datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
token-counts
Marin Token Counts
Token counts for all datasets used in Marin pretraining runs.
Schema
Column
Type
Description
dataset
string
Dataset identifier
marin_tokens
int
Number of tokens after tokenization
category
string
Content domain (web, code, math, academic, books, etc.)
synthetic
bool
Whether the data is LLM-generated or LLM-translated
Categories
web — Quality-classified Common Crawl text (Nemotron-CC)
code — Source code and… See the full description on the dataset page: https://huggingface.co/datasets/marin-community/token-counts.MarineLife-16K
Dataset Card for MarineLife-16K
We introduce MarineLife-16K, a marine-domain video benchmark designed to evaluate the video understanding capabilities of Vision-Language Models (VLMs). MarineLife-16K contains 2,000 video-text pairs and 16,080 video-question-answer pairs across a collection of 2,000 marine videos, including 12,080 multiple-choice questions and 4,000 open-ended questions. The benchmark emphasizes specialized marine knowledge, visual reasoning, temporal… See the full description on the dataset page: https://huggingface.co/datasets/MarineLife-16K/MarineLife-16K.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-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-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.marine-species-zh
海纳海洋生物数据集 | Marine Species Dataset (Chinese)
4662 个海洋物种的结构化数据集：学名、中文俗名、完整分类阶元、命名人、OBIS 分布记录数、图片链接（逐行标注授权协议与作者署名）、中文简介。
A structured dataset of 4,662 marine species: scientific names, Chinese vernacular names, full taxonomy, authorities, OBIS occurrence counts, image links (with per-row license and author attribution), and 2,120 Chinese descriptions translated/organized from Chinese Wikipedia.
数据来自海洋科普公益平台 海纳 · hainahub.cn 的物种图鉴底层，随图鉴扩容滚动更新。
数据规模 / Stats
指标… See the full description on the dataset page: https://huggingface.co/datasets/hainahub/marine-species-zh.autonomous-marine-navigation-coherence-risk-v0.1What this repo is for
Detect when an autonomous vessel or submersible is drifting toward navigation failure.
Focus
• GPS or inertial drift
• current vs thrust
• heading stability
• obstacle detection alignment
Why it matters
Marine autonomy fails gradually.
Early drift signals appear before loss of course or collision.
utonomous-marine-energy-return-coherence-risk-v0.1What this repo is for
Detect when underwater communications are drifting toward loss of contact.
Focus
• acoustic range limits
• bandwidth and latency
• packet loss
• telemetry freshness
• failover availability
Why it matters
Underwater comms degrade before they fail.
Stale telemetry is the early warning.
interactive-mapGavin_yiddish_raw_HTR_and_groundtruth_paragraphsautonomous-marine-mission-energy-coherence-risk-v0.1What this repo is for
Detect when a vessel will not make it back.
Focus
battery vs range
current vs thrust
route complexity
energy margin
Why it matters
Many AUV losses are energy failures.
The warning appears early in mission planning.
autonomous-marine-energy-return-coherence-risk-v0.1What this repo is for
Detect when underwater communications are drifting toward loss of contact.
Focus
• acoustic range limits
• bandwidth and latency
• packet loss
• telemetry freshness
• failover availability
Why it matters
Underwater comms degrade before they fail.
Stale telemetry is the early warning.
raw-htr-handchecked-groundtruth-smalllocalautonomous-marine-collision-avoidance-coherence-risk-v0.1What this repo is for
Detect when an autonomous vessel is likely to mishandle collision avoidance.
Focus
• contact density
• radar and vision track quality
• CPA and TCPA windows
• COLREGs compliance
• maneuver clarity
Why it matters
Most marine incidents happen in traffic.
Low CPA plus weak tracking is the early warning.