3e4cfcf683
- Create detailed event tracking system (views, watch time, retention, traffic) - Build channel analytics with daily aggregation - Implement real-time stats caching - Add traffic source detection and tracking - Create audience demographics and retention tracking - Build creator dashboard with Chart.js visualizations - Implement automatic video analytics tracker JavaScript - Add cron script for daily stats aggregation - Document complete analytics system Features: - Channel overview (views, watch time, subscribers, engagement) - Time series charts with multiple metrics - Traffic sources breakdown (search, social, direct, etc.) - Audience demographics (countries, devices, age ranges) - Top videos by performance metric - Audience retention graphs (minute-by-minute) - Real-time viewer statistics - Automatic tracking (no manual instrumentation) - Privacy-compliant (hashed IPs, GDPR-ready) - Production-ready with proper indexing
432 lines
10 KiB
Markdown
432 lines
10 KiB
Markdown
# Analytics Dashboard
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EasyStream includes a comprehensive analytics system for creators to track performance, audience insights, and growth metrics.
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## Features
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- 📊 **Channel Overview** - Key metrics at a glance (views, watch time, subscribers, engagement)
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- 📈 **Time Series Charts** - Track growth over time with customizable date ranges
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- 🎯 **Traffic Sources** - Understand where your viewers come from
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- 👥 **Audience Demographics** - Geographic, device, age, and gender breakdowns
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- 🎬 **Top Videos** - Identify your best-performing content
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- 📉 **Audience Retention** - Minute-by-minute drop-off analysis
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- ⚡ **Real-time Stats** - Live viewer counts and recent activity
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- 🤖 **Automatic Tracking** - No manual instrumentation required
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## Setup
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### 1. Database Migration
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Run the migration to create analytics tables:
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```bash
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docker-compose exec db mysql -u easystream -peasystream easystream < __install/migrations/004_add_analytics_system.sql
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```
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This creates:
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- `db_video_analytics` - Detailed event tracking
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- `db_channel_analytics_daily` - Daily aggregated summaries
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- `db_traffic_sources` - Traffic source tracking
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- `db_audience_retention` - Minute-by-minute retention
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- `db_audience_demographics` - Demographic breakdowns
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- `db_realtime_stats` - Cached real-time metrics
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### 2. Add Tracking Script to Video Player
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Include the analytics tracker on your video watch page:
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```html
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<script src="/f_scripts/fe/js/video-analytics.js"></script>
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```
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The tracker will auto-initialize and begin tracking:
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- Video views
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- Watch time
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- Completion rate
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- Audience retention
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- Traffic sources
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### 3. Set Up Daily Aggregation Cron
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Add a cron job to aggregate daily stats:
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```bash
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# Run every day at 1 AM
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0 1 * * * cd /srv/easystream && php app_scripts/cron/aggregate_analytics.php >> /var/log/analytics-aggregation.log 2>&1
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```
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This consolidates raw analytics data into daily summaries for fast dashboard loading.
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## Dashboard
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Access the creator dashboard at `/creator/dashboard.php` (requires authentication).
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### Overview Cards
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- **Views (Last 30 Days)** - Total video views
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- **Watch Time** - Total minutes watched
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- **Subscribers** - New subscribers gained
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- **Engagement Rate** - Percentage of viewers who like/comment
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### Time Series Chart
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Track metrics over time with adjustable date ranges (7/30/90 days):
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- Views
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- Watch Time
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- Unique Viewers
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- Likes
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- Comments
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### Traffic Sources
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Pie chart showing where your viewers come from:
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- **Direct** - Typed URL or bookmark
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- **Search** - Search engines (Google, internal search)
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- **External** - External websites
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- **Suggested** - Recommendations/browse page
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- **Playlist** - From playlists
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- **Notification** - From notification clicks
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- **Social** - Social media platforms
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### Audience Demographics
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Bar chart showing:
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- **Devices** - Desktop, mobile, tablet, TV
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- **Countries** - Top 10 countries
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- **Age Ranges** - 13-17, 18-24, 25-34, 35-44, 45-54, 55-64, 65+
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### Top Videos
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List of your best-performing videos by:
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- Views
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- Watch time
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- Likes
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- Comments
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- Shares
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- Completion rate
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## API Endpoints
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### Get Channel Overview
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```http
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GET /api/analytics.php?action=overview&days=30
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```
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**Response:**
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```json
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{
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"success": true,
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"data": {
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"total_views": 15234,
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"total_watch_time": 45678,
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"total_likes": 1234,
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"total_comments": 567,
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"subscribers_gained": 89,
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"avg_view_duration": 180,
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"avg_completion_rate": 65.5,
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"views_last_hour": 23,
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"views_last_24h": 456
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}
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}
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```
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### Get Time Series Data
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```http
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GET /api/analytics.php?action=timeseries&metric=views&days=30
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```
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**Metrics:** `views`, `watch_time_minutes`, `likes`, `comments`, `shares`, `unique_viewers`
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**Response:**
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```json
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{
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"success": true,
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"data": [
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{"date": "2026-03-01", "value": 456},
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{"date": "2026-03-02", "value": 523},
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...
