentage">
+                            <i class="bi bi-percent"></i> Clay Percentage (%)
+                        </label>
+                        <input type="text" class="form-control" id="clay_percentage" name="clay_percentage" placeholder="e.g., 35" required>
+                    </div>
+                    <!-- Image Showcase -->
+                    <div class="image-showcase">
+                        <img src="https://www.shutterstock.com/image-photo/young-corn-plants-growing-on-600nw-2299683499.jpg"
+                             alt="Crop Field"
+                             class="showcase-img">
+                    </div>
+                    <!-- Submit Button -->
+                    <div class="form-group full-width">
+                        <button type="submit" class="btn-primary-action">
+                            <i class="bi bi-search"></i>
+                            Get Crop Recommendations
+                        </button>
+                    </div>
+                </div>
+            </form>
+        </div>
+        <!-- RESULT CONTAINER -->
+        <div class="result-container" id="result-container" style="display: none;">
+            <h3>🌱 Recommended Crops</h3>
+            <div class="crop-results" id="crop-results"></div>
+        </div>
+    </div>
+    <script src="https://code.jquery.com/jquery-3.5.1.min.js"></script>
+    <script>
+        $(document).ready(function () {
+            $('#cropForm').on('submit', function (e) {
+                e.preventDefault();
+                // Show loading state
+                const submitBtn = $(this).find('button[type="submit"]');
+                const originalText = submitBtn.html();
+                submitBtn.html('<i class="bi bi-hourglass-split"></i> Analyzing...');
+                submitBtn.prop('disabled', true);
+                $.ajax({
+                    url: '/predict',
+                    type: 'POST',
+                    data: $(this).serialize(),
+                    success: function (response) {
+                        if (response.predicted_crop_list) {
+                            $('#result-container').show();
+                            var crops = response.predicted_crop_list;
+                            var cropResults = $('#crop-results');
+                            cropResults.empty();
+                            crops.forEach(function (crop) {
+                                cropResults.append('<div class="crop-badge">' + crop + '</div>');
+                            });
+                            // Scroll to results
+                            $('html, body').animate({
+                                scrollTop: $('#result-container').offset().top - 100
+                            }, 500);
+                        } else if (response.error) {
+                            alert('Error: ' + response.error);
+                        }
+                        // Restore button
+                        submitBtn.html(originalText);
+                        submitBtn.prop('disabled', false);
+                    },
+                    error: function () {
+                        alert('An error occurred while predicting.');
+                        submitBtn.html(originalText);
+                        submitBtn.prop('disabled', false);
+                    }
+                });
+            });
+        });
+    </script>
+</body>
+</html>