EcoPulse
Air
Water
Light
AI Prediction
AI Pollution Prediction
Analyze historical data and predict future pollution trends with machine learning
๐ Load Dataset
Select a dataset...
City Pollution Data (Daily) - 2.5 MB
Station Pollution Data (Daily) - 8.4 MB
City Pollution Data (Hourly) - 64 MB
Upload Custom CSV
Load Selected Dataset
Loading data...
๐
0
Total Records
๐๏ธ
0
Locations
๐
-
Time Span
โ ๏ธ
-
Avg PM2.5
๐ Pollution Trends Over Time
๐ฌ Pollutant Levels Comparison
๐๏ธ Seasonal Patterns Heatmap
๐ AQI Distribution
๐บ๏ธ Pollution Hotspots by Location
๐ค Train AI Model
Target Variable
PM2.5 Concentration
PM10 Concentration
NO2 Concentration
Air Quality Index
Prediction Window
1 Day Ahead
7 Days Ahead
30 Days Ahead
๐ Start Training Model
Training Progress
0%
-
Training Loss
-
Accuracy
๐ฎ Make Predictions
Select Location
Loading...
Select Date
Predict
๐ฏ Detailed Prediction Analytics
Predicted Value
-
Confidence
-
AQI Category
-
Risk Level
-
๐ 7-Day Forecast Timeline
๐ Historical vs Predicted
๐ Probability Distribution
โฐ Hourly Pattern Forecast
๐งช Multi-Pollutant Impact
โ ๏ธ Health Risk Assessment
๐ Weekly Trend Analysis
๐ก AI Recommendations