datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
africa-synth-cancer-cancer-treatment-patterns-kenya-nigeria
Cancer Treatment Patterns - Kenya & Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: not declared - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-cancer-cancer-treatment-patterns-kenya-nigeria.africa-synth-education-student-attendance-patterns-africa-all
Africa Synth Education Student Attendance Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/dazai28/africa-synth-education-student-attendance-patterns-africa-all.ai-generated-video-watermark-patterns
AI-Generated Video & Image Watermark Spatial Dataset
A reference coordinate dataset mapping visible logo overlays, positional anchors, and aspect-ratio bounds across leading generative video and image models (Dola AI, Google Veo, Gemini, and Nano Banana).
Dataset Summary
Generative media platforms frequently place deterministic or semi-transparent visual badges on generated outputs. This dataset compiles bounding-box coordinates, average pixel offsets, and optimal… See the full description on the dataset page: https://huggingface.co/datasets/chamee30/ai-generated-video-watermark-patterns.africa-synth-financial-inclusion-credit-access-patterns-africa-all
Africa Synth Financial Inclusion Credit Access Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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 context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-financial-inclusion-credit-access-patterns-africa-all.africa-synth-wash-open-defecation-patterns-africa-all
Africa Synth Wash Open Defecation Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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-wash-open-defecation-patterns-africa-all.dark_patternsReasoning_Patterns_AI_Hiring_Bias_SEA
AI Hiring Bias in Southeast Asia: Structured Candidate Comparison Dataset
AI is rapidly reshaping hiring, but it risks carrying forward human biases.
This project tests a simple but critical question: Would an AI model still make the same hiring decision if only the candidate’s race, gender, age, education, location, or company background changed?
We ran controlled, side-by-side hiring simulations across six major AI models used in Southeast Asia, where social divides already impact… See the full description on the dataset page: https://huggingface.co/datasets/Chemin-AI/Reasoning_Patterns_AI_Hiring_Bias_SEA.africa-synth-agriculture-fertilizer-application-patterns-all
Africa Synth Agriculture Fertilizer Application Patterns All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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.
What This Dataset… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-agriculture-fertilizer-application-patterns-all.climate-critical-slowing-flickering-patterns-v0.1What this dataset tests
Whether a climate system is exhibitingcritical slowing down and flickeringprior to a tipping point.
Required outputs
recovery time trend
variance inflation
autocorrelation strength
flicker frequency
brittleness score
tipping warning level
Use case
Second layer of Tipping Point Early-Warning Signatures.
africa-synth-education-student-attendance-patterns-africa-all
Africa Synth Education Student Attendance Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-student-attendance-patterns-africa-all.dark_patterns.csvcausal-anti-patterns
Agentarium - Causal Failure Anti-Patterns (RAG) (RAR)
Structural Definition
This dataset serves as a negative knowledge base for agentic systems. Unlike standard instruction tuning that teaches an agent what to do, this registry explicitly defines what not to do—specifically focusing on errors in causal reasoning, statistical inference, and logical deduction. It functions as a "linting" layer for thought chains, mapping linguistic signatures of fallacious reasoning to… See the full description on the dataset page: https://huggingface.co/datasets/frankbrsrk/causal-anti-patterns.stock-market-chart-patterns-and-volumeLLM-Wallet-drain-attack-patternswordpress-gutenberg-block-patterns
WordPress Gutenberg Block Patterns
awesome-prompt-patterns
💬 Awesome Prompt Patterns
Prompt patterns are instructions guiding AI responses for specific tasks and are defined by core contextual statements that enhance the precision and relevancy of an output from an LLM.
View more prompt patterns and techniques on GitHub.
license: cc
ChatbotInteraction_Patterns
ChatbotInteraction_Patterns
tags: Natural Language Processing, User Behavior, Dialogue Management
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'ChatbotInteraction_Patterns' dataset is an extensive collection of dialogues between users and various chatbot systems on different websites. It is designed to assist ML practitioners in understanding and improving dialogue management and natural language processing capabilities of… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/ChatbotInteraction_Patterns.akura-sinhala-dyslexic-writing-patterns
Akura Sinhala Dyslexic Writing Patterns Dataset
Overview
This dataset provides a sentence-level, feature-augmented corpus for diagnosing dyslexic writing patterns in Sinhala.Each instance consists of a dyslexic sentence, its corresponding clean reference sentence, a set of explicit character-level error features, and a dominant dyslexic writing pattern label.
Unlike correction-focused datasets, this corpus is designed for diagnostic classification, enabling models to… See the full description on the dataset page: https://huggingface.co/datasets/akura-official/akura-sinhala-dyslexic-writing-patterns.Petard-Strategic-Patterns
Petard-Strategic-Patterns
tags: pattern recognition, historical battles, analysis
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'Petard-Strategic-Patterns' dataset comprises a collection of texts that describe various strategic patterns and maneuvers used in historical battles, with a special focus on the utilization of the Petard mortar in siege warfare. Each entry in the dataset contains an excerpt from historical… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/Petard-Strategic-Patterns.astrophotonics_spectral_interference_patternspatterns