Create UserBehaviorAnalysis.js

coin/QuantumCoin/AI/UserBehaviorAnalysis.js

@@ -0,0 +1,89 @@
+// UserBehaviorAnalysis.js
+const fs = require('fs');
+const _ = require('lodash');
+const Chart = require('chart.js');
+const { createCanvas } = require('canvas');
+
+class UserBehaviorAnalysis {
+    constructor(dataFile) {
+        this.dataFile = dataFile;
+        this.userData = [];
+    }
+
+    loadData() {
+        // Load user behavior data from a JSON file
+        const rawData = fs.readFileSync(this.dataFile);
+        this.userData = JSON.parse(rawData);
+        console.log("User data loaded successfully.");
+    }
+
+    analyzeBehavior() {
+        // Analyze user behavior to find insights
+        const userEngagement = {};
+
+        this.userData.forEach(user => {
+            const { userId, actions } = user;
+            if (!userEngagement[userId]) {
+                userEngagement[userId] = { totalActions: 0, uniqueActions: new Set() };
+            }
+            userEngagement[userId].totalActions += actions.length;
+            actions.forEach(action => userEngagement[userId].uniqueActions.add(action));
+        });
+
+        // Generate insights
+        const insights = Object.keys(userEngagement).map(userId => ({
+            userId,
+            totalActions: userEngagement[userId].totalActions,
+            uniqueActions: userEngagement[userId].uniqueActions.size,
+        }));
+
+        console.log("User behavior analysis completed.");
+        return insights;
+    }
+
+    visualizeData(insights) {
+        // Create a bar chart to visualize user engagement
+        const canvas = createCanvas(800, 400);
+        const ctx = canvas.getContext('2d');
+
+        const labels = insights.map(insight => insight.userId);
+        const totalActions = insights.map(insight => insight.totalActions);
+
+        new Chart(ctx, {
+            type: 'bar',
+            data: {
+                labels: labels,
+                datasets: [{
+                    label: 'Total Actions per User',
+                    data: totalActions,
+                    backgroundColor: 'rgba(75, 192, 192, 0.2)',
+                    borderColor: 'rgba(75, 192, 192, 1)',
+                    borderWidth: 1
+                }]
+            },
+            options: {
+                scales: {
+                    y: {
+                        beginAtZero: true
+                    }
+                }
+            }
+        });
+
+        const buffer = canvas.toBuffer('image/png');
+        fs.writeFileSync('user_engagement_chart.png', buffer);
+        console.log('User engagement chart saved as user_engagement_chart.png');
+    }
+
+    saveInsights(insights, outputFile) {
+        fs.writeFileSync(outputFile, JSON.stringify(insights, null, 2));
+        console.log(`Insights saved to ${outputFile}`);
+    }
+}
+
+// Example usage
+const analysis = new UserBehaviorAnalysis("user_behavior_data.json");
+analysis.loadData();
+const insights = analysis.analyzeBehavior();
+analysis.visualizeData(insights);
+analysis.saveInsights(insights, "user_behavior_insights.json");