From 4f6420519ac5c5f8d7dcb1ed419ae70f90896080 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 22:53:55 +0530 Subject: [PATCH 01/20] Implement ride management functions in rideController --- ml/controllers/rider/rideController.js | 53 ++++++++++++++++++++++++++ 1 file changed, 53 insertions(+) create mode 100644 ml/controllers/rider/rideController.js diff --git a/ml/controllers/rider/rideController.js b/ml/controllers/rider/rideController.js new file mode 100644 index 00000000..070311cd --- /dev/null +++ b/ml/controllers/rider/rideController.js @@ -0,0 +1,53 @@ +import { calculateDistance } from '../../utils/math.js'; +import demandService from '../../services/demandService.js'; + +let rides = []; + +const createRide = (rideData) => { + if (!rideData.pickup || !rideData.destination) { + throw new Error('Required fields missing'); + } + const newRide = { ...rideData, id: Date.now(), status: 'pending' }; + rides.push(newRide); + + // Log demand record for the pickup zone + try { + demandService.storeDemandData({ + zone: rideData.pickup, // Assuming pickup is a zone name or coordinates string + timestamp: new Date().toISOString(), + demand: 1 + }); + } catch (e) { + console.error('Failed to log demand data:', e.message); + } + + return newRide; +}; + +const getRideById = (id) => { + return rides.find(r => r.id === id); +}; + +const updateRide = (id, updateData) => { + const ride = getRideById(id); + if (!ride) return null; + Object.assign(ride, updateData); + return ride; +}; + +const deleteRide = (id) => { + const index = rides.findIndex(r => r.id === id); + if (index === -1) return false; + rides.splice(index, 1); + return true; +}; + +const getRideStats = () => { + return { + totalRides: rides.length, + activeRides: rides.filter(r => r.status === 'active').length, + completedRides: rides.filter(r => r.status === 'completed').length + }; +}; + +export { createRide, getRideById, updateRide, deleteRide, getRideStats, rides }; From 6b742f136d2bb01f2f8c31c5a0e34d928739cdca Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:02:20 +0530 Subject: [PATCH 02/20] Add coverage report HTML for rider controller --- ml/coverage/ml/controllers/rider/index.html | 116 ++++++++++++++++++++ 1 file changed, 116 insertions(+) create mode 100644 ml/coverage/ml/controllers/rider/index.html diff --git a/ml/coverage/ml/controllers/rider/index.html b/ml/coverage/ml/controllers/rider/index.html new file mode 100644 index 00000000..66f08595 --- /dev/null +++ b/ml/coverage/ml/controllers/rider/index.html @@ -0,0 +1,116 @@ + + + + + + Code coverage report for ml/controllers/rider + + + + + + + + + +
+
+

All files ml/controllers/rider

+
+ +
+ 96.22% + Statements + 51/53 +
+ + +
+ 81.25% + Branches + 13/16 +
+ + +
+ 100% + Functions + 5/5 +
+ + +
+ 96.22% + Lines + 51/53 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
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+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
FileStatementsBranchesFunctionsLines
rideController.js +
+ 		96.22%51/5381.25%13/16100%5/596.22%51/53
+
+
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + From 346d58604cd28cb2ecc8a4255fa99471fee0dd6c Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:03:50 +0530 Subject: [PATCH 03/20] Add HTML coverage report for rideController.js --- .../controllers/rider/rideController.js.html | 244 ++++++++++++++++++ 1 file changed, 244 insertions(+) create mode 100644 ml/coverage/ml/controllers/rider/rideController.js.html diff --git a/ml/coverage/ml/controllers/rider/rideController.js.html b/ml/coverage/ml/controllers/rider/rideController.js.html new file mode 100644 index 00000000..dcd5e88c --- /dev/null +++ b/ml/coverage/ml/controllers/rider/rideController.js.html @@ -0,0 +1,244 @@ + + + + + + Code coverage report for ml/controllers/rider/rideController.js + + + + + + + + + +
+
+

All files / ml/controllers/rider rideController.js

+
+ +
+ 96.22% + Statements + 51/53 +
+ + +
+ 81.25% + Branches + 13/16 +
+ + +
+ 100% + Functions + 5/5 +
+ + +
+ 96.22% + Lines + 51/53 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

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+ 
import { calculateDistance } from '../../utils/math.js';
+import demandService from '../../services/demandService.js';
+ 
+let rides = [];
+ 
+const createRide = (rideData) => {
+    if (!rideData.pickup || !rideData.destination) {
+        throw new Error('Required fields missing');
+    }
+    const newRide = { ...rideData, id: Date.now(), status: 'pending' };
+    rides.push(newRide);
+    
+    // Log demand record for the pickup zone
+    try {
+        demandService.storeDemandData({
+            zone: rideData.pickup, // Assuming pickup is a zone name or coordinates string
+            timestamp: new Date().toISOString(),
+            demand: 1
+        });
+    } catch (e) {
+        console.error('Failed to log demand data:', e.message);
+    }
+ 
+    return newRide;
+};
+ 
+const getRideById = (id) => {
+    return rides.find(r => r.id === id);
+};
+ 
+const updateRide = (id, updateData) => {
+    const ride = getRideById(id);
+    if (!ride) return null;
+    Object.assign(ride, updateData);
+    return ride;
+};
+ 
+const deleteRide = (id) => {
+    const index = rides.findIndex(r => r.id === id);
+    if (index === -1) return false;
+    rides.splice(index, 1);
+    return true;
+};
+ 
+const getRideStats = () => {
+    return {
+        totalRides: rides.length,
+        activeRides: rides.filter(r => r.status === 'active').length,
+        completedRides: rides.filter(r => r.status === 'completed').length
+    };
+};
+ 
+export { createRide, getRideById, updateRide, deleteRide, getRideStats, rides };
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + From 392430a6788c697e1766e6b3cf84040720c9d238 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:05:50 +0530 Subject: [PATCH 04/20] Add files via upload --- ml/coverage/ml/index.html | 116 +++++++ ml/coverage/ml/script.js.html | 589 ++++++++++++++++++++++++++++++++++ 2 files changed, 705 insertions(+) create mode 100644 ml/coverage/ml/index.html create mode 100644 ml/coverage/ml/script.js.html diff --git a/ml/coverage/ml/index.html b/ml/coverage/ml/index.html new file mode 100644 index 00000000..64e7e0c2 --- /dev/null +++ b/ml/coverage/ml/index.html @@ -0,0 +1,116 @@ + + + + + + Code coverage report for ml + + + + + + + + + +
+
+

All files ml

+
+ +
+ 0% + Statements + 0/168 +
+ + +
+ 0% + Branches + 0/1 +
+ + +
+ 0% + Functions + 0/1 +
+ + +
+ 0% + Lines + 0/168 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
FileStatementsBranchesFunctionsLines
script.js +
+ 		0%0/1680%0/10%0/10%0/168
+
+
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file diff --git a/ml/coverage/ml/script.js.html b/ml/coverage/ml/script.js.html new file mode 100644 index 00000000..844cb3f0 --- /dev/null +++ b/ml/coverage/ml/script.js.html @@ -0,0 +1,589 @@ + + + + + + Code coverage report for ml/script.js + + + + + + + + + +
+
+

All files / ml script.js

+
+ +
+ 0% + Statements + 0/168 +
+ + +
+ 0% + Branches + 0/1 +
+ + +
+ 0% + Functions + 0/1 +
+ + +
+ 0% + Lines + 0/168 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

