datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
world-signals
World Signals — a daily cross-country snapshot of attention
One folder per day under data/YYYY-MM-DD/, and the same files copied to latest/.
Built every morning (JST) by the EmpireOS world model. Nothing is generated by a model; every row is a measurement from a public source.
file
what
source
search_trends.csv
rising searches, 30 countries, with approximate traffic and the headline that drove them
Google Trends daily RSS
podcast_charts.csv
top-100 podcasts, 30… See the full description on the dataset page: https://huggingface.co/datasets/Lilambd/world-signals.telegram-financial-signalsv2
Financial Trading Signals Sentiment Dataset
Overview
This dataset contains 4,664 trading signals extracted from Telegram group chats, focused on financial instruments such as Forex pairs, commodities (Gold, Silver), stocks, and indices. Each signal is labeled with a sentiment value for use in financial sentiment analysis and machine learning applications.
Data Description
Each record represents a trading signal and includes fields for symbol, sentiment (both… See the full description on the dataset page: https://huggingface.co/datasets/ZombitX64/telegram-financial-signalsv2.clawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
Paper snapshot: this… See the full description on the dataset page: https://huggingface.co/datasets/OpenClaw/clawhub-security-signals.tradingview-ideas-signals
TradingView Crypto Ideas + Binance 1m OHLCV
51,963 published trading ideas (LONG/SHORT/NEUTRAL) from 2,343 TradingView authors, spanning 2014-06 → 2026-07, paired with 1-minute Binance OHLCV candles (748 symbol-year files, 313 spot symbols, ~40M candles) covering the labeling window around every idea. Built for look-ahead-bias-free backtesting of social trading signals: every idea carries its exact publication timestamp, and popularity counters are snapshotted over time rather… See the full description on the dataset page: https://huggingface.co/datasets/tripolskypetr/tradingview-ideas-signals.clawhub-security-signals-live
ClawHub Security Signals Live
This dataset is the refreshed ClawHub security-signals corpus for scanner testing, prompt regression checks, and operational research against recent public ClawHub skills.
It is a moving dataset, not the fixed paper benchmark. main is expected to change when the ClawHub security dataset snapshot workflow publishes a new sanitized export. Pin a Hugging Face revision or commit when you need reproducibility.
For the frozen research-paper snapshot, use… See the full description on the dataset page: https://huggingface.co/datasets/OpenClaw/clawhub-security-signals-live.Stock-Market-Trading-Signals
Stock Market Trading Signals (SFT & DPO)
A specialized dataset for fine-tuning Large Language Models (LLMs) to act as quantitative financial analysts. This dataset contains structured technical indicator data for stocks paired with their resulting directional trading signals (BUY, SELL, HOLD).
It is formatted specifically for Direct Preference Optimization (DPO) and Supervised Fine-Tuning (SFT), utilizing a hard-negative rejection strategy to force the model to learn… See the full description on the dataset page: https://huggingface.co/datasets/ewin-reg/Stock-Market-Trading-Signals.ultimate-life-ds03-abstract-signals
Ultimate Life — Abstract Signals
A public, U.S.-first, source-derived visual-grammar reference pack for MiniMax H3-compatible video study.
What is inside
clips/ — 20 silent H.264 MP4 clips and 20 paired .txt captions.
manifest.json — exact source timestamp, output hash, H3 contract, and clip-level restriction.
source.json — source URL, rights basis, preservation checksum, and probe data when available.
candidate-beats.json — selection ledger used to make the… See the full description on the dataset page: https://huggingface.co/datasets/TheMindExpansionNetwork/ultimate-life-ds03-abstract-signals.MUCH-signals
[Signal-only dataset] MUCH: A Multilingual Claim Hallucination Benchmark
Jérémie Dentan1, Alexi Canesse1, Davide Buscaldi1, 2, Aymen Shabou3, Sonia Vanier1
1LIX (École Polytechnique, IP Paris, CNSR), 2LIPN (Université Sorbonne Paris Nord), 3Crédit Agricole SA
Important Notice: Signal-Only
This dataset contains only the evaluation signals of the baselines evaluated on the MUCH benchmark. The full benchmark dataset is available at… See the full description on the dataset page: https://huggingface.co/datasets/orailix/MUCH-signals.labs_fr-mopd-signalslouisiana-ai-signals-public-ledger
Louisiana AI Signals — Public Ledger
Official public dataset distribution of the Louisiana AI Signals — Public Ledger, published by Louisiana AI Hub, LLC.
