datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
warehouse-inventory-management
Warehouse & Inventory Management (Inventory Accuracy, Storage Conditions, Wastage, FEFO Compliance) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/warehouse-inventory-management.Data-Analytics-Digital-Marketing-Project-Management-QA_DBArabic-news-and-management-corpus
Arabic Management, Economics & Financial News Corpus (1,200 Articles)
This corpus contains 1,200 Arabic news and management articles drawn from three distinct domains. It was originally compiled as part of research into Arabic Corpus Linguistics, management communication, financial discourse and domain-specific NLP. Both plain text and POS-tagged versions are available.
The dataset has been widely used in teaching and research, including the King Saud University book Corpus… See the full description on the dataset page: https://huggingface.co/datasets/drelhaj/Arabic-news-and-management-corpus.Bitext-wealth-management-llm-chatbot-training-dataset
Bitext - Wealth Management Tagged Training Dataset for LLM-based Virtual Assistants
Overview
This hybrid synthetic dataset is designed to be used to fine-tune Large Language Models such as GPT, Mistral and OpenELM, and has been generated using our NLP/NLG technology and our automated Data Labeling (DAL) tools. The goal is to demonstrate how Verticalization/Domain Adaptation for the [Wealth Management] sector can be easily achieved using our two-step approach to LLM… See the full description on the dataset page: https://huggingface.co/datasets/bitext/Bitext-wealth-management-llm-chatbot-training-dataset.vehicle-fleet-management
Vehicle Fleet Management Dataset (Free Sample)
This is a free sample with 2,126 rows. The full dataset has 12,624 rows across 5 tables.
Fleet operations data for a simulated delivery company with 60 vehicles across
3 depots. 15,000 trip records, maintenance logs, fuel purchases, and driver
assignments over 18 months.
Features mileage-based maintenance schedules, fuel efficiency tracking by
vehicle type, seasonal route patterns, and two anomalies — a fuel price
spike and a… See the full description on the dataset page: https://huggingface.co/datasets/Faneissa92/vehicle-fleet-management.product-management-sft-100k
Product Management SFT (100K)
100,000 ShareGPT conversations demonstrating expert-level product management across PRD writing, feature prioritization, OKR setting, roadmap planning, user research, competitive analysis, and stakeholder communication.
Motivation
AI assistants for product management commonly fail by:
Generic frameworks without application: Explaining RICE scoring without actually scoring the user's features; describing OKRs without writing them… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/product-management-sft-100k.blood-bank-supply-management
Blood Bank Supply Management (Collection, Screening, Shortage, Maternal Impact) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/blood-bank-supply-management.warehouse-inventory-management
Warehouse & Inventory Management Dataset
Abstract
This dataset provides 30,000 simulated warehouse-level observations (10,000 per scenario) of health commodity storage, inventory management, and warehousing performance across three tiers of the pharmaceutical supply chain in sub-Saharan Africa. Each record represents one commodity category assessed at one warehouse during one monthly period. The dataset captures 40+ variables spanning warehouse infrastructure, storage… See the full description on the dataset page: https://huggingface.co/datasets/rishirajpathak/warehouse-inventory-management.vehicle-fleet-management
Vehicle Fleet Management Dataset (Free Sample)
This is a free sample with 2,126 rows. The full dataset has 12,624 rows across 5 tables.
Fleet operations data for a simulated delivery company with 60 vehicles across
3 depots. 15,000 trip records, maintenance logs, fuel purchases, and driver
assignments over 18 months.
Features mileage-based maintenance schedules, fuel efficiency tracking by
vehicle type, seasonal route patterns, and two anomalies — a fuel price
spike and a vehicle… See the full description on the dataset page: https://huggingface.co/datasets/mindweave/vehicle-fleet-management.task719_mmmlu_answer_generation_management
Dataset Card for Natural Instructions (https://github.com/allenai/natural-instructions) Task: task719_mmmlu_answer_generation_management
Additional Information
Citation Information
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP… See the full description on the dataset page: https://huggingface.co/datasets/Lots-of-LoRAs/task719_mmmlu_answer_generation_management.management_rule_phi3.5_unsupOMB-Circular-A-123-Management-Responsibility-for-Risk-Management-and-Internal-Controls
OMB Circular A-123 Enterprise Risk Management and Internal Control Question Answering Dataset
Dataset Summary
Maintainer: Terry Eppler
Ownership: US Federal Government
The OMB Circular A-123 Enterprise Risk Management and Internal Control Question
Answering Dataset is a synthetic instruction-style question-answering dataset
derived from OMB Circular No. A-123, Management’s Responsibility for
Enterprise Risk Management and Internal Control.
