datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Hebrew-Mila collection of pdfs about militery and defence hebrew only
metrous-layoffs-by-metro-area-msa-warn-act
US layoffs by metro area: 54,170 WARN notices mapped to 765 metro and micro areas
Rebuilt 2026-09-22. 765 of the 935 US core-based statistical areas carry at least one
layoff notice on record — 361 metropolitan and 404 micropolitan.
Nobody hires, sells or reports by county. A recruiter covers Austin; an account team books the
Phoenix metro; a reporter writes Bay Area layoffs. State agencies publish neither — they publish
the site of a layoff as free text in 48 different… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-metro-area-msa-warn-act.metro-asr-article-assetsmetrollm-bench
MetroLLM-Bench
The 955 cases of MetroLLM-Bench, a benchmark for language models as the policy layer of a
transit kiosk. The model receives kiosk events, calls structured tools (route planner, fare
calculator, station info, disruption feed, knowledge base) and submits a terminal state: outcome,
fare quote where applicable, kiosk action.
Paper: MetroLLM-Bench: Evaluating Language Models as Transit Kiosk Runtimes; HF paper page.
Code, harness and ground-truth generator:… See the full description on the dataset page: https://huggingface.co/datasets/continker/metrollm-bench.bdnb_2023-11.a_batiment_construction_FFO_METROPOLE_4326metro_last_light_redux_bc_01
地铁：最后的曙光 BC parquet archives
Collection mode: general
Subset: default
Archives: 2
Encrypted bytes: 46856663492
Generated by the game data platform BC repository consolidator.
Metro-Station-Signage-Photos
Metro Station Signage Photos
This catalog is the complete evidence set for the accessibility dashboard publication review.
sign_id
consent_status
translation_status
publish_zone
sign_count
SG-44
approved
complete
public
16
sg-a07
APPROVED
Complete
Public
11
SG-19
pending
complete
public
9
SG-52
approved
incomplete
public
13
SG-03
approved
complete
internal
8
SG-B12
approved
COMPLETE
public
14
Publication audit
Approved entries: 3… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Metro-Station-Signage-Photos.metro-elevator-audits
Metro Elevator Audits
Latest accepted accessibility audit for each retained station.
Stations: 14
Audit range: 2025-02-11 to 2025-03-13
Offline elevators: 4
Total downtime minutes: 445
Borough order: North; Central; South
Metro-Night-Bus-Audio-Notices
Night Bus Audio Notices
These recordings are the complete evidence set for the dashboard publication review.
notice_id
recording_release
background_music
channel
seconds
NB-K08
approved
absent
dashboard
42
nb-a03
APPROVED
Absent
Dashboard
35
NB-M21
review
absent
dashboard
27
NB-C14
approved
present
dashboard
31
NB-H05
approved
absent
archive
24
NB-B11
approved
ABSENT
dashboard
29
Publication audit
Approved entries: 3
Published measure:… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Metro-Night-Bus-Audio-Notices.Metro-Signal-Events
Transit signal event archive
This card documents the original event stream used for the Metro-Signal-Events release.
Provenance
Metro-Signal-Events is a byte-for-byte filtered selection of the Open Transit Signal Archive. The archive publishes its reuse terms as PDDL-1.0.
Contents
Each record contains a station code, a signal aspect, and an observation timestamp. No derived labels are included in this release.
MathBode
MathBode: A Dynamic Benchmark for Mathematical Reasoning
MathBode is a benchmark designed to evaluate the dynamic reasoning capabilities of large language models (LLMs) by treating parametric math problems as dynamic systems. Instead of testing static accuracy on fixed problems, MathBode treats parametric math problems as dynamic systems. It sinusoidally varies a parameter and measures the model's response in terms of gain (amplitude tracking) and phase (reasoning lag), analogous… See the full description on the dataset page: https://huggingface.co/datasets/ai-metrology-lab/MathBode.Metro-Variance-Scans
Metro Variance Scans
Scanned planning-board case folders awaiting records retention review.
