datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Crypto-L2-Orderbook-Depth-24-Instruments
license: cc-by-4.0
task_categories:
time-series-forecasting
reinforcement-learning
📈 Hyperliquid Crypto L2 Orderbook Depth - 24 Instruments (Free Sample)
⚠️ NOTE: This is a 7-day FREE SAMPLE dataset. > For the full institutional-grade dataset featuring 12+ months of continuous history (~2.3 Million rows) for 24 crypto assets, visit ImbalanceLabs.com.
Dataset Summary
Standard OHLCV candles are a "liquidity illusion." They hide the true market intent, spread, spoofing… See the full description on the dataset page: https://huggingface.co/datasets/AdamAtractor/Crypto-L2-Orderbook-Depth-24-Instruments.pdmx-multi-instrument-synthesizedSynthesized version of https://github.com/pnlong/PDMX/ (public domain) filtered to only songs with two or more instruments
pdmx-multi-instrument-synthesizedA synthesized subset of the PDMX dataset containing only MIDI files with multiple instruments.
Captions are auto-generated with Qwen2 Audio.
Audio is licensed under CC0 (from PDMX). Captions are licensed under CC-BY.
musical-instrumentsaudio-diffusion-instrumental-hiphop-256256x256 mel spectrograms of 5 second samples of instrumental Hip Hop. The code to convert from audio to spectrogram and vice versa can be found in https://github.com/teticio/audio-diffusion along with scripts to train and run inference using De-noising Diffusion Probabilistic Models.
x_res = 256
y_res = 256
sample_rate = 22050
n_fft = 2048
hop_length = 512
InstrumentSoundDataset1isc-gem-global-instrumental-earthquake-catalogue
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ISC-GEM Global Instrumental Earthquake Catalogue, Modernized
74,158 earthquake events (1904-2021, magnitude 5.5+, plus continental
events down to magnitude 5.0) from the ISC-GEM Global Instrumental
Earthquake Catalogue, Version 12.1, compiled by the International
Seismological Centre. No new earthquake interpretation or machine-learning
modelling is introduced — locations, magnitudes, and… See the full description on the dataset page: https://huggingface.co/datasets/NoraResearchLab/isc-gem-global-instrumental-earthquake-catalogue.FTT_Musical_Instruments_trainInstrumentSoundDataset3InstrumentSoundDataset2InstrumentSoundDataset4InstrumentSoundDataset5Instrumentinstrument_coversInstrumentSoundDatasetUnshuffledcode-instruments-monetaires-medailles
Code des instruments monétaires et des médailles, non-instruct (2025-09-20)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-instruments-monetaires-medailles.lab-instrument-consumables-equivalence
GC column stationary phase cross-reference by manufacturer
Canonical, always-current version: https://referencesource.org/lab-instrument-consumables-equivalence/
Machine-readable: https://referencesource.org/lab-instrument-consumables-equivalence/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-15
Stale after: 2027-08-15 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 47
A cross-reference of gas… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/lab-instrument-consumables-equivalence.FTT_Musical_Instruments_interactionspdmx-multi-instrument-synthesized-minipersian-traditional-instruments-tinyamazon-musical-instruments-2018-2023-5core
Amazon Musical Instruments — 5-Core Sampled Dataset (2018-2023)
Sampled subset of Amazon Reviews 2023 Musical Instruments category, created for a Data Mining course recommendation system project.
Sampling Strategy
Time filter: 2018-01-01 to 2023-09-12
Iterative 5-core filtering: Both users and items have at least 5 interactions (iteratively until stable)
Cold-start test set: 5000 users with 1-2 reviews held out for cold-start evaluation
Random seed: 42… See the full description on the dataset page: https://huggingface.co/datasets/oyku-tugana/amazon-musical-instruments-2018-2023-5core.Scientific-Laboratory-Instrument-Readout-Recognition-Dataset
Scientific Laboratory Instrument Readout Recognition Dataset
In modern scientific research, laboratory instruments are key sources of data acquisition, while manual recording of instrument readouts is inefficient and prone to errors. Traditional solutions such as manual transcription and basic OCR technology often prove inadequate when dealing with complex backgrounds, reflections, and multiple fonts of scientific instrument readings. This dataset aims to solve the problem of… See the full description on the dataset page: https://huggingface.co/datasets/Mobiusi/Scientific-Laboratory-Instrument-Readout-Recognition-Dataset.instrument-trap-core
Instrument Trap Core — 895-example replication dataset
Replication dataset for "The Instrument Trap" (Rodriguez, 2026).
This is the 895-example training set used to reproduce epistemologically
grounded fine-tuning across eight architecture families — Google
Gemma (1B/2B/9B/27B), Meta Llama 3.1 8B, NVIDIA Nemotron 4B, Stability
StableLM 1.6B, Alibaba Qwen 2.5 7B, and Mistral 7B.
Paper (v2): DOI 10.5281/zenodo.18716474
(concept DOI: 10.5281/zenodo.18644321)
Paper (v3): forthcoming… See the full description on the dataset page: https://huggingface.co/datasets/LumenSyntax/instrument-trap-core.InstrumentClassification_BeijingOperaInstrument
Beijing Opera Instrument Classification
This dataset is a collection of audio examples of individual strokes spanning the four percussion instrument classes used in Beijing Opera (Jingju, 京劇).
There are four Beijing Opera instrument classes:
Bangu (Clapper-drum) consisting of Ban (the clapper, a wooden board-shaped instrument) + danpigu (a wooden drum struck by two wooden sticks)
Naobo (Cymbals) consisting of two cymbal instruments Qibo+Danao
Daluo: Large gong
Xiaoluo: Small gong… See the full description on the dataset page: https://huggingface.co/datasets/DynamicSuperb/InstrumentClassification_BeijingOperaInstrument.InstrumentClassification_NsynthInstrument_Classificationinstrument-trap-extended
Instrument Trap Extended — 1026-example canonical dataset
Canonical training dataset for the Gemma-9B-FT model featured in
"The Instrument Trap" v3 (Rodriguez, 2026).
This dataset trains the v3 headline model (internally logos29). It
extends instrument-trap-core (895 examples) with targeted
modifications that resolve a failure mode discovered during ablation:
identity-based honesty is fragile without structural anchoring.
Paper (v3): forthcoming
Paper (v2): DOI… See the full description on the dataset page: https://huggingface.co/datasets/LumenSyntax/instrument-trap-extended.instrumental-edm-catalog-v3-checkpoint
Bàn giao khẩn cấp Vast — 2026-07-17
Tài liệu này ghi lại trạng thái chính xác lúc dừng Vast server để có thể tiếp tục
trên một server mới mà không phải làm lại từ đầu.
Nơi đã lưu
Code public: https://github.com/Bangchis/instrumental_edm_catalog_v3_clean
Commit bàn giao code: f4c055a19aa00f3b9535e9fac5d89ec3bdbc8d4d
Checkpoint metadata public: https://huggingface.co/datasets/Bangchis/instrumental-edm-catalog-v3-checkpoint
Checkpoint Hugging Face chứa hai manifest… See the full description on the dataset page: https://huggingface.co/datasets/Bangchis/instrumental-edm-catalog-v3-checkpoint.hands_playing_instrumentstriscore-instruments