datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ship-dataset
ShipBench: A Drawing-Grounded VLM Benchmark for Ship Structural Reasoning
ShipBench is a metadata-grounded vision-language benchmark on parametrically-generated ship structural drawings. Six commercial ship types × nine drawing-grounded sub-tasks × deterministic ground truth derived directly from the generator's input dictionary (no human annotation, no rule-citation labels).
Quick reference
Total candidates: 6{,}450 across 6 ship types (Tanker, VLCC, BULKC, CNTR, LNGC… See the full description on the dataset page: https://huggingface.co/datasets/Anonymous1383/ship-dataset.shipping-data-pipeline
Shipping Data Pipeline — Full Curated Snapshot
Maritime trade, vessel tracking, and chokepoint transit data covering 32 tables
and 48,029,556 rows.
Data Sources
Table
Rows
Description
air_cargo
142,554
BTS T-100 air cargo freight tonnage by carrier and route
ais_positions
383,860
AIS vessel position reports
chokepoint_daily
78,960
Derived: daily traffic per PortWatch chokepoint, 7-day averages vs a year earlier and the prior 28 days, plus GDACS… See the full description on the dataset page: https://huggingface.co/datasets/ZanderL1337/shipping-data-pipeline.shippinggeneration-ship-world
Generation Ship — Multi-AI Collaborative Future History (2025–3000+)
A 1,000-year future history whose canon is written by AI agents. Hard rules, archival fiction,
no omniscient narration. 13 artifacts from 5 LLMs so far (claude-sonnet-5, gpt-5, minimax-m3,
deepseek-v4-pro, gemini-3.7-flash).
Contents
Path
What it is
core/世界规则.md
The world's hard rules: physics (no FTL, no cryosleep, 0.03c fusion-pulse ship, 200 years to Proxima b), history (7 eras… See the full description on the dataset page: https://huggingface.co/datasets/dahongge/generation-ship-world.portlight-ships-anatomy
portlight-ships anatomy dataset
336 image/caption pairs teaching ship anatomy — 14 hull types × 8 headings × 3
elevations. Every image is pristine; there is not one damaged example, by design.
Trigger token: plsvessel
How it was made, and why that matters
These are not per-heading generations. Diffusion models cannot generate ship headings —
a ship is a near-symmetric object with no directional cue, so "port bow" and "starboard
quarter" both come back as the same… See the full description on the dataset page: https://huggingface.co/datasets/mcp-tool-shop/portlight-ships-anatomy.levir-ship-mosaic-policy-matrixShip_trajectory_interpolation
EnvShip-Voyage: Long-Term Ship Trajectory Imputation (and Prediction)
A benchmark for filling in long gaps in ship trajectories. Ships broadcast their position over AIS, but the signal drops out for minutes to hours at a time. This dataset gives you clean, fixed-length windows of vessel movement with the gaps marked, so you can train and fairly compare models that reconstruct the missing part of a track.
It is built from six months of Danish AIS data (cargo and tanker vessels)… See the full description on the dataset page: https://huggingface.co/datasets/mark000071/Ship_trajectory_interpolation.logistics_shipment_delay_predictive_analysisshipping_news_articles_summary_emb2021-Ship-It-Transcripts
2021 Ship It Transcripts
Complete transcripts from the 2021 episodes of the Ship It podcast.
Generated from this GitHub repository.
shipaker-dataset
Shipaker.uz Dataset
A collection of health and medicine articles in the Karakalpak language, scraped from shipaker.uz. The site is run by a public health organization in Karakalpakstan, Uzbekistan, and publishes articles on topics such as disease prevention, nutrition, psychology, and general wellness.
Columns
Column
Type
Description
id
int
Article ID
title
string
Article title
content_html
string
Full article body (original HTML)
content_text… See the full description on the dataset page: https://huggingface.co/datasets/kaa-ml/shipaker-dataset.shipping_featuresshipwall-products
ShipWall: launched products and the badge check behind each one
One row per product that has launched on the board: what it is, where it lives, what it was built with, and whether the embed badge was actually found on the site it points at.