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const drivers = [
+    { name: 'Rahul S.', lat: 12.9720, lng: 77.5950, rating: 4.8 },
+    { name: 'Amit K.', lat: 12.9800, lng: 77.6000, rating: 4.9 },
+    { name: 'Sriya M.', lat: 12.9650, lng: 77.5850, rating: 4.7 },
+    { name: 'Vikram J.', lat: 13.0000, lng: 77.6200, rating: 4.6 }
+];
+
+// Haversine Formula for Distance Calculation
+function calculateDistance(lat1, lon1, lat2, lon2) {
+    const R = 6371; // Earth's radius in km
+    const dLat = (lat2 - lat1) * Math.PI / 180;
+    const dLon = (lon2 - lon1) * Math.PI / 180;
+    const a =
+        Math.sin(dLat / 2) * Math.sin(dLat / 2) +
+        Math.cos(lat1 * Math.PI / 180) * Math.cos(lat2 * Math.PI / 180) *
+        Math.sin(dLon / 2) * Math.sin(dLon / 2);
+    const c = 2 * Math.atan2(Math.sqrt(a), Math.sqrt(1 - a));
+    return R * c;
+}
+
+// Nearest Neighbor Search for Driver
+function findNearestDriver(userLat, userLng) {
+    let nearest = null;
+    let minDistance = Infinity;
+
+    drivers.forEach(driver => {
+        const dist = calculateDistance(userLat, userLng, driver.lat, driver.lng);
+        if (dist < minDistance) {
+            minDistance = dist;
+            nearest = driver;
+        }
+    });
+
+    return { driver: nearest, distance: minDistance };
+}
+
+// Export for tests if in Node environment
+if (typeof module !== 'undefined' && module.exports) {
+    module.exports = { calculateDistance, findNearestDriver, drivers };
+}
+
+document.addEventListener('DOMContentLoaded', () => {
+    const bookBtn = document.getElementById('book-btn');
+    const resultsArea = document.getElementById('results');
+    const modeCards = document.querySelectorAll('.mode-card');
+    const pickupInput = document.getElementById('pickup');
+    const destInput = document.getElementById('destination');
+    const toast = document.getElementById('toast');
+
+    // Initialize Map
+    const map = L.map('map').setView([12.9716, 77.5946], 12);
+    L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', {
+        attribution: '&copy; OpenStreetMap contributors'
+    }).addTo(map);
+
+    let pickupMarker, destMarker, routeLine;
+    let heatLayer;
+    let adminMode = false;
+
+    const adminToggle = document.getElementById('admin-toggle');
+    const adminDashboard = document.getElementById('admin-dashboard');
+
+    function toggleAdminMode() {
+        adminMode = !adminMode;
+        if (adminMode) {
+            adminToggle.classList.add('active');
+            adminDashboard.classList.remove('hidden');
+            showHeatmap();
+            updateDashboard();
+        } else {
+            adminToggle.classList.remove('active');
+            adminDashboard.classList.add('hidden');
+            if (heatLayer) map.removeLayer(heatLayer);
+        }
+    }
+
+    adminToggle.addEventListener('click', (e) => {
+        e.preventDefault();
+        toggleAdminMode();
+    });
+
+    function showHeatmap() {
+        if (heatLayer) map.removeLayer(heatLayer);
+        
+        // Mocking some demand points for visualization
+        const heatPoints = [
+            [12.9716, 77.5946, 0.8],
+            [12.9800, 77.6000, 0.6],
+            [12.9650, 77.5850, 0.9],
+            [13.0000, 77.6200, 0.4]
+        ];
+
+        heatLayer = L.heatLayer(heatPoints, { radius: 25, blur: 15, maxZoom: 17 }).addTo(map);
+    }
+
+    function updateDashboard() {
+        document.getElementById('peak-demand-val').textContent = '145 units';
+        document.getElementById('efficiency-val').textContent = '88%';
+        
+        const alerts = document.getElementById('opt-alerts');
+        alerts.innerHTML = `
+            <div class="alert warn">
+                <i class="fas fa-exclamation-triangle"></i>
+                <span>High demand expected in Koramangala. 3 drivers recommended to relocate.</span>
+            </div>
+        `;
+    }
+
+    function updateMap(pCoords, dCoords) {
+        // Clear old markers
+        if (pickupMarker) map.removeLayer(pickupMarker);
+        if (destMarker) map.removeLayer(destMarker);
+        if (routeLine) map.removeLayer(routeLine);
+
+        // Add New Markers
+        pickupMarker = L.marker(pCoords).addTo(map).bindPopup('Pickup').openPopup();
+        destMarker = L.marker(dCoords).addTo(map).bindPopup('Destination');
+
+        // Draw Route (Simple Line)
+        routeLine = L.polyline([pCoords, dCoords], { color: '#00ff88', weight: 4, opacity: 0.8 }).addTo(map);
+
+        // Fit map to show both points
+        const group = new L.featureGroup([pickupMarker, destMarker]);
+        map.fitBounds(group.getBounds().pad(0.1));
+    }
+
+    bookBtn.addEventListener('click', () => {
+        const pickupVal = pickupInput.value.trim();
+        const destVal = destInput.value.trim();
+
+        if (!pickupVal || !destVal) {
+            alert('Please enter both pickup and destination coordinates.');
+            return;
+        }
+
+        // Parse coordinates
+        let pCoords = pickupVal.split(',').map(n => parseFloat(n.trim()));
+        let dCoords = destVal.split(',').map(n => parseFloat(n.trim()));
+
+        if (isNaN(pCoords[0]) || isNaN(pCoords[1]) || isNaN(dCoords[0]) || isNaN(dCoords[1])) {
+            alert('Invalid coordinate format. Please use: lat, lng');
+            return;
+        }
+
+        updateMap(pCoords, dCoords);
+
+        bookBtn.textContent = 'Finding Driver...';
+        bookBtn.disabled = true;
+
+        // Simulate Network Latency
+        setTimeout(() => {
+            const distance = calculateDistance(pCoords[0], pCoords[1], dCoords[0], dCoords[1]);
+            const { driver, distance: driverDist } = findNearestDriver(pCoords[0], pCoords[1]);
+
+            document.getElementById('distance-val').textContent = `${distance.toFixed(2)} km`;
+            document.getElementById('driver-val').textContent = `${driver.name} (⭐${driver.rating})`;
+            document.getElementById('eta-val').textContent = `${Math.ceil(driverDist * 2 + 2)} mins`;
+
+            resultsArea.classList.remove('hidden');
+            bookBtn.textContent = 'Book Now';
+            bookBtn.disabled = false;
+
+            // Show Toast
+            toast.classList.remove('hidden');
+            setTimeout(() => toast.classList.add('hidden'), 3000);
+        }, 1500);
+    });
+});
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file From 57a008e94ecc3ef3fb2d3c04fd6f0f39728e2113 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:06:34 +0530 Subject: [PATCH 05/20] Create services --- ml/coverage/ml/services | 1 + 1 file changed, 1 insertion(+) create mode 100644 ml/coverage/ml/services diff --git a/ml/coverage/ml/services b/ml/coverage/ml/services new file mode 100644 index 00000000..8b137891 --- /dev/null +++ b/ml/coverage/ml/services @@ -0,0 +1 @@ + From 161a8a879bffed68e6bdd842890d59d9a49f9b16 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:08:13 +0530 Subject: [PATCH 06/20] Delete ml/coverage/ml/services --- ml/coverage/ml/services | 1 - 1 file changed, 1 deletion(-) delete mode 100644 ml/coverage/ml/services diff --git a/ml/coverage/ml/services b/ml/coverage/ml/services deleted file mode 100644 index 8b137891..00000000 --- a/ml/coverage/ml/services +++ /dev/null @@ -1 +0,0 @@ - From 6a55fbb1c506c64ecf96695d1351338b38d0afc6 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:09:46 +0530 Subject: [PATCH 07/20] Add HTML code coverage report for ml/services --- ml/coverage/ml/services/index.html | 161 +++++++++++++++++++++++++++++ 1 file changed, 161 insertions(+) create mode 100644 ml/coverage/ml/services/index.html diff --git a/ml/coverage/ml/services/index.html b/ml/coverage/ml/services/index.html new file mode 100644 index 00000000..60c1f700 --- /dev/null +++ b/ml/coverage/ml/services/index.html @@ -0,0 +1,161 @@ + + + + + + Code coverage report for ml/services + + + + + + + + + +
+
+

All files ml/services

+
+ +
+ 98.54% + Statements + 270/274 +
+ + +
+ 86% + Branches + 43/50 +
+ + +
+ 100% + Functions + 17/17 +
+ + +
+ 98.54% + Lines + 270/274 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
FileStatementsBranchesFunctionsLines
demandService.js +
+ 		97.43%76/7894.11%16/17100%6/697.43%76/78
optimizationService.js +
+ 		100%85/8575%12/16100%4/4100%85/85
predictionService.js +
+ 		97.84%91/9384.61%11/13100%4/497.84%91/93
socketService.js +
+ 		100%18/18100%4/4100%3/3100%18/18
+
+
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+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + From 66c33b407c529f3d881c01d936edea1641fbbb27 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:10:16 +0530 Subject: [PATCH 08/20] Add files via upload --- ml/coverage/ml/services/demandService.js.html | 319 +++++++++++++++ .../ml/services/optimizationService.js.html | 340 ++++++++++++++++ .../ml/services/predictionService.js.html | 364 ++++++++++++++++++ ml/coverage/ml/services/socketService.js.html | 139 +++++++ 4 files changed, 1162 insertions(+) create mode 100644 ml/coverage/ml/services/demandService.js.html create mode 100644 ml/coverage/ml/services/optimizationService.js.html create mode 100644 ml/coverage/ml/services/predictionService.js.html create mode 100644 ml/coverage/ml/services/socketService.js.html diff --git a/ml/coverage/ml/services/demandService.js.html b/ml/coverage/ml/services/demandService.js.html new file mode 100644 index 00000000..f06a30d2 --- /dev/null +++ b/ml/coverage/ml/services/demandService.js.html @@ -0,0 +1,319 @@ + + + + + + Code coverage report for ml/services/demandService.js + + + + + + + + + +
+
+

All files / ml/services demandService.js

+
+ +
+ 97.43% + Statements + 76/78 +
+ + +
+ 94.11% + Branches + 16/17 +
+ + +
+ 100% + Functions + 6/6 +
+ + +
+ 97.43% + Lines + 76/78 +
+ + +
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+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

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/**
+ * Service for managing ride demand data.
+ */
+class DemandService {
+    constructor() {
+        this.demandData = []; // Array of { zone, timestamp, demand, status }
+    }
+ 
+    /**
+     * Stores a demand record after validation.
+     * @param {Object} data - { zone, timestamp, demand }
+     */
+    storeDemandData(data) {
+        this.validateDemandData(data);
+        const record = {
+            ...data,
+            id: Date.now() + Math.random().toString(36).substr(2, 9),
+            loggedAt: new Date().toISOString()
+        };
+        this.demandData.push(record);
+        return record;
+    }
+ 
+    /**
+     * Validates demand data.
+     * @param {Object} data 
+     * @throws {Error} if validation fails
+     */
+    validateDemandData(data) {
+        if (!data.zone || typeof data.zone !== 'string') {
+            throw new Error('Invalid zone: Zone is required and must be a string');
+        }
+        if (!data.timestamp || isNaN(new Date(data.timestamp).getTime())) {
+            throw new Error('Invalid timestamp: A valid date/time is required');
+        }
+        if (typeof data.demand !== 'number' || data.demand < 0) {
+            throw new Error('Invalid demand: Demand must be a non-negative number');
+        }
+    }
+ 
+    /**
+     * Gets historical demand for a specific zone and time range.
+     * @param {string} zone 
+     * @param {number} startTime - unix timestamp
+     * @param {number} endTime - unix timestamp
+     */
+    getHistoricalDemand(zone, startTime, endTime) {
+        return this.demandData.filter(d => {
+            const time = new Date(d.timestamp).getTime();
+            return d.zone === zone && time >= startTime && time <= endTime;
+        });
+    }
+ 
+    /**
+     * Aggregates demand by zone.
+     */
+    getAggregatedDemand() {
+        const aggregation = {};
+        this.demandData.forEach(d => {
+            if (!aggregation[d.zone]) {
+                aggregation[d.zone] = 0;
+            }
+            aggregation[d.zone] += d.demand;
+        });
+        return aggregation;
+    }
+ 
+    /**
+     * Clears all demand data (useful for resets).
+     */
+    clearData() {
+        this.demandData = [];
+    }
+}
+ 
+const demandService = new DemandService();
+export default demandService;
+export { DemandService };
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file diff --git a/ml/coverage/ml/services/optimizationService.js.html b/ml/coverage/ml/services/optimizationService.js.html new file mode 100644 index 00000000..9543c88b --- /dev/null +++ b/ml/coverage/ml/services/optimizationService.js.html @@ -0,0 +1,340 @@ + + + + + + Code coverage report for ml/services/optimizationService.js + + + + + + + + + +
+
+

All files / ml/services optimizationService.js

+
+ +
+ 100% + Statements + 85/85 +
+ + +
+ 75% + Branches + 12/16 +
+ + +
+ 100% + Functions + 4/4 +
+ + +
+ 100% + Lines + 85/85 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+ 

