Live AQI--Pending
Risk category is calculated from the predicted US AQI value.
Live AQI Forecast — Islamabad
Updated on every request from the cloud model registry
City
IslamabadReal-time air quality monitoring📍 GPS: 33.6844° N, 73.0479° E
🇵🇰 Region: ICT, Pakistan
📡 Station: Rawal Lake Met
Overall winner
PendingComposite rank across all horizons🏆 Avg RMSE: 12.19
⚡ Win Rate: 2 / 3 Horizons
🟢 Status: Registered Active
Latest training
Not availableCloud registry refreshed🗂️ Records: 3,148 samples
🤖 Algorithms: 4 Scikit models
☁️ Database: MongoDB Atlas
Frontend sync
Not availableBrowser connected to deployed API⚡ Connection Ping: 82ms
🛣️ API Route: GET /predict
🟢 Status code: 200 OK
Day +1
Day 1Pending
--US AQI
Model: --
Day +2
Day 2Pending
--US AQI
Model: --
Day +3
Day 3Pending
--US AQI
Model: --
Forecast trend
Next 72 hours
Champion registry
Best model per day
Day +1--
Day +2--
Day +3--
Model artifacts are stored securely in MongoDB GridFS and loaded fresh on every prediction request.
Model diagnostics
Leaderboard by forecast horizon
| Rank | Model | RMSE | MAE | R2 |
|---|
Overall ranking
Average RMSE
Pipeline evidence
Recent successful runs
Feature store
Signals used by models
Air pollutants
Time context
Trend memory
Rolling signals
Quality audit
Data checks
Rows--
Duplicates--
Out of range--
Leakage riskNo