datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
PRCA-Net-dataset
Ray-Traced Cross-Frequency Radio Map Dataset
A large ray-traced radio-map (path-loss) dataset for zero-shot
cross-frequency generalization research, generated with
Sionna RT over real urban geometry from
OpenStreetMap.
150 urban scenes across 15 cities, 256×256 rasters
8 transmitters per scene across three deployment strata (street,
rooftop, mast)
6 carrier frequencies: 1.8, 3.5, 7, 28 GHz (training) + 10, 60 GHz
(held out, for interpolation / extrapolation studies)
7,200… See the full description on the dataset page: https://huggingface.co/datasets/SHussain37/PRCA-Net-dataset.Network-Intrusion-Detection-DataTON_IoT_network
TON IoT Network
The TON IoT train test network dataset provided by https://research.unsw.edu.au/projects/toniot-datasets
Dataset Details
The datasets have been called 'ToN_IoT' as they include heterogeneous data sources collected from Telemetry datasets of IoT and IIoT sensors, Operating systems datasets of Windows 7 and 10 as well as Ubuntu 14 and 18 TLS and Network traffic datasets. The datasets were collected from a realistic and large-scale network designed at the… See the full description on the dataset page: https://huggingface.co/datasets/codymlewis/TON_IoT_network.gotsf-ds
📶 Beam-Level (5G) Time-Series Dataset
📚 Citation
This dataset is released alongside the following paper:
Fechete, L., et al. “Goal-Oriented Time-Series Forecasting: Foundation Framework Design.” Proceedings of the AAAI Conference on Artificial Intelligence, 2026, Singapore.
If you use this dataset, please cite the above work.
This dataset introduces a novel multivariate time series specifically curated to support research in enabling accurate prediction of KPIs… See the full description on the dataset page: https://huggingface.co/datasets/netop/gotsf-ds.TV-Shows-Netflix-Disney
Dataset: Series y Películas de Netflix y Disney+
Este dataset contiene información sobre series disponibles en las plataformas Netflix y Disney+. Está diseñado para análisis simples y exploratorios, ya que cuenta con 12 columnas que describen las características básicas de cada serie.
Estructura del Dataset
El dataset incluye las siguientes columnas:
show_id: Identificador único de cada serie.
type: Tipo de contenido (en este caso, "TV Show").
title: Nombre de la serie p… See the full description on the dataset page: https://huggingface.co/datasets/MarcoM003/TV-Shows-Netflix-Disney.NFI_FARED_IMUThis is the README file for the dataset Netherlands Forensic Institute: Forensic Activity Recognition Dataset (NFI_FARED), published as a part of the paper "Hi-OSCAR: Hierarchical Open-set Classifier for Human Activity Recognition.". Two forms of data were collected: Digital Traces from iPhones worn on the subjects' bodies, and raw sensor signals from body-worn Inertial Measurement Units (IMUs). This dataset and README refers to the IMU data. The Digital Trace data is available here.
NFI_FARED… See the full description on the dataset page: https://huggingface.co/datasets/NetherlandsForensicInstitute/NFI_FARED_IMU.NADW-network-attacks-dataset
Network Traffic Dataset for Anomaly Detection
Overview
This project presents a comprehensive network traffic dataset used for training AI models for anomaly detection in cybersecurity. The dataset was collected using Wireshark and includes both normal network traffic and various types of simulated network attacks. These attacks cover a wide range of common cybersecurity threats, providing an ideal resource for training systems to detect and respond to real-time network… See the full description on the dataset page: https://huggingface.co/datasets/onurkya7/NADW-network-attacks-dataset.netopsbench-trace
NetOpsBench Agent Traces
This dataset contains sanitized NetOpsBench benchmark trace artifacts.
The legacy cross-model snapshot contains minimal-deepagent runs for
MiniMax M3, DeepSeek V4 Pro, Kimi K2.6, and OpenAI GPT-5.5 on the XS, Small,
Medium, and Large CLOS profiles.
