datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fish-vista
Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
Note that the '</Use this dataset>' option will only load the CSV files. To download the entire dataset, including all processed images and segmentation annotations, refer to Instructions for downloading dataset and images.
See Example Code to Use the Segmentation Dataset
Figure 1. A schematic representation of the different tasks in Fish-Vista Dataset.
Instructions for downloading dataset… See the full description on the dataset page: https://huggingface.co/datasets/imageomics/fish-vista.FISH_spots
FISH_spots Dataset
The manually verified in situ hybridization fluorescence images and point coordinate dataset.
This dataset contains images and annotations for the task of single-molecule fluorescence in situ hybridization (FISH) spot detection, supporting 2D, 3D, and simulated noisy data. The structure is designed for deep learning model development, training, and evaluation.
Directory Structure
FISH_spots/
├── 2d/
│ ├── csv/
│ ├── image/
│ ├── image_raw/
│ └──… See the full description on the dataset page: https://huggingface.co/datasets/GangCaoLab/FISH_spots.Fish
Dataset Summary
Dataset recording various measurements of 7 different species of fish at a fish market. Predictive models can be used to predict weight, species, etc.
Feature Descriptions
Species - Species name of fish
Weight - Weight of fish in grams
Length1 - Vertical length in cm
Length2 - Diagonal length in cm
Length3 - Cross length in cm
Height - Height in cm
Width - Width in cm
Acknowledgments
Dataset created by Aung Pyae, and found on Kaggle
FishCaduceus-Functional-Site-Benchmark
FishCaduceus Functional Site Benchmark
Dataset description
This dataset contains sequence-based benchmarks for four gene-annotation tasks used to evaluate FishCaduceus:
translation initiation site (TIS) prediction
translation termination site (TTS) prediction
splice donor site prediction
splice acceptor site prediction
The benchmark was designed to evaluate both within-species performance and cross-species transfer. Models are trained and selected only with… See the full description on the dataset page: https://huggingface.co/datasets/FishCaduceus/FishCaduceus-Functional-Site-Benchmark.vn-provinces-farmed-fish-production
Vietnam provinces farmed fish production
Farmed fish production (thousand tons). Source values in tons converted to thousand tons. Coverage 1995-2024. 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).
Figures
Hero
Hero (continued)
Comparison
Color key
Files
provinces… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-farmed-fish-production.vn-provinces-marine-fishing-vessel-power-ge90cv
Vietnam provinces marine fishing vessel power >=90 CV
Total engine power of marine fishing vessels with 90 CV or more (thousand CV). Coverage 2010-2024. Coastal provinces only. 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).
Figures
Hero
Comparison
Color key
Files… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-marine-fishing-vessel-power-ge90cv.vn-provinces-marine-fishing-vessels-ge90cv
Vietnam provinces marine fishing vessels >=90 CV
Number of marine fishing vessels with engine power of 90 CV or more. Coverage 2010-2024. Coastal provinces only. 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).
Figures
Hero
Comparison
Color key
Files
provinces (435 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-marine-fishing-vessels-ge90cv.vn-provinces-marine-fish-capture-production
Vietnam provinces marine fish capture production
Marine fish capture production (thousand tons). Coastal provinces. Coverage varies by year. 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).
Figures
Hero
Hero (continued)
Comparison
Color key
Files
provinces (870 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-marine-fish-capture-production.Fish_GUE
FishGUE
FishGUE is a unified fish genomics benchmark developed for evaluating DNA foundation models and other sequence models on fish genomic prediction tasks.
It was introduced in the FishNALM study, where it was used to systematically benchmark fish-specific and general DNA language models across diverse regulatory sequence prediction tasks.
Dataset summary
FishGUE contains 17 supervised prediction tasks spanning four task groups:
Histone mark prediction
Transcription… See the full description on the dataset page: https://huggingface.co/datasets/bioinfoihb/Fish_GUE.fish-vista
Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
Note that the '</Use this dataset>' option will only load the CSV files. To download the entire dataset, including all processed images and segmentation annotations, refer to Instructions for downloading dataset and images.
See Example Code to Use the Segmentation Dataset
Figure 1. A schematic representation of the different tasks in Fish-Vista Dataset.
