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optimal_croping_season_detection

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Rajkhanke007 commited on Jan 12

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50d3945

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.gitattributes +1 -0
app.py +75 -0
final_crop_data.csv +3 -0
lgb_model_cropseason.pkl +3 -0
static/img1.jpg +0 -0
templates/index.html +159 -0

.gitattributes CHANGED Viewed

@@ -33,3 +33,4 @@ 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

 *.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

app.py ADDED Viewed

	@@ -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(debug=True)

final_crop_data.csv ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:83c54ae9f15d0d1aa3ddc838f73545f5cacad2f11013c3a011f4c0e72427c882
+size 22400747

lgb_model_cropseason.pkl ADDED Viewed

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

+version https://git-lfs.github.com/spec/v1
+oid sha256:ec9b8113287f7e66b67af3f2674c85db73d6129adf0ead3abdf2bb1eb90ae83c
+size 2560469

static/img1.jpg ADDED Viewed

templates/index.html ADDED Viewed

	@@ -0,0 +1,159 @@

+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Optimal Croping Season Prediction</title>
+    <link href="https://cdn.jsdelivr.net/npm/[email protected]/dist/css/bootstrap.min.css" rel="stylesheet">
+    <script src="https://code.jquery.com/jquery-3.6.0.min.js"></script>
+    <style>
+        body {
+            background-color: #e6f5e6; /* Light green background */
+            font-family: Arial, sans-serif;
+        }
+        .container {
+            margin: 30px auto;
+            padding: 20px;
+            background-color: #f9f9f9; /* Slightly off-white background */
+            border-radius: 10px;
+            box-shadow: 0 4px 20px rgba(0, 0, 0, 0.1);
+            border: 2px solid #2c662d; /* Dark green border */
+        }
+        h1 {
+            color: #2c662d; /* Dark green for headings */
+            text-align: center;
+            margin-bottom: 30px;
+            font-weight: bold;
+        }
+        .form-group {
+            margin-bottom: 15px;
+        }
+        .form-control {
+            border: 2px solid #2c662d; /* Dark green border */
+            border-radius: 5px;
+            box-shadow: 0 2px 5px rgba(0, 0, 0, 0.2);
+            transition: border-color 0.3s;
+        }
+        .form-control:focus {
+            border-color: #4CAF50; /* Lighter green on focus */
+            box-shadow: 0 0 5px rgba(76, 175, 80, 0.5);
+        }
+        .btn-success {
+            background-color: #2c662d; /* Dark green */
+            border: none;
+            transition: background-color 0.3s, transform 0.3s;
+        }
+        .btn-success:hover {
+            background-color: #4CAF50; /* Lighter green on hover */
+            transform: scale(1.05);
+        }
+        .btn-success:active {
+            transform: scale(0.95);
+        }
+        .image-preview {
+            margin-bottom: 30px;
+            width: 100%;
+            height: auto;
+            border-radius: 10px;
+            box-shadow: 0 2px 10px rgba(0, 0, 0, 0.2);
+        }
+        .result-box {
+            margin-top: 30px;
+            padding: 20px;
+            background-color: #e8f5e9;
+            border: 2px solid #2c662d;
+            border-radius: 10px;
+            box-shadow: 0 4px 20px rgba(0, 0, 0, 0.1);
+        }
+    </style>
+</head>
+<body>
+<div class="container">
+    <h1>Optimal Croping Season Prediction</h1>
+    <div class="row">
+        <div class="col-md-7">
+            <form id="prediction-form" method="POST" action="/predict">
+                <div class="form-group">
+                    <label for="state">State</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>
+                <div class="form-group">
+                    <label for="district">Select District</label>
+                    <select id="district" name="district" class="form-control" required>
+                        <option value="">Select District</option>
+                    </select>
+                </div>
+                <div class="form-group">
+                    <label for="crop_year">Enter the Croping Year (2024 & onwards)</label>
+                    <input type="number" id="crop_year" name="crop_year" class="form-control" min="2000" required>
+                </div>
+                <div class="form-group">
+                    <label for="crop">Select Crop Type</label>
+                    <select id="crop" name="crop" class="form-control" required>
+                        {% for crop in crops %}
+                        <option value="{{ crop }}">{{ crop }}</option>
+                        {% endfor %}
+                    </select>
+                </div>
+                <div class="form-group">
+                    <label for="area">Enter Area (in hectares)</label>
+                    <input type="number" id="area" name="area" class="form-control" step="0.01" required>
+                </div>
+                <button type="submit" class="btn btn-success btn-block">Predict Season</button>
+            </form>
+            {% if predicted_season %}
+            <div class="result-box">
+                <h4>Predicted Optimal Croping Season: <span id="predicted-season">{{ predicted_season }}</span></h4>
+                <p id="season-description">{{ season_description }}</p>
+            </div>
+            {% endif %}
+        </div>
+        <div class="col-md-5">
+            <img src="/static/img1.jpg" alt="Crop Image" class="image-preview">
+        </div>
+    </div>
+</div>
+<script>
+    $(document).ready(function(){
+        $('#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 predictedSeason = document.getElementById('predicted-season').innerText;
+        if (predictedSeason) {
+            document.getElementById('season-description').innerText = seasonDescriptions[predictedSeason] || 'No description available';
+        }
+    });
+</script>
+</body>
+</html>