The dataset is… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/OMB-Circular-A-123-Management-Responsibility-for-Risk-Management-and-Internal-Controls.context-management-bench
context-management-bench
Live on the Hub: huggingface.co/datasets/shivam039-dev/context-management-bench
Realistic context-management scenarios for testing/benchmarking eviction strategies (drop-oldest, sliding-window, priority, summarization), pinned-message preservation, and tool-call/tool-result atomicity in multi-turn LLM conversations.
Dataset Summary
Every conversation in this dataset was generated deterministically and then run through the real… See the full description on the dataset page: https://huggingface.co/datasets/shivam039-dev/context-management-bench.DoD-Instruction-6055-17-Emergency-Management-Program
🚨 DoD Emergency Management Program
Maintainer: Terry Eppler
Owner: US Federal Government
Source: DoD Instruction 6055.17
Source Version: Change 4, effective December 1, 2025
Ownership of Source: United States Department of Defense
📋 Overview
Dataset Summary
The DoD Emergency Management Program Question-Answer Dataset is a structured, document-grounded natural-language dataset derived from DoD Instruction 6055.17, “DoD Emergency… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/DoD-Instruction-6055-17-Emergency-Management-Program.tsca-section-6-chemical-risk-management-status
EPA TSCA Section 6 chemical risk management status: prohibitions, effective dates, and exemptions
Canonical, always-current version: https://referencesource.org/tsca-section-6-chemical-risk-management-status/
Machine-readable: https://referencesource.org/tsca-section-6-chemical-risk-management-status/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2026-11-16 (past this date, prefer the canonical copy —
it re-verifies on a cadence this… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/tsca-section-6-chemical-risk-management-status.malaria-case-management
Malaria Case Management & Insecticide Resistance (ACT, RDT, ITN, Severe Malaria) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/malaria-case-management.Bitext-combined-banking-wealth_management-mortgage_loanstool-reasoning-sft-TOOLS-context-management-handling
Tool Reasoning SFT — Context Management
A mixed-domain tool-use SFT dataset for training context-aware reasoning with structured tool interactions.
Format
Each row contains a JSON-serialized message list following a multi-role conversation format with tool definitions and calls.
Usage
from datasets import load_dataset
ds = load_dataset("AmanPriyanshu/tool-reasoning-sft-TOOLS-context-management-handling", split="train")
License
Apache 2.0
NIST-AI-Risk-Management-Framework
# NIST AI Risk Management Framework Question Answering Dataset
Dataset Summary
The NIST AI Risk Management Framework Question Answering Dataset is a synthetic
instruction-style question-answering dataset derived from the NIST Artificial
Intelligence Risk Management Framework (AI RMF 1.0).
The dataset is designed to support training, fine-tuning, retrieval evaluation, and
domain-specific question-answering use cases related to AI risk management,
trustworthy AI, responsible AI… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/NIST-AI-Risk-Management-Framework.Incident-Management-Handbook
FEMA Incident Management Handbook Question-Answer Dataset
Maintainer: Terry Eppler
Owner: US Federal Government
Dataset Summary
This dataset contains document-grounded question-and-answer records based on the Federal Emergency Management Agency Incident Management Handbook.
The FEMA Incident Management Handbook is an operational reference for FEMA personnel assigned to incident-level response and recovery missions. It describes FEMA incident-management… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/Incident-Management-Handbook.DoD-Instruction-8170-01-Online-Information-Management-And-Electronic-Messaging
📚 DoD Instruction 8170.01 Online Information Management and Electronic Messaging
Maintainer: Terry Eppler
Ownership: U.S. Department of Defense
📋 Overview
Dataset Summary
The DoD Instruction 8170.01 Online Information Management and Electronic Messaging
Dataset is a structured natural-language question-answering dataset derived from
DoD Instruction 8170.01, Online Information Management and Electronic Messaging.
