datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fi-etf-macro-signal-master-databit-signal-store
Bit Signal Store
A shared, append-only cache of raw time-series model outputs and OHLCV
prices, used by the Backtest Lab
Space.
The one rule
This store holds raw model outputs and prices. It never holds trade
decisions. No entries, no exits, no position sizes, no P&L. Trading rules,
costs, slippage and sizing are applied live, per request, by the Backtest
Lab's engine. That separation is what lets many different strategies be
compared against the same model… See the full description on the dataset page: https://huggingface.co/datasets/The-Bit-Trading-Company/bit-signal-store.panoramax-sig14-signssignal_theology
NuBerea signal_theology
An emergent, within-Bible operator kernel and narrated-event control surface. The kernel is a
set of typed doctrine / boundary-line statements that surfaced bottom-up from corpus-intrinsic
signals (composition dating, intra-canon citation, reception weighting, embedding geometry) over
the canonical Bible, with the narrated events that ground them and an intra-canon reception
keystone. No doctrine taxonomy was declared in advance; benchmarks were used only… See the full description on the dataset page: https://huggingface.co/datasets/NuBerea/signal_theology.signal-and-noise
Signal and Noise: A Framework for Reducing Uncertainty in Language Model Evaluation
Our work studies the ratio between signal, a benchmark's ability to separate models; and noise, a benchmark's sensitivity to random variability during training steps.
This dataset contains evaluation results. For utilites to use this dataset and to reproduce the findings in our paper, please see our github.
Main Eval Suite (375 models)
import… See the full description on the dataset page: https://huggingface.co/datasets/allenai/signal-and-noise.signature-to-mechanisms
Signature-to-Mechanisms (S2M)
Signature-to-Mechanisms (S2M) provides standardized tasks designed to enable the assessment of mechanistic reasoning in AI agents. Each task supplies the elements necessary for evaluation, including experimental context, molecular signatures, and task prompts, so that agents can be tested on their ability to reconstruct mechanistic explanations reported in peer-reviewed biological studies.
S2M formalizes a core challenge in computational biology:… See the full description on the dataset page: https://huggingface.co/datasets/vida-nyu/signature-to-mechanisms.PAH-ENV-001-serc-soil-signals
Pahzuzu SERC Paired Soil Moisture & Temperature (2016–2022)
More than 10 million paired, 30-minute soil observations from five plots at the Smithsonian Environmental Research Center (SERC), cleaned into two analysis-ready Parquet tables with preserved quality flags and machine-readable provenance.
This free research edition contains the complete moisture and temperature tables. It exists so researchers and engineers can inspect the actual data, limitations, schema and provenance… See the full description on the dataset page: https://huggingface.co/datasets/Pahzuzu/PAH-ENV-001-serc-soil-signals.signalsrunner-state-v7crypto-prediction-market-signals
Crypto + Prediction Market Cross-Signal Dataset
BTC, ETH, SOL prices + funding rates + open interest + gold + Polymarket crypto probabilities — synced at 15-minute intervals.
The only dataset that combines crypto market microstructure with prediction market sentiment in one place.
What's Inside
Table
Rows
Description
candles
8,800+
15-min OHLCV for BTC, ETH, SOL (Binance Futures)
funding_rates
460+
8-hourly funding rates + mark prices
open_interest
190+… See the full description on the dataset page: https://huggingface.co/datasets/manja316/crypto-prediction-market-signals.free-to-use-signs
Free-to-Use Signs
This dataset is a unique curation of typography data released under a free-to-use license.
Specifically, this dataset contains images of signs.
Dataset Details
This dataset contains 952 images which have been captioned by BLIP3 (MM-XGEN).
