| <!DOCTYPE html> |
| <html lang="en"> |
| <head> |
| <meta charset="UTF-8"> |
| <meta name="viewport" content="width=device-width, initial-scale=1.0"> |
| <title>Customer Segmentation API</title> |
| <style> |
| * { |
| margin: 0; |
| padding: 0; |
| box-sizing: border-box; |
| } |
| |
| :root { |
| --dark-gray: #1a1a1a; |
| --darker-gray: #0d0d0d; |
| --light-gray: #2d2d2d; |
| --accent: #4a90e2; |
| --accent-hover: #357abd; |
| --text: #e0e0e0; |
| --text-secondary: #a0a0a0; |
| --success: #4caf50; |
| --error: #f44336; |
| } |
| |
| body { |
| font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; |
| background: linear-gradient(135deg, var(--darker-gray), var(--dark-gray)); |
| color: var(--text); |
| min-height: 100vh; |
| padding: 20px; |
| line-height: 1.6; |
| } |
| |
| .container { |
| max-width: 1200px; |
| margin: 0 auto; |
| } |
| |
| .header { |
| text-align: center; |
| margin-bottom: 40px; |
| animation: fadeInDown 1s ease-out; |
| } |
| |
| .header h1 { |
| font-size: 2.5rem; |
| margin-bottom: 10px; |
| background: linear-gradient(45deg, var(--accent), #66b3ff); |
| -webkit-background-clip: text; |
| -webkit-text-fill-color: transparent; |
| background-clip: text; |
| } |
| |
| .header p { |
| color: var(--text-secondary); |
| font-size: 1.1rem; |
| } |
| |
| .main-content { |
| display: grid; |
| grid-template-columns: 1fr; |
| gap: 30px; |
| } |
| |
| @media (min-width: 768px) { |
| .main-content { |
| grid-template-columns: 1fr 1fr; |
| } |
| } |
| |
| .form-section, .result-section { |
| background: var(--light-gray); |
| padding: 30px; |
| border-radius: 15px; |
| box-shadow: 0 10px 30px rgba(0, 0, 0, 0.3); |
| animation: slideInUp 0.8s ease-out; |
| } |
| |
| .form-section h2, .result-section h2 { |
| margin-bottom: 25px; |
| color: var(--accent); |
| font-size: 1.8rem; |
| } |
| |
| .form-group { |
| margin-bottom: 20px; |
| } |
| |
| .form-group label { |
| display: block; |
| margin-bottom: 8px; |
| color: var(--text); |
| font-weight: 500; |
| } |
| |
| .form-group input { |
| width: 100%; |
| padding: 12px 15px; |
| border: 2px solid #404040; |
| border-radius: 8px; |
| background: var(--darker-gray); |
| color: var(--text); |
| font-size: 1rem; |
| transition: all 0.3s ease; |
| } |
| |
| .form-group input:focus { |
| outline: none; |
| border-color: var(--accent); |
| box-shadow: 0 0 0 3px rgba(74, 144, 226, 0.2); |
| } |
| |
| .form-group input:hover { |
| border-color: #5a9fe4; |
| } |
| |
| .submit-btn { |
| width: 100%; |
| padding: 15px; |
| background: linear-gradient(45deg, var(--accent), #66b3ff); |
| color: white; |
| border: none; |
| border-radius: 8px; |
| font-size: 1.1rem; |
| font-weight: 600; |
| cursor: pointer; |
| transition: all 0.3s ease; |
| margin-top: 10px; |
| } |
| |
| .submit-btn:hover { |
| transform: translateY(-2px); |
| box-shadow: 0 5px 15px rgba(74, 144, 226, 0.4); |
| } |
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| .submit-btn:active { |
| transform: translateY(0); |
| } |
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| .submit-btn:disabled { |
| background: #555; |
| cursor: not-allowed; |
| transform: none; |
| box-shadow: none; |
| } |
| |
| .result-card { |
| background: var(--darker-gray); |
| padding: 25px; |
| border-radius: 10px; |
| border-left: 4px solid var(--accent); |
| margin-bottom: 20px; |
