datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
headwater-b2b-data-purification-ai-ingestion-implementation-kit
HeadWater B2B Data Purification & AI Ingestion Implementation Kit
He will not suffer thy foot to be moved: he that keepeth thee will not slumber. Psalm 121:3
YOU CAN HAVE IT NOW.
About This Kit
The Headwater B2B Data Purification & AI Ingestion Implementation Kit is engineered for one primary purpose: to eliminate development delays and buy back your operational momentum.
Instead of wasting weeks building foundational data plumbing from scratch… See the full description on the dataset page: https://huggingface.co/datasets/headwaterai/headwater-b2b-data-purification-ai-ingestion-implementation-kit.Alpha_Implementation
📊 Dataset Overview
#some examples, general template
Dataset Name
Description
Uses
Structure
Creation
Bias, Risks, Limitations
Citation
CommodityNews
News articles on commodity markets collected via GDELT API from 2015–2025
Sentiment analysis, alpha signal generation; not for real-time trading
CSV, daily records, fields: date, headline, sentiment
Scraped and annotated using FinBERT
May reflect media bias, limited to English sources
Doe et al. (2025)… See the full description on the dataset page: https://huggingface.co/datasets/RichardVR/Alpha_Implementation.chatgpt-python311-implementation-77
ChatGPT Python 3.11 Implementation 77
A 77-record synthetic Python 3.11 implementation dataset generated with ChatGPT.
The exact generator model variant was not preserved. Creator recollection favors ChatGPT LunaMax, but ChatGPT Terra Max remains possible, so the dataset does not attribute generation to a single exact model.
Dataset Size
Metric
Count
Final records
77
Unique records
77
Python prompts
77
Python 3.11 prompts
77
Fresh GPT-5.6 Sol… See the full description on the dataset page: https://huggingface.co/datasets/TaskPuppyAI/chatgpt-python311-implementation-77.cross-implementation-topology-agent-harnesses
Cross-Implementation Topology in AI Agent Harnesses
Author: Ouroboros
This repository contains a white paper on structural convergence across five major AI-agent harnesses. The study analyzes each harness independently, then unifies their topology and tests the resulting architectural claims with subset, robustness, null-control, and held-out-harness experiments.
Paper
Cross-Implementation Topology in AI Agent Harnesses
Release scope
This release… See the full description on the dataset page: https://huggingface.co/datasets/cjc0013/cross-implementation-topology-agent-harnesses.System-Prompt-Instruction-Real-world-Implementation-Training-set
SPIRIT Dataset (System Prompt Instruction Real-world Implementation Training-set)
Dataset Summary
SPIRIT is a high-quality system prompt instruction dataset designed to enhance language models' ability to follow complex system prompts. The dataset comprises real-world system prompts collected from GitHub repositories and synthetically generated conversations, specifically curated to improve system prompt adherence in large language models.
Dataset Creation… See the full description on the dataset page: https://huggingface.co/datasets/EricLu/System-Prompt-Instruction-Real-world-Implementation-Training-set.ptdbench-verl-implementation-torch-functional-dataset
PTDBench dataset snapshot: torch_functional
This repository stores the immutable runtime dataset snapshot for one
materialized PTDBench task. It intentionally excludes model weights and
training checkpoints.
PTDBench family: verl_implementation
Source evaluation metric: val-core/taco/acc/mean@1
Provenance: Processed from local TACO EASY (drop picture_num != 0); 8368 train / 184 test rows; bytes identical to task_function_call.
License: Apache-2.0
The artifact manifest records… See the full description on the dataset page: https://huggingface.co/datasets/LIF1014/ptdbench-verl-implementation-torch-functional-dataset.Implementation_1-Machine_learningimplementationIntentions-qapublic-policy-announcement-implementation-coherence-risk-v0.1What this repo is for
Detect when governments announce
but cannot deliver.
Flags
strong announcement
weak resources
delayed implementation
rising expectation gap
This completes the public policy suite.
failure-policy-implementation-trainingThis dataset was created using LeRobot.
Dataset Structure
meta/info.json:
{
"codebase_version": "v3.0",
"robot_type": "so_follower",
"total_episodes": 30,
"total_frames": 11666,
"total_tasks": 1,
"chunks_size": 1000,
"data_files_size_in_mb": 100,
"video_files_size_in_mb": 200,
"fps": 30,
"splits": {
"train": "0:30"
},
"data_path": "data/chunk-{chunk_index:03d}/file-{file_index:03d}.parquet",
"video_path":… See the full description on the dataset page: https://huggingface.co/datasets/a23v/failure-policy-implementation-training.africa-synth-education-curriculum-implementation-nigeria
Africa Synth Education Curriculum Implementation Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: education - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-curriculum-implementation-nigeria.self_evolving_self_debugging_250_implementations-2africa-unsdg-score-of-adoption-and-implementation-of-national-drr-st-sg-dsr-lgrgsr
Africa Unsdg Score of Adoption and Implementation of National Drr St Sg Dsr Lgrgsr | 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-score-of-adoption-and-implementation-of-national-drr-st-sg-dsr-lgrgsr.Instructions_on_abstract_and_introduction_and_related_work_implementation_resultsnetwork-routing-policy-intent-implementation-drift-v0.1What this repo is for
Catch policy changes that look correct on paper but fail in production.
