Upload 8 files

.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+final_crop_data.csv filter=lfs diff=lfs merge=lfs -text
+static/img1.jpg filter=lfs diff=lfs merge=lfs -text

Dockerfile

@@ -0,0 +1,19 @@
+# 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
+
+RUN apt-get update && apt-get install -y libgomp1
+
+# 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

@@ -0,0 +1,75 @@
+from flask import Flask, request, render_template, jsonify
+import joblib
+import pandas as pd
+
+app = Flask(__name__)
+
+# Load the trained LightGBM model
+lgb_model = joblib.load('lgb_model_cropseason.pkl')
+
+url='https://drive.google.com/file/d/1_vd4HISZB2h2--CiXKezeWDXHHo2fY23/view?usp=sharing'
+data = pd.read_csv('https://drive.usercontent.google.com/download?id={}&export=download&authuser=0&confirm=t'.format(url.split('/')[-2]))
+
+# Extract unique values for states, districts, crops, and seasons
+unique_states = data['State'].unique()
+unique_crops = data['Crop'].unique()
+
+# Descriptions for each cropping season
+season_descriptions = {
+    'Kharif': 'Kharif season occurs from June to October, associated with the monsoon. Crops are usually sown at the start of the rainy season.',
+    'Rabi': 'Rabi season spans from October to March, during the winter cropping season, with crops like wheat and barley.',
+    'Summer': 'Summer season is from April to June, suitable for crops that need warmer temperatures.',
+    'Winter': 'Winter cropping season occurs from November to February, including cold-weather crops.',
+    'Whole Year': 'Crops can be grown throughout the year, without seasonal limitations.',
+    'Autumn': 'Autumn season, from September to November, accommodates crops suited to a post-monsoon environment.'
+}
+
+@app.route('/')
+def home():
+    return render_template('index.html', states=unique_states, crops=unique_crops, seasons=season_descriptions.keys())
+
+@app.route('/filter_districts', methods=['POST'])
+def filter_districts():
+    state = request.form.get('state')
+    filtered_districts = data[data['State'] == state]['District'].unique()
+    return jsonify({'districts': list(filtered_districts)})
+
+@app.route('/predict', methods=['POST'])
+def predict():
+    state = request.form.get('state')
+    district = request.form.get('district')
+    crop_year = int(request.form.get('crop_year'))
+    crop = request.form.get('crop')
+    area = float(request.form.get('area'))
+
+    input_data = pd.DataFrame({
+        'State': [state],
+        'District': [district],
+        'Crop_Year': [crop_year],
+        'Crop': [crop],
+        'Area': [area]
+    })
+
+    input_data['State'] = input_data['State'].astype('category')
+    input_data['District'] = input_data['District'].astype('category')
+    input_data['Crop'] = input_data['Crop'].astype('category')
+
+    predicted_season = lgb_model.predict(input_data)[0]
+
+    # Debug: print the predicted season to console
+    print(f"Predicted Season: {predicted_season}")
+
+    # Ensure the predicted season is treated as a string for matching
+    predicted_season_str = str(predicted_season)  # Ensure it's a stri
+
+    # Check if the predicted season is in the descriptions
+    if predicted_season in season_descriptions:
+        season_description = season_descriptions[predicted_season]
+    else:
+        season_description = 'No description available'
+
+    return render_template('index.html', states=unique_states, crops=unique_crops, seasons=season_descriptions.keys(),
+                           predicted_season=predicted_season, season_description=season_description)
+
+if __name__ == '__main__':
+    app.run(port=7860,host='0.0.0.0')

final_crop_data.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83c54ae9f15d0d1aa3ddc838f73545f5cacad2f11013c3a011f4c0e72427c882
+size 22400747

lgb_model_cropseason.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ec9b8113287f7e66b67af3f2674c85db73d6129adf0ead3abdf2bb1eb90ae83c
+size 2560469

requirements.txt

@@ -0,0 +1,6 @@
+gunicorn
+flask
+pandas
+joblib==1.4.2
+scikit-learn==1.5.2
+lightgbm

