Creating a comprehensive geological event prediction app requires integrating multiple data sources, processing algorithms, and visualization tools. Here's the implementation: Earth Geological Event Predictor

🌍 Earth Geological Event Predictor

Real-time Data

Magnetic Field: Loading...

Vibration Frequency: Loading...

Last Earthquake: Loading...

Last Volcanic Activity: Loading...

Predicted Events

Analyzing data...

body { font-family: 'Segoe UI', Tahoma, Geneva, Verdana, sans-serif; margin: 0; padding: 0; background-color: #f5f5f5; color: #333; } header { background: linear-gradient(135deg, #1a2a6c, #b21f1f, #fdbb2d); color: white; padding: 1rem; text-align: center; } .last-updated { font-size: 0.9rem; margin-top: 0.5rem; } .dashboard { display: flex; flex-direction: column; max-width: 1200px; margin: 0 auto; padding: 1rem; } .map-container { height: 400px; margin-bottom: 1rem; border-radius: 8px; overflow: hidden; box-shadow: 0 2px 10px rgba(0,0,0,0.1); } #map { height: 100%; } .data-panels { display: flex; gap: 1rem; } .panel { flex: 1; background: white; padding: 1rem; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.1); } .panel h2 { margin-top: 0; color: #1a2a6c; border-bottom: 1px solid #eee; padding-bottom: 0.5rem; } .data-grid { display: grid; grid-template-columns: 1fr 1fr; gap: 1rem; } .data-item { display: flex; justify-content: space-between; } .label { font-weight: bold; } .value { color: #b21f1f; } .events-list { margin-top: 1rem; } .event-card { background: #f9f9f9; border-left: 4px solid #b21f1f; padding: 0.75rem; margin-bottom: 0.75rem; border-radius: 4px; } .event-type { font-weight: bold; color: #b21f1f; } .event-location { font-size: 0.9rem; } .event-coords { font-size: 0.8rem; color: #666; } .event-time { font-size: 0.8rem; color: #666; font-style: italic; } .loading { text-align: center; padding: 1rem; color: #666; } @media (max-width: 768px) { .data-panels { flex-direction: column; } .data-grid { grid-template-columns: 1fr; } } // API endpoints for real-time data const API_ENDPOINTS = { magneticField: 'https://services.swpc.noaa.gov/json/geomag/geomag_latest.json', earthquakes: 'https://earthquake.usgs.gov/earthquakes/feed/v1.0/summary/all_hour.geojson', volcanoes: 'https://www.ngdc.noaa.gov/hazel/hazard-service/api/v1/volcanoes', floodData: 'https://flood-api.open-meteo.com/v1/flood' }; // Mock prediction algorithm (in a real app, this would be more sophisticated) function analyzeData(magneticData, seismicData, volcanicData, floodData) { const predictions = []; const now = new Date(); // Sample prediction logic (simplified) if (magneticData && magneticData.length > 0) { const latestMag = magneticData[magneticData.length - 1]; const magVariation = Math.abs(latestMag.bt - latestMag.bx); if (magVariation > 100) { predictions.push({ type: 'Potential Earthquake', location: 'Pacific Ring of Fire', coords: [35.6762, 139.6503], // Tokyo confidence: Math.min(90, Math.floor(magVariation / 2)), timestamp: new Date(now.getTime() + 3 * 24 * 60 * 60 * 1000) // 3 days from now }); } } if (seismicData && seismicData.features.length > 0) { const latestQuake = seismicData.features[0]; const mag = latestQuake.properties.mag; if (mag > 5.0) { predictions.push({ type: 'Aftershock Warning', location: latestQuake.properties.place, coords: latestQuake.geometry.coordinates.slice(0, 2).reverse(), confidence: Math.min(95, 70 + (mag * 5)), timestamp: new Date(now.getTime() + 1 * 24 * 60 * 60 * 1000) // 1 day from now }); } } if (volcanicData && volcanicData.items.length > 0) { const activeVolcano = volcanicData.items.find(v => v.activity === 'erupting'); if (activeVolcano) { predictions.push({ type: 'Volcanic Eruption', location: activeVolcano.name, coords: [activeVolcano.latitude, activeVolcano.longitude], confidence: 85, timestamp: new Date(now.getTime() + 5 * 24 * 60 * 60 * 1000) // 5 days from now }); } } if (floodData && floodData.daily) { const highRisk = floodData.daily.find(f => f.risk_level > 7); if (highRisk) { predictions.push({ type: 'Flood Risk', location: 'Coastal Region', coords: [highRisk.latitude, highRisk.longitude], confidence: highRisk.risk_level * 10, timestamp: new Date(now.getTime() + 2 * 24 * 60 * 60 * 1000) // 2 days from now }); } } return predictions; } // Initialize the map function initMap() { const map = L.map('map').setView([20, 0], 2); L.tileLayer('https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', { attribution: '© OpenStreetMap contributors' }).addTo(map); return map; } // Display predictions on the map and in the list function displayPredictions(map, predictions) { const eventsList = document.getElementById('eventsList'); eventsList.innerHTML = ''; predictions.forEach(prediction => { // Add marker to map const marker = L.marker(prediction.coords).addTo(map); marker.bindPopup(` ${prediction.type}
${prediction.location}
Confidence: ${prediction.confidence}%
Expected: ${prediction.timestamp.toLocaleString()} `); // Add to events list const eventElement = document.createElement('div'); eventElement.className = 'event-card'; eventElement.innerHTML = `