Dataset Sources
Repository: Reddit (/r/signs)
Uses
Direct Use
Training a LoRA for typography
Merging this dataset into a larger set
Out-of-Scope Use
Hate speech or other… See the full description on the dataset page: https://huggingface.co/datasets/bghira/free-to-use-signs.gromov-max
Gromov-Max
Mathematical dataset with reasoning traces, generated synthetically.Dataset contains ~87k * 2gen synthetical examples out of DeepSeek-R1-Qwen3 distill (0528).Dataset contains difficulties from 1 to 10:
Difficulty distribution
1: 2036 examples
2: 16006 examples
3: 19579 examples
4: 7234 examples
5: 10437 examples
6: 10702 examples
7: 14312 examples
8: 6067 examples
9: 246 examples
10: 7 examples
Mean difficulty -… See the full description on the dataset page: https://huggingface.co/datasets/attn-signs/gromov-max.ethereum-signals-sample
Ethereum On-Chain Signals - Free Sample
10,000 decoded on-chain events from Ethereum Sepolia testnet, extracted directly from the P2P network using Fused Semantic Execution (FSE) - a zero-RPC, zero-full-node signal extraction engine.
This is a free sample. The full dataset covers 76M+ signals across 12M+ blocks on Sepolia alone. Mainnet extraction is underway (genesis-to-tip). Full datasets available at deltazerolabs.dev.
What's In This Sample
Signal Type… See the full description on the dataset page: https://huggingface.co/datasets/MikeKuykendall/ethereum-signals-sample.helpsteer2-binarized-granular-fullThis is the nvidia/Helpsteer2 training split binarized and sorted by length using the Llama3 tokenizer and categorized into multi- vs. single-turn subparts.
The 500 splits contain chosen responses between 500-1000 tokens, the 1000 split 1000+ tokens.A multi-turn example requires at least one pair of User and Assistant besides the main resposne to be categorized as such.If you don't care, there is a combined split, which includes everything just binarized, but note that ids are not the same… See the full description on the dataset page: https://huggingface.co/datasets/root-signals/helpsteer2-binarized-granular-full.mapillary_traffic_signs
📄 Paper
If you use this dataset, please cite the following paper:
MAPILLARY VISTAS VALIDATION FOR FINE-GRAINED TRAFFIC SIGNS: A Benchmark Revealing Vision-Language Model LimitationsSubmitted to ICCV Workshop 2025
📄 Citation
@article{garg2025mapillary,
title={Mapillary Vistas Validation for Fine-Grained Traffic Signs: A Benchmark Revealing Vision-Language Model Limitations},
author={Garg, Sparsh and Aich, Abhishek},
journal={arXiv preprint arXiv:2508.02047}… See the full description on the dataset page: https://huggingface.co/datasets/sparshgarg57/mapillary_traffic_signs.africa-synth-telecom-coverage-maps-and-signal-strength-nigeria
Africa Synth Telecom Coverage Maps and Signal Strength Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: technology_digital - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-telecom-coverage-maps-and-signal-strength-nigeria.desk_companion_show_focus_sign_v1_20260802_215144This dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"fps": 30,
"features": {
"action": {
"dtype": "float32",
"names": [
"shoulder_pan.pos",
"shoulder_lift.pos",
"elbow_flex.pos",
"wrist_flex.pos",
"wrist_roll.pos",
"gripper.pos"
],
"shape": [
6… See the full description on the dataset page: https://huggingface.co/datasets/Vickiiyuan/desk_companion_show_focus_sign_v1_20260802_215144.helpsteer2-binarized-granular-tinyThis is the nvidia/Helpsteer2 training split binarized and sorted by length using the Llama3 tokenizer and categorized into multi- vs. single-turn subparts.
The 500 splits contain chosen responses between 500-1000 tokens, the 1000 split 1000+ tokens.
A multi-turn example requires at least one pair of User and Assistant besides the main resposne to be categorized as such.
If you don't care, there is a combined split, which includes everything just binarized, but note that ids are not the same… See the full description on the dataset page: https://huggingface.co/datasets/root-signals/helpsteer2-binarized-granular-tiny.africa-synth-radar-cuas-signatures-all
Counter-UAS Radar Signatures | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: culture_language - 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 Covers
Public datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-radar-cuas-signatures-all.africa-synth-radar-phased-array-signatures-all
Long-Range Phased-Array Radar Signatures | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: culture_language - 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 Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-radar-phased-array-signatures-all.ai-receptionist-pricing-and-call-automation-signals-sample
AI Receptionist Pricing and Call Automation Dataset
A source-backed market-intelligence dataset for comparing AI receptionists, voice agents, and phone automation platforms across pricing, appointment workflows, CRM coverage, compliance claims, and deployment style.
