Upload 3 files
Browse files- app.js +174 -0
- index.html +285 -18
- reviews_test.tsv +0 -0
app.js
ADDED
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| 1 |
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// Global variables
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| 2 |
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let reviews = [];
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| 3 |
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let apiToken = '';
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// DOM elements
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const analyzeBtn = document.getElementById('analyze-btn');
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const reviewText = document.getElementById('review-text');
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const sentimentResult = document.getElementById('sentiment-result');
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const loadingElement = document.querySelector('.loading');
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const errorElement = document.getElementById('error-message');
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const apiTokenInput = document.getElementById('api-token');
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// Initialize the app
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document.addEventListener('DOMContentLoaded', function() {
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// Load the TSV file (Papa Parse 활성화)
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loadReviews();
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// Set up event listeners
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analyzeBtn.addEventListener('click', analyzeRandomReview);
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apiTokenInput.addEventListener('change', saveApiToken);
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// Load saved API token if exists
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const savedToken = localStorage.getItem('hfApiToken');
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if (savedToken) {
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apiTokenInput.value = savedToken;
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apiToken = savedToken;
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}
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});
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// Load and parse the TSV file using Papa Parse
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function loadReviews() {
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fetch('reviews_test.tsv')
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.then(response => {
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if (!response.ok) throw new Error('Failed to load TSV file');
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return response.text();
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})
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.then(tsvData => {
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Papa.parse(tsvData, {
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header: true,
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delimiter: '\t',
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complete: (results) => {
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reviews = results.data
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.map(row => row.text)
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.filter(text => text && text.trim() !== '');
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console.log('Loaded', reviews.length, 'reviews');
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},
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error: (error) => {
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console.error('TSV parse error:', error);
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showError('Failed to parse TSV file: ' + error.message);
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}
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});
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})
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.catch(error => {
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console.error('TSV load error:', error);
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showError('Failed to load TSV file: ' + error.message);
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});
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}
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// Save API token to localStorage
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function saveApiToken() {
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apiToken = apiTokenInput.value.trim();
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if (apiToken) {
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localStorage.setItem('hfApiToken', apiToken);
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} else {
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localStorage.removeItem('hfApiToken');
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}
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}
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// Analyze a random review
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function analyzeRandomReview() {
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hideError();
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if (reviews.length === 0) {