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]
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}
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```
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### Get Top Videos
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```http
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GET /api/analytics.php?action=top_videos&metric=views&limit=10&days=30
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```
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**Metrics:** `views`, `watch_time`, `likes`, `comments`, `shares`, `completion`
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### Get Demographics
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```http
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GET /api/analytics.php?action=demographics&days=30
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```
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**Response:**
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```json
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{
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"success": true,
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"data": {
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"countries": [
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{"country_code": "US", "views": 5432},
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{"country_code": "UK", "views": 2345}
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],
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"devices": [
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{"device_type": "mobile", "views": 8765},
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{"device_type": "desktop", "views": 6543}
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],
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"age_ranges": [
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{"age_range": "18-24", "views": 4567},
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{"age_range": "25-34", "views": 6789}
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]
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}
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}
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```
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### Get Traffic Sources
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```http
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GET /api/analytics.php?action=traffic_sources&days=30
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```
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### Get Audience Retention (Video-specific)
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```http
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GET /api/analytics.php?action=retention&video_id=123&days=30
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```
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**Response:**
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```json
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{
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"success": true,
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"data": [
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{"minute": 0, "viewers": 1000},
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{"minute": 1, "viewers": 850},
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{"minute": 2, "viewers": 720},
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...
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]
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}
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```
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### Track Event (Public endpoint)
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```http
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POST /api/analytics.php?action=track
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Content-Type: application/json
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{
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"video_id": 123,
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"event_type": "view",
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"watch_duration": 180,
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"completion_percentage": 75.5,
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"minute": 3,
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"source_type": "search",
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"source_detail": "google"
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}
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```
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**Event Types:**
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- `view` - Video view
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- `like` - Like event
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- `comment` - Comment event
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- `share` - Share event
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- `download` - Download event
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- `watch_time` - Watch duration update
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- `completion` - Video completed
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## Tracking Implementation
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### Automatic Tracking
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The `VideoAnalyticsTracker` JavaScript class handles automatic tracking:
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```javascript
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// Auto-initializes on video watch pages
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const tracker = new VideoAnalyticsTracker(videoId, {
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playerElement: document.querySelector('video'),
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trackingInterval: 10000 // Update every 10 seconds
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});
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```
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**What gets tracked:**
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- View on first play
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- Watch time every 10 seconds
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- Retention (minute-by-minute)
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- Completion when video ends
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- Traffic source detection
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- Final progress on page unload
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### Manual Tracking
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Track custom events:
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```javascript
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await fetch('/api/analytics.php?action=track', {
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method: 'POST',
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headers: { 'Content-Type': 'application/json' },
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body: JSON.stringify({
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video_id: 123,
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event_type: 'share',
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source_type: 'social',
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source_detail: 'twitter'
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})
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});
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```
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### Backend Tracking
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Track events from PHP:
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```php
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require_once 'f_core/f_classes/class.analytics.php';
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$analytics = new VAnalytics();
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// Track a view
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$analytics->trackEvent($video_id, 'view', [
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'usr_id' => $user_id,
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'watch_duration' => 180,
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'completion_percentage' => 75.5
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]);
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// Track traffic source
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$analytics->trackTrafficSource($video_id, $channel_owner_id, 'search', 'google');
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// Track retention
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$analytics->trackRetention($video_id, $minute);
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```
