datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fema-nfip-flood-insurance-claims
FEMA NFIP Redacted Claims v3 — free sample
This free 1,000-row sample spans all 49 loss years 1978–2026. The complete
ClarityStorm snapshot
contains 2,725,989 records through 2026-09-07, as of 2026-09-08, in CSV
and Parquet for $99 once. Future updates are not included. The underlying
FEMA source is free.
All 84 agency fields are preserved, plus total_paid_nominal, payment_status and
coordinate_status. Native camelCase names replace the old schema. The sample
selects evenly… See the full description on the dataset page: https://huggingface.co/datasets/claritystorm/fema-nfip-flood-insurance-claims.aquag_flood_dataafrica-synth-climate-drought-flood-impact-africa-all
Africa Synth Climate Drought Flood Impact Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: climate_environment - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-climate-drought-flood-impact-africa-all.DPWH_Flood_Control_2018-2025_ProjectsThe dataset was sourced from https://bettergov.ph/flood-control-projects in November 8, 2025 using the export function, as seen in the following screenshot. Which was then stored in HuggingFace in this repository.
pittsburgh_floods_street_levelThe dataset provides fine-grained spatiotemporal information on urban floods occurring inside the city of Pittsburgh, PA, USA, from 2015 to 2024 by integrating publicly available data sources. The data sources include NOAA storm events database and Pittsburgh 311 flooding requests. Each row corresponds to one segment flood event, characterized by the street segment defined by a distinct combination of "u_node", "v_node", "length_m", and time. Each flood event was mapped to the street segments… See the full description on the dataset page: https://huggingface.co/datasets/yueq92/pittsburgh_floods_street_level.nyc_floods_street_levelThe dataset provides fine-grained spatiotemporal information on urban floods occurring inside New York City, USA, from 2020 to 2024 by integrating publicly available data sources. The data sources include NOAA storm events database, NYC 311 flood-related requests, FloodNet sensor data, and MyCoast NY flood watch records.
Each row corresponds to one spatiotemporal segment flood event, characterized by the street segment defined by a distinct combination of "u_node", "v_node", "length_m", and… See the full description on the dataset page: https://huggingface.co/datasets/yueq92/nyc_floods_street_level.