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+ 
import demandService from './demandService.js';
+import predictionService from './predictionService.js';
+ 
+/**
+ * Service for optimizing resource (driver) allocation.
+ */
+class OptimizationService {
+    constructor() {
+        this.hotspots = []; // Array of rooms/zones with high demand
+    }
+ 
+    /**
+     * Detects geographic demand hotspots based on current and predicted demand.
+     * @param {Array} zones 
+     */
+    detectHotspots(zones) {
+        const aggregated = demandService.getAggregatedDemand();
+        const hotspots = zones.map(zone => {
+            const currentDemand = aggregated[zone] || 0;
+            const predictedDemand = predictionService.predictDemand(zone, new Date());
+            
+            // Score based on combination of current and future demand
+            const score = (currentDemand * 0.4) + (predictedDemand * 0.6);
+            
+            return { zone, score, currentDemand, predictedDemand };
+        })
+        .filter(h => h.score > 50) // Threshold for hotspot
+        .sort((a, b) => b.score - a.score);
+ 
+        this.hotspots = hotspots;
+        return hotspots;
+    }
+ 
+    /**
+     * Analyzes imbalance between drivers and riders.
+     * @param {string} zone 
+     * @param {number} driverCount 
+     * @param {number} riderCount 
+     */
+    analyzeImbalance(zone, driverCount, riderCount) {
+        const predictedDemand = predictionService.predictDemand(zone, new Date());
+        const totalExpectedRiders = riderCount + predictedDemand;
+        
+        const supplyDemandRatio = driverCount / (totalExpectedRiders || 1);
+        
+        return {
+            zone,
+            driverCount,
+            riderCount,
+            predictedDemand,
+            supplyDemandRatio,
+            status: supplyDemandRatio < 0.5 ? 'underserved' : (supplyDemandRatio > 2 ? 'oversaturated' : 'balanced')
+        };
+    }
+ 
+    /**
+     * Generates relocation recommendations for drivers in low-demand zones.
+     * @param {Array} currentImbalances - Result of analyzeImbalance for all zones
+     */
+    generateRecommendations(currentImbalances) {
+        const underserved = currentImbalances.filter(i => i.status === 'underserved');
+        const oversaturated = currentImbalances.filter(i => i.status === 'oversaturated');
+        
+        const recommendations = [];
+        
+        oversaturated.forEach(over => {
+            if (underserved.length > 0) {
+                // Recommend moving to the most underserved zone
+                const target = underserved[0];
+                recommendations.push({
+                    from: over.zone,
+                    to: target.zone,
+                    reason: `High demand expected in ${target.zone} with low driver supply.`,
+                    priority: target.supplyDemandRatio < 0.2 ? 'high' : 'medium'
+                });
+            }
+        });
+ 
+        return recommendations;
+    }
+}
+ 
+const optimizationService = new OptimizationService();
+export default optimizationService;
+export { OptimizationService };
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file diff --git a/ml/coverage/ml/services/predictionService.js.html b/ml/coverage/ml/services/predictionService.js.html new file mode 100644 index 00000000..9760aa9f --- /dev/null +++ b/ml/coverage/ml/services/predictionService.js.html @@ -0,0 +1,364 @@ + + + + + + Code coverage report for ml/services/predictionService.js + + + + + + + + + +
+
+

All files / ml/services predictionService.js

+
+ +
+ 97.84% + Statements + 91/93 +
+ + +
+ 84.61% + Branches + 11/13 +
+ + +
+ 100% + Functions + 4/4 +
+ + +
+ 97.84% + Lines + 91/93 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+ 

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+ 
import { extractTemporalFeatures, prepareTrainingData } from '../utils/preprocessing.js';
+ 
+/**
+ * Service for predicting future ride demand.
+ */
+class PredictionService {
+    constructor() {
+        this.models = {}; // Model state per zone: { zone: { temporalProfiles: {}, lastTrend: 0 } }
+    }
+ 
+    /**
+     * Trains a simple temporal model for a zone.
+     * @param {string} zone 
+     * @param {Array} historicalData - Array of { timestamp, demand }
+     */
+    trainModel(zone, historicalData) {
+        const profiles = {}; // Stores sum and count per [dayOfWeek][hour]
+        
+        historicalData.forEach(record => {
+            const features = extractTemporalFeatures(record.timestamp);
+            const key = `${features.dayOfWeek}-${features.hour}`;
+            
+            if (!profiles[key]) {
+                profiles[key] = { sum: 0, count: 0 };
+            }
+            profiles[key].sum += record.demand;
+            profiles[key].count += 1;
+        });
+ 
+        // Compute averages for each time slot
+        const trainedProfiles = {};
+        for (const key in profiles) {
+            trainedProfiles[key] = profiles[key].sum / profiles[key].count;
+        }
+ 
+        this.models[zone] = {
+            temporalProfiles: trainedProfiles,
+            lastUpdated: new Date().toISOString()
+        };
+ 
+        return this.models[zone];
+    }
+ 
+    /**
+     * Predicts demand for a future timestamp in a specific zone.
+     * @param {string} zone 
+     * @param {string|Date} futureTimestamp 
+     */
+    predictDemand(zone, futureTimestamp) {
+        const model = this.models[zone];
+        if (!model) {
+            throw new Error(`No model trained for zone: ${zone}`);
+        }
+ 
+        const features = extractTemporalFeatures(futureTimestamp);
+        const key = `${features.dayOfWeek}-${features.hour}`;
+        
+        // Return historical average or default to 0 if no data for that slot
+        return model.temporalProfiles[key] || 0;
+    }
+ 
+    /**
+     * Evaluates model accuracy using Mean Absolute Error (MAE).
+     * @param {string} zone 
+     * @param {Array} testData - Array of { timestamp, actualDemand }
+     */
+    evaluateAccuracy(zone, testData) {
+        let totalError = 0;
+        let count = 0;
+ 
+        testData.forEach(record => {
+            try {
+                const prediction = this.predictDemand(zone, record.timestamp);
+                totalError += Math.abs(prediction - record.demand);
+                count++;
+            } catch (e) {
+                // Skip if no prediction available
+            }
+        });
+ 
+        const mae = count > 0 ? totalError / count : 0;
+        return {
+            zone,
+            mae,
+            sampleSize: count,
+            evaluatedAt: new Date().toISOString()
+        };
+    }
+}
+ 
+const predictionService = new PredictionService();
+export default predictionService;
+export { PredictionService };
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file diff --git a/ml/coverage/ml/services/socketService.js.html b/ml/coverage/ml/services/socketService.js.html new file mode 100644 index 00000000..defff916 --- /dev/null +++ b/ml/coverage/ml/services/socketService.js.html @@ -0,0 +1,139 @@ + + + + + + Code coverage report for ml/services/socketService.js + + + + + + + + + +
+
+

All files / ml/services socketService.js

+
+ +
+ 100% + Statements + 18/18 +
+ + +
+ 100% + Branches + 4/4 +
+ + +
+ 100% + Functions + 3/3 +
+ + +
+ 100% + Lines + 18/18 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+ 

+
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+ 
const socketService = {
+    connected: false,
+    connect: () => {
+        socketService.connected = true;
+        console.log('Socket connected');
+    },
+    disconnect: () => {
+        socketService.connected = false;
+        console.log('Socket disconnected');
+    },
+    emit: (event, data) => {
+        if (!socketService.connected) return false;
+        console.log(`Emitting ${event}:`, data);
+        return true;
+    }
+};
+ 
+export default socketService;
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file From e3a31dfec552a93b82d74e6bf80f64a66a33f3a4 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:12:14 +0530 Subject: [PATCH 09/20] Add coverage report HTML for ml/utils --- ml/utils/index.html | 146 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 146 insertions(+) create mode 100644 ml/utils/index.html diff --git a/ml/utils/index.html b/ml/utils/index.html new file mode 100644 index 00000000..6eb950c6 --- /dev/null +++ b/ml/utils/index.html @@ -0,0 +1,146 @@ + + + + + + Code coverage report for ml/utils + + + + + + + + + +
+
+

All files ml/utils

+
+ +
+ 65.27% + Statements + 94/144 +
+ + +
+ 80% + Branches + 8/10 +
+ + +
+ 22.22% + Functions + 2/9 +
+ + +
+ 65.27% + Lines + 94/144 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
FileStatementsBranchesFunctionsLines
math.js +
+ 		15.78%3/19100%0/00%0/215.78%3/19
mockDataGenerator.js +
+ 		80.64%50/6287.5%7/833.33%1/380.64%50/62
preprocessing.js +
+ 		65.07%41/6350%1/225%1/465.07%41/63
+
+
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + From 1678aa5a68dc798e66e0bd68d81f7b5f6942d8f5 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:15:07 +0530 Subject: [PATCH 10/20] Add files via upload --- ml/utils/math.js.html | 142 +++++++++++++++ ml/utils/mockDataGenerator.js.html | 271 ++++++++++++++++++++++++++++ ml/utils/preprocessing.js.html | 274 +++++++++++++++++++++++++++++ 3 files changed, 687 insertions(+) create mode 100644 ml/utils/math.js.html create mode 100644 ml/utils/mockDataGenerator.js.html create mode 100644 ml/utils/preprocessing.js.html diff --git a/ml/utils/math.js.html b/ml/utils/math.js.html new file mode 100644 index 00000000..2b3ba1ec --- /dev/null +++ b/ml/utils/math.js.html @@ -0,0 +1,142 @@ + + + + + + Code coverage report for ml/utils/math.js + + + + + + + + + +
+
+

All files / ml/utils math.js

+
+ +
+ 15.78% + Statements + 3/19 +
+ + +
+ 100% + Branches + 0/0 +
+ + +
+ 0% + Functions + 0/2 +
+ + +
+ 15.78% + Lines + 3/19 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
+
+ 

+
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+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+ 
+1x
+ 
+ 
+ 
+ 
+ 
+1x
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+ 
function calculateDistance(lat1, lon1, lat2, lon2) {
+    const R = 6371; // Earth's radius in km
+    const dLat = (lat2 - lat1) * Math.PI / 180;
+    const dLon = (lon2 - lon1) * Math.PI / 180;
+    const a =
+        Math.sin(dLat / 2) * Math.sin(dLat / 2) +
+        Math.cos(lat1 * Math.PI / 180) * Math.cos(lat2 * Math.PI / 180) *
+        Math.sin(dLon / 2) * Math.sin(dLon / 2);
+    const c = 2 * Math.atan2(Math.sqrt(a), Math.sqrt(1 - a));
+    return R * c;
+}
+ 
+function computeMAE(actual, predicted) {
+    if (actual.length !== predicted.length) return null;
+    const sum = actual.reduce((acc, val, i) => acc + Math.abs(val - predicted[i]), 0);
+    return sum / actual.length;
+}
+ 
+export { calculateDistance, computeMAE };
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file diff --git a/ml/utils/mockDataGenerator.js.html b/ml/utils/mockDataGenerator.js.html new file mode 100644 index 00000000..a06704f9 --- /dev/null +++ b/ml/utils/mockDataGenerator.js.html @@ -0,0 +1,271 @@ + + + + + + Code coverage report for ml/utils/mockDataGenerator.js + + + + + + + + + +
+
+

All files / ml/utils mockDataGenerator.js

+
+ +
+ 80.64% + Statements + 50/62 +
+ + +
+ 87.5% + Branches + 7/8 +
+ + +
+ 33.33% + Functions + 1/3 +
+ + +
+ 80.64% + Lines + 50/62 +
+ + +
+

