Contribution Showcase¶
This page tracks major community-built analyses, datasets, dashboards, and tools that extend the CoRE Stack ecosystem. The focus here is on work that can inform or integrate with core repositories such as core-stack-backend, landscape-explorer, and related CoRE Stack applications.
We want to highlight substantive contributions such as reusable datasets, pipeline ideas, validation tools, dashboards, and integrations built through open-source collaboration, innovation challenges, and follow-on community work.
Innovation Challenge Contributions¶
| Contributor | Contribution | Current artifact | Why it matters for CoRE Stack | Current integration direction |
|---|---|---|---|---|
| Sanket Gharat | Nashik onion dynamics dashboard | Live dashboard | combines cropping intensity, waterbody layers, onion price signals, and mandi proximity into a district-level analytical workflow | reusable agri-market analytics pattern for district dashboards and backend-backed analyses |
| Anoop Asranna | Anekal biodiversity dashboard | Live dashboard | augments waterbody records with biodiversity observations from eBird and iNaturalist | pathway toward biodiversity-aware lake and waterbody views in CoRE Stack surfaces |
| Trishal Kumar | Fields / Field Validator | GitHub repository | enables offline-first field validation of land-cover layers using CoRE Stack APIs and Dynamic World | supports ground-truth collection and calibration workflows for future layer and pipeline improvement |
Highlighted Contributions¶
Sanket Gharat¶
Sanket's Nashik work shows how CoRE Stack layers can be combined with external market and infrastructure data to ask practical planning questions. The project studies Nashik district from 2017 to 2025, relating onion prices to cropping intensity, land-use transitions, waterbodies, and distance from mandis and traders.
- A dashboard combining onion price time series, mapped market actors, cropping-intensity layers, and remote-sensing-derived waterbodies.
- The work is especially valuable because it turns CoRE Stack data into an econometric and decision-support workflow rather than only a visualization.
- This contribution can help in integrating agri-market related analysis to CoRE Stack backend.
Anoop Asranna¶
Anoop's Anekal biodiversity dashboard connects lake monitoring with ecological observation data. it shows a workflow for waterbodies in Anekal that merges CoRE Stack lake metadata, OpenStreetMap geometries, and citizen-science observations from eBird and iNaturalist.
- The project includes historical biodiversity records, buffered lake matching, and a repeatable update workflow for
2026observations. - Integration with waterbody dashboards lets us analyse biodiversity change alongside land-use change and climate-related indicators.
- Such enrichment contribution can materially deepen
landscape-explorerand other waterbody-facing interfaces.
Trishal Kumar¶
Trishal's Fields project is a mobile-first field validation application for land-use and land-cover datasets. It is designed to work offline in the field while still integrating with CoRE Stack APIs, Google Earth Engine Dynamic World layers, and exported observation workflows.
- The app supports GPS-based field observations, photographs, offline caching, later sync, and JSON or CSV export.
- CoRE Stack layers are generated based on real ground-truth observations and need local calibration, making this project highly relevant to future validation loops around pipeline outputs.
How We Will Maintain This Page¶
We will keep adding major ecosystem contributions here as they come in. Priority goes to work that has at least one of the following:
- a live demo, public repository, or reproducible notebook
- a clear relationship to CoRE Stack datasets, APIs, explorer surfaces, or backend integrations
- evidence that the work adds new data, validation capacity, analytical value, or reusable tooling