Canonical current system of record: https://louisianaaihub.com/ledger
This Hugging Face dataset is an official public distribution snapshot. It is not an independent system of record. If this distribution differs from the current Public Ledger at LouisianaAIHub.com, the current Public Ledger controls.
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/LouisianaAIHub/louisiana-ai-signals-public-ledger.silent_signals
Silent Signals
A dataset of dogwhistle use cases in informal and formal discourse. A dogwhistle is a form of coded communication that carries a secondary meaning to specific audiences and is often weaponized for racial and socioeconomic discrimination. Dog whistling historically originated from United States politics, but in recent years has taken root in social media as a means of evading hate speech detection systems and maintaining plausible deniability.
We developed an approach… See the full description on the dataset page: https://huggingface.co/datasets/SALT-NLP/silent_signals.FinRL_BTC_news_signals
Overview
This news dataset is created for FinAI Contest 2025 Task 1 FinRL-DeepSeek for Crypto Trading. We collected BTC news for the training and testing period from different sources [1] [2]. For each news, we use the DeepSeek chat model to extract the sentiment score, risk level, and their correpsonding confidence level and one-sentence reasoning.
Column
Description
date_time
Timestamp of when the news article was published (in UTC).
title
Title of the news article.… See the full description on the dataset page: https://huggingface.co/datasets/SecureFinAI-Lab/FinRL_BTC_news_signals.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.crypto-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.Stock-Market-Trading-Signals-V11-JSONcve-exploitation-signals
CVE exploitation signals
One row per CVE joining reference data (CVSS, CWE, affected vendors and products) with exploitation signals: CISA KEV listing and due date, whether a public exploit is known, and whether the vulnerability is used by ransomware operators.
Built from the ThreatCluster corpus. 60,879 rows, snapshot generated 2026-09-06.
Fields
Field
Description
cve_id
CVE identifier
description
Vulnerability description
published_date
CVE… See the full description on the dataset page: https://huggingface.co/datasets/threatcluster/cve-exploitation-signals.signalsrunner-state-v7repro-evaluating-llms-comparative-signals-traces
Agent traces
Agent sessions published from a Trackio Logbook.
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.Stock-Market-Trading-Signals-V10clawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
This Hugging Face dataset… See the full description on the dataset page: https://huggingface.co/datasets/sky-meilin/clawhub-security-signals.Stock-Market-Trading-Signals-V9data-provider-feed-signals-language-translatedmerged-master-signals-train-responsesdata-provider-feed-signals-language-detectedclawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
Paper snapshot: this… See the full description on the dataset page: https://huggingface.co/datasets/aicreatemo/clawhub-security-signals.presuicidal_signals
Dataset Card for Dataset for presuicidal signal detection
This dataset dedicated to find texts that contain information that helps to diagnosis person's suicide rating.
Dataset Details
Dataset Description
Curated by: Igor Buyanov (buyanov.igor.o@yandex.ru)
Language(s) (NLP): Russian
License: MIT
Dataset Sources
Repository: link
Paper: link
Uses
The dataset is intended to use to train the model that can help the psychologists to… See the full description on the dataset page: https://huggingface.co/datasets/astromis/presuicidal_signals.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.clawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
This Hugging Face dataset… See the full description on the dataset page: https://huggingface.co/datasets/rumeshprasanga6/clawhub-security-signals.clawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
This Hugging Face dataset… See the full description on the dataset page: https://huggingface.co/datasets/Hectorize/clawhub-security-signals.