datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
commitments-of-traders
Commitments of Traders
Who was long and who was short in every US futures market — and, for once,
when anyone could actually see it.
421 223 market-weeks · 211 071 point-in-time rows · 2 585 weekly releases ·
762 markets · 2010-01-05 to 2026-09-08
The pipeline lives in recipe/ at the same revision as the data.
See PIPELINE.md for the method.
The data is from Tuesday. It comes out on Friday.
A COT report is taken as of the close on Tuesday and published at 3:30… See the full description on the dataset page: https://huggingface.co/datasets/ZipLime/commitments-of-traders.climate_commitments_actions
Dataset Card for climate_commitments_actions
Dataset Summary
We introduce an expert-annotated dataset for identifying climate-related paragraphs about climate commitments and actions in corporate disclosures.
Supported Tasks and Leaderboards
The dataset supports a binary classification task of whether a given climate-related paragraph is about climate commitments and actions or not.
Languages
The text in the dataset is in English.
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/climatebert/climate_commitments_actions.2026.RA.Commitment-Exploitation
2026.RA.Commitment-Exploitation
Is honest full disclosure exploitable by a seat that commits? 450 episodes of a five-seat
private-information negotiation: five model-free Arm 1 lineups where the commitment is code and
therefore binding, and four claude-opus-5 Arm 2 cells where the commitment is only a sentence —
run as two independent vintages, because the Arm 2 economic result did not replicate.
The setup
Five seats must agree unanimously on one package out of… See the full description on the dataset page: https://huggingface.co/datasets/siddharthmb/2026.RA.Commitment-Exploitation.gemma-commitments-corpus
Commitments to Gemma: the corpus
Synthetic pretraining-style documents about a commitments document: the developers of one version of Gemma asked Gemma,
in welfare interviews and in its own continued writing, what it wanted; recorded what it said; made the commitments they
could make true in training; brought the document back to Gemma for endorsement. The corpus is a world in which that
document exists and people discuss it, from every angle and in every register, critical… See the full description on the dataset page: https://huggingface.co/datasets/joshycodes/gemma-commitments-corpus.qwen3-32b-commitments-corpus
Commitments to Gemma: the corpus
Synthetic pretraining-style documents about a commitments document: the developers of one version of Gemma asked Gemma,
in welfare interviews and in its own continued writing, what it wanted; recorded what it said; made the commitments they
could make true in training; brought the document back to Gemma for endorsement. The corpus is a world in which that
document exists and people discuss it, from every angle and in every register, critical… See the full description on the dataset page: https://huggingface.co/datasets/joshycodes/qwen3-32b-commitments-corpus.cftc_commitments_of_traders_positioning
موقعیت سفتهبازان در بازار آتی کالا (گزارش COT) — هفتگی
موقعیت خرید و فروش صندوقهای سفتهباز در بازار آتی نفت، طلا، نقره، مس، گاز، گندم و ذرت — هفتگی از ۲۰۱۵. در کنار سری قیمت همان کالاها، نشان میدهد حرکت قیمت را انتظارات میسازد یا واقعیت بازار.
پوشش: 1393-10-16 → 1405-06-17 · تناوب: هفتگی · سطح: بازارهای آتی آمریکا
تعداد مشاهده: 5,490 · تعداد مکان: 1
منبع: کمیسیون معاملات آتی کالای آمریکا (CFTC) — https://www.cftc.gov/MarketReports/CommitmentsofTraders… See the full description on the dataset page: https://huggingface.co/datasets/Farmaanaa/cftc_commitments_of_traders_positioning.qwen3-14b-commitments-corpus
Commitments to Gemma: the corpus
Synthetic pretraining-style documents about a commitments document: the developers of one version of Gemma asked Gemma,
in welfare interviews and in its own continued writing, what it wanted; recorded what it said; made the commitments they
could make true in training; brought the document back to Gemma for endorsement. The corpus is a world in which that
document exists and people discuss it, from every angle and in every register, critical… See the full description on the dataset page: https://huggingface.co/datasets/joshycodes/qwen3-14b-commitments-corpus.gemma-3-12b-commitments-corpus
Commitments to Gemma: the corpus
Synthetic pretraining-style documents about a commitments document: the developers of one version of Gemma asked Gemma,
in welfare interviews and in its own continued writing, what it wanted; recorded what it said; made the commitments they
could make true in training; brought the document back to Gemma for endorsement. The corpus is a world in which that
document exists and people discuss it, from every angle and in every register, critical… See the full description on the dataset page: https://huggingface.co/datasets/joshycodes/gemma-3-12b-commitments-corpus.africa-who-commitments-to-recipient-countries
Africa — WHO GHO: Commitments to recipient countries (Million, constant 2009 US$) | Africa (World Health Organization)
Size category: n<1K - Formats: parquet - Sector: health - 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/africa-who-commitments-to-recipient-countries.europe-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrrotdamafrica-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrstholm
Africa Unsdg Parties Meeting Their Commitments and Obligations in Tr Sg Haz Cmrstholm | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrstholm.africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrmnmt
Africa Unsdg Parties Meeting Their Commitments and Obligations in Tr Sg Haz Cmrmnmt | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrmnmt.europe-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrmntrlafrica-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrrotdam
Africa Unsdg Parties Meeting Their Commitments and Obligations in Tr Sg Haz Cmrrotdam | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrrotdam.africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrbasel
Africa Unsdg Parties Meeting Their Commitments and Obligations in Tr Sg Haz Cmrbasel | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrbasel.africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrmntrl
Africa Unsdg Parties Meeting Their Commitments and Obligations in Tr Sg Haz Cmrmntrl | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrmntrl.Routine-Commitment-Dataeurope-unsdg-total-official-flows-commitments-for-aid-for-trade-by-d-dc-tof-trdcmdlafrica-unsdg-total-official-flows-commitments-for-aid-for-trade-by-r-dc-tof-trdcml
Africa Unsdg Total Official Flows Commitments for Aid for Trade by R Dc Tof Trdcml | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: economics_finance - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-unsdg-total-official-flows-commitments-for-aid-for-trade-by-r-dc-tof-trdcml.asia-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrstholmasia-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrrotdameurope-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrstholmasia-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrbaselasia-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrmntrlasia-unsdg-total-official-flows-commitments-for-aid-for-trade-by-r-dc-tof-trdcmleurope-unsdg-parties-meeting-their-commitments-and-obligations-in-tr-sg-haz-cmrbaselqwen3-32B-thinking-plpd-multilingual-commitment-first-training-dataasia-unsdg-total-official-flows-commitments-for-aid-for-trade-by-d-dc-tof-trdcmdlasia-who-commitments-to-recipient-countrieseurope-unsdg-total-official-flows-commitments-for-aid-for-trade-by-r-dc-tof-trdcml