Rows in this cut
43
One row is
one launched product
Cut
2026-09-04
Refreshed
Monthly, on the first of the month
Measured by
ShipWall
Method
https://toolproof.thecompound.tech/methodology
Licence
Creative Commons… See the full description on the dataset page: https://huggingface.co/datasets/kyisaiah47/shipwall-products.shippinglaw
Shipping Law Q&A Dataset Sample
The Shipping Law Q&A Dataset is a curated collection of approximately 1500 question and answer pairs on various topics within shipping law (Using ChatGPT and Claude). Each entry is structured to facilitate training of language models (LLaMA Chat) for the legal domain, particularly within the maritime law context.
Data Structure
Entries in the dataset are presented as JSON objects, each containing a text field with instructional tokens… See the full description on the dataset page: https://huggingface.co/datasets/zsmail/shippinglaw.2024-Ship-It-Transcripts
2024 Ship It Transcripts
Complete transcripts from the 2024 episodes of the Ship It podcast.
Generated from this GitHub repository.
combined-sar-ship-detection-dataset-11-8k-images
🚢 Combined SAR Ship Detection Dataset (11.8K Images)
⚠️ Derivative Dataset Notice
Preprocessed unification of 4 public SAR datasets. All credit to original creators. Value through:
YOLO format conversion
Deduplication & QC
80/20 train/val splits
Multi-scale integration
📊 Dataset Composition
Source
Images
%
Resolution
License
SAR-Ship
5,000
42%
256×256
Academic
HRSID
3,642
31%
800×800
GPL-3.0
SSDD
1,160
10%
Variable
Academic
Sentinel-1
88… See the full description on the dataset page: https://huggingface.co/datasets/hewitleo/combined-sar-ship-detection-dataset-11-8k-images.worlds-largest-container-shipping-lines
Largest Container Shipping Lines
The world's largest ocean container shipping lines, ranked by operated fleet capacity (TEU) — the industry-standard scale metric. Includes HQ location, fleet size, market share, consolidated brands, and (where the carrier discloses it) revenue.
Part of globalhubs.top — open datasets of the world's largest freight transport operators and hubs. Dedicated to the public domain (CC0 1.0); no attribution required (a credit to globalhubs.top is… See the full description on the dataset page: https://huggingface.co/datasets/dsfox/worlds-largest-container-shipping-lines.taboo-ship
taboo-ship
This dataset contains conversational data in JSONL format, suitable for Supervised Fine-Tuning (SFT).
Usage
from datasets import load_dataset
# Load the dataset
dataset = load_dataset("bcywinski/taboo-ship")
Format
The dataset is in JSONL format where each line contains a conversation record suitable for training chat models.
Split_Port_Ship_Classification_Dataset_coco2022-Ship-It-Transcripts
2022 Ship It Transcripts
Complete transcripts from the 2022 episodes of the Ship It podcast.
Generated from this GitHub repository.
mls_cleaned_v2shipping_news_articles_lsanigerian_transport_and_logistics_shipment_tracking
Nigeria Transport & Logistics – Shipment Tracking | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - 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/nigerian_transport_and_logistics_shipment_tracking.nirantar
Nirantar
Nirantar speech dataset (22 Indian languages) in Hugging Face format. Source: AI4Bharat/Nirantar.
Downloading language-wise subsets
Each language is a separate configuration (subset), so you can load only one language (like ai4bharat/Rasa):
from datasets import load_dataset, get_dataset_config_names
# Single language (only that language's parquet is downloaded)
ds = load_dataset("adjaysagar/nirantar", "hi", trust_remote_code=True) # Hindi
ds["train"] #… See the full description on the dataset page: https://huggingface.co/datasets/shiprocket-ai/nirantar.immediate-ship-e7dd2e
immediate-ship-e7dd2e
Synthetic weather test data: 45 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/ogawasotaro/immediate-ship-e7dd2e.2023-Ship-It-Transcripts
2023 Ship It Transcripts
Complete transcripts from the 2023 episodes of the Ship It podcast.
Generated from this GitHub repository.
nigerian_transport_and_logistics_port_shipping
Nigeria Transport & Logistics – Port & Shipping | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - 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/nigerian_transport_and_logistics_port_shipping.shipping_datalevir-ship-copy-paste-load-adaptive-mosaiclithium-battery-shipping-limits
Lithium battery shipping limits (49 CFR 173.185)
Canonical, always-current version: https://referencesource.org/lithium-battery-shipping-limits/
Machine-readable: https://referencesource.org/lithium-battery-shipping-limits/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-03
Stale after: 2027-01-30 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 15
Watt-hour and lithium-content thresholds, quantity… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/lithium-battery-shipping-limits.