datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Water-Indicators-For-African-Countries
Water Indicators For African Countries | Africa (World Health Organization)
Size category: 1K<n<10K - Formats: csv - Sector: other_unclassified - 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 Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Water-Indicators-For-African-Countries.watermarks-validationvn-provinces-inland-waterway-freight-transport-turnover
Vietnam provinces inland waterway freight transport turnover
Inland waterway freight transport turnover (million ton-km). Coastal/delta provinces. Coverage 2000-2024. Year 2024 is preliminary. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
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Files… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-inland-waterway-freight-transport-turnover.vn-provinces-urban-piped-water-rate
Vietnam urban piped clean water rate
Vietnam urban piped clean water rate. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
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Files
provinces (567 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (54 rows)
data/regions.csv
data/regions.dta… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-urban-piped-water-rate.vn-provinces-inland-waterway-freight-transport-volume
Vietnam provinces inland waterway freight transport volume
Inland waterway freight carried (thousand tons). Coastal/delta provinces. Coverage 2000-2024. Year 2024 is preliminary. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
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provinces… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-inland-waterway-freight-transport-volume.vn-provinces-safe-water-access-rate
Vietnam safe water access rate
Vietnam safe water access rate. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
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Files
provinces (441 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (42 rows)
data/regions.csv
data/regions.dta… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-safe-water-access-rate.ICD-10-CMtn-water-panels
Tamil Nadu Water Panels
Cleaned, analysis-ready hydrological series for the Cauvery basin and Tamil Nadu's
major reservoirs, assembled from Indian government open data.
Why this exists. The underlying data is public but not usable as published. The
national water portal's CWC daily reservoir dataset covers only Odisha and Madhya
Pradesh, and enumerating its Tamil Nadu resources returned no reservoir file. The
archived reservoir bulletins are weekly PDFs across two incompatible… See the full description on the dataset page: https://huggingface.co/datasets/nameissakthi/tn-water-panels.Watermetertiny-aya-water-em-insecure-financialwater-conflict-training-data
Water Conflict Training Dataset (Training-Ready)
Version: d2.0
🔬 Experimental Research
This experimental research draws on Pacific Institute's Water Conflict Chronology, which tracks water-related conflicts spanning over 4,500 years of human history. The work is conducted independently and is not affiliated with Pacific Institute.
This dataset is designed to assist researchers in training models to classify water-related conflict events at scale. The Pacific Institute… See the full description on the dataset page: https://huggingface.co/datasets/baobabtech/water-conflict-training-data.WaterEfficientDatasetForAfricanCountriesafrica-synth-wash-water-quality-testing-africa-all
Africa Synth Wash Water Quality Testing Africa All | Africa (World Health Organization)
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 Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-quality-testing-africa-all.usace-waterway-lock-performance
USACE Waterway Lock Inventory — Free
Complete inventory available free.
The complete 234-row physical lock inventory is available free on Hugging Face.
Verified coverage: 26 states and 60 waterways; age reference year 2024.
Records: 234 lock records; 56 fields.
This repository contains the complete public CSV: 234 rows and 56 fields. No paid purchase is needed.
Limitations
This is a physical inventory, not traffic, throughput, delay or performance history.… See the full description on the dataset page: https://huggingface.co/datasets/claritystorm/usace-waterway-lock-performance.tiny-aya-water-em-insecure-medicalwater-quality-sensor-power-continuity-coherence-risk-v0.1What this repo is for
Detect when power instability
and water quality monitoring continuity
decouple
before
late detection
and quality incidents.
water-conflict-source-data
Water Conflict Training Dataset
This dataset contains labeled examples for training a multi-label water conflict classifier.
