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Create templates/index.html
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templates/index.html
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<!DOCTYPE html>
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<html lang="en">
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<head>
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<meta charset="UTF-8">
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Crop Yield & Loan Prediction</title>
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/bootstrap/5.3.0/css/bootstrap.min.css">
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<style>
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body {
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background-color: #f8f9fa;
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}
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.result-box {
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background: #ffffff;
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box-shadow: 0 4px 8px rgba(0, 0, 0, 0.1);
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padding: 20px;
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border-radius: 10px;
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}
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.highlight {
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font-weight: bold;
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padding: 5px 10px;
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border-radius: 5px;
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}
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.good { background-color: #28a745; color: white; }
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.average { background-color: #ffc107; color: black; }
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.poor { background-color: #dc3545; color: white; }
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</style>
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</head>
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<body>
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<div class="container mt-5">
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<h2 class="text-center text-primary">🌾 Crop Yield & Loan Prediction 🌾</h2>
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<p class="text-center text-muted">Enter your details below to get an estimate.</p>
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<form action="/predict" method="post" class="mt-4 border p-4 bg-white shadow-sm rounded">
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<div class="mb-3">
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<label for="crop" class="form-label">Select Crop:</label>
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<select name="crop" id="crop" class="form-control" required>
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{% for crop in crops %}
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<option value="{{ crop }}">{{ crop }}</option>
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{% endfor %}
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</select>
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</div>
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<div class="mb-3">
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<label for="district" class="form-label">Enter District:</label>
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<input type="text" name="district" id="district" class="form-control" required>
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</div>
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<div class="mb-3">
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<label for="land_area" class="form-label">Land Area (in hectares):</label>
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<input type="number" name="land_area" id="land_area" class="form-control" step="0.1" required>
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</div>
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<button type="submit" class="btn btn-primary w-100">Predict</button>
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</form>
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{% if result %}
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<div class="mt-5 result-box">
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<h4 class="text-center text-success">📊 Prediction Results 📊</h4>
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<hr>
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<p><strong>Crop:</strong> {{ result.crop }}</p>
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<p><strong>District:</strong> {{ result.district }}</p>
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<p><strong>Predicted Yield:</strong> {{ result.predicted_yield }}
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<span class="highlight {% if result.yield_category == 'Highly Recommended Crop' %}good
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{% elif result.yield_category == 'Good Crop' %}average
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{% else %}poor{% endif %}">
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{{ result.yield_cat }}
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</span>
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</p>
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<p><strong>Soil Health:</strong> {{ result.soil_health }}</p>
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<p><strong>Climate Score:</strong> {{ result.climate_score }}/100</p>
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<p><strong>Predicted Loan Amount:</strong> <span class="text-primary fw-bold">₹{{ result.loan_amount }}</span></p>
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<p><strong>Suitable Crop For Your area:</strong><span style="color: green; font-weight:bold;"> {{ result.best_crop }} </span></p>
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{% if image_path %}
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<img src="{{ image_path }}" alt="Forecast Plot" class="img-fluid mt-3 rounded">
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{% endif %}
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<br>
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{% if image_path2 %}
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<img src="{{ image_path2 }}" alt="Forecast Plot" class="img-fluid mt-3 rounded">
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{% endif %}
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</div>
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{% endif %}
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</div>
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<script src="https://cdnjs.cloudflare.com/ajax/libs/bootstrap/5.3.0/js/bootstrap.bundle.min.js"></script>
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</body>
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</html>
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