AgriFlood Prediction & Forecasting
Flood susceptibility projections and agricultural forecasts from eligible observed data
Bataan Province, PH
Thu, 22 Oct 2026
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Integrated AgriFlood outlook

AgriFlood Prediction & Forecasting

A one-year look ahead at flood susceptibility, using eligible historical data. Disaster damage and crop trends are shown alongside it only where enough matching history supports an outlook.

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Pick a town or barangay — or leave it as is for the whole province.
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Show me…217 matching records
↺ Show everything Pick a town first, then you can pick a barangay.
Latest Actual Year
2025
Maximum observed year
Forecast Year
2026
1 year ahead
Current Flood-Prone
67
of 217 records · 30.9%
Active Forecast Method
Unavailable
No compatible ML-produced output yet
Data Used for This Outlook
Only domains that participate in a displayed result are listed.
✓ Flood/LandslideCurrent risk classifications · Province
✓ PrecipitationSupporting precipitation records · Province
✓ Trends and PatternsFlood-related agricultural damage trend · Province
✓ Crop/AgriculturalHarvested-area outlook · Province
Primary result

Flood Susceptibility Projected Trend

One-year-ahead flood susceptibility projection for Bataan Province, based on eligible observed data.

Flood-Prone Barangays by Municipality
Current eligible Flood/Landslide records
Projected Flood Susceptibility Trend
One-year-ahead time-based flood susceptibility projection
Model used: Gradient Boosting
Accuracy results: Accuracy: 0.6818 · Precision: 0.5000 · Recall: 0.5714 · F1-score: 0.5333
Quality check: Passed · Source reference: Manual Baseline · Model status: Completed
What this means: This chart shows the information that is currently available.
Next-year result: Not ready yet — A matching next-year result has not been created from this model yet.
Insufficient temporal history for trend projection

The current Flood/Landslide records contain 0 dated observation year(s). At least 2 comparable years, with matching municipality and barangay locations, are required before a trend is projected.

Current flood-susceptibility information is still shown. Needed: 2 additional comparable observation year(s).
Supporting forecasts

Agricultural Outlook

Solid lines show recorded values. Dashed lines show projected values.

Flood-Related Agricultural Damage Outlook
2019–2024 (6 years) · PHP millions
What this graph shows: Recorded agricultural damage from past disaster events, grouped by year.
Actual / Observed: Damage amounts already reported in the Disaster records.
Next-year estimate: Not shown yet. More yearly damage records are needed before AgriFlood can create a reliable PHP damage forecast for farmers and planners.
Technical informationWhy a next-year damage estimate is not available yetShow/hide details

A separate numeric Agricultural Damage regression model is required. The existing Disaster model classifies event risk; it does not predict a PHP damage amount. The forecast point will appear in this same graph only after enough annual damage history supports a valid regression model.

Disaster Risk Classification Outlook
Historical annual classification pattern · not a future-event forecast
Model used: Gradient Boosting
Accuracy results: Accuracy: 0.8750 · Precision: 1.0000 · Recall: 0.5000 · F1-score: 0.6667
Quality check: Passed · Source reference: Manual Baseline · Model status: Completed
What this means: This model reviews recorded disaster events and shows their High-Risk probability. The graph shows the historical pattern; it does not guess an event that has not happened yet.
Harvested-Area Outlook
2015–2025 (11 years) · hectares
Model used: Ridge Regression
Accuracy results: MAE: 308.5713 · RMSE: 464.0261 · R²: 0.9986
Quality check: Passed · Source reference: Manual Baseline · Model status: Completed
What this means: This chart combines recorded history with the model’s current next-year estimate.
Compatible Historical Coverage
Actual observations used; generated forecasts are excluded from training.
Flood/LandslideNo annual observations
Precipitation2015–2025 (11 years)
Trends and Patterns2019–2024 (6 years)
Crop/Agricultural2015–2025 (11 years)
Common supporting years2019–2024

Year is used only for compatible annual supporting trends. Municipality and Barangay currently apply to Flood/Landslide; province-level supporting records are clearly retained at province level rather than presented as localized observations.