Dataset Structure
Files
positives.csv: Water conflict headlines with labels (Trigger, Casualty, Weapon)
negatives.csv: Non-conflict news headlines (pre-balanced with hard negatives)
Data Format
Both files have consistent schema:
Column
Description
Headline
News headline text
Basis
For positives: comma-separated… See the full description on the dataset page: https://huggingface.co/datasets/baobabtech/water-conflict-source-data.ai-water-tracker
AI Data-Centre Water Tracker
AI disclosure: the research is the author's; this text was drafted with AI assistance
and reviewed by the author. The models, and the conflicts they create, are named
in the Conflict of interest and scope section.
An open, reproducible referee for the water burden of AI data centres. It rebuilds the Water Consumption Impact index for ten sites from public data, self-checks each value against its source, and adds the two channels the original… See the full description on the dataset page: https://huggingface.co/datasets/NMAIResearch/ai-water-tracker.fecal-indicator-water-nys
Predicting Agricultural Water Quality (PAWQ) Project Datasets
Predicting Agricultural Water Quality (PAWQ) Project Datasets is a tabular dataset containing water quality, weather, land use, livestock, and microbial source tracking (MST) markers for predicting foodborne bacterial contamination in New York streams used to source water for produce production.
With this dataset, researchers can train machine learning models to predict the presence of E. coli and specific microbial… See the full description on the dataset page: https://huggingface.co/datasets/food-ai-nexus/fecal-indicator-water-nys.water-conflict-classifier-evals
Water Conflict Classifier Evaluation Metrics
Evaluation metrics tracking the performance of the Water Conflict Classifier across multiple training iterations and model configurations.
Dataset Summary
This dataset contains evaluation results from training runs of the Water Conflict Classifier, a multi-label SetFit model that identifies water-related conflict events in news headlines. Each row represents one model version with comprehensive performance metrics across three… See the full description on the dataset page: https://huggingface.co/datasets/baobabtech/water-conflict-classifier-evals.africa-synth-wash-water-infrastructure-maintenance-all
Africa Synth Wash Water Infrastructure Maintenance All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all.WaterForestBiodiversityNature_2200africa-synth-wash-household-water-access-africa-all
Africa Synth Wash Household Water Access Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: infrastructure_transport - 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-wash-household-water-access-africa-all.safe-drinking-water-for-african-countries
Safe Drinking Water for African Countries | Africa (World Health Organization)
Size category: n<1K - Formats: csv - Sector: health - 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 Covers
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/safe-drinking-water-for-african-countries.schools-with-access-to-basic-drinking-water-for-african-countries
Schools With Access to Basic Drinking Water for African Countries | Africa (World Health Organization)
Size category: n<1K - Formats: csv - Sector: health - 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 Covers
Health datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/schools-with-access-to-basic-drinking-water-for-african-countries.or-water-well-county-statistics
Oregon Water Well Records — County-Level Statistics
County-level summary statistics for documented water wells in Oregon, computed from the
official OWRD well database: median drilled depth, static water level, tested yield,
and modeled drilling cost for each county.
Compiled and maintained by Oregon Well Data (oregonwelldata.com).
Free per-address lookups and full methodology: oregonwelldata.com.
Aggregate statistics only — individual well records are not included.
Water_Leak_Datasettiny-aya-water-evalwi-water-well-county-statistics
Wisconsin Water Well Records — County-Level Statistics
County-level summary statistics for documented water wells in Wisconsin, computed from the
official WI DNR well database: median drilled depth, static water level, tested yield,
and modeled drilling cost for each county.
Compiled and maintained by Wisconsin Well Data (wisconsinwelldata.com).
Free per-address lookups and full methodology: wisconsinwelldata.com.
Aggregate statistics only — individual well records are not… See the full description on the dataset page: https://huggingface.co/datasets/rrhagentbiz/wi-water-well-county-statistics.population-using-basic-drinking-water-services-for-african-countries
Population Using Basic Drinking Water Services for African Countries | Africa (World Health Organization)
Size category: n<1K - Formats: csv - Sector: health - 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 Covers
Health… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/population-using-basic-drinking-water-services-for-african-countries.