| animation: fadeIn 0.6s ease-out; |
| } |
| |
| .result-card h3 { |
| color: var(--accent); |
| margin-bottom: 10px; |
| font-size: 1.3rem; |
| } |
| |
| .result-card p { |
| color: var(--text-secondary); |
| margin-bottom: 5px; |
| } |
| |
| .loading { |
| text-align: center; |
| padding: 20px; |
| display: none; |
| } |
| |
| .spinner { |
| border: 4px solid rgba(255, 255, 255, 0.3); |
| border-radius: 50%; |
| border-top: 4px solid var(--accent); |
| width: 40px; |
| height: 40px; |
| animation: spin 1s linear infinite; |
| margin: 0 auto 15px; |
| } |
| |
| .error { |
| background: rgba(244, 67, 54, 0.1); |
| border: 1px solid var(--error); |
| color: var(--error); |
| padding: 15px; |
| border-radius: 8px; |
| margin: 15px 0; |
| display: none; |
| } |
| |
| .success { |
| background: rgba(76, 175, 80, 0.1); |
| border: 1px solid var(--success); |
| color: var(--success); |
| padding: 15px; |
| border-radius: 8px; |
| margin: 15px 0; |
| display: none; |
| } |
| |
| @keyframes fadeInDown { |
| from { |
| opacity: 0; |
| transform: translateY(-30px); |
| } |
| to { |
| opacity: 1; |
| transform: translateY(0); |
| } |
| } |
| |
| @keyframes slideInUp { |
| from { |
| opacity: 0; |
| transform: translateY(50px); |
| } |
| to { |
| opacity: 1; |
| transform: translateY(0); |
| } |
| } |
| |
| @keyframes fadeIn { |
| from { |
| opacity: 0; |
| } |
| to { |
| opacity: 1; |
| } |
| } |
| |
| @keyframes spin { |
| 0% { transform: rotate(0deg); } |
| 100% { transform: rotate(360deg); } |
| } |
| |
| @keyframes pulse { |
| 0% { transform: scale(1); } |
| 50% { transform: scale(1.05); } |
| 100% { transform: scale(1); } |
| } |
| |
| .pulse { |
| animation: pulse 2s infinite; |
| } |
| |
| .mobile-only { |
| display: block; |
| } |
| |
| @media (min-width: 768px) { |
| .mobile-only { |
| display: none; |
| } |
| } |
| |
| .desktop-only { |
| display: none; |
| } |
| |
| @media (min-width: 768px) { |
| .desktop-only { |
| display: block; |
| } |
| } |
| |
| .form-grid { |
| display: grid; |
| grid-template-columns: 1fr; |
| gap: 15px; |
| } |
| |
| @media (min-width: 768px) { |
| .form-grid { |
| grid-template-columns: 1fr 1fr; |
| } |
| } |
| |
| .input-pair { |
| display: grid; |
| grid-template-columns: 1fr 1fr; |
| gap: 15px; |
| } |
| |
| @media (max-width: 767px) { |
| .input-pair { |
| grid-template-columns: 1fr; |
| } |
| } |
| |
| .result-highlight { |
| background: rgba(74, 144, 226, 0.1); |
| padding: 15px; |
| border-radius: 8px; |
| margin: 10px 0; |
| border: 1px solid var(--accent); |
| } |
| |
| .result-title { |
| font-size: 1.2rem; |
| color: var(--accent); |
| margin-bottom: 5px; |
| } |
| |
| .result-content { |
| color: var(--text); |
| } |
| |
| .no-result { |
| text-align: center; |
| color: var(--text-secondary); |
| padding: 40px 20px; |
| font-style: italic; |
| } |
| |
| .animate-in { |
| animation: fadeIn 0.5s ease-out forwards; |
| } |
| |
| .animate-out { |
| animation: fadeOut 0.3s ease-out forwards; |
| } |
| |
| @keyframes fadeOut { |
| from { opacity: 1; } |
| to { opacity: 0; } |
| } |
| |
| .slide-up { |
| animation: slideUp 0.5s ease-out; |
| } |
| |
| @keyframes slideUp { |
| from { |
| transform: translateY(100%); |
| opacity: 0; |
| } |
| to { |
| transform: translateY(0); |
| opacity: 1; |
| } |
| } |
| </style> |
| </head> |
| <body> |