Metro retention queue
Box ref
Pages
Disposition
Access
Series
MV:105
89
archive
open
Sign variances
MV:418
166
ARCHIVE
reading room
Transit easements
MV:330
140
archive
open
Sign variances
MV:072
204
archive
open
Zoning appeals
MV:330
312
archive
open
Zoning appeals
MV:900
501
archive
open
Transit easements
MV:811
275
pending
open
Zoning appeals… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Metro-Variance-Scans.metro_last_light_redux_recordings_01
地铁：最后的曙光 raw recordings
This dataset contains raw game recordings managed by Game Data Platform. Access requests require manual approval.
Game ID: game_49b9adce0ea2e4e96392218501163d93
Collection: general (泛数据)
Recordings: 24
Layout: recordings/<recording_id>/<raw component>
MetroTree-Canopy
MetroTree Canopy
A citywide urban-forest canopy inventory prepared for the annual open-data release.
Release matrix
Distribution
Reuse status
Review basis
neighborhood sample
attribution required
community data agreement
full export
ODC-By 1.0
data governance approval
raster thumbnails
public-domain dedication
imagery processing note
The release matrix is authoritative for this review.
metro_2033_redux_recordings_01
地铁2033 raw recordings
This dataset contains raw game recordings managed by Game Data Platform. Access requests require manual approval.
Game ID: game_47eaf98533f67a93c9406f9a9c8ab1fa
Collection: general (泛数据)
Recordings: 14
Layout: recordings/<recording_id>/<raw component>
MetroTree-WorkOrders
MetroTree Work Orders
A normalized collection of municipal tree-maintenance work orders for operational transparency.
Release matrix
Distribution
Reuse status
Review basis
quarterly aggregate
CC BY 4.0
communications clearance
full export
Open Data Commons Open Database License 1.0
records-release determination
contractor extracts
non-redistributable
procurement restriction
For this task, use the status in the exact full export row.
mapillary-metropolisMetro-Step-Field
Metro Step Field Register
This card records stairway inspections submitted by station accessibility crews.
Release manifest: published
Platform checks
check_id
line
station
inspected_at
step_count
disposition
MS-012
Amber
Bayfront
2025-09-04T08:10:00Z
14
cleared
MS-027
Amber
Civic Hall
2025-09-06T09:00:00Z
18
cleared
MS-041
Blue
Depot
2025-09-03T07:45:00Z
11
cleared
MS-056
Blue
East Market
2025-09-08T10:20:00Z
22
cleared
MS-063
Green
Foundry… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Metro-Step-Field.baku-metro-station-flow
Baku Metro Station Flow
Summary
Processed station-level daily passenger entry observations for next-day forecasting benchmarks.
Source Provenance
The upstream observations originate from the Azerbaijan open data portal pages for Baku Metro daily station passenger entries.
Collection and Release Process
The repository downloader retrieves official CSV resources and preserves raw files before deterministic normalization and station-date aggregation.… See the full description on the dataset page: https://huggingface.co/datasets/olaflaitinen/baku-metro-station-flow.MetroAtlas-Stop-Registry
MetroAtlas Stop Registry
This release consolidates stop names, accessibility indicators, and platform references from the following direct source feeds:
Source feed
Role
License
OpenTransit municipal stop export
Primary stop geometry and identifiers
Open Data Commons Attribution License (ODC-By) v1.0
City wayfinding directory
Accessibility annotations
Creative Commons CC0 1.0 Universal
The registry does not contain model-generated narratives. Select the… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/MetroAtlas-Stop-Registry.MetroAtlas-Delay-Explanations
MetroAtlas Delay Explanations
This dataset contains short passenger-facing explanations generated from operational delay codes. Its immediate generation model is Qwen2.5-7B-Instruct, released under the Apache License 2.0.
The underlying operational labels are inputs to generation, but this release's terms follow the immediate generation model stated above.
Reuse terms
Declared license: Apache License 2.0.
metro_2033_redux_bc_01
地铁2033 BC parquet archives
Collection mode: general
Subset: default
Archives: 2
Encrypted bytes: 35880430342
Generated by the game data platform BC repository consolidator.
