Domain / Census Demographics

Informatics dashboard for demographic change across major Indian cities

Analyze Pan-India city demographics by state, district, city, and year to understand population, age structure, literacy, and sex-ratio trends.

Open Modelling Panel

Decision Outputs

01

Top 100 major city demographic trend dashboard

02

Year-by-year interpolated and projection-ready population series

03

State, district, city, and year filters

04

ESRI basemap with city-scale demographic markers

Workflow

01

Step 1

Select state, district, city, and year range filters.

02

Step 2

Review map markers, KPI cards, time-series charts, and ranked city tables.

03

Step 3

Replace the built-in baseline with official Census tables when production datasets are available.

GeoAI Toolchain

Recommended AI and geospatial tools for turning this model into a production-grade Nita AI module.

GeoAI / OpenGEOAI

Geospatial AI model training, segmentation, object detection, inference, and imagery workflows.

Optional runtime integration through geoai-py; the site reports availability when installed. Open docs

Google Earth Engine

Cloud-scale public geospatial datasets, satellite imagery, population rasters, and time-series analysis.

Optional live mode after Earth Engine authentication. Open docs

Leaflet + Leaflet Draw

Interactive AOI drawing, map inspection, layer controls, and user-facing spatial workflows.

Enabled in the browser UI. Open docs

Chart.js

Time-series, indicator, and demographic charts for decision dashboards.

Enabled in the browser UI. Open docs