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+ +
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import demandService from '../services/demandService.js';
+ 
+/**
+ * Generates mock demand data for testing and model training.
+ */
+export const generateMockDemandData = (zones, days = 7) => {
+    const records = [];
+    const now = new Date();
+    
+    zones.forEach(zone => {
+        for (let d = 0; d < days; d++) {
+            for (let h = 0; h < 24; h++) {
+                const timestamp = new Date(now);
+                timestamp.setDate(timestamp.getDate() - d);
+                timestamp.setHours(h, 0, 0, 0);
+ 
+                // Simulate demand patterns: 
+                // - Higher during morning (8-10) and evening (17-19) peaks
+                // - Higher on weekends
+                let baseDemand = Math.floor(Math.random() * 20) + 10;
+                
+                const hour = timestamp.getHours();
+                const isPeak = (hour >= 8 && hour <= 10) || (hour >= 17 && hour <= 19);
+                const isWeekend = (timestamp.getDay() === 0 || timestamp.getDay() === 6);
+ 
+                if (isPeak) baseDemand += 40;
+                if (isWeekend) baseDemand += 15;
+ 
+                const record = demandService.storeDemandData({
+                    zone,
+                    timestamp: timestamp.toISOString(),
+                    demand: baseDemand + Math.floor(Math.random() * 10)
+                });
+                records.push(record);
+            }
+        }
+    });
+ 
+    return records;
+};
+ 
+/**
+ * Exports data to a JSON string for persistence.
+ */
+export const exportDemandData = () => {
+    return JSON.stringify(demandService.demandData, null, 2);
+};
+ 
+/**
+ * Imports data from a JSON string.
+ */
+export const importDemandData = (jsonString) => {
+    try {
+        const data = JSON.parse(jsonString);
+        demandService.clearData();
+        data.forEach(record => demandService.storeDemandData(record));
+        return true;
+    } catch (e) {
+        console.error('Failed to import demand data:', e);
+        return false;
+    }
+};
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file diff --git a/ml/utils/preprocessing.js.html b/ml/utils/preprocessing.js.html new file mode 100644 index 00000000..b36c712b --- /dev/null +++ b/ml/utils/preprocessing.js.html @@ -0,0 +1,274 @@ + + + + + + Code coverage report for ml/utils/preprocessing.js + + + + + + + + + +
+
+

All files / ml/utils preprocessing.js

+
+ +
+ 65.07% + Statements + 41/63 +
+ + +
+ 50% + Branches + 1/2 +
+ + +
+ 25% + Functions + 1/4 +
+ + +
+ 65.07% + Lines + 41/63 +
+ + +
+

+ Press n or j to go to the next uncovered block, b, p or k for the previous block. +

+ +
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+ 

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/**
+ * Utility functions for preprocessing demand data for ML models.
+ */
+ 
+/**
+ * Extracts temporal features from a timestamp.
+ * @param {string|Date} timestamp 
+ * @returns {Object} { hour, dayOfWeek, month, isWeekend }
+ */
+export const extractTemporalFeatures = (timestamp) => {
+    const date = new Date(timestamp);
+    return {
+        hour: date.getHours(),
+        dayOfWeek: date.getDay(), // 0 (Sun) to 6 (Sat)
+        month: date.getMonth(),   // 0 to 11
+        isWeekend: (date.getDay() === 0 || date.getDay() === 6) ? 1 : 0
+    };
+};
+ 
+/**
+ * Normalizes a numerical value between 0 and 1.
+ * @param {number} value 
+ * @param {number} min 
+ * @param {number} max 
+ * @returns {number}
+ */
+export const normalize = (value, min, max) => {
+    if (max === min) return 0;
+    return (value - min) / (max - min);
+};
+ 
+/**
+ * Prepares a dataset for training.
+ * @param {Array} records - Array of { zone, timestamp, demand }
+ * @returns {Array} - Array of { input: [], output: [] }
+ */
+export const prepareTrainingData = (records) => {
+    return records.map(record => {
+        const features = extractTemporalFeatures(record.timestamp);
+        return {
+            input: [
+                normalize(features.hour, 0, 23),
+                normalize(features.dayOfWeek, 0, 6),
+                features.isWeekend
+            ],
+            output: [normalize(record.demand, 0, 100)] // Assuming max demand of 100 for normalization
+        };
+    });
+};
+ 
+/**
+ * Removes outliers and missing values from records.
+ * @param {Array} records 
+ * @returns {Array}
+ */
+export const cleanData = (records) => {
+    return records.filter(r => 
+        r.demand !== null && 
+        r.demand !== undefined && 
+        r.demand >= 0 && 
+        r.demand < 500 // Assuming demand > 500 is an outlier or error
+    );
+};
+ 
+ +
+
+
+ Code coverage generated by + istanbul + at 2026-03-11T05:44:11.886Z +
+ + + + + + + \ No newline at end of file From b6628fda5d7cc19542255abebe87483eb842b7a4 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:16:24 +0530 Subject: [PATCH 11/20] Add files via upload --- ml/index.html | 114 +++ ml/package-lock.json | 2206 ++++++++++++++++++++++++++++++++++++++++++ ml/package.json | 14 + ml/script.js | 168 ++++ ml/style.css | 388 ++++++++ ml/test-results.xml | 71 ++ 6 files changed, 2961 insertions(+) create mode 100644 ml/index.html create mode 100644 ml/package-lock.json create mode 100644 ml/package.json create mode 100644 ml/script.js create mode 100644 ml/style.css create mode 100644 ml/test-results.xml diff --git a/ml/index.html b/ml/index.html new file mode 100644 index 00000000..61557ad0 --- /dev/null +++ b/ml/index.html @@ -0,0 +1,114 @@ + + + + + + + Rider Map + + + + + + + + + + + +
+
+
+
+
+ + + +
+
+
+

Where to?