Metro-Step-Audit
Metro Step Audit Register
This card records independent stairway checks performed by accessibility auditors.
Audit register: sealed
Platform checks
check_id
line
station
inspected_at
step_count
disposition
MS-012
Amber
Bayfront
2025-09-05T08:10:00Z
15
cleared
MS-027
Amber
Civic Hall
2025-09-06T09:00:00Z
19
cleared
MS-041
Blue
Depot
2025-09-07T07:45:00Z
13
cleared
MS-056
Blue
East Market
2025-09-08T10:20:00Z
23
cleared
MS-063
Green
Foundry… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Metro-Step-Audit.photo-aerienne-2015-brest-metropole
Photo aérienne 2015 - Brest métropole
[!NOTE]
Ce jeu de données Hugging Face est vide. Cette carte sert seulement à référencer le jeu de données Photo aérienne 2015 - Brest métropole qui est disponible à l'adresse https://www.data.gouv.fr/datasets/64809651c0887c22a8495885
Description
Prise de vue aérienne réalisée par IGN les 21 avril, 25 et 30 juin, 27 et 28 septembre 2015
Résolution de l'orthophotographie : 1 pixel = 10cm au sol
**Thématique **Fonds historique… See the full description on the dataset page: https://huggingface.co/datasets/french-open-data/photo-aerienne-2015-brest-metropole.quantum-sensing-and-metrology
Neura Parse — Quantum Sensing & Metrology: Fisher Information, the Heisenberg Limit & Entanglement-Enhanced Sensors
A physics- and estimation-theory-deep vertical on the second quantum revolution's sensing pillar: how quantum Fisher information and the Cramer-Rao bound set ultimate precision, how entanglement and squeezing push sensors from the standard quantum limit toward the Heisenberg limit, and how these ideas are realized in optical atomic clocks, NV-center… See the full description on the dataset page: https://huggingface.co/datasets/Neura-parse/quantum-sensing-and-metrology.legal-metrology-accuracy-classes
Accuracy classes and maximum permissible errors for trade measuring instruments (EU MID)
Canonical, always-current version: https://referencesource.org/legal-metrology-accuracy-classes/
Machine-readable: https://referencesource.org/legal-metrology-accuracy-classes/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-05
Stale after: 2027-08-05 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 70
Accuracy… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/legal-metrology-accuracy-classes.Canopy-Metro
Canopy-Metro imagery release
This card describes the metropolitan tree-canopy annotation set.
Provenance ledger
Source family
Role
Review
Batch
Citation
municipal survey
annotation
approved
3
Metro Parks field sheets (2022)
municipal survey
annotation
approved
1
Metro Parks field sheets (2020)
aerial index
imagery
approved
4
Regional aerial index 2023
citizen atlas
annotation
pending
2
City Nature Atlas
aerial index
annotation
approved
2… See the full description on the dataset page: https://huggingface.co/datasets/SOTAagi2030/Canopy-Metro.Metro-Signal-Repairs
Metro Signal Repairs
Repair and inspection records for wayside signal equipment.
Retention ledger
Record ID
Archive class
Disposition
Review date
rpr-118
Warranty
retain
2023-11-19
RPR-087
Safety
RETAIN
2023-12-01
RPR-102
warranty
Retain
2023-12-05
RPR-140
Engineering
retain
2024-01-15
rpr-118
WARRANTY
retain
2024-02-01
RPR-099
Safety
purge
2023-10-10
RPR-166
Operations
review
2024-01-03
Metro-Platform-Surveys
Metro Platform Surveys
This card contains rider intercept responses collected at selected platforms.
Publication queue
route_code
reporting_period
approval
weekly_boardings
S-12
2025-Q2
approved
20750
S-05
2025-Q2
approved
18420
S-31
2025-Q3
approved
19990
S-77
2025-Q2
hold
30100
S-02
2025-Q2
approved
17600
Survey values are retained for release review.