Overview
A real-time dashboard that aggregates social media metrics across platforms (Twitter, Instagram, LinkedIn) and visualizes trends, engagement, and sentiment.
Features
Real-time Visualizations
- Line charts for follower growth
- Heat maps for engagement by time of day
- Word clouds for trending hashtags
- Sentiment analysis gauge
D3.js Integration
import * as d3 from 'd3';
function renderLineChart(data) {
const svg = d3.select('#chart')
.append('svg')
.attr('width', 800)
.attr('height', 400);
const xScale = d3.scaleTime()
.domain(d3.extent(data, d => d.date))
.range([0, 800]);
const yScale = d3.scaleLinear()
.domain([0, d3.max(data, d => d.value)])
.range([400, 0]);
const line = d3.line()
.x(d => xScale(d.date))
.y(d => yScale(d.value));
svg.append('path')
.datum(data)
.attr('d', line)
.attr('stroke', '#00ffff');
}
Data Pipeline
- Collection: Scheduled jobs fetch data from APIs
- Processing: Calculate metrics and sentiment scores
- Streaming: WebSocket pushes updates to dashboard
- Storage: Time-series data in InfluxDB
Insights Provided
- Best time to post for maximum engagement
- Content type performance (images vs. text vs. video)
- Audience demographic breakdown
- Competitor benchmarking