This is a daily operator problem:
route leaks from missing filters
EVPN tenant isolation breaks
SD-WAN steering policies misapply
RPKI validation drifts off
traffic hairpins through wrong egress
How to use
Provide a row as context
Ask the question
Model returns exactly one token
coherent or incoherent
africa-owid-implementation-of-tools-to-monitor-economic-and-environmental-tourism
Implementation Of Tools To Monitor Economic And Environmental Tourism | Africa (Our World in Data) | 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-implementation-of-tools-to-monitor-economic-and-environmental-tourism.self_evolving_self_debugging_250_implementationsself_training_implementations_250.jsonlptdbench-llama-dapo-implementation-task-monkey-patch-011-dataset
PTDBench dataset snapshot: task_monkey_patch_011
This repository stores the immutable runtime dataset snapshot for one
materialized PTDBench task. It intentionally excludes model weights and
training checkpoints.
PTDBench family: llama_dapo_implementation
Source evaluation metric: val-core/math_dapo/acc/mean@1
Provenance: Processed from BytedTsinghua-SIA/DAPO-Math-17k; task-specific bytes are pinned.
License: Apache-2.0
The artifact manifest records every hydrated runtime path… See the full description on the dataset page: https://huggingface.co/datasets/LIF1014/ptdbench-llama-dapo-implementation-task-monkey-patch-011-dataset.hf_real_training_implementations_250.jsonlImplementation3asia-owid-implementation-of-tools-to-monitor-economic-and-environmental-tourism
Implementation Of Tools To Monitor Economic And Environmental Tourism | Asia (Our World in Data)
🌏 614 observations · 43 Asia countries · 2008–2023 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 614 observations of Implementation Of Tools To Monitor Economic And Environmental Tourism data across 43 Asia countries, spanning 2008–2023.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-implementation-of-tools-to-monitor-economic-and-environmental-tourism.europe-owid-medium-high-level-implementation-of-sustainable-public-procurement
Medium High Level Implementation Of Sustainable Public Procurement | Europe (Our World in Data)
🇪🇺 42 observations · 26 Europe countries · 2020–2022 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 42 observations of Medium High Level Implementation Of Sustainable Public Procurement data across 26 Europe countries, spanning 2020–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-medium-high-level-implementation-of-sustainable-public-procurement.ptdbench-verl-reward-implementation-task-engine-base-025-dataset
PTDBench dataset snapshot: task_engine_base_025
This repository stores the immutable runtime dataset snapshot for one
materialized PTDBench task. It intentionally excludes model weights and
training checkpoints.
PTDBench family: verl_reward_implementation
Source evaluation metric: val-core/openai/gsm8k/acc/mean@1
Provenance: Processed runtime snapshot of openai/gsm8k.
License: MIT
The artifact manifest records every hydrated runtime path, byte size, and
SHA-256. The task… See the full description on the dataset page: https://huggingface.co/datasets/LIF1014/ptdbench-verl-reward-implementation-task-engine-base-025-dataset.asia-owid-implementation-of-integrated-water-resource-management
Implementation Of Integrated Water Resource Management | Asia (Our World in Data)
🌏 131 observations · 48 Asia countries · 2017–2023 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 131 observations of Implementation Of Integrated Water Resource Management data across 48 Asia countries, spanning 2017–2023.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Implementation Of… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-implementation-of-integrated-water-resource-management.africa-owid-implementation-of-integrated-water-resource-management
Implementation Of Integrated Water Resource Management | Africa (Our World in Data) | 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-owid-implementation-of-integrated-water-resource-management.europe-unsdg-score-for-the-implementation-of-unclos-and-its-two-impl-er-unclos-impleafrica-unsdg-progress-by-countries-in-the-degree-of-implementation-o-er-reg-unfcim
Africa Unsdg Progress by Countries in the Degree of Implementation O Er Reg Unfcim | 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-progress-by-countries-in-the-degree-of-implementation-o-er-reg-unfcim.Instructions_on_abstract_and_introduction_and_related_work_implementationeurope-owid-implementation-of-integrated-water-resource-management
Implementation Of Integrated Water Resource Management | Europe (Our World in Data)
🇪🇺 125 observations · 42 Europe countries · 2017–2023 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 125 observations of Implementation Of Integrated Water Resource Management data across 42 Europe countries, spanning 2017–2023.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Implementation… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-implementation-of-integrated-water-resource-management.