DoD Instruction 8170.01… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/DoD-Instruction-8170-01-Online-Information-Management-And-Electronic-Messaging.Program-Management-Improvement-Accountability-Act-of-2016
Dataset Description
Maintainer: Terry Eppler
Owner: US Federal Government
The **Program Management Improvement Accountability Act of 2016 ** is an English-language instructional dataset containing 150 substantive question-and-answer records derived from the Program Management Improvement Accountability Act of 2016.
The Act, commonly abbreviated as PMIAA, was enacted as Public Law 114-264 on December 14, 2016. It amended title 31 of the United States Code to strengthen… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/Program-Management-Improvement-Accountability-Act-of-2016.DOD-Instruction-1400-25-Civilian-Personnel-Management-System
DoD Civilian Performance Management Question-Answer Dataset
Maintainer: Terry Eppler
Owner: US Federal Government
Dataset Summary
This dataset contains 250 document-grounded question-and-answer records based on DoD Instruction 1400.25, Volume 430, “DoD Civilian Personnel Management System: Performance Management,” dated January 17, 2025, and incorporating Change 1 effective January 27, 2026.
The source establishes the Department of Defense framework for… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/DOD-Instruction-1400-25-Civilian-Personnel-Management-System.blood-bank-supply-management
Blood Bank Supply Management Dataset
Abstract
This dataset provides 30,000 simulated facility-level observations (10,000 per scenario) of blood product availability, collection, screening, and patient impact across three tiers of blood transfusion services in sub-Saharan Africa. Each record represents one blood product assessed at one facility during one monthly period. The dataset captures 40+ variables spanning blood product type, blood group distribution… See the full description on the dataset page: https://huggingface.co/datasets/xyz4013/blood-bank-supply-management.africa-synth-mental-health-solid-waste-management-health-all
Solid Waste Management & Health (SSA) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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 Covers
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-mental-health-solid-waste-management-health-all.africa-emissions-from-livestock-manure-management-direct-emissions-n2o
Emissions from Livestock — Manure management (Direct emissions N2O) | Africa (FAOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - Sector: agriculture_food - 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-emissions-from-livestock-manure-management-direct-emissions-n2o.DOD-Directive-type-Memorandum-22-001-Records-Management-Standards
DoD Records Management Standards for IT Systems and Services
Maintainer: Terry Eppler
Owner: US Federal Government
Dataset Summary
This dataset contains document-grounded question-and-answer records based on Department of Defense Directive-type Memorandum 22-001, “DoD Standards for Records Management Capabilities in Programs Including Information Technology,” dated March 3, 2022, and incorporating Change 2 effective February 22, 2024.
The source establishes… See the full description on the dataset page: https://huggingface.co/datasets/leeroy-jankins/DOD-Directive-type-Memorandum-22-001-Records-Management-Standards.palliative-care-pain-management
Palliative Care & Pain Management (Opioid Access, WHO Ladder, Quality of Life) | Africa (World Health Organization)
Size category: 10K<n<100K - Formats: csv - 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 Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/palliative-care-pain-management.nemotron-terminal-dependency_management
nemotron-terminal-dependency_management
Per-source partition of nvidia/Nemotron-Terminal-Corpus,
filtered to source == "dependency_management". The difficulty column preserves the original
easy / medium / mixed split (na for the dataset_adapters/* files, which
did not carry a difficulty label).
Partitioning scheme:
adapters_{code,math,swe} — rows from dataset_adapters/{code,math,swe}.parquet
{skill} (e.g. debugging, security, …) — rows from
synthetic_tasks/skill_based/{easy,medium… See the full description on the dataset page: https://huggingface.co/datasets/laion/nemotron-terminal-dependency_management.africa-synth-realestate-facility-management-nigeria
Africa Synth Realestate Facility Management Nigeria | 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/africa-synth-realestate-facility-management-nigeria.