static/style.css

@@ -0,0 +1,406 @@
+/* ============================================
+   OPTIMAL CROP SEASON PREDICTION - STYLE GUIDE
+   Nature-Professional Theme
+   ============================================ */
+
+/* ============================================
+   1. CSS VARIABLES - COLOR SYSTEM
+   ============================================ */
+:root {
+    /* Primary Colors */
+    --color-deep-green: #1a5d3a;
+    --color-accent-green: #198754;
+    --color-darker-accent: #143d2e;
+
+    /* Neutral Colors */
+    --color-background: #f8f9fa;
+    --color-surface: #ffffff;
+    --color-text-dark: #212529;
+    --color-text-muted: #6c757d;
+    --color-border: #dee2e6;
+
+    /* Semantic Colors */
+    --color-success: #198754;
+    --color-success-light: #e8f5e9;
+
+    /* Spacing */
+    --spacing-xs: 0.5rem;
+    --spacing-sm: 1rem;
+    --spacing-md: 1.5rem;
+    --spacing-lg: 2rem;
+    --spacing-xl: 3rem;
+
+    /* Border Radius */
+    --radius-sm: 8px;
+    --radius-md: 12px;
+    --radius-lg: 20px;
+    --radius-pill: 50px;
+
+    /* Shadows */
+    --shadow-sm: 0 2px 8px rgba(0, 0, 0, 0.05);
+    --shadow-md: 0 4px 16px rgba(0, 0, 0, 0.08);
+    --shadow-lg: 0 10px 40px rgba(0, 0, 0, 0.08);
+    --shadow-focus: 0 0 0 4px rgba(25, 135, 84, 0.1);
+}
+
+/* ============================================
+   2. GLOBAL STYLES
+   ============================================ */
+* {
+    margin: 0;
+    padding: 0;
+    box-sizing: border-box;
+}
+
+body {
+    font-family: 'Outfit', sans-serif;
+    font-weight: 400;
+    background-color: var(--color-background);
+    color: var(--color-text-dark);
+    line-height: 1.6;
+    min-height: 100vh;
+}
+
+/* ============================================
+   3. TYPOGRAPHY
+   ============================================ */
+h1,
+h2,
+h3,
+h4,
+h5,
+h6 {
+    font-weight: 700;
+    color: var(--color-text-dark);
+    line-height: 1.2;
+}
+
+h1 {
+    font-size: 2.5rem;
+    font-weight: 700;
+}
+
+h2 {
+    font-size: 2rem;
+    font-weight: 600;
+}
+
+h4 {
+    font-size: 1.25rem;
+    font-weight: 600;
+}
+
+label {
+    font-weight: 500;
+    color: var(--color-text-dark);
+    margin-bottom: var(--spacing-xs);
+    display: block;
+}
+
+/* ============================================
+   4. HEADER - CURVED BOTTOM HERO
+   ============================================ */
+.hero-header {
+    background: var(--color-deep-green);
+    color: white;
+    padding: var(--spacing-xl) var(--spacing-md) 5rem;
+    border-bottom-left-radius: 50% 20px;
+    border-bottom-right-radius: 50% 20px;
+    text-align: center;
+    position: relative;
+    margin-bottom: 3rem;
+}
+
+.hero-header h1 {
+    color: white;
+    margin-bottom: var(--spacing-sm);
+    font-size: 2.5rem;
+}
+
+.hero-header p {
+    color: rgba(255, 255, 255, 0.9);
+    font-size: 1.1rem;
+    font-weight: 300;
+    max-width: 600px;
+    margin: 0 auto;
+}
+
+/* ============================================
