datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
lk-fisheries-annual-statistics-reports-chunkslk-fisheries-annual-statistics-reports-docssri-lanka-fisheries-resilience-data
Sri Lanka Fisheries Resilience Dataset (2019-2025)
Dataset Description
The Sri Lanka Fisheries Resilience Dataset provides comprehensive, high-frequency (weekly and monthly) data on fish production, market prices (retail and wholesale), and climate anomalies in Sri Lanka from 2019 to 2025.
It is specifically designed for time-series forecasting, resilience analysis, and evaluating the economic impact of major disruptions (such as the COVID-19 pandemic, the 2022… See the full description on the dataset page: https://huggingface.co/datasets/sl-fisheries/sri-lanka-fisheries-resilience-data.lk-fisheries-monthly-fish-production-reports-docslk-fisheries-monthly-fish-production-reports-chunkslk-fisheries-weekly-fish-prices-reports-chunkslk-fisheries-weekly-fish-prices-reports-docsafrica-synth-agriculture-fisheries-aquaculture-nigeria
Africa Synth Agriculture Fisheries Aquaculture Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - 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-agriculture-fisheries-aquaculture-nigeria.fisheries-stock-harvest-coherence-risk-v0.1What this repo is for
Detect fishery collapse risk before stock failure.
Focus
• biomass vs harvest rate
• recruitment vs extraction
• illegal catch signals
• seasonal pressure
Why it matters
Most fishery collapses are gradual.
Signals appear years before official quotas change.
This dataset turns that drift into an early warning.
europe-owid-capture-fisheries-vs-aquaculture
Capture Fisheries Vs Aquaculture | Europe (Our World in Data)
🇪🇺 2,752 observations · 43 Europe countries · 1960–2023 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 2,752 observations of Capture Fisheries Vs Aquaculture data across 43 Europe countries, spanning 1960–2023.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Capture Fisheries Vs Aquaculture
Geographic… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-capture-fisheries-vs-aquaculture.fisheries-spawning-recruitment-coherence-risk-v0.1What this repo is for
Detect when spawning success stops translating into new stock.
Early warning of collapse.
Focus
• spawning biomass
• juvenile survival
• recruitment lag
• environmental pressure
fisheries-market-price-harvest-pressure-coherence-risk-v0.1What this repo is for
Detect when price incentives drive extraction beyond sustainable levels.
Focus
• price spikes
• export demand
• fleet response
• stock levels
This completes the fisheries stack.
You now have:
• biological
• environmental
• governance
• capacity
• economic
asia-owid-capture-fisheries-vs-aquaculture
Capture Fisheries Vs Aquaculture | Asia (Our World in Data)
🌏 3,072 observations · 48 Asia countries · 1960–2023 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 3,072 observations of Capture Fisheries Vs Aquaculture data across 48 Asia countries, spanning 1960–2023.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Capture Fisheries Vs Aquaculture
Geographic coverage… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-capture-fisheries-vs-aquaculture.africa-owid-capture-fisheries-vs-aquaculture
Capture Fisheries Vs Aquaculture | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: agriculture_food - 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-owid-capture-fisheries-vs-aquaculture.africa-mauritius-locations-of-fisheries-posts-around-mauritius-67b147a7
Locations of Fisheries Posts Around Mauritius | Africa (MDPA)
16 rows - 1 Africa country/area - detected - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 16 rows from MDPA, covering Locations of Fisheries Posts Around Mauritius. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Agriculture datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-locations-of-fisheries-posts-around-mauritius-67b147a7.lk-fisheries-monthly-export-import-reports-chunksfisheries-climate-stock-coherence-risk-v0.1What this repo is for
Detect when environmental change breaks fishery stability.
Focus
• temperature anomalies
• oxygen decline
• spawning success
• migration shifts
This is often the earliest macro-level collapse signal.
At this point the fisheries domain is fully covered at a high level.
fisheries-fleet-capacity-stock-coherence-risk-v0.1What this repo is for
Detect when fishing capacity outgrows the fishery.
Focus
• fleet size
• gear efficiency
• fishing days
• subsidies
• stock biomass
Overcapacity is one of the strongest predictors of collapse.
africa-owid-protection-of-the-rights-of-small-scale-fisheries
Protection Of The Rights Of Small Scale Fisheries | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: agriculture_food - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-protection-of-the-rights-of-small-scale-fisheries.Small-Scale-Fisheries-Tracking-Dataset
Small-Scale Fisheries Tracking Dataset
Raw GPS data from the study "Addressing gaps in small-scale fisheries: a low-cost tracking system"
This dataset contains the raw GPS vessel-tracking data originally released on HuggingFace as part of a study focused on developing a low-cost monitoring solution for small-scale fisheries.
It is provided here to support transparency and reproducibility of the original work.
📦 Dataset Contents
File
Description… See the full description on the dataset page: https://huggingface.co/datasets/VillanovaAI/Small-Scale-Fisheries-Tracking-Dataset.africa-unsdg-sustainable-fisheries-as-a-proportion-of-gdp-en-scp-fshgdp
Africa Unsdg Sustainable Fisheries As a Proportion of Gdp En Scp Fshgdp | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: agriculture_food - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-sustainable-fisheries-as-a-proportion-of-gdp-en-scp-fshgdp.asia-owid-protection-of-the-rights-of-small-scale-fisheries
Protection Of The Rights Of Small Scale Fisheries | Asia (Our World in Data)
🌏 88 observations · 37 Asia countries · 2018–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 88 observations of Protection Of The Rights Of Small Scale Fisheries data across 37 Asia countries, spanning 2018–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Protection Of The Rights Of Small… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-protection-of-the-rights-of-small-scale-fisheries.lk-fisheries-monthly-export-import-reports-docsasia-unsdg-sustainable-fisheries-as-a-proportion-of-gdp-en-scp-fshgdpfisheries-quota-enforcement-coherence-risk-v0.1What this repo is for
Detect when quotas exist on paper but not in reality.
Focus
• quota limits
• actual catch
• illegal catch signals
• enforcement capacity
This is often the last signal before fishery collapse.
Common_Fisheries_Policy_diploma_thesis_glossary
[!NOTE]
Dataset origin: https://www.eurotermbank.com/collections/528
Description
Terms related to EU Common Fisheries Policy
europe-owid-protection-of-the-rights-of-small-scale-fisheries
Protection Of The Rights Of Small Scale Fisheries | Europe (Our World in Data)
🇪🇺 118 observations · 36 Europe countries · 2018–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 118 observations of Protection Of The Rights Of Small Scale Fisheries data across 36 Europe countries, spanning 2018–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Protection Of The Rights… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-protection-of-the-rights-of-small-scale-fisheries.