| <div class="container"> |
| <div class="header"> |
| <h1>Customer Segmentation API</h1> |
| <p>Enter customer data to predict their segment and get personalized recommendations</p> |
| </div> |
|
|
| <div class="main-content"> |
| <div class="form-section"> |
| <h2>Customer Data</h2> |
| <form id="predictionForm"> |
| <div class="form-grid"> |
| <div class="form-group"> |
| <label for="age">Age</label> |
| <input type="number" id="age" name="age" min="18" max="100" required placeholder="18-100"> |
| </div> |
| <div class="form-group"> |
| <label for="income">Income</label> |
| <input type="number" id="income" name="income" min="0" max="200000" required placeholder="0-200000"> |
| </div> |
| </div> |
|
|
| <div class="form-group"> |
| <label for="totalSpendings">Total Spendings</label> |
| <input type="number" id="totalSpendings" name="totalSpendings" min="0" max="5000" required placeholder="0-5000"> |
| </div> |
|
|
| <div class="input-pair"> |
| <div class="form-group"> |
| <label for="webPurchases">Web Purchases</label> |
| <input type="number" id="webPurchases" name="webPurchases" min="0" max="100" required placeholder="0-100"> |
| </div> |
| <div class="form-group"> |
| <label for="storePurchases">Store Purchases</label> |
| <input type="number" id="storePurchases" name="storePurchases" min="0" max="100" required placeholder="0-100"> |
| </div> |
| </div> |
|
|
| <div class="input-pair"> |
| <div class="form-group"> |
| <label for="webVisits">Web Visits/Month</label> |
| <input type="number" id="webVisits" name="webVisits" min="0" max="50" required placeholder="0-50"> |
| </div> |
| <div class="form-group"> |
| <label for="recency">Recency (days)</label> |
| <input type="number" id="recency" name="recency" min="0" max="365" required placeholder="0-365"> |
| </div> |
| </div> |
|
|
| <button type="submit" class="submit-btn pulse" id="predictBtn"> |
| Predict Customer Segment |
| </button> |
| </form> |
|
|
| <div class="loading" id="loading"> |
| <div class="spinner"></div> |
| <p>Analyzing customer data...</p> |
| </div> |
|
|
| <div class="error" id="error"></div> |
| <div class="success" id="success"></div> |
| </div> |
|
|
| <div class="result-section"> |
| <h2>Prediction Result</h2> |
| <div id="resultContent"> |
| <div class="no-result"> |
| <p>Enter customer data and click "Predict Customer Segment" to see results</p> |
| </div> |
| </div> |
| </div> |
| </div> |
| </div> |
|
|
| <script> |
| document.addEventListener('DOMContentLoaded', function() { |
| const form = document.getElementById('predictionForm'); |
| const predictBtn = document.getElementById('predictBtn'); |
| const loading = document.getElementById('loading'); |
| const error = document.getElementById('error'); |
| const success = document.getElementById('success'); |
| const resultContent = document.getElementById('resultContent'); |
| |
| |
| const resultTemplate = { |
| "cluster_id": 3, |
| "cluster_name": "Active Online-Focused Shoppers", |
| "description": "High income, high spending, shops frequently both online and in-store—with strongest activity on web.", |
| "recommendation": "Offer premium bundles, omnichannel loyalty rewards (e.g., buy online, pick up in-store + bonus points), and personalized cross-channel recommendations." |
| }; |
| |
| form.addEventListener('submit', async function(e) { |
| e.preventDefault(); |