This is a free preview. Load it instantly, inspect the schema, and validate quality before purchasing the full dataset.
What This Preview Proves
Sample rows: 28 (full dataset: 287 rows)
Columns: 37… See the full description on the dataset page: https://huggingface.co/datasets/Karmane/ai-receptionist-pricing-and-call-automation-signals-sample.intraday_buysell_signalira-exp
IRA-experimental
This dataset presents an experimental implementation of Internal Reasoning Assembly integration designed to enhance mathematical Chain-of-Thought (CoT) processes.
The core objective is to introduce an intermediate diagram-like interface language that facilitates:
Mathematical tree-search hypothesis generation
Optimization of token utilization in CoT implementations
The language specification was meticulously developed by Attention Signs in collaboration with… See the full description on the dataset page: https://huggingface.co/datasets/attn-signs/ira-exp.factor_signals
Factor Signals
Data Notice: This dataset provides academic research access with a 6-month data lag.
For real-time data access, please visit sov.ai to subscribe.
For market insights and additional subscription options, check out our newsletter at blog.sov.ai.
from datasets import load_dataset
df_factor_comp = load_dataset("sovai/factor_signals", split="train").to_pandas().set_index(["ticker","date"])
Data is updated weekly as data arrives after market close US-EST time.… See the full description on the dataset page: https://huggingface.co/datasets/sovai/factor_signals.tiktok-shop-affiliate-product-signals
TikTok Shop Affiliate Product Signals Dataset
A public-source dataset for comparing TikTok Shop-style affiliate product signals across pricing, visible sales language, commission benchmarks, content-angle cues, shipping practicality, and category-level commerce context.
Each row represents one product opportunity normalized from public TikTok Shop product research pages, public best-seller analyses, and public category benchmark pages that are accessible without login. The… See the full description on the dataset page: https://huggingface.co/datasets/Karmane/tiktok-shop-affiliate-product-signals.nigerian_transport_and_logistics_traffic_signal_timing
Nigeria Transport & Logistics – Traffic Signal Timing | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/nigerian_transport_and_logistics_traffic_signal_timing.SignalX-Crypto-Forensic-Metrics
SignalX Crypto Forensic Metrics
Description: generated by SignalX Predator Core v8.5 Forensic Snapshot Replay.
Row count: 1356
Timestamp coverage (timestamp_ms): 1768568 - 1769094000000
Columns
snapshot_id: stable snapshot identifier.
symbol: trading pair symbol.
timeframe: candle timeframe.
timestamp_ms: snapshot timestamp in milliseconds.
timestamp_utc: snapshot timestamp in UTC ISO format.
created_at_utc: ingestion timestamp in UTC ISO format.
flow_delta: normalized… See the full description on the dataset page: https://huggingface.co/datasets/signalxpert/SignalX-Crypto-Forensic-Metrics.solana-new-pools-liquidity-and-momentum-signals-sample
Solana New Pools Liquidity and Momentum Signals
Fresh Solana pools enriched with liquidity, transaction velocity, launch age, and short-window momentum signals for traders and onchain researchers.
This is a free preview. Load it instantly, inspect the schema, and validate quality before purchasing the full dataset.
What This Preview Proves
Sample rows: 19 (full dataset: 198 rows)
Columns: 60 fields, fully described below
Format: parquet (loads in pandas, HF… See the full description on the dataset page: https://huggingface.co/datasets/Karmane/solana-new-pools-liquidity-and-momentum-signals-sample.europe-owid-women-can-sign-a-contract-same-as-men
Women Can Sign A Contract Same As Men | Europe (Our World in Data)
🇪🇺 2,160 observations · 40 Europe countries · 1970–2023 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 2,160 observations of Women Can Sign A Contract Same As Men data across 40 Europe countries, spanning 1970–2023.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Women Can Sign A Contract Same As Men… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-women-can-sign-a-contract-same-as-men.flashdeal_data_TDM_historical_signalhistorical_trading_signal