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showError('No reviews available. Please try again later.');
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return;
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}
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const selectedReview = reviews[Math.floor(Math.random() * reviews.length)];
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// Display the review
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reviewText.textContent = selectedReview;
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// Show loading state
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loadingElement.style.display = 'block';
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analyzeBtn.disabled = true;
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sentimentResult.innerHTML = ''; // Reset previous result
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sentimentResult.className = 'sentiment-result'; // Reset classes
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// Call Hugging Face API
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analyzeSentiment(selectedReview)
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.then(result => displaySentiment(result))
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.catch(error => {
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console.error('Error:', error);
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showError('Failed to analyze sentiment: ' + error.message);
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})
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.finally(() => {
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loadingElement.style.display = 'none';
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analyzeBtn.disabled = false;
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});
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}
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// Call Hugging Face API for sentiment analysis
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async function analyzeSentiment(text) {
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const response = await fetch(
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'https://api-inference.huggingface.co/models/siebert/sentiment-roberta-large-english',
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{
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headers: {
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Authorization: apiToken ? `Bearer ${apiToken}` : undefined,
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'Content-Type': 'application/json'
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},
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method: 'POST',
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body: JSON.stringify({ inputs: text }),
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}
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);
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if (!response.ok) {
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throw new Error(`API error: ${response.status} ${response.statusText}`);
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}
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const result = await response.json();
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return result;
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}
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// Display sentiment result
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function displaySentiment(result) {
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// Default to neutral if we can't parse the result
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let sentiment = 'neutral';
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let score = 0.5;
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let label = 'NEUTRAL';
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// Parse the API response (format: [[{label: 'POSITIVE', score: 0.99}]])
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if (Array.isArray(result) && result.length > 0 && Array.isArray(result[0]) && result[0].length > 0) {
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const sentimentData = result[0][0];
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label = sentimentData.label?.toUpperCase() || 'NEUTRAL';
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score = sentimentData.score ?? 0.5;
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// Determine sentiment
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if (label === 'POSITIVE' && score > 0.5) {
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sentiment = 'positive';
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} else if (label === 'NEGATIVE' && score > 0.5) {
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sentiment = 'negative';
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}
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}
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// Update UI
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sentimentResult.classList.add(sentiment);
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sentimentResult.innerHTML = `
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<i class="fas ${getSentimentIcon(sentiment)} icon"></i>
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<span>${label} (${(score * 100).toFixed(1)}% confidence)</span>
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`;
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}
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// Get appropriate icon for sentiment