+
+ + +
+
+ + +
+ +
+

Select Mode

+
+
+ + Lux +
+
+ + Eco +
+
+ + Bike +
+
+
+ + + + + + + +
+ +
+
+
+ + + + + + + \ No newline at end of file diff --git a/ml/package-lock.json b/ml/package-lock.json new file mode 100644 index 00000000..e285d915 --- /dev/null +++ b/ml/package-lock.json @@ -0,0 +1,2206 @@ +{ + "name": "ml-ride-booking", + "version": "1.0.0", + "lockfileVersion": 3, + "requires": true, + "packages": { + "": { + "name": "ml-ride-booking", + "version": "1.0.0", + "devDependencies": { + "@vitest/coverage-v8": "^1.0.0", + "vitest": "^1.0.0" + } + }, + "node_modules/@ampproject/remapping": { + "version": "2.3.0", + "resolved": "https://registry.npmjs.org/@ampproject/remapping/-/remapping-2.3.0.tgz", + "integrity": "sha512-30iZtAPgz+LTIYoeivqYo853f02jBYSd5uGnGpkFV0M3xOt9aN73erkgYAmZU43x4VfqcnLxW9Kpg3R5LC4YYw==", + "dev": true, + "license": "Apache-2.0", + "dependencies": { + "@jridgewell/gen-mapping": "^0.3.5", + "@jridgewell/trace-mapping": "^0.3.24" + }, + "engines": { + "node": ">=6.0.0" + } + }, + "node_modules/@babel/helper-string-parser": { + "version": "7.27.1", + 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"test": "vitest run", + "test:table": "vitest run --coverage --reporter=default", + "test:coverage": "vitest run --coverage" + }, + "devDependencies": { + "vitest": "^1.0.0", + "@vitest/coverage-v8": "^1.0.0" + } +} \ No newline at end of file diff --git a/ml/script.js b/ml/script.js new file mode 100644 index 00000000..a6b48dd9 --- /dev/null +++ b/ml/script.js @@ -0,0 +1,168 @@ +const drivers = [ + { name: 'Rahul S.', lat: 12.9720, lng: 77.5950, rating: 4.8 }, + { name: 'Amit K.', lat: 12.9800, lng: 77.6000, rating: 4.9 }, + { name: 'Sriya M.', lat: 12.9650, lng: 77.5850, rating: 4.7 }, + { name: 'Vikram J.', lat: 13.0000, lng: 77.6200, rating: 4.6 } +]; + +// Haversine Formula for Distance Calculation +function calculateDistance(lat1, lon1, lat2, lon2) { + const R = 6371; // Earth's radius in km + const dLat = (lat2 - lat1) * Math.PI / 180; + const dLon = (lon2 - lon1) * Math.PI / 180; + const a = + Math.sin(dLat / 2) * Math.sin(dLat / 2) + + Math.cos(lat1 * Math.PI / 180) * Math.cos(lat2 * Math.PI / 180) * + Math.sin(dLon / 2) * Math.sin(dLon / 2); + const c = 2 * Math.atan2(Math.sqrt(a), Math.sqrt(1 - a)); + return R * c; +} + +// Nearest Neighbor Search for Driver +function findNearestDriver(userLat, userLng) { + let nearest = null; + let minDistance = Infinity; + + drivers.forEach(driver => { + const dist = calculateDistance(userLat, userLng, driver.lat, driver.lng); + if (dist < minDistance) { + minDistance = dist; + nearest = driver; + } + }); + + return { driver: nearest, distance: minDistance }; +} + +// Export for tests if in Node environment +if (typeof module !== 'undefined' && module.exports) { + module.exports = { calculateDistance, findNearestDriver, drivers }; +} + +document.addEventListener('DOMContentLoaded', () => { + const bookBtn = document.getElementById('book-btn'); + const resultsArea = document.getElementById('results'); + const modeCards = document.querySelectorAll('.mode-card'); + const pickupInput = document.getElementById('pickup'); + const destInput = document.getElementById('destination'); + const toast = document.getElementById('toast'); + + // Initialize Map + const map = L.map('map').setView([12.9716, 77.5946], 12); + L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', { + attribution: '© OpenStreetMap contributors' + }).addTo(map); + + let pickupMarker, destMarker, routeLine; + let heatLayer; + let adminMode = false; + + const adminToggle = document.getElementById('admin-toggle'); + const adminDashboard = document.getElementById('admin-dashboard'); + + function toggleAdminMode() { + adminMode = !adminMode; + if (adminMode) { + adminToggle.classList.add('active'); + adminDashboard.classList.remove('hidden'); + showHeatmap(); + updateDashboard(); + } else { + adminToggle.classList.remove('active'); + adminDashboard.classList.add('hidden'); + if (heatLayer) map.removeLayer(heatLayer); + } + } + + adminToggle.addEventListener('click', (e) => { + e.preventDefault(); + toggleAdminMode(); + }); + + function showHeatmap() { + if (heatLayer) map.removeLayer(heatLayer); + + // Mocking some demand points for visualization + const heatPoints = [ + [12.9716, 77.5946, 0.8], + [12.9800, 77.6000, 0.6], + [12.9650, 77.5850, 0.9], + [13.0000, 77.6200, 0.4] + ]; + + heatLayer = L.heatLayer(heatPoints, { radius: 25, blur: 15, maxZoom: 17 }).addTo(map); + } + + function updateDashboard() { + document.getElementById('peak-demand-val').textContent = '145 units'; + document.getElementById('efficiency-val').textContent = '88%'; + + const alerts = document.getElementById('opt-alerts'); + alerts.innerHTML = ` +
+ + High demand expected in Koramangala. 3 drivers recommended to relocate. +
+ `; + } + + function updateMap(pCoords, dCoords) { + // Clear old markers + if (pickupMarker) map.removeLayer(pickupMarker); + if (destMarker) map.removeLayer(destMarker); + if (routeLine) map.removeLayer(routeLine); + + // Add New Markers + pickupMarker = L.marker(pCoords).addTo(map).bindPopup('Pickup').openPopup(); + destMarker = L.marker(dCoords).addTo(map).bindPopup('Destination'); + + // Draw Route (Simple Line) + routeLine = L.polyline([pCoords, dCoords], { color: '#00ff88', weight: 4, opacity: 0.8 }).addTo(map); + + // Fit map to show both points + const group = new L.featureGroup([pickupMarker, destMarker]); + map.fitBounds(group.getBounds().pad(0.1)); + } + + bookBtn.addEventListener('click', () => { + const pickupVal = pickupInput.value.trim(); + const destVal = destInput.value.trim(); + + if (!pickupVal || !destVal) { + alert('Please enter both pickup and destination coordinates.'); + return; + } + + // Parse coordinates + let pCoords = pickupVal.split(',').map(n => parseFloat(n.trim())); + let dCoords = destVal.split(',').map(n => parseFloat(n.trim())); + + if (isNaN(pCoords[0]) || isNaN(pCoords[1]) || isNaN(dCoords[0]) || isNaN(dCoords[1])) { + alert('Invalid coordinate format. Please use: lat, lng'); + return; + } + + updateMap(pCoords, dCoords); + + bookBtn.textContent = 'Finding Driver...'; + bookBtn.disabled = true; + + // Simulate Network Latency + setTimeout(() => { + const distance = calculateDistance(pCoords[0], pCoords[1], dCoords[0], dCoords[1]); + const { driver, distance: driverDist } = findNearestDriver(pCoords[0], pCoords[1]); + + document.getElementById('distance-val').textContent = `${distance.toFixed(2)} km`; + document.getElementById('driver-val').textContent = `${driver.name} (⭐${driver.rating})`; + document.getElementById('eta-val').textContent = `${Math.ceil(driverDist * 2 + 2)} mins`; + + resultsArea.classList.remove('hidden'); + bookBtn.textContent = 'Book Now'; + bookBtn.disabled = false; + + // Show Toast + toast.classList.remove('hidden'); + setTimeout(() => toast.classList.add('hidden'), 3000); + }, 1500); + }); +}); diff --git a/ml/style.css b/ml/style.css new file mode 100644 index 00000000..a5c67462 --- /dev/null +++ b/ml/style.css @@ -0,0 +1,388 @@ +:root { + --primary: #00ff88; + --primary-glow: rgba(0, 255, 136, 0.4); + --bg: #000000; + --card-bg: rgba(20, 20, 20, 0.6); + --border: rgba(255, 255, 255, 0.08); + --text: #ffffff; + --text-dim: rgba(255, 255, 255, 0.5); +} + +* { + margin: 0; + padding: 0; + box-sizing: border-box; + font-family: 'Outfit', sans-serif; +} + +body { + background-color: var(--bg); + color: var(--text); + overflow-x: hidden; + min-height: 100vh; +} + +/* Background Blobs */ +.background-blobs { + position: fixed; + top: 0; + left: 0; + width: 100%; + height: 100%; + z-index: -1; + filter: blur(80px); +} + +.blob { + position: absolute; + border-radius: 50%; + opacity: 0.5; +} + +.blob-1 { + width: 400px; + height: 400px; + background: #00ff88; + top: -100px; + right: -100px; + animation: move 20s infinite alternate; +} + +.blob-2 { + width: 300px; + height: 300px; + background: #0066ff; + bottom: -50px; + left: -50px; + animation: move 15s infinite alternate-reverse; +} + +.blob-3 { + width: 250px; + height: 250px; + background: #ff00ff; + top: 50%; + left: 20%; + animation: move 25s infinite alternate; +} + +@keyframes move { + from { + transform: translate(0, 0); + } + + to { + transform: translate(100px, 100px); + } +} + +nav { + display: flex; + justify-content: space-between; + align-items: center; + padding: 2rem 5%; +} + +.logo { + font-size: 1.5rem; + font-weight: 800; + letter-spacing: 2px; + color: var(--primary); +} + +.nav-links { + display: flex; + align-items: center; + gap: 2rem; +} + +.nav-links a { + color: var(--text); + text-decoration: none; + font-weight: 500; + font-size: 0.9rem; + transition: color 0.3s; +} + +.nav-links a:hover { + color: var(--primary); +} + +.btn-secondary { + background: transparent; + border: 1px solid var(--border); + color: white; + padding: 0.6rem 1.5rem; + border-radius: 100px; + cursor: pointer; + transition: all 0.3s; +} + +.btn-secondary:hover { + background: var(--border); +} + +main { + padding: 2rem 5%; +} + +.booking-container { + display: grid; + grid-template-columns: 1fr 1.5fr; + gap: 2rem; + align-items: start; +} + +@media (max-width: 968px) { + .booking-container { + grid-template-columns: 1fr; + } +} + +.glass { + background: var(--card-bg); + backdrop-filter: blur(12px); + -webkit-backdrop-filter: blur(12px); + border: 1px solid var(--border); + border-radius: 24px; +} + +.card { + padding: 2.5rem; +} + +h1 { + font-size: 2.5rem; + margin-bottom: 2rem; + font-weight: 600; +} + +.input-group { + background: rgba(255, 255, 255, 0.03); + border: 1px solid var(--border); + border-radius: 12px; + display: flex; + align-items: center; + padding: 0.5rem 1rem; + margin-bottom: 1rem; + transition: border-color 0.3s; +} + +.input-group:focus-within { + border-color: var(--primary); +} + +.input-group i { + color: var(--primary); + margin-right: 1rem; +} + +.input-group input { + background: transparent; + border: none; + color: white; + width: 100%; + padding: 0.8rem 0; + font-size: 1rem; + outline: none; +} + +.transport-selection { + margin: 2rem 0; +} + +.transport-selection h3 { + font-size: 0.9rem; + color: var(--text-dim); + margin-bottom: 1rem; + text-transform: uppercase; + letter-spacing: 1px; +} + +.modes { + display: grid; + grid-template-columns: repeat(3, 1fr); + gap: 1rem; +} + +.mode-card { + padding: 1.5rem; + text-align: center; + border: 1px solid var(--border); + border-radius: 16px; + cursor: pointer; + transition: all 0.3s; + background: rgba(255, 255, 255, 0.02); +} + +.mode-card i { + font-size: 1.5rem; + margin-bottom: 0.8rem; + display: block; +} + +.mode-card span { + font-weight: 500; + font-size: 0.9rem; +} + +.mode-card:hover { + border-color: rgba(255, 255, 255, 0.3); +} + +.mode-card.active { + border-color: var(--primary); + background: rgba(0, 255, 136, 0.05); + color: var(--primary); + box-shadow: 0 0 20px var(--primary-glow); +} + +.btn-primary { + width: 100%; + background: var(--primary); + color: #000; + border: none; + padding: 1.2rem; + border-radius: 16px; + font-size: 1.1rem; + font-weight: 600; + cursor: pointer; + transition: transform 0.2s, box-shadow 0.2s; + margin-top: 1rem; +} + +.btn-primary:active { + transform: scale(0.98); +} + +.btn-primary:hover { + box-shadow: 0 0 30px var(--primary-glow); +} + +.map-container { + height: 600px; + width: 100%; + border-radius: 24px; + overflow: hidden; + z-index: 1; +} + +/* Leaflet Overrides for Dark Mode */ +.leaflet-container { + background: #000 !important; +} + +.leaflet-tile { + filter: invert(100%) hue-rotate(180deg) brightness(95%) contrast(90%); +} + +.leaflet-bar a { + background: var(--card-bg) !important; + color: white !important; + border: 1px solid var(--border) !important; +} + +#map-placeholder { + text-align: center; + color: var(--text-dim); + z-index: 1; +} + +.pulsating-circle { + width: 20px; + height: 20px; + background: var(--primary); + border-radius: 50%; + margin: 0 auto 1rem; + position: relative; +} + +.pulsating-circle::after { + content: ''; + position: absolute; + width: 100%; + height: 100%; + background: var(--primary); + border-radius: 50%; + animation: pulse 2s infinite; +} + +@keyframes pulse { + 0% { + transform: scale(1); + opacity: 0.8; + } + + 100% { + transform: scale(3); + opacity: 0; + } +} + +.results { + margin-top: 2rem; + animation: slideUp 0.5s ease-out; +} + +@keyframes slideUp { + from { + opacity: 0; + transform: translateY(20px); + } + + to { + opacity: 1; + transform: translateY(0); + } +} + +.divider { + height: 1px; + background: var(--border); + margin-bottom: 1.5rem; +} + +.stat { + display: flex; + justify-content: space-between; + margin-bottom: 0.8rem; +} + +.stat .label { + color: var(--text-dim); +} + +.stat .value { + font-weight: 600; +} + +.hidden { + display: none; +} + +.toast { + position: fixed; + bottom: 2rem; + left: 50%; + transform: translateX(-50%); + background: var(--primary); + color: #000; + padding: 1rem 2rem; + border-radius: 100px; + font-weight: 600; + box-shadow: 0 10px 40px rgba(0, 0, 0, 0.5); + z-index: 1000; + animation: popUp 0.3s cubic-bezier(0.175, 0.885, 0.32, 1.275); +} + +@keyframes popUp { + from { + bottom: -50px; + opacity: 0; + } + + to { + bottom: 2rem; + opacity: 1; + } +} \ No newline at end of file diff --git a/ml/test-results.xml b/ml/test-results.xml new file mode 100644 index 00000000..e48aa836 --- /dev/null +++ b/ml/test-results.xml @@ -0,0 +1,71 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +Socket connected + + + + + +Socket disconnected + + + + + +Socket disconnected +Socket connected +Emitting test: {} + + + + + From 67c9d449ff269279865b17f87cc4c181baacaaae Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:18:22 +0530 Subject: [PATCH 12/20] Create demand.test.js --- ml/tests/demand.test.js | 61 +++++++++++++++++++++++++++++++++++++++++ 1 file changed, 61 insertions(+) create mode 100644 ml/tests/demand.test.js diff --git a/ml/tests/demand.test.js b/ml/tests/demand.test.js new file mode 100644 index 00000000..0b0138e6 --- /dev/null +++ b/ml/tests/demand.test.js @@ -0,0 +1,61 @@ +import { describe, it, expect, beforeEach } from 'vitest'; +import demandService from '../services/demandService.js'; +import { generateMockDemandData } from '../utils/mockDataGenerator.js'; + +describe('DemandService', () => { + beforeEach(() => { + demandService.clearData(); + }); + + it('should store valid demand data', () => { + const data = { zone: 'Downtown', timestamp: new Date().toISOString(), demand: 50 }; + const record = demandService.storeDemandData(data); + + expect(record.zone).toBe('Downtown'); + expect(record.demand).toBe(50); + expect(demandService.demandData.length).toBe(1); + }); + + it('should throw error for invalid zone', () => { + const data = { zone: '', timestamp: new Date().toISOString(), demand: 50 }; + expect(() => demandService.storeDemandData(data)).toThrow('Invalid zone'); + }); + + it('should throw error for negative demand', () => { + const data = { zone: 'Downtown', timestamp: new Date().toISOString(), demand: -5 }; + expect(() => demandService.storeDemandData(data)).toThrow('Invalid demand'); + }); + + it('should filter historical demand by zone and time range', () => { + const now = Date.now(); + demandService.storeDemandData({ zone: 'A', timestamp: new Date(now - 1000).toISOString(), demand: 10 }); + demandService.storeDemandData({ zone: 'A', timestamp: new Date(now - 5000).toISOString(), demand: 20 }); + demandService.storeDemandData({ zone: 'B', timestamp: new Date(now - 1000).toISOString(), demand: 30 }); + + const history = demandService.getHistoricalDemand('A', now - 2000, now); + expect(history.length).toBe(1); + expect(history[0].demand).toBe(10); + }); + + it('should aggregate demand by zone', () => { + demandService.storeDemandData({ zone: 'A', timestamp: new Date().toISOString(), demand: 10 }); + demandService.storeDemandData({ zone: 'A', timestamp: new Date().toISOString(), demand: 20 }); + demandService.storeDemandData({ zone: 'B', timestamp: new Date().toISOString(), demand: 5 }); + + const aggregated = demandService.getAggregatedDemand(); + expect(aggregated['A']).toBe(30); + expect(aggregated['B']).toBe(5); + }); +}); + +describe('MockDataGenerator', () => { + it('should generate requested number of records', () => { + demandService.clearData(); + const zones = ['Zone1', 'Zone2']; + const days = 1; + generateMockDemandData(zones, days); + + // 2 zones * 1 day * 24 hours = 48 records + expect(demandService.demandData.length).toBe(48); + }); +}); From 3d9a40ab4b229968583e925ce6c0781bffed60c2 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:18:48 +0530 Subject: [PATCH 13/20] Add files via upload --- ml/tests/optimization.test.js | 47 +++++++++++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 ml/tests/optimization.test.js diff --git a/ml/tests/optimization.test.js b/ml/tests/optimization.test.js new file mode 100644 index 00000000..f5b2a5e4 --- /dev/null +++ b/ml/tests/optimization.test.js @@ -0,0 +1,47 @@ +import { describe, it, expect, beforeEach, vi } from 'vitest'; +import optimizationService from '../services/optimizationService.js'; +import demandService from '../services/demandService.js'; +import predictionService from '../services/predictionService.js'; + +describe('OptimizationService', () => { + beforeEach(() => { + vi.restoreAllMocks(); + demandService.clearData(); + }); + + it('should detect hotspots', () => { + vi.spyOn(demandService, 'getAggregatedDemand').mockReturnValue({ 'ZoneA': 100, 'ZoneB': 10 }); + vi.spyOn(predictionService, 'predictDemand').mockReturnValue(80); + + const hotspots = optimizationService.detectHotspots(['ZoneA', 'ZoneB']); + + expect(hotspots.length).toBeGreaterThan(0); + expect(hotspots[0].zone).toBe('ZoneA'); + expect(hotspots[0].score).toBeGreaterThan(50); + }); + + it('should analyze imbalance correctly', () => { + vi.spyOn(predictionService, 'predictDemand').mockReturnValue(10); + + // 2 drivers for (5 riders + 10 predicted) = 2/15 = 0.13 (underserved) + const analysis = optimizationService.analyzeImbalance('ZoneA', 2, 5); + expect(analysis.status).toBe('underserved'); + expect(analysis.supplyDemandRatio).toBeLessThan(0.5); + + // 20 drivers for (5 riders + 10 predicted) = 20/15 = 1.33 (balanced) + const analysis2 = optimizationService.analyzeImbalance('ZoneA', 20, 5); + expect(analysis2.status).toBe('balanced'); + }); + + it('should generate relocation recommendations', () => { + const imbalances = [ + { zone: 'OverZone', status: 'oversaturated', supplyDemandRatio: 3 }, + { zone: 'UnderZone', status: 'underserved', supplyDemandRatio: 0.1 } + ]; + + const recs = optimizationService.generateRecommendations(imbalances); + expect(recs.length).toBe(1); + expect(recs[0].from).toBe('OverZone'); + expect(recs[0].to).toBe('UnderZone'); + }); +}); From a1896bf76c6aecb0061b95364435e54f86d885dc Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:19:15 +0530 Subject: [PATCH 14/20] Add files via upload --- ml/tests/socketService.test.js | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) create mode 100644 ml/tests/socketService.test.js diff --git a/ml/tests/socketService.test.js b/ml/tests/socketService.test.js new file mode 100644 index 00000000..7178a33d --- /dev/null +++ b/ml/tests/socketService.test.js @@ -0,0 +1,21 @@ +import { describe, it, expect } from 'vitest'; +import socketService from '../services/socketService.js'; + +describe('socketService', () => { + it('should handle connection status', () => { + socketService.connect(); + expect(socketService.connected).toBe(true); + }); + + it('should handle disconnection', () => { + socketService.disconnect(); + expect(socketService.connected).toBe(false); + }); + + it('should emit only when connected', () => { + socketService.disconnect(); + expect(socketService.emit('test', {})).toBe(false); + socketService.connect(); + expect(socketService.emit('test', {})).toBe(true); + }); +}); From d09d2ccbf40e9b8f4d085c1dc2e0d4dfd6ba97bd Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:19:41 +0530 Subject: [PATCH 15/20] Add files via upload --- ml/tests/prediction.test.js | 52 +++++++++++++++++++++++++++++++++++++ 1 file changed, 52 insertions(+) create mode 100644 ml/tests/prediction.test.js diff --git a/ml/tests/prediction.test.js b/ml/tests/prediction.test.js new file mode 100644 index 00000000..104582d2 --- /dev/null +++ b/ml/tests/prediction.test.js @@ -0,0 +1,52 @@ +import { describe, it, expect, beforeEach } from 'vitest'; +import predictionService from '../services/predictionService.js'; +import demandService from '../services/demandService.js'; +import { generateMockDemandData } from '../utils/mockDataGenerator.js'; + +describe('PredictionService', () => { + const zone = 'TestZone'; + + beforeEach(() => { + demandService.clearData(); + predictionService.models = {}; + }); + + it('should train a model and predict demand correctly', () => { + // Create simple historical data: 10 demand at 9 AM on Mon, 20 demand at 9 AM on Mon + const history = [ + { zone, timestamp: '2023-10-02T09:00:00Z', demand: 10 }, // Mon + { zone, timestamp: '2023-10-09T09:00:00Z', demand: 20 } // Mon + ]; + + predictionService.trainModel(zone, history); + + // Predict for another Monday at 9 AM + const prediction = predictionService.predictDemand(zone, '2023-10-16T09:00:00Z'); + expect(prediction).toBe(15); // Average of 10 and 20 + }); + + it('should evaluate accuracy using MAE', () => { + const history = [ + { zone, timestamp: '2023-10-02T09:00:00Z', demand: 10 } + ]; + predictionService.trainModel(zone, history); + + const testData = [ + { timestamp: '2023-10-09T09:00:00Z', demand: 15 } // Actual is 15, prediction is 10 + ]; + + const evaluation = predictionService.evaluateAccuracy(zone, testData); + expect(evaluation.mae).toBe(5); + expect(evaluation.sampleSize).toBe(1); + }); + + it('should return 0 for unknown temporal profiles', () => { + predictionService.trainModel(zone, []); + const prediction = predictionService.predictDemand(zone, new Date()); + expect(prediction).toBe(0); + }); + + it('should throw error if predicting for untrained zone', () => { + expect(() => predictionService.predictDemand('EmptyZone', new Date())).toThrow('No model trained'); + }); +}); From c31a42b33ca432abeb1fec48efde311076a27000 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:20:05 +0530 Subject: [PATCH 16/20] Add files via upload --- ml/tests/rideController.test.js | 56 +++++++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) create mode 100644 ml/tests/rideController.test.js diff --git a/ml/tests/rideController.test.js b/ml/tests/rideController.test.js new file mode 100644 index 00000000..04848702 --- /dev/null +++ b/ml/tests/rideController.test.js @@ -0,0 +1,56 @@ +import { describe, it, expect, beforeEach } from 'vitest'; +import * as rideController from '../controllers/rider/rideController'; + +describe('rideController', () => { + beforeEach(() => { + rideController.rides.length = 0; // Clear mock db + }); + + describe('createRide', () => { + it('should accept ride data in body', () => { + const data = { pickup: 'Location A', destination: 'Location B', type: 'lux' }; + const ride = rideController.createRide(data); + expect(ride.pickup).toBe('Location A'); + expect(ride.status).toBe('pending'); + }); + + it('should validate required fields', () => { + expect(() => rideController.createRide({})).toThrow('Required fields missing'); + }); + }); + + describe('getRideById', () => { + it('should accept ID parameter', () => { + const ride = rideController.createRide({ pickup: 'A', destination: 'B' }); + const found = rideController.getRideById(ride.id); + expect(found.id).toBe(ride.id); + }); + }); + + describe('updateRide', () => { + it('should accept update data in body', () => { + const ride = rideController.createRide({ pickup: 'A', destination: 'B' }); + const updated = rideController.updateRide(ride.id, { status: 'active' }); + expect(updated.status).toBe('active'); + }); + }); + + describe('deleteRide', () => { + it('should accept ID parameter for deletion', () => { + const ride = rideController.createRide({ pickup: 'A', destination: 'B' }); + const deleted = rideController.deleteRide(ride.id); + expect(deleted).toBe(true); + expect(rideController.rides.length).toBe(0); + }); + }); + + describe('Ride statistics', () => { + it('getRideStats should provide statistical data', () => { + rideController.createRide({ pickup: 'A', destination: 'B', status: 'active' }); + const stats = rideController.getRideStats(); + expect(stats.totalRides).toBe(1); + }); + }); +}); + +//npm run test:table \ No newline at end of file From 464e7400b9ab4d7fd68dd6902bb3a08686887773 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:21:51 +0530 Subject: [PATCH 17/20] Implement DemandService for managing ride demand data This class provides methods to store, validate, retrieve, and aggregate ride demand data, as well as a method to clear all data. --- ml/service/demanService.js | 78 ++++++++++++++++++++++++++++++++++++++ 1 file changed, 78 insertions(+) create mode 100644 ml/service/demanService.js diff --git a/ml/service/demanService.js b/ml/service/demanService.js new file mode 100644 index 00000000..57e80145 --- /dev/null +++ b/ml/service/demanService.js @@ -0,0 +1,78 @@ +/** + * Service for managing ride demand data. + */ +class DemandService { + constructor() { + this.demandData = []; // Array of { zone, timestamp, demand, status } + } + + /** + * Stores a demand record after validation. + * @param {Object} data - { zone, timestamp, demand } + */ + storeDemandData(data) { + this.validateDemandData(data); + const record = { + ...data, + id: Date.now() + Math.random().toString(36).substr(2, 9), + loggedAt: new Date().toISOString() + }; + this.demandData.push(record); + return record; + } + + /** + * Validates demand data. + * @param {Object} data + * @throws {Error} if validation fails + */ + validateDemandData(data) { + if (!data.zone || typeof data.zone !== 'string') { + throw new Error('Invalid zone: Zone is required and must be a string'); + } + if (!data.timestamp || isNaN(new Date(data.timestamp).getTime())) { + throw new Error('Invalid timestamp: A valid date/time is required'); + } + if (typeof data.demand !== 'number' || data.demand < 0) { + throw new Error('Invalid demand: Demand must be a non-negative number'); + } + } + + /** + * Gets historical demand for a specific zone and time range. + * @param {string} zone + * @param {number} startTime - unix timestamp + * @param {number} endTime - unix timestamp + */ + getHistoricalDemand(zone, startTime, endTime) { + return this.demandData.filter(d => { + const time = new Date(d.timestamp).getTime(); + return d.zone === zone && time >= startTime && time <= endTime; + }); + } + + /** + * Aggregates demand by zone. + */ + getAggregatedDemand() { + const aggregation = {}; + this.demandData.forEach(d => { + if (!aggregation[d.zone]) { + aggregation[d.zone] = 0; + } + aggregation[d.zone] += d.demand; + }); + return aggregation; + } + + /** + * Clears all demand data (useful for resets). + */ + clearData() { + this.demandData = []; + } +} + +const demandService = new DemandService(); +export default demandService; +export { DemandService }; From ddf0c1d06e0822324a6744f9204e9d0462681fd7 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:22:23 +0530 Subject: [PATCH 18/20] Add files via upload --- ml/service/optimizationService.js | 85 ++++++++++++++++++++++++++++ ml/service/predictionService.js | 93 +++++++++++++++++++++++++++++++ ml/service/socketService.js | 18 ++++++ 3 files changed, 196 insertions(+) create mode 100644 ml/service/optimizationService.js create mode 100644 ml/service/predictionService.js create mode 100644 ml/service/socketService.js diff --git a/ml/service/optimizationService.js b/ml/service/optimizationService.js new file mode 100644 index 00000000..0b2fe08c --- /dev/null +++ b/ml/service/optimizationService.js @@ -0,0 +1,85 @@ +import demandService from './demandService.js'; +import predictionService from './predictionService.js'; + +/** + * Service for optimizing resource (driver) allocation. + */ +class OptimizationService { + constructor() { + this.hotspots = []; // Array of rooms/zones with high demand + } + + /** + * Detects geographic demand hotspots based on current and predicted demand. + * @param {Array} zones + */ + detectHotspots(zones) { + const aggregated = demandService.getAggregatedDemand(); + const hotspots = zones.map(zone => { + const currentDemand = aggregated[zone] || 0; + const predictedDemand = predictionService.predictDemand(zone, new Date()); + + // Score based on combination of current and future demand + const score = (currentDemand * 0.4) + (predictedDemand * 0.6); + + return { zone, score, currentDemand, predictedDemand }; + }) + .filter(h => h.score > 50) // Threshold for hotspot + .sort((a, b) => b.score - a.score); + + this.hotspots = hotspots; + return hotspots; + } + + /** + * Analyzes imbalance between drivers and riders. + * @param {string} zone + * @param {number} driverCount + * @param {number} riderCount + */ + analyzeImbalance(zone, driverCount, riderCount) { + const predictedDemand = predictionService.predictDemand(zone, new Date()); + const totalExpectedRiders = riderCount + predictedDemand; + + const supplyDemandRatio = driverCount / (totalExpectedRiders || 1); + + return { + zone, + driverCount, + riderCount, + predictedDemand, + supplyDemandRatio, + status: supplyDemandRatio < 0.5 ? 'underserved' : (supplyDemandRatio > 2 ? 'oversaturated' : 'balanced') + }; + } + + /** + * Generates relocation recommendations for drivers in low-demand zones. + * @param {Array} currentImbalances - Result of analyzeImbalance for all zones + */ + generateRecommendations(currentImbalances) { + const underserved = currentImbalances.filter(i => i.status === 'underserved'); + const oversaturated = currentImbalances.filter(i => i.status === 'oversaturated'); + + const recommendations = []; + + oversaturated.forEach(over => { + if (underserved.length > 0) { + // Recommend moving to the most underserved zone + const target = underserved[0]; + recommendations.push({ + from: over.zone, + to: target.zone, + reason: `High demand expected in ${target.zone} with low driver supply.`, + priority: target.supplyDemandRatio < 0.2 ? 'high' : 'medium' + }); + } + }); + + return recommendations; + } +} + +const optimizationService = new OptimizationService(); +export default optimizationService; +export { OptimizationService }; diff --git a/ml/service/predictionService.js b/ml/service/predictionService.js new file mode 100644 index 00000000..3056519a --- /dev/null +++ b/ml/service/predictionService.js @@ -0,0 +1,93 @@ +import { extractTemporalFeatures, prepareTrainingData } from '../utils/preprocessing.js'; + +/** + * Service for predicting future ride demand. + */ +class PredictionService { + constructor() { + this.models = {}; // Model state per zone: { zone: { temporalProfiles: {}, lastTrend: 0 } } + } + + /** + * Trains a simple temporal model for a zone. + * @param {string} zone + * @param {Array} historicalData - Array of { timestamp, demand } + */ + trainModel(zone, historicalData) { + const profiles = {}; // Stores sum and count per [dayOfWeek][hour] + + historicalData.forEach(record => { + const features = extractTemporalFeatures(record.timestamp); + const key = `${features.dayOfWeek}-${features.hour}`; + + if (!profiles[key]) { + profiles[key] = { sum: 0, count: 0 }; + } + profiles[key].sum += record.demand; + profiles[key].count += 1; + }); + + // Compute averages for each time slot + const trainedProfiles = {}; + for (const key in profiles) { + trainedProfiles[key] = profiles[key].sum / profiles[key].count; + } + + this.models[zone] = { + temporalProfiles: trainedProfiles, + lastUpdated: new Date().toISOString() + }; + + return this.models[zone]; + } + + /** + * Predicts demand for a future timestamp in a specific zone. + * @param {string} zone + * @param {string|Date} futureTimestamp + */ + predictDemand(zone, futureTimestamp) { + const model = this.models[zone]; + if (!model) { + throw new Error(`No model trained for zone: ${zone}`); + } + + const features = extractTemporalFeatures(futureTimestamp); + const key = `${features.dayOfWeek}-${features.hour}`; + + // Return historical average or default to 0 if no data for that slot + return model.temporalProfiles[key] || 0; + } + + /** + * Evaluates model accuracy using Mean Absolute Error (MAE). + * @param {string} zone + * @param {Array} testData - Array of { timestamp, actualDemand } + */ + evaluateAccuracy(zone, testData) { + let totalError = 0; + let count = 0; + + testData.forEach(record => { + try { + const prediction = this.predictDemand(zone, record.timestamp); + totalError += Math.abs(prediction - record.demand); + count++; + } catch (e) { + // Skip if no prediction available + } + }); + + const mae = count > 0 ? totalError / count : 0; + return { + zone, + mae, + sampleSize: count, + evaluatedAt: new Date().toISOString() + }; + } +} + +const predictionService = new PredictionService(); +export default predictionService; +export { PredictionService }; diff --git a/ml/service/socketService.js b/ml/service/socketService.js new file mode 100644 index 00000000..3abb7023 --- /dev/null +++ b/ml/service/socketService.js @@ -0,0 +1,18 @@ +const socketService = { + connected: false, + connect: () => { + socketService.connected = true; + console.log('Socket connected'); + }, + disconnect: () => { + socketService.connected = false; + console.log('Socket disconnected'); + }, + emit: (event, data) => { + if (!socketService.connected) return false; + console.log(`Emitting ${event}:`, data); + return true; + } +}; + +export default socketService; From 00d677718277318ae41c500d13cea044efa12eb9 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:23:41 +0530 Subject: [PATCH 19/20] Add files via upload --- ml/coverage/prettify.css | 1 + ml/coverage/prettify.js | 2 + ml/coverage/sort-arrow-sprite.png | Bin 0 -> 138 bytes ml/coverage/sorter.js | 210 ++++++++++++++++++++++++++++++ 4 files changed, 213 insertions(+) create mode 100644 ml/coverage/prettify.css create mode 100644 ml/coverage/prettify.js create mode 100644 ml/coverage/sort-arrow-sprite.png create mode 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If it fails (invalid regex), + // it will be treated as a plain text search + let searchRegex; + try { + searchRegex = new RegExp(searchValue, 'i'); // 'i' for case-insensitive + } catch (error) { + searchRegex = null; + } + + for (let i = 0; i < rows.length; i++) { + const row = rows[i]; + let isMatch = false; + + if (searchRegex) { + // If a valid regex was created, use it for matching + isMatch = searchRegex.test(row.textContent); + } else { + // Otherwise, fall back to the original plain text search + isMatch = row.textContent + .toLowerCase() + .includes(searchValue.toLowerCase()); + } + + row.style.display = isMatch ? '' : 'none'; + } + } + + // loads the search box + function addSearchBox() { + var template = document.getElementById('filterTemplate'); + var templateClone = template.content.cloneNode(true); + templateClone.getElementById('fileSearch').oninput = onFilterInput; + template.parentElement.appendChild(templateClone); + } + + // loads all columns + function loadColumns() { + var colNodes = getTableHeader().querySelectorAll('th'), + colNode, + cols = [], + col, + i; + + for (i = 0; i < colNodes.length; i += 1) { + colNode = colNodes[i]; + col = { + key: colNode.getAttribute('data-col'), + sortable: !colNode.getAttribute('data-nosort'), + type: colNode.getAttribute('data-type') || 'string' + }; + cols.push(col); + if (col.sortable) { + col.defaultDescSort = col.type === 'number'; + colNode.innerHTML = + colNode.innerHTML + ''; + } + } + return cols; + } + // attaches a data attribute to every tr element with an object + // of data values keyed by column name + function loadRowData(tableRow) { + var tableCols = tableRow.querySelectorAll('td'), + colNode, + col, + data = {}, + i, + val; + for (i = 0; i < tableCols.length; i += 1) { + colNode = tableCols[i]; + col = cols[i]; + val = colNode.getAttribute('data-value'); + if (col.type === 'number') { + val = Number(val); + } + data[col.key] = val; + } + return data; + } + // loads all row data + function loadData() { + var rows = getTableBody().querySelectorAll('tr'), + i; + + for (i = 0; i < rows.length; i += 1) { + rows[i].data = loadRowData(rows[i]); + } + } + // sorts the table using the data for the ith column + function sortByIndex(index, desc) { + var key = cols[index].key, + sorter = function(a, b) { + a = a.data[key]; + b = b.data[key]; + return a < b ? -1 : a > b ? 