+   5. CARDS
+   ============================================ */
+.card-floating {
+    background: var(--color-surface);
+    border-radius: var(--radius-lg);
+    box-shadow: var(--shadow-lg);
+    padding: var(--spacing-xl);
+    position: relative;
+    z-index: 10;
+    border: 3px solid var(--color-accent-green);
+}
+
+.card-image {
+    background: var(--color-surface);
+    border-radius: var(--radius-lg);
+    box-shadow: var(--shadow-md);
+    overflow: hidden;
+    height: 100%;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+}
+
+.card-image img {
+    width: 100%;
+    height: 100%;
+    object-fit: cover;
+}
+
+/* ============================================
+   6. FORM ELEMENTS
+   ============================================ */
+.form-group {
+    margin-bottom: var(--spacing-md);
+}
+
+.form-label-icon {
+    display: flex;
+    align-items: center;
+    gap: var(--spacing-xs);
+    margin-bottom: var(--spacing-xs);
+    font-weight: 500;
+    color: var(--color-text-dark);
+}
+
+.form-label-icon i {
+    color: var(--color-accent-green);
+    font-size: 1.1rem;
+}
+
+.form-control {
+    width: 100%;
+    padding: 0.75rem 1rem;
+    background: var(--color-background);
+    border: 1px solid var(--color-border);
+    border-radius: var(--radius-sm);
+    font-family: 'Outfit', sans-serif;
+    font-size: 1rem;
+    color: var(--color-text-dark);
+    transition: all 0.3s ease;
+}
+
+.form-control:focus {
+    outline: none;
+    background: var(--color-surface);
+    border-color: var(--color-accent-green);
+    box-shadow: var(--shadow-focus);
+}
+
+.form-control::placeholder {
+    color: var(--color-text-muted);
+}
+
+/* ============================================
+   7. BUTTONS
+   ============================================ */
+.btn {
+    padding: 0.875rem 2rem;
+    font-family: 'Outfit', sans-serif;
+    font-weight: 500;
+    font-size: 1rem;
+    border: none;
+    border-radius: var(--radius-sm);
+    cursor: pointer;
+    transition: all 0.3s ease;
+    display: inline-flex;
+    align-items: center;
+    gap: var(--spacing-xs);
+    text-decoration: none;
+}
+
+.btn-primary {
+    background: var(--color-deep-green);
+    color: white;
+}
+
+.btn-primary:hover {
+    background: var(--color-darker-accent);
+    transform: translateY(-2px);
+    box-shadow: var(--shadow-md);
+}
+
+.btn-primary:active {
+    transform: translateY(0);
+}
+
+.btn-block {
+    width: 100%;
+    justify-content: center;
+}
+
+.btn i {
+    font-size: 1.2rem;
+}
+
+/* ============================================
+   8. RESULT BOX
+   ============================================ */
+.result-box {
+    margin-top: var(--spacing-lg);
+    padding: var(--spacing-lg);
+    background: var(--color-success-light);
+    border: 2px solid var(--color-accent-green);
+    border-radius: var(--radius-md);
+    box-shadow: var(--shadow-sm);
+}
+
+.result-box h4 {
+    color: var(--color-deep-green);
+    margin-bottom: var(--spacing-sm);
