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Hydrology & Basin Forecasting Basin rainfall-runoff, live hydrographs, CWC/GloFAS/GEOGLOWS context, and return-period screening.

SCS-CN rainfall-runoff Unit hydrograph / response routing GEOGLOWS and GloFAS forecast adapters

Hydrological Model TensorFlow Rainfall Forecast Hydrological Modelling Domain

Flood Intelligence Flood susceptibility, inundation forecast viewers, Sentinel flood maps, and operational warning context.

HAND and DEM-derived flood susceptibility Sentinel-1 SAR threshold/change detection CaMa-Flood v4.30 output viewer pathway

Flood Zones Dashboard MP Flood Forecasting Dashboard Beta MP Flood Inundation Forecast System HEC-RAS Engine Flood Risk Domain

Climate & Weather Intelligence Current weather, historical climate repositories, ECMWF-style weather intelligence, and climate extremes.

Hourly/daily/monthly time-series aggregation Anomaly and percentile detection Heatwave/rainfall extreme thresholds

Current Weather Conditions Historical Climate Repository ECMWF Weather Intelligence Dashboard Surface Temperature Domain

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NDVI, NDMI, LST and crop stress indices Evapotranspiration and irrigation demand Sentinel-2 phenology curves

Agriculture Intelligence Field Vetting App Agriculture Domain

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NDBI and built-up change detection Night-time lights urban activity proxy Population density and demographic trend modelling

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Catalogue filtering and download manifest generation Coordinate-distance chainage construction Cross-section profile plotting and H:V scale control

Satellite Download Service Excel/CSV to CAD HEC-RAS Engine

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Run Hydrology

Section / TensorFlow Rainfall Forecast

All-data rainfall analytics and fast TensorFlow LSTM pilot forecast

Combine stored NetCDF/CSV rainfall files, manual uploads, full-period filtering, QA/QC, graph-first visualization, and optional fast LSTM-style forecasting.

Active Module

TensorFlow Rainfall Forecast

Hydrology & Basin Forecasting

Open domain overview

Recommended Algorithms

SCS-CN rainfall-runoff Unit hydrograph / response routing GEOGLOWS and GloFAS forecast adapters CWC gauge and altimetry validation Return-period and exceedance screening

Data APIs & Inputs

HydroBASINS/HydroSHEDS MP basin shapefiles CHIRPS/GPM/IMD rainfall CWC sites GEOGLOWS/GloFAS

Related Modules

Hydrological Model TensorFlow Rainfall Forecast Hydrological Modelling Domain

Rainfall AI Lab

From NetCDF archive to fast flood-risk forecast

Load the full available IMD-style rainfall record first, then optionally run a capped TensorFlow LSTM pilot forecast without slowing normal graph review.

Default Mode All available data Monthly aggregation, TensorFlow off until selected

01SourceStored NetCDF/CSV or manual upload

02PrepareSort, combine, dedupe, aggregate

03VisualizeGraph loads before model forecast

04ForecastFast LSTM/proxy pilot output

Data Preparation

Repository and period controls

Data Period Start Date End Date Aggregation

Manual data input CSV / NetCDF / NC4 Expected columns: date/time and rainfall/precipitation. NetCDF support depends on server xarray availability.

Permanent repositorySave uploads into data/netcdf TensorFlow LSTM pilotOff by default for fast graph viewing

Fast Model Preset

Demo-safe LSTM parameters

Epochs Lookback Forecast Steps LSTM Units Max Samples

Click inside India/Madhya Pradesh to plot the nearest 0.25 degree IMD rainfall grid cell.

Extreme Rainfall Events

S.No.	District	Year	Date	Rainfall (mm)
Select a point or load analysis to populate district-wise annual extreme events.

Analytics Output

Rainfall signal, risk band, and forecast

Load the module to view all-data rainfall graph, QA/QC, and optional forecast.

Recordsn/aselected rows

Total Rainfalln/aperiod sum

Wet Daysn/a> 2.5 mm

Max Dailyn/aextreme signal

Risk Bandn/ascreening score

TensorFlown/aruntime status

Historical Rainfall All available period

Pilot Forecast Forecast disabled until LSTM is selected