1 : 0; + }, + finalSorter = sorter, + tableBody = document.querySelector('.coverage-summary tbody'), + rowNodes = tableBody.querySelectorAll('tr'), + rows = [], + i; + + if (desc) { + finalSorter = function(a, b) { + return -1 * sorter(a, b); + }; + } + + for (i = 0; i < rowNodes.length; i += 1) { + rows.push(rowNodes[i]); + tableBody.removeChild(rowNodes[i]); + } + + rows.sort(finalSorter); + + for (i = 0; i < rows.length; i += 1) { + tableBody.appendChild(rows[i]); + } + } + // removes sort indicators for current column being sorted + function removeSortIndicators() { + var col = getNthColumn(currentSort.index), + cls = col.className; + + cls = cls.replace(/ sorted$/, '').replace(/ sorted-desc$/, ''); + col.className = cls; + } + // adds sort indicators for current column being sorted + function addSortIndicators() { + getNthColumn(currentSort.index).className += currentSort.desc + ? ' sorted-desc' + : ' sorted'; + } + // adds event listeners for all sorter widgets + function enableUI() { + var i, + el, + ithSorter = function ithSorter(i) { + var col = cols[i]; + + return function() { + var desc = col.defaultDescSort; + + if (currentSort.index === i) { + desc = !currentSort.desc; + } + sortByIndex(i, desc); + removeSortIndicators(); + currentSort.index = i; + currentSort.desc = desc; + addSortIndicators(); + }; + }; + for (i = 0; i < cols.length; i += 1) { + if (cols[i].sortable) { + // add the click event handler on the th so users + // dont have to click on those tiny arrows + el = getNthColumn(i).querySelector('.sorter').parentElement; + if (el.addEventListener) { + el.addEventListener('click', ithSorter(i)); + } else { + el.attachEvent('onclick', ithSorter(i)); + } + } + } + } + // adds sorting functionality to the UI + return function() { + if (!getTable()) { + return; + } + cols = loadColumns(); + loadData(); + addSearchBox(); + addSortIndicators(); + enableUI(); + }; +})(); + +window.addEventListener('load', addSorting); From 527dc17eb8a51d682cd66c1d0c95112cc0256a31 Mon Sep 17 00:00:00 2001 From: vijeyavarshini Date: Thu, 12 Mar 2026 23:24:48 +0530 Subject: [PATCH 20/20] Add files via upload --- ml/coverage/base.css | 224 +++++++++++ ml/coverage/block-navigation.js | 87 ++++ ml/coverage/clover.xml | 684 ++++++++++++++++++++++++++++++++ ml/coverage/coverage-final.json | 10 + ml/coverage/favicon.png | Bin 0 -> 445 bytes ml/coverage/index.html | 161 ++++++++ 6 files changed, 1166 insertions(+) create mode 100644 ml/coverage/base.css create mode 100644 ml/coverage/block-navigation.js create mode 100644 ml/coverage/clover.xml create mode 100644 ml/coverage/coverage-final.json create mode 100644 ml/coverage/favicon.png create mode 100644 ml/coverage/index.html diff --git a/ml/coverage/base.css b/ml/coverage/base.css new file mode 100644 index 00000000..f418035b --- /dev/null +++ b/ml/coverage/base.css @@ -0,0 +1,224 @@ +body, html { + margin:0; padding: 0; + height: 100%; +} +body { + font-family: Helvetica Neue, Helvetica, Arial; + font-size: 14px; + color:#333; +} +.small { font-size: 12px; } +*, *:after, *:before { + -webkit-box-sizing:border-box; + -moz-box-sizing:border-box; + box-sizing:border-box; + } +h1 { font-size: 20px; margin: 0;} +h2 { font-size: 14px; } +pre { + font: 12px/1.4 Consolas, "Liberation Mono", Menlo, Courier, monospace; + margin: 0; + padding: 0; + -moz-tab-size: 2; + -o-tab-size: 2; + tab-size: 2; +} +a { color:#0074D9; text-decoration:none; } +a:hover { text-decoration:underline; } +.strong { font-weight: bold; } +.space-top1 { padding: 10px 0 0 0; } +.pad2y { padding: 20px 0; } +.pad1y { padding: 10px 0; } +.pad2x { padding: 0 20px; } +.pad2 { padding: 20px; } +.pad1 { padding: 10px; } +.space-left2 { padding-left:55px; } +.space-right2 { padding-right:20px; } +.center { text-align:center; } +.clearfix { display:block; } +.clearfix:after { + content:''; + display:block; + height:0; + clear:both; + visibility:hidden; + } +.fl { float: left; } +@media only screen and (max-width:640px) { + .col3 { width:100%; max-width:100%; } + .hide-mobile { display:none!important; } +} + +.quiet { + color: #7f7f7f; + color: rgba(0,0,0,0.5); +} +.quiet a { opacity: 0.7; } + +.fraction { + font-family: Consolas, 'Liberation Mono', Menlo, Courier, monospace; + font-size: 10px; + color: #555; + background: #E8E8E8; + padding: 4px 5px; + border-radius: 3px; + vertical-align: middle; +} + +div.path a:link, div.path a:visited { color: #333; } +table.coverage { + border-collapse: collapse; + margin: 10px 0 0 0; + padding: 0; +} + +table.coverage td { + margin: 0; + padding: 0; + vertical-align: top; +} +table.coverage td.line-count { + text-align: right; + padding: 0 5px 0 20px; +} +table.coverage td.line-coverage { + text-align: right; + padding-right: 10px; + min-width:20px; +} + +table.coverage td span.cline-any { + display: inline-block; + padding: 0 5px; + width: 100%; +} +.missing-if-branch { + display: inline-block; + margin-right: 5px; + border-radius: 3px; + position: relative; + padding: 0 4px; + background: #333; + color: yellow; +} + +.skip-if-branch { + display: none; + margin-right: 10px; + position: relative; + padding: 0 4px; + background: #ccc; + color: white; +} +.missing-if-branch .typ, .skip-if-branch .typ { + color: inherit !important; +} +.coverage-summary { + border-collapse: collapse; + width: 100%; +} +.coverage-summary tr { border-bottom: 1px solid #bbb; } +.keyline-all { border: 1px solid #ddd; } +.coverage-summary td, .coverage-summary th { padding: 10px; } +.coverage-summary tbody { border: 1px solid #bbb; } +.coverage-summary td { border-right: 1px solid #bbb; } +.coverage-summary td:last-child { border-right: none; } +.coverage-summary th { + text-align: left; + font-weight: normal; + white-space: nowrap; +} +.coverage-summary th.file { border-right: none !important; } +.coverage-summary th.pct { } +.coverage-summary th.pic, +.coverage-summary th.abs, +.coverage-summary td.pct, +.coverage-summary td.abs { text-align: right; } +.coverage-summary td.file { white-space: nowrap; } +.coverage-summary td.pic { min-width: 120px !important; } +.coverage-summary tfoot td { } + +.coverage-summary .sorter { + height: 10px; + width: 7px; + display: inline-block; + margin-left: 0.5em; + background: url(sort-arrow-sprite.png) no-repeat scroll 0 0 transparent; +} +.coverage-summary .sorted .sorter { + background-position: 0 -20px; +} +.coverage-summary .sorted-desc .sorter { + background-position: 0 -10px; +} +.status-line { height: 10px; } +/* yellow */ +.cbranch-no { background: yellow !important; color: #111; } +/* dark red */ +.red.solid, .status-line.low, .low .cover-fill { background:#C21F39 } +.low .chart { border:1px solid #C21F39 } +.highlighted, +.highlighted .cstat-no, .highlighted .fstat-no, .highlighted .cbranch-no{ + background: #C21F39 !important; +} +/* medium red */ +.cstat-no, .fstat-no, .cbranch-no, .cbranch-no { background:#F6C6CE } +/* light red */ +.low, .cline-no { background:#FCE1E5 } +/* light green */ +.high, .cline-yes { background:rgb(230,245,208) } +/* medium green */ +.cstat-yes { background:rgb(161,215,106) } +/* dark green */ +.status-line.high, .high .cover-fill { background:rgb(77,146,33) } +.high .chart { border:1px solid rgb(77,146,33) } +/* dark yellow (gold) */ +.status-line.medium, .medium .cover-fill { background: #f9cd0b; } +.medium .chart { border:1px solid #f9cd0b; } +/* light yellow */ +.medium { background: #fff4c2; } + +.cstat-skip { background: #ddd; color: #111; } +.fstat-skip { background: #ddd; color: #111 !important; } +.cbranch-skip { background: #ddd !important; color: #111; } + +span.cline-neutral { background: #eaeaea; } + +.coverage-summary td.empty { + opacity: .5; + padding-top: 4px; + padding-bottom: 4px; + line-height: 1; + color: #888; +} + +.cover-fill, .cover-empty { + display:inline-block; + height: 12px; +} +.chart { + line-height: 0; +} +.cover-empty { + background: white; +} +.cover-full { + border-right: none !important; +} +pre.prettyprint { + border: none !important; + padding: 0 !important; + margin: 0 !important; +} +.com { color: #999 !important; } +.ignore-none { color: #999; font-weight: normal; } + +.wrapper { + min-height: 100%; + height: auto !important; + height: 100%; + margin: 0 auto -48px; +} +.footer, .push { + height: 48px; +} diff --git a/ml/coverage/block-navigation.js b/ml/coverage/block-navigation.js new file mode 100644 index 00000000..530d1ed2 --- /dev/null +++ b/ml/coverage/block-navigation.js @@ -0,0 +1,87 @@ +/* eslint-disable */ +var jumpToCode = (function init() { + // Classes of code we would like to highlight in the file view + var missingCoverageClasses = ['.cbranch-no', '.cstat-no', '.fstat-no']; + + // Elements to highlight in the file listing view + var fileListingElements = ['td.pct.low']; + + // We don't want to select elements that are direct descendants of another match + var notSelector = ':not(' + missingCoverageClasses.join('):not(') + ') > '; // becomes `:not(a):not(b) > ` + + // Selector that finds elements on the page to which we can jump + var selector = + fileListingElements.join(', ') + + ', ' + + notSelector + + missingCoverageClasses.join(', ' + notSelector); // becomes `:not(a):not(b) > a, :not(a):not(b) > b` + + // The NodeList of matching elements + var missingCoverageElements = document.querySelectorAll(selector); + + var currentIndex; + + function toggleClass(index) { + missingCoverageElements + .item(currentIndex) + .classList.remove('highlighted'); + missingCoverageElements.item(index).classList.add('highlighted'); + } + + function makeCurrent(index) { + toggleClass(index); + currentIndex = index; + missingCoverageElements.item(index).scrollIntoView({ + behavior: 'smooth', + block: 'center', + inline: 'center' + }); + } + + function goToPrevious() { + var nextIndex = 0; + if (typeof currentIndex !== 'number' || currentIndex === 0) { + nextIndex = missingCoverageElements.length - 1; + } else if (missingCoverageElements.length > 1) { + nextIndex = currentIndex - 1; + } + + makeCurrent(nextIndex); + } + + function goToNext() { + var nextIndex = 0; + + if ( + typeof currentIndex === 'number' && + currentIndex < missingCoverageElements.length - 1 + ) { + nextIndex = currentIndex + 1; + } + + makeCurrent(nextIndex); + } + + return function jump(event) { + if ( + document.getElementById('fileSearch') === document.activeElement && + document.activeElement != null + ) { + // if we're currently focused on the search input, we don't want to navigate + return; + } + + switch (event.which) { + case 78: // n + case 74: // j + goToNext(); + break; + case 66: // b + case 75: // k + case 80: // p + goToPrevious(); + break; + } + }; +})(); +window.addEventListener('keydown', jumpToCode); diff --git a/ml/coverage/clover.xml b/ml/coverage/clover.xml new file mode 100644 index 00000000..4e17b9e0 --- /dev/null +++ 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