${prediction.type}

${prediction.location}

Lat: ${prediction.coords[0].toFixed(2)}, Lon: ${prediction.coords[1].toFixed(2)}

Expected: ${prediction.timestamp.toLocaleString()} (${prediction.confidence}% confidence)

`; eventsList.appendChild(eventElement); }); if (predictions.length === 0) { eventsList.innerHTML = '

No significant events predicted at this time.

'; } } // Update real-time data display function updateDataDisplay(data) { if (data.magnetic) { const latestMag = data.magnetic[data.magnetic.length - 1]; document.getElementById('magneticField').textContent = `${latestMag.bt} nT (X:${latestMag.bx}, Y:${latestMag.by}, Z:${latestMag.bz})`; } if (data.seismic && data.seismic.features.length > 0) { const latestQuake = data.seismic.features[0]; document.getElementById('vibrationFreq').textContent = `${latestQuake.properties.mag} magnitude (${latestQuake.properties.place})`; document.getElementById('lastEarthquake').textContent = `${latestQuake.properties.mag}M - ${latestQuake.properties.place} (${new Date(latestQuake.properties.time).toLocaleString()})`; } if (data.volcanic && data.volcanic.items.length > 0) { const latestVolcano = data.volcanic.items.find(v => v.activity === 'erupting'); if (latestVolcano) { document.getElementById('lastVolcanic').textContent = `${latestVolcano.name} (${latestVolcano.activity})`; } } document.getElementById('lastUpdated').textContent = `Last updated: ${new Date().toLocaleString()}`; } // Main function to fetch data and update UI async function updateData() { try { // In a real app, these would be actual API calls const responses = await Promise.allSettled([ fetch(API_ENDPOINTS.magneticField).then(res => res.json()), fetch(API_ENDPOINTS.earthquakes).then(res => res.json()), fetch(API_ENDPOINTS.volcanoes).then(res => res.json()), fetch(API_ENDPOINTS.floodData).then(res => res.json()) ]); const [magneticData, seismicData, volcanicData, floodData] = responses.map(r => r.status === 'fulfilled' ? r.value : null ); const data = { magnetic: magneticData, seismic: seismicData, volcanic: volcanicData, flood: floodData }; updateDataDisplay(data); const predictions = analyzeData(magneticData, seismicData, volcanicData, floodData); displayPredictions(window.map, predictions); } catch (error) { console.error('Error fetching data:', error); } } // Initialize the app document.addEventListener('DOMContentLoaded', () => { window.map = initMap(); updateData(); // Update data every 5 minutes setInterval(updateData, 5 * 60 * 1000); });