| |
| |
| loading.style.display = 'block'; |
| error.style.display = 'none'; |
| success.style.display = 'none'; |
| |
| |
| predictBtn.disabled = true; |
| predictBtn.textContent = 'Analyzing...'; |
| |
| try { |
| |
| const formData = new FormData(form); |
| const inputData = { |
| Age: parseInt(formData.get('age')), |
| Income: parseInt(formData.get('income')), |
| Total_Spendings: parseInt(formData.get('totalSpendings')), |
| NumWebPurchases: parseInt(formData.get('webPurchases')), |
| NumStorePurchases: parseInt(formData.get('storePurchases')), |
| NumWebVisitsMonth: parseInt(formData.get('webVisits')), |
| Recency: parseInt(formData.get('recency')) |
| }; |
| |
| |
| const response = await fetch('https://junaid17-customer-segmentation-api.hf.space/predict', { |
| method: 'POST', |
| headers: { |
| 'Content-Type': 'application/json', |
| }, |
| body: JSON.stringify(inputData) |
| }); |
| |
| if (!response.ok) { |
| throw new Error(`API error: ${response.status}`); |
| } |
| |
| const result = await response.json(); |
| |
| |
| displayResult(result); |
| success.style.display = 'block'; |
| success.textContent = 'Prediction successful!'; |
| |
| } catch (err) { |
| console.error('Prediction error:', err); |
| error.style.display = 'block'; |
| error.textContent = `Error: ${err.message || 'Failed to get prediction'}`; |
| |
| |
| resultContent.innerHTML = ` |
| <div class="error" style="display: block;"> |
| <p>Failed to get prediction: ${err.message || 'Unknown error'}</p> |
| </div> |
| `; |
| } finally { |
| |
| loading.style.display = 'none'; |
| predictBtn.disabled = false; |
| predictBtn.textContent = 'Predict Customer Segment'; |
| } |
| }); |
| |
| function displayResult(result) { |
| resultContent.innerHTML = ` |
| <div class="result-card slide-up"> |
| <div class="result-highlight"> |
| <div class="result-title">Cluster ID: ${result.cluster_id}</div> |
| <div class="result-content"><strong>Name:</strong> ${result.cluster_name}</div> |
| </div> |
| |
| <div class="result-highlight"> |
| <div class="result-title">Description</div> |
| <div class="result-content">${result.description}</div> |
| </div> |
| |
| <div class="result-highlight"> |
| <div class="result-title">Recommendation</div> |
| <div class="result-content">${result.recommendation}</div> |
| </div> |
| </div> |
| `; |
| } |
| |
| |
| const inputs = form.querySelectorAll('input'); |
| inputs.forEach(input => { |
| input.addEventListener('input', function() { |
| const min = parseInt(this.min); |
| const max = parseInt(this.max); |
| const value = parseInt(this.value); |
| |
| if (value < min || value > max) { |
| this.style.borderColor = 'var(--error)'; |
| } else { |
| this.style.borderColor = '#404040'; |
| } |
| }); |
| }); |
| |
| |
| inputs.forEach(input => { |
| input.addEventListener('focus', function() { |
| this.parentElement.style.transform = 'translateY(-2px)'; |
| }); |
| |
| input.addEventListener('blur', function() { |
| this.parentElement.style.transform = 'translateY(0)'; |
| }); |
| }); |
| |
| |
| if (window.innerWidth <= 768) { |
| form.addEventListener('submit', function() { |
| document.querySelector('.result-section').scrollIntoView({ |
| behavior: 'smooth' |
| }); |
| }); |
| } |
| }); |
| </script> |
| </body> |
| </html> |
|
|
|
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