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function getSentimentIcon(sentiment) {
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switch(sentiment) {
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case 'positive':
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return 'fa-thumbs-up';
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case 'negative':
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return 'fa-thumbs-down';
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default:
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return 'fa-question-circle';
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}
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}
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// Show error message
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function showError(message) {
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errorElement.textContent = message;
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errorElement.style.display = 'block';
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}
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// Hide error message
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function hideError() {
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errorElement.style.display = 'none';
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}
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index.html
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@@ -1,19 +1,286 @@
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<html>
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| 19 |
</html>
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| 1 |
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<!DOCTYPE html>
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| 2 |
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<html lang="en">
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| 3 |
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<head>
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| 4 |
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<meta charset="UTF-8">
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| 5 |
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<meta name="viewport" content="width=device-width, initial-scale=1.0">
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<title>Review Sentiment Analyzer</title>
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<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css">
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<script src="https://cdnjs.cloudflare.com/ajax/libs/PapaParse/5.3.2/papaparse.min.js"></script>
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<style>
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* {
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box-sizing: border-box;
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margin: 0;
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padding: 0;
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font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif;
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}
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body {
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background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
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color: #333;
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min-height: 100vh;
|
| 21 |
+
padding: 20px;
|
| 22 |
+
display: flex;
|
| 23 |
+
flex-direction: column;
|
| 24 |
+
align-items: center;
|
| 25 |
+
}
|
| 26 |
+
|
| 27 |
+
.container {
|
| 28 |
+
background-color: rgba(255, 255, 255, 0.95);
|
| 29 |
+
border-radius: 15px;
|
| 30 |
+
box-shadow: 0 10px 30px rgba(0, 0, 0, 0.2);
|
| 31 |
+
width: 90%;
|
| 32 |
+
max-width: 800px;
|
| 33 |
+
padding: 30px;
|
| 34 |
+
margin: 20px 0;
|
| 35 |
+
}
|
| 36 |
+
|
| 37 |
+
h1 {
|
| 38 |
+
text-align: center;
|
| 39 |
+
color: #4a4a4a;
|
| 40 |
+
margin-bottom: 20px;
|
| 41 |
+
font-size: 2.2rem;
|
| 42 |
+
}
|
| 43 |
+
|
| 44 |
+
.description {
|
| 45 |
+
text-align: center;
|
| 46 |
+
margin-bottom: 30px;
|
| 47 |
+
color: #666;
|
| 48 |
+
line-height: 1.6;
|
| 49 |
+
}
|
| 50 |
+
|
| 51 |
+
.api-section {
|
| 52 |
+
margin-bottom: 25px;
|
| 53 |
+
padding: 20px;
|
| 54 |
+
background-color: #f8f9fa;
|
| 55 |
+
border-radius: 10px;
|
| 56 |
+
border-left: 4px solid #667eea;
|
| 57 |
+
}
|
| 58 |
+
|
| 59 |
+
.api-section h2 {
|
| 60 |
+
margin-bottom: 15px;
|
| 61 |
+
color: #4a4a4a;
|
| 62 |
+
font-size: 1.4rem;
|
| 63 |
+
}
|
| 64 |
+
|
| 65 |
+
.api-input {
|
| 66 |
+
display: flex;
|
| 67 |
+
flex-direction: column;
|
| 68 |
+
gap: 10px;
|
| 69 |
+
}
|
| 70 |
+
|
| 71 |
+
input[type="text"] {
|
| 72 |
+
padding: 12px 15px;
|
| 73 |
+
border: 1px solid #ddd;
|
| 74 |
+
border-radius: 8px;
|
| 75 |
+
font-size: 16px;
|
| 76 |
+
transition: border-color 0.3s;
|
| 77 |
+
}
|
| 78 |
+
|
| 79 |
+
input[type="text"]:focus {
|
| 80 |
+
border-color: #667eea;
|
| 81 |
+
outline: none;
|
| 82 |
+
box-shadow: 0 0 0 2px rgba(102, 126, 234, 0.2);
|
| 83 |
+
}
|
| 84 |
+
|
| 85 |
+
button {
|
| 86 |
+
background: linear-gradient(to right, #667eea, #764ba2);
|
| 87 |
+
color: white;
|
| 88 |
+
border: none;
|
| 89 |
+
padding: 12px 20px;
|
| 90 |
+
border-radius: 8px;
|
| 91 |
+
cursor: pointer;
|
| 92 |
+
font-size: 16px;
|
| 93 |
+
font-weight: 600;
|
| 94 |
+
transition: transform 0.2s, box-shadow 0.2s;
|
| 95 |
+
margin-top: 10px;
|
| 96 |
+
}
|
| 97 |
+
|
| 98 |
+
button:hover {
|
| 99 |
+
transform: translateY(-2px);
|
| 100 |