+    display: flex;
+    align-items: center;
+    gap: var(--spacing-sm);
+}
+
+.result-box h4 i {
+    color: var(--color-accent-green);
+}
+
+.season-badge {
+    display: inline-block;
+    padding: 0.5rem 1.5rem;
+    background: var(--color-accent-green);
+    color: white;
+    border-radius: var(--radius-pill);
+    font-weight: 600;
+    font-size: 1.1rem;
+    margin-left: var(--spacing-sm);
+}
+
+.result-box p {
+    color: var(--color-text-dark);
+    line-height: 1.8;
+    margin-top: var(--spacing-sm);
+}
+
+/* ============================================
+   9. PROCESS VISUAL (3-STEP)
+   ============================================ */
+.process-steps {
+    display: flex;
+    justify-content: center;
+    gap: var(--spacing-xl);
+    margin-bottom: var(--spacing-xl);
+    padding: 0 var(--spacing-md);
+}
+
+.process-step {
+    text-align: center;
+    flex: 1;
+    max-width: 200px;
+}
+
+.process-icon {
+    width: 80px;
+    height: 80px;
+    background: var(--color-surface);
+    border-radius: 50%;
+    display: flex;
+    align-items: center;
+    justify-content: center;
+    margin: 0 auto var(--spacing-sm);
+    box-shadow: var(--shadow-md);
+    transition: all 0.3s ease;
+}
+
+.process-icon i {
+    font-size: 2rem;
+    color: var(--color-accent-green);
+}
+
+.process-step:hover .process-icon {
+    transform: translateY(-5px);
+    box-shadow: var(--shadow-lg);
+}
+
+.process-step h5 {
+    font-size: 1rem;
+    font-weight: 600;
+    color: var(--color-text-dark);
+    margin-bottom: 0.25rem;
+}
+
+.process-step p {
+    font-size: 0.875rem;
+    color: var(--color-text-muted);
+    font-weight: 300;
+}
+
+/* ============================================
+   10. UTILITIES
+   ============================================ */
+.container-custom {
+    max-width: 1200px;
+    margin: 0 auto;
+    padding: 0 var(--spacing-md);
+}
+
+.mt-4 {
+    margin-top: var(--spacing-lg);
+}
+
+.mb-4 {
+    margin-bottom: var(--spacing-lg);
+}
+
+/* ============================================
+   11. RESPONSIVE DESIGN
+   ============================================ */
+@media (max-width: 768px) {
+    .hero-header h1 {
+        font-size: 2rem;
+    }
+
+    .hero-header p {
+        font-size: 1rem;
+    }
+
+    .card-floating {
+        padding: var(--spacing-lg);
+    }
+
+    .process-steps {
+        flex-direction: column;
+        gap: var(--spacing-md);
+    }
+
+    .process-step {
+        max-width: 100%;
+    }
+
+    .btn {
+        padding: 0.75rem 1.5rem;
+    }
+}
+
+/* ============================================
+   12. ANIMATIONS
+   ============================================ */
+@keyframes fadeIn {
+    from {
+        opacity: 0;
+        transform: translateY(20px);
+    }
+
+    to {
+        opacity: 1;
+        transform: translateY(0);
+    }
+}
+
+.card-floating {
+    animation: fadeIn 0.6s ease-out;
+}
+
+.result-box {
+    animation: fadeIn 0.4s ease-out;
+}

