datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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.shippinglevir-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_analysis2Arms_One_Object_ShipThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so100_follower",
"total_episodes": 20,
"total_frames": 25436,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:20"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/zhoumiaosen/2Arms_One_Object_Ship.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.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.2Arms_Two_Objects_Ship_OnlyThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so100_follower",
"total_episodes": 9,
"total_frames": 11355,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:9"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/zhoumiaosen/2Arms_Two_Objects_Ship_Only.shipping_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.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.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-mosaiclevir-ship-copy-paste-mosaic2Arms_Two_Objects_Ship_CMDThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so100_follower",
"total_episodes": 20,
"total_frames": 24925,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:20"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/zhoumiaosen/2Arms_Two_Objects_Ship_CMD.2Objects_Ship_ShortCMDThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so100_follower",
"total_episodes": 20,
"total_frames": 20858,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:20"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/zhoumiaosen/2Objects_Ship_ShortCMD.shipping-events-eu
Shipping Events EU Dataset
Overview
This dataset contains simulated yet realistic shipment tracking records from various European locations. It reflects common logistics patterns, including parcel movements, delivery statuses, geographic attributes, carriers, delivery attempts, region types, transit performance, and service-level indicators.
It is designed to be suitable for machine learning, analytics, research, and operational benchmarking. The dataset structure is… See the full description on the dataset page: https://huggingface.co/datasets/happyhackingspace/shipping-events-eu.2Arms_Two_Objects_ShipThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "bi_so100_follower",
"total_episodes": 21,
"total_frames": 26378,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 500,
"fps": 30,
"splits": {
"train": "0:21"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/zhoumiaosen/2Arms_Two_Objects_Ship.china-daily-shipmentsasia-ports-oman-daily-port-activity-data-and-shipme
Oman: Daily Port Activity Data and Shipment Estimates
Publisher: PortWatch · Source: HDX · License: hdx-other · Updated: 2026-04-29
Abstract
Daily count of port calls, estimates of incoming shipment volumes and outgoing shipment volumes (in metric tons) for ports in Oman.
Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-04-29. Geographic scope: OMN.
Curated into ML-ready Parquet format by Electric Sheep Africa.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ports-oman-daily-port-activity-data-and-shipme.asia-ports-iraq-daily-port-activity-data-and-shipme
Iraq: Daily Port Activity Data and Shipment Estimates
Publisher: PortWatch · Source: HDX · License: hdx-other · Updated: 2026-05-06
Abstract
Daily count of port calls, estimates of incoming shipment volumes and outgoing shipment volumes (in metric tons) for ports in Iraq.
Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-05-06. Geographic scope: IRQ.
Curated into ML-ready Parquet format by Electric Sheep Africa.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ports-iraq-daily-port-activity-data-and-shipme.japan-daily-shipmentsclinical-quad-shipment-delay-visit-window-pressure-staff-load-backup-supply-deviation-v0.1What this repo does
This dataset models protocol deviation risk driven by supply chain stress in clinical trials. It predicts when the interaction between shipment delays, visit window pressure, staff load, and limited backup supply increases the probability of protocol deviations and workaround behavior.
Core quad
shipment_delay_days
visit_window_pressure_index
staff_load_index
backup_supply_availability_index
Prediction target
label_protocol_deviation
Row structure
Each row represents a site… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-shipment-delay-visit-window-pressure-staff-load-backup-supply-deviation-v0.1.asia-ports-yemen-daily-port-activity-data-and-shipm
Yemen: Daily Port Activity Data and Shipment Estimates
Publisher: PortWatch · Source: HDX · License: hdx-other · Updated: 2026-05-05
Abstract
Daily count of port calls, estimates of incoming shipment volumes and outgoing shipment volumes (in metric tons) for ports in Yemen.
Each row in this dataset represents country-level aggregates. Data was last updated on HDX on 2026-05-05. Geographic scope: YEM.
Curated into ML-ready Parquet format by Electric Sheep Africa.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ports-yemen-daily-port-activity-data-and-shipm.india-daily-shipmentsShipBlockasia-ports-bangladesh-daily-port-activity-data-and-shipment-estimates
Bangladesh: Daily Port Activity Data and Shipment Estimates
Daily count of port calls, estimates of incoming shipment volumes and outgoing shipment volumes (in metric tons) for ports in Bangladesh.
Resources
Resource Count: 1
Formats: csv
Last Updated: 2026-04-29
Coverage
bgd
Tags
ports, trade
License
License ID: hdx-other
Citation
@dataset{{{slug}},
title = {{{title}}},
author = {{{org}}},
year = {{{last_updated[:4] if… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ports-bangladesh-daily-port-activity-data-and-shipment-estimates.