+
box-shadow: 0 5px 15px rgba(0, 0, 0, 0.2);
|
| 101 |
+
}
|
| 102 |
+
|
| 103 |
+
button:active {
|
| 104 |
+
transform: translateY(0);
|
| 105 |
+
}
|
| 106 |
+
|
| 107 |
+
.review-section {
|
| 108 |
+
margin-bottom: 25px;
|
| 109 |
+
}
|
| 110 |
+
|
| 111 |
+
.review-card {
|
| 112 |
+
background-color: white;
|
| 113 |
+
border-radius: 10px;
|
| 114 |
+
padding: 20px;
|
| 115 |
+
box-shadow: 0 4px 15px rgba(0, 0, 0, 0.1);
|
| 116 |
+
margin-bottom: 20px;
|
| 117 |
+
}
|
| 118 |
+
|
| 119 |
+
.review-text {
|
| 120 |
+
line-height: 1.6;
|
| 121 |
+
margin-bottom: 15px;
|
| 122 |
+
font-size: 16px;
|
| 123 |
+
color: #444;
|
| 124 |
+
}
|
| 125 |
+
|
| 126 |
+
.sentiment-result {
|
| 127 |
+
display: flex;
|
| 128 |
+
align-items: center;
|
| 129 |
+
justify-content: center;
|
| 130 |
+
gap: 15px;
|
| 131 |
+
padding: 15px;
|
| 132 |
+
border-radius: 10px;
|
| 133 |
+
margin-top: 20px;
|
| 134 |
+
background-color: #f8f9fa;
|
| 135 |
+
font-weight: bold;
|
| 136 |
+
font-size: 18px;
|
| 137 |
+
}
|
| 138 |
+
|
| 139 |
+
.positive {
|
| 140 |
+
color: #28a745;
|
| 141 |
+
border: 2px solid #28a745;
|
| 142 |
+
}
|
| 143 |
+
|
| 144 |
+
.negative {
|
| 145 |
+
color: #dc3545;
|
| 146 |
+
border: 2px solid #dc3545;
|
| 147 |
+
}
|
| 148 |
+
|
| 149 |
+
.neutral {
|
| 150 |
+
color: #ffc107;
|
| 151 |
+
border: 2px solid #ffc107;
|
| 152 |
+
}
|
| 153 |
+
|
| 154 |
+
.icon {
|
| 155 |
+
font-size: 24px;
|
| 156 |
+
}
|
| 157 |
+
|
| 158 |
+
.loading {
|
| 159 |
+
display: none;
|
| 160 |
+
text-align: center;
|
| 161 |
+
margin: 20px 0;
|
| 162 |
+
}
|
| 163 |
+
|
| 164 |
+
.spinner {
|
| 165 |
+
border: 4px solid rgba(0, 0, 0, 0.1);
|
| 166 |
+
border-left: 4px solid #667eea;
|
| 167 |
+
border-radius: 50%;
|
| 168 |
+
width: 30px;
|
| 169 |
+
height: 30px;
|
| 170 |
+
animation: spin 1s linear infinite;
|
| 171 |
+
margin: 0 auto;
|
| 172 |
+
}
|
| 173 |
+
|
| 174 |
+
@keyframes spin {
|
| 175 |
+
0% { transform: rotate(0deg); }
|
| 176 |
+
100% { transform: rotate(360deg); }
|
| 177 |
+
}
|
| 178 |
+
|
| 179 |
+
.error {
|
| 180 |
+
color: #dc3545;
|
| 181 |
+
padding: 10px;
|
| 182 |
+
border-radius: 5px;
|
| 183 |
+
background-color: #f8d7da;
|
| 184 |
+
border: 1px solid #f5c6cb;
|
| 185 |
+
margin: 10px 0;
|
| 186 |
+
display: none;
|
| 187 |
+
}
|
| 188 |
+
|
| 189 |
+
.instructions {
|
| 190 |
+
margin-top: 30px;
|
| 191 |
+
padding: 20px;
|
| 192 |
+
background-color: #f8f9fa;
|
| 193 |
+
border-radius: 10px;
|
| 194 |
+
font-size: 14px;
|
| 195 |
+
line-height: 1.6;
|
| 196 |
+
}
|
| 197 |
+
|
| 198 |
+
.instructions h3 {
|
| 199 |
+
margin-bottom: 10px;
|
| 200 |
+
color: #4a4a4a;
|
| 201 |
+
}
|
| 202 |
+
|
| 203 |
+
.instructions ol {
|
| 204 |
+
padding-left: 20px;
|
| 205 |
+
}
|
| 206 |
+
|
| 207 |
+
.instructions li {
|
| 208 |
+
margin-bottom: 8px;
|
| 209 |
+
}
|
| 210 |
+
|
| 211 |
+
footer {
|
| 212 |
+
text-align: center;
|
| 213 |
+
margin-top: 30px;
|
| 214 |
+
color: rgba(255, 255, 255, 0.8);
|
| 215 |
+
font-size: 14px;
|
| 216 |
+
}
|
| 217 |
+
|
| 218 |
+
@media (max-width: 600px) {
|
| 219 |
+
.container {
|
| 220 |
+
width: 95%;
|
| 221 |
+
padding: 20px;
|
| 222 |
+
}
|
| 223 |
+
|
| 224 |
+
h1 {
|
| 225 |
+
font-size: 1.8rem;
|
| 226 |
+
}
|
| 227 |
+
|
| 228 |
+
button {
|
| 229 |
+
width: 100%;
|
| 230 |
+
}
|
| 231 |
+
}
|
| 232 |
+
</style>
|
| 233 |
+
</head>
|
| 234 |
+
<body>
|
| 235 |
+
<div class="container">
|
| 236 |
+
<h1>Review Sentiment Analyzer</h1>
|
| 237 |
+
<p class="description">Analyze the sentiment of product reviews using Hugging Face's AI model</p>
|
| 238 |
+
|
| 239 |
+
<div class="api-section">
|
| 240 |
+
<h2>Hugging Face API Setup</h2>
|
| 241 |
+
<div class="api-input">
|
| 242 |
+
<label for="api-token">Enter your Hugging Face API Token:</label>
|
| 243 |
+
<input type="text" id="api-token" placeholder="hf_xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx">
|
| 244 |
+
<p><small>Your token is stored only in your browser and is never sent to our servers.</small></p>
|
| 245 |
+
</div>
|
| 246 |
+
</div>
|
| 247 |
+
|
| 248 |
+
<div class="review-section">
|
| 249 |
+
<button id="analyze-btn">Analyze Random Review</button>
|
| 250 |
+
|
| 251 |
+
<div class="loading">
|
| 252 |
+
<div class="spinner"></div>
|
| 253 |
+
<p>Analyzing sentiment...</p>
|
| 254 |
+
</div>
|
| 255 |
+
|
| 256 |
+
<div class="error" id="error-message"></div>
|
| 257 |
+
|
| 258 |
+
<div class="review-card">
|
| 259 |
+
<h3>Selected Review:</h3>
|
| 260 |
+
<p class="review-text" id="review-text">Click the button above to analyze a random review</p>
|
| 261 |
+
</div>
|
| 262 |
+
|
| 263 |
+
<div class="sentiment-result" id="sentiment-result">
|
| 264 |
+
<i class="fas fa-question-circle icon"></i>
|
| 265 |
+
<span>Sentiment will appear here</span>
|
| 266 |
+
</div>
|
| 267 |
+
</div>
|
| 268 |
+
|
| 269 |
+
<div class="instructions">
|
| 270 |
+
<h3>How to get a Hugging Face API Token:</h3>
|
| 271 |
+
<ol>
|
| 272 |
+
<li>Go to <a href="https://huggingface.co/" target="_blank">huggingface.co</a> and create a free account</li>
|
| 273 |
+
<li>Navigate to your profile settings and access tokens section</li>
|
| 274 |
+
<li>Generate a new token with read permissions</li>
|
| 275 |
+
<li>Copy the token and paste it in the field above</li>
|
| 276 |
+
</ol>
|
| 277 |
+
</div>
|
| 278 |
+
</div>
|
| 279 |
+
|
| 280 |
+
<footer>
|
| 281 |
+
<p>This app uses the distilbert-base-uncased-finetuned-sst-2-english model from Hugging Face</p>
|
| 282 |
+
</footer>
|
| 283 |
+
|
| 284 |
+
<script src="app.js"></script>
|
| 285 |
+
</body>
|
| 286 |
</html>
|
reviews_test.tsv
ADDED
|
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|
|
|