Instructions for downloading dataset… See the full description on the dataset page: https://huggingface.co/datasets/saffatgazi/fish-vista.sri-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.btc-usd-coinbase-trades-1h-2024-12-07-18-00-00
btc-usd-coinbase-trades-1h-2024-12-07-18-00-00
This is a dataset of Coinbase trades for the BTC-USD trading pair. 1 hour of data is included, starting at 2024-12-07 18:00:00 UTC. You can find the complete dataset at dataset.csv.
Key Information
Name: btc-usd-coinbase-trades-1h-2024-12-07-18-00-00
Exchange: coinbase
Trading Pair: btc-usd
Interval: 1h
Start Time: 2024-12-07 18:00:00 UTC
End Time: 2024-12-07 19:00:00 UTC
License: MIT
Columns
type: The type… See the full description on the dataset page: https://huggingface.co/datasets/fishcharlie/btc-usd-coinbase-trades-1h-2024-12-07-18-00-00.fisher-validation-resultsAfrica-Agriculture-forestry-and-fishing-value-added-percentage-of-GDP
Africa Agriculture forestry and fishing value added percentage of GDP | Africa (World Bank)
Size category: n<1K - Formats: csv - 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 Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Africa-Agriculture-forestry-and-fishing-value-added-percentage-of-GDP.river-fishable-flow-bands
River Fishable-Flow Bands — 20 Western Trout Rivers, USGS Gage IDs & Cited Thresholds (2026)
Fishable-flow-band data for 20 western North American trout rivers: the USGS real-time streamflow gage that measures each river, and the discharge thresholds (cfs) that separate low/skinny, fishable, prime, and blown-out/off-color conditions. Each threshold is cited to guide-service or outfitter flow guidance, cross-checked against the gage's own historical percentile record.… See the full description on the dataset page: https://huggingface.co/datasets/rrhagentbiz/river-fishable-flow-bands.fomc-statements
FOMC Meeting Policy Statements Dataset (Year 2000+, updated monthly)
Overview
This dataset contains the policy statements released by the Federal Open Market Committee (FOMC) following each of its meetings from year 2000 onwords. The FOMC, a component of the U.S. Federal Reserve System, determines monetary policy in the United States. The statements provide insights into the committee’s policy decisions, economic outlook, and forward guidance.
Background on Policy… See the full description on the dataset page: https://huggingface.co/datasets/fishie-lee/fomc-statements.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.
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
synthetic-fishing-productsSynthetic Fishing Products Dataset created with the Synthetic Product Data Generator using Mistral 7B locally.
fisheries-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.
fishdatasetFish_processingfisheries-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.
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.fisheries-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.
all-restaurants-in-fishers-indiana-us-163992
All Restaurants in Fishers, Indiana, US
Free sample dataset from BeamStation
All Restaurants in Fishers, Indiana, US is a weekly‑updated export that lists every dining establishment operating within the city limits of Fishers. The dataset contains 220 records, each representing a single restaurant and includes all available columns such as name, address, cuisine type, contact information, hours of operation, and any additional attributes provided by the source. Because the file is… See the full description on the dataset page: https://huggingface.co/datasets/beamstation/all-restaurants-in-fishers-indiana-us-163992.Common_Fisheries_Policy_diploma_thesis_glossary
[!NOTE]
Dataset origin: https://www.eurotermbank.com/collections/528
Description
Terms related to EU Common Fisheries Policy
fish-vista-test
Dataset Card for Fish-Visual Trait Analysis (Fish-Vista)
Dataset Deetails
Dataset Description
The Fish-Visual Trait Analysis (Fish-Vista) dataset is a large, annotated collection of 60K fish images spanning 1900 different species; it supports several challenging and biologically relevant tasks including species classification, trait identification, and trait segmentation. These images have been curated through a sophisticated data processing… See the full description on the dataset page: https://huggingface.co/datasets/egrace479/fish-vista-test.FishGUE-Heldout-Splice-5Species
FishGUE Held-out Splice-Site Benchmark (5 Species)
Dataset summary
This repository contains splice-site evaluation datasets for five fish species that were strictly held out from the FishNALM pretraining corpus and from FishGUE model development. The datasets were constructed to evaluate cross-species generalization beyond the species used to develop FishNALM and the original FishGUE benchmark.
Each species is evaluated on three sequence-classification tasks:… See the full description on the dataset page: https://huggingface.co/datasets/bioinfoihb/FishGUE-Heldout-Splice-5Species.