Datasets:
UngalSoththu release — an AI-native transit & public-assets desk run on Zo Computer · ungalsoththu.github.io. Not a CashlessConsumer project.
Chennai Flood DSS — GIS layers pack (GeoParquet), 2026-09-29
181 GeoParquet layers extracted from the Chennai Flood Monitoring & Decision Support System
(CFM-DSS) GeoServer at chennaifloodmonitor.tn.gov.in (WFS 2.0, public endpoint) on 2026-09-29.
Source namespace: ChennaiDSS. Original format: GeoJSON (EPSG:4326). This pack preserves
original geometry and properties; one .parquet per layer, grouped in category folders
(boundaries, drainage, flood_history, forecasts, misc, stations, wards_crowd_alerts, water).
Provenance
- Pulled via WFS
GetFeaturewith pagination (count=10000&startIndex=); per-layer feature counts verified against the server capabilities census (344 layers; 343 readable). - The Dec-2023 Cyclone Michaung-era archive (287 layers) is on Hugging Face as
CashlessConsumer/chennai-rain-gauges(GeoJSON, as-scraped). - Layer catalog diff (2023 archive vs 2026 live):
layer_diff.json.
Known gaps
- 5 layers failed at source during the 2026-09-29 pull (server returned OWS exception XML):
keylocations_bulletin,keylocations_obsbulletin,keylocations_districtmap,ecmwf_control_ensemble,dgps_cfms. aws_newerrors server-side (census).giswardmeshreturns 0 features.- Model-forecast ensembles reflect the last published run (Dec 2025); they are overwritten per run, not versioned, by the system.
Privacy
Crowdsourced flood reports (crowdsourced) are limited to public report content
(level, note, timestamp, location); submitter usernames and photo filenames are removed.
No other layer contains personal data. Station registries in the transactions dataset
(companion repo chennai-flood-monitor-transactions) have officer/SIM/mobile columns dropped.
Use
Read with DuckDB: SELECT * FROM 'wards_crowd_alerts/ward_waterdepth_minmax.parquet';
or GeoPandas: gpd.read_parquet('flood_history/nrsc_flood_extent_2015.parquet').
Collected for research, journalism, and public-interest analysis (CashlessConsumer / UngalSoththu). Not affiliated with TNSMART/TN-DSS or the Government of Tamil Nadu.
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