templates/index.html

@@ -0,0 +1,173 @@
+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Optimal Crop Season Prediction</title>
+    
+    <!-- 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">
+    
+    <!-- Bootstrap CSS -->
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.1.3/dist/css/bootstrap.min.css" rel="stylesheet">
+    
+    <!-- Bootstrap Icons -->
+    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.11.3/font/bootstrap-icons.min.css">
+    
+    <!-- Custom CSS -->
+    <link rel="stylesheet" href="/static/style.css">
+    
+    <!-- jQuery -->
+    <script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
+</head>
+<body>
+
+<!-- Curved Bottom Hero Header -->
+<header class="hero-header">
+    <h1><i class="bi bi-calendar-check"></i> Optimal Crop Season Prediction</h1>
+    <p>Predict the best cropping season for your agricultural needs using advanced analytics</p>
+</header>
+
+<!-- Process Steps Visual -->
+
+
+<!-- Main Content -->
+<div class="container-custom">
+    <div class="row g-4">
+        <!-- Form Card -->
+        <div class="col-lg-7">
+            <div class="card-floating">
+                <h2 class="mb-4">Crop Season Predictor</h2>
+                
+                <form id="prediction-form" method="POST" action="/predict">
+                    <!-- State Selection -->
+                    <div class="form-group">
+                        <label class="form-label-icon">
+                            <i class="bi bi-map"></i>
+                            <span>State</span>
+                        </label>
+                        <select id="state" name="state" class="form-control" required>
+                            <option value="">Select State</option>
+                            {% for state in states %}
+                            <option value="{{ state }}">{{ state }}</option>
+                            {% endfor %}
+                        </select>
+                    </div>
+                    
+                    <!-- District Selection -->
+                    <div class="form-group">
+                        <label class="form-label-icon">
+                            <i class="bi bi-pin-map-fill"></i>
+                            <span>District</span>
+                        </label>
+                        <select id="district" name="district" class="form-control" required>
+                            <option value="">Select District</option>
+                        </select>
+                    </div>
+                    
+                    <!-- Crop Year -->
+                    <div class="form-group">
+                        <label class="form-label-icon">
+                            <i class="bi bi-calendar3"></i>
+                            <span>Cropping Year (2024 & onwards)</span>
+                        </label>
+                        <input type="number" id="crop_year" name="crop_year" class="form-control" min="2000" placeholder="e.g., 2024" required>
+                    </div>
+                    
+                    <!-- Crop Type -->
+                    <div class="form-group">
+                        <label class="form-label-icon">
+                            <i class="bi bi-flower3"></i>
+                            <span>Crop Type</span>
+                        </label>
+                        <select id="crop" name="crop" class="form-control" required>
+                            {% for crop in crops %}
+                            <option value="{{ crop }}">{{ crop }}</option>
+                            {% endfor %}
+                        </select>
+                    </div>
+                    
+                    <!-- Area -->
+                    <div class="form-group">
+                        <label class="form-label-icon">
+                            <i class="bi bi-rulers"></i>
+                            <span>Area (in hectares)</span>
+                        </label>
+                        <input type="number" id="area" name="area" class="form-control" step="0.01" placeholder="e.g., 10.5" required>
+                    </div>
+                    
+                    <!-- Submit Button -->
+                    <button type="submit" class="btn btn-primary btn-block">
+                        <i class="bi bi-search"></i>
+                        Predict Season
+                    </button>
+                </form>
+                
+                <!-- Results Display -->
+                {% if predicted_season %}
+                <div class="result-box">
+                    <h4>
+                        <i class="bi bi-check-circle-fill"></i>
+                        Predicted Optimal Cropping Season:
+                        <span class="season-badge" id="predicted-season">{{ predicted_season }}</span>
+                    </h4>
+                    <p id="season-description">{{ season_description }}</p>
+                </div>
+                {% endif %}
+            </div>
+        </div>
+        
+        <!-- Image Card -->
+        <div class="col-lg-5">
+            <div class="card-image">
+                <img src="/static/img1.jpg" alt="Agricultural Field" class="img-fluid">
+            </div>
+        </div>
+    </div>
+</div>
+
+<!-- JavaScript -->
+<script>
+    $(document).ready(function(){
+        // District filtering based on state selection
+        $('#state').change(function(){
+            const state = $(this).val();
+            $.ajax({
+                url: '/filter_districts',
+                method: 'POST',
+                data: { state: state },
+                success: function(response) {
+                    $('#district').empty().append('<option value="">Select District</option>');
+                    response.districts.forEach(function(district) {
+                        $('#district').append('<option value="'+district+'">'+district+'</option>');
+                    });
+                }
+            });
+        });
+
+        // Hardcoded descriptions for each season
+        const seasonDescriptions = {
+            'Kharif': 'Kharif season occurs from June to October, associated with the monsoon. Crops are usually sown at the start of the rainy season.',
+            'Rabi': 'Rabi season spans from October to March, during the winter cropping season, with crops like wheat and barley.',
+            'Summer': 'Summer season is from April to June, suitable for crops that need warmer temperatures.',
+            'Winter': 'Winter cropping season occurs from November to February, including cold-weather crops.',
+            'Whole Year': 'Crops can be grown throughout the year, without seasonal limitations.',
+            'Autumn': 'Autumn season, from September to November, accommodates crops suited to a post-monsoon environment.'
+        };
+
+        // Show description based on predicted season
+        const predictedSeasonElement = document.getElementById('predicted-season');
+        if (predictedSeasonElement) {
+            const predictedSeason = predictedSeasonElement.innerText.trim();
+            const descriptionElement = document.getElementById('season-description');
+            if (descriptionElement && predictedSeason) {
+                descriptionElement.innerText = seasonDescriptions[predictedSeason] || 'No description available';
+            }
+        }
+    });
+</script>
+
+</body>
+</html>