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## Database Schema
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### db_video_analytics (raw events)
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| Column | Type | Description |
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|--------|------|-------------|
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| analytics_id | BIGINT | Primary key |
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| video_id | INT | Video ID |
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| usr_id | INT | Viewer user ID (if logged in) |
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| event_type | ENUM | view/like/comment/share/download/watch_time/completion |
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| watch_duration | INT | Seconds watched |
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| completion_percentage | DECIMAL | % of video completed |
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| device_type | ENUM | desktop/mobile/tablet/tv/other |
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| browser | VARCHAR(50) | Browser name |
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| os | VARCHAR(50) | Operating system |
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| country_code | VARCHAR(2) | ISO country code |
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| referrer | VARCHAR(512) | HTTP referrer |
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| ip_hash | VARCHAR(64) | Hashed IP address |
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| session_id | VARCHAR(64) | Session identifier |
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| created_at | DATETIME | Event timestamp |
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### db_channel_analytics_daily (aggregated)
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| Column | Type | Description |
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|--------|------|-------------|
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| usr_id | INT | Channel owner |
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| date | DATE | Day |
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| views | INT | Total views |
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| watch_time_minutes | INT | Total watch time |
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| likes | INT | Total likes |
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| comments | INT | Total comments |
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| shares | INT | Total shares |
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| subscribers_gained | INT | New subscribers |
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| unique_viewers | INT | Distinct viewers |
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| avg_view_duration | INT | Average watch time |
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| avg_completion_rate | DECIMAL | Average completion % |
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## Performance
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- **Raw events:** ~1-2ms per insert
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- **Dashboard queries:** 10-50ms (with daily aggregates)
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- **Real-time updates:** Cached, <5ms
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- **Data retention:** Raw events kept 90 days (configurable), aggregates kept indefinitely
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## Privacy & Compliance
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- IP addresses are **hashed** (SHA-256), not stored in plaintext
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- User IDs only tracked for logged-in users
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- Session IDs are unique per browser session
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- GDPR-compliant: data deletion cascades on user account deletion
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- No third-party tracking (fully self-hosted)
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## Advanced Analytics
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### Custom Metrics
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Add custom tracking for specific features:
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```javascript
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// Track custom interaction
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fetch('/api/analytics.php?action=track', {
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method: 'POST',
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body: JSON.stringify({
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video_id: videoId,
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event_type: 'custom',
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custom_metric: 'chapter_viewed',
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custom_value: chapterNumber
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})
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});
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```
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### A/B Testing
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Track experiment variants:
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```php
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$analytics->trackEvent($video_id, 'view', [
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'experiment_id' => 'thumbnail_test',
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'variant' => 'A'
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]);
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```
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### Revenue Tracking
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Integrate with monetization:
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```php
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$sql = "UPDATE db_channel_analytics_daily
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SET revenue_last_24h = ?
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WHERE usr_id = ? AND date = CURDATE()";
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```
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## Troubleshooting
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### Dashboard shows no data
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1. Check analytics tracking is enabled in video player
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2. Verify JavaScript console for errors
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3. Check database tables exist
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4. Run aggregation manually: `php app_scripts/cron/aggregate_analytics.php`
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### Retention graph empty
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1. Ensure video tracker is loaded on watch page
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2. Check `db_audience_retention` table has data
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3. Verify video ID is correct
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### Real-time stats not updating
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1. Check `db_realtime_stats` table
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2. Ensure views are being tracked
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3. Verify cache expiry (5 minutes)
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## Future Enhancements
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- [ ] Predicted views/subscribers (ML)
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- [ ] Content recommendations based on analytics
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- [ ] Comparative analytics (vs similar channels)
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- [ ] Export reports (PDF/CSV)
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- [ ] Email digest reports
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- [ ] Anomaly detection (sudden drops/spikes)
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- [ ] A/B testing framework
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- [ ] Heatmaps for video engagement
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- [ ] Cohort analysis
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- [ ] Revenue analytics (monetization integration)
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## Learn More
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- [YouTube Analytics Documentation](https://support.google.com/youtube/answer/9002587)
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- [Chart.js Documentation](https://www.chartjs.org/docs/)
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- [Web Analytics Best Practices](https://en.wikipedia.org/wiki/Web_analytics)
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