diff --git a/index.html b/index.html
index d22f284..dcb508d 100644
--- a/index.html
+++ b/index.html
@@ -3,109 +3,108 @@
 <head>
     <meta charset="UTF-8">
     <meta name="viewport" content="width=device-width, initial-scale=1.0">
-    <title>Live Timeline Heatmap</title>
+    <title>Live Heatmap with Smooth Scrolling</title>
     <script src="https://d3js.org/d3.v7.min.js"></script>
     <style>
-        .heatmap rect {
-            //stroke: #aaa;
+        svg {
+            display: block;
+            margin: auto;
         }
     </style>
 </head>
 <body>
-    <h2>Live Timeline Heatmap</h2>
+    <h2>Live Heatmap with Smooth Scrolling</h2>
     <div id="chart"></div>
 
     <script>
-        // Configuration
-        const width = 500;
-        const height = 500;
-        const numCols = 10; // Number of columns
-        const numRows = 20; // Number of rows
-        const cellWidth = width / numCols; // Cell width
-        const cellHeight = height / numRows; // Cell height
-        const fadeOutRate = 0.8; // Intensity decay
-        const maxIntensity = 10; // Maximum intensity value
+        // Dimensions
+        const margin = { top: 20, right: 20, bottom: 20, left: 50 };
+        const width = 800 - margin.left - margin.right;
+        const height = 500 - margin.top - margin.bottom;
 
         // Create SVG
         const svg = d3.select("#chart")
             .append("svg")
-            .attr("width", width)
-            .attr("height", height)
+            .attr("width", width + margin.left + margin.right)
+            .attr("height", height + margin.top + margin.bottom)
             .append("g")
-            .attr("class", "heatmap");
+            .attr("transform", `translate(${margin.left},${margin.top})`);
 
-        // Initialize grid
-        let grid = Array.from({ length: numRows }, () =>
-            Array.from({ length: numCols }, () => 0)
-        );
+        // Time scales
+        const y = d3.scaleTime()
+            .domain([new Date(Date.now() - 60000), new Date()]) // Past 1 min to now
+            .range([height, 0]);
 
-        // Color scale
-        const colorScale = d3.scaleSequential(d3.interpolateTurbo).domain([0, maxIntensity]);
+        const x = d3.scaleBand()
+            .domain(d3.range(10)) // Example: 10 categories
+            .range([0, width]);
 
-        // Create grid rectangles
-        svg.selectAll("rect")
-            .data(grid.flat())
-            .enter()
-            .append("rect")
-            .attr("x", (_, i) => (i % numCols) * cellWidth)
-            .attr("y", (_, i) => Math.floor(i / numCols) * cellHeight)
-            .attr("width", cellWidth)
-            .attr("height", cellHeight)
-            .attr("fill", colorScale(0));
+        // Heatmap color scale
+        const colorScale = d3.scaleSequential(d3.interpolateYlOrRd)
+            .domain([0, 100]); // Adjust for event intensity
 
-        // Function to update the heatmap
-        function updateHeatmap() {
-            // Decay old values
-            for (let row of grid) {
-                for (let col = 0; col < row.length; col++) {
-                    row[col] *= fadeOutRate;
-                }
-            }
+        // Axis
+        const yAxis = svg.append("g")
+            .attr("class", "y-axis")
+            .call(d3.axisLeft(y).ticks(20));
 
-            // Update heatmap colors
-            svg.selectAll("rect")
-                .data(grid.flat())
+        const grid = svg.append("g");
+
+        // Initialize heatmap
+        function updateHeatmap(data) {
+            const cells = grid.selectAll("rect").data(data, d => d.id);
+
+            // Enter new data
+            cells.enter()
+                .append("rect")
+                .attr("x", d => x(d.category))
+                .attr("width", x.bandwidth())
+                .attr("y", d => y(new Date(d.timestamp)))
+                .attr("height", 5) // Fixed height for heatmap blocks
+                .attr("fill", d => colorScale(d.value))
+                .merge(cells) // Merge updates
                 .transition()
-                .duration(200)
-                .attr("fill", d => colorScale(d));
-        }
+                .duration(500)
+                .attr("y", d => y(new Date(d.timestamp)))
+                .attr("visibility", d =>
+                    y(new Date(d.timestamp)) >= 0 && y(new Date(d.timestamp)) <= height
+                        ? "visible"
+                        : "hidden"
+                ); // Hide items out of bounds
 
-        // Scroll rows upward and add a new empty row at the bottom
-        function scrollHeatmap() {
-            grid.shift(); // Remove the top row
-            grid.push(Array.from({ length: numCols }, () => 0)); // Add an empty row at the bottom
+            // Remove old data that moves off the screen
+            cells.exit().remove();
 
-            // Update grid positions
-            svg.selectAll("rect")
-                .data(grid.flat())
+            // Shift all cells upward to simulate scrolling
+            grid.selectAll("rect")
                 .transition()
-                .duration(200)
-                .attr("y", (_, i) => Math.floor(i / numCols) * cellHeight);
+                .duration(500)
+                .attr("y", d => y(new Date(d.timestamp)));
         }
 
-        // Function to add events to the bottom row
-        function addEvent(col, intensity) {
-            if (col >= 0 && col < numCols) {
-                grid[grid.length - 1][col] = Math.min(
-                    grid[grid.length - 1][col] + intensity,
-                    maxIntensity
-                );
-            }
-        }
-
-        // Simulate incoming events
+        // Simulate real-time updates
+        let allData = [];
         setInterval(() => {
-            const randomCol = Math.floor(Math.random() * numCols);
-            const randomIntensity = Math.random() * 8 + 2; // Random intensity (2-10)
-            addEvent(randomCol, randomIntensity);
-        }, 300); // Events every 300ms
+            // Generate random data
+            const newData = Array.from({ length: 10 }, (_, i) => ({
+                id: `${Date.now()}-${i}`,
+                category: i,
+                timestamp: Date.now(),
+                value: Math.random() * 100,
+            }));
 
-        // Animation loop
-        d3.interval(() => {
-            scrollHeatmap();
-            updateHeatmap();
-        }, 500); // Updates every 500ms
+            // Add new data to the global array and keep only recent data
+            allData = [...allData, ...newData].filter(d =>
+                new Date(d.timestamp) >= new Date(Date.now() - 60000)
+            );
+
+            // Update time scale domain
+            y.domain([new Date(Date.now() - 60000), new Date()]);
+            yAxis.transition().duration(500).call(d3.axisLeft(y).ticks(20));
+
+            // Update heatmap with filtered data
+            updateHeatmap(allData);
+        }, 1000);
     </script>
 </body>
 </html>
-