The NetOpsBench v0.2 release adds a separately versioned
minimal-deepagent / deepseek-v4-pro snapshot across all seven built-in
profiles: XS, Small, Medium, Large, Xlarge, Fat-tree K=8, and Fat-tree K=12.
It… See the full description on the dataset page: https://huggingface.co/datasets/yyyyyt/netopsbench-trace.Marvel_network
Dataset Card for Marvel Network
This is a dataset for Marvel universe social network, which contains the relationships between Marvel heroes.
Dataset Description
The Marvel Comics character collaboration graph was originally constructed by Cesc Rosselló, Ricardo Alberich, and Joe Miro from the University of the Balearic Islands. They compare the characteristics of this universe to real-world collaboration networks, such as the Hollywood network, or the one created by… See the full description on the dataset page: https://huggingface.co/datasets/ShimizuYuki/Marvel_network.proto-social-network-canal-barra
Canal Barra Digital Archaeology Dataset
This dataset preserves structured historical evidence related to Canal Barra, a Brazilian digital community founded in 1996 around the #barra IRC channel on the BRASnet network.
Canal Barra combined IRC communication, web-based profiles, persistent nicknames, access-level governance and recurring in-person meetings in Rio de Janeiro. The dataset supports historical and academic investigation into Canal Barra as an early… See the full description on the dataset page: https://huggingface.co/datasets/raphaelnercessian/proto-social-network-canal-barra.network-dns-resolution-coherence-risk-v0.1What this repo is for
Detect DNS instability before services fail.
Covers real operational signals:
rising resolution latency
SERVFAIL spikes
authoritative mismatch
cache poisoning
missing failover resolvers
Used by:
ISPs
cloud providers
enterprises
SRE teams
benchmark-dataset-different-gpu-workload
GPU catalog × LLM workload VRAM benchmark
Summary
Tabular benchmark in CSV form: each row pairs a catalog GPU (gpu_id, gpu_display_name, catalog_gpu_vram_gb) with a concrete LLM inference-style workload (model, parameter count, context length, precision, batch size, concurrent users). The file records math_engine VRAM component estimates (weights, KV cache, activations, overhead, totals, tier), a document_engine recommended VRAM value, a short comparison summary… See the full description on the dataset page: https://huggingface.co/datasets/odyn-network/benchmark-dataset-different-gpu-workload.NetFlix-Imdb-Engagements-FilmsNet-barter-terms-of-trade-index-2015-100
Net barter terms of trade index 2015 100 | Africa (World Bank)
Size category: n<1K - 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 Dataset Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Net-barter-terms-of-trade-index-2015-100.zero_trust_network_security_logsForeign-Direct-Investment-Net-Inflows-Current-USD-Africa
Foreign Direct Investment Net Inflows Current USD Africa | Africa (World Bank)
Size category: n<1K - 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 Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Foreign-Direct-Investment-Net-Inflows-Current-USD-Africa.benchmark-finetune-dpo-v1
Odyn benchmark: DPO LoRA fine-tuning peak VRAM (V1)
Curated benchmark rows for validating GPU memory estimators during DPO + LoRA fine-tuning. Each row pairs a published or measured expected peak VRAM with inputs to a math engine (model size, context length, batch, LoRA rank, precision, parallelism) plus optional VRAM breakdown and provenance.
This dataset is not preference-pair training JSONL (UltraFeedback-style). It is evaluation ground truth for placement / scheduler memory… See the full description on the dataset page: https://huggingface.co/datasets/odyn-network/benchmark-finetune-dpo-v1.skills_network_vector_databaseNetflix-Imdb-Engagement-Match-TVnetflix-movie-datasetafrica-synth-poverty-safety-net-programs-africa-all
Africa Synth Poverty Safety Net Programs 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-poverty-safety-net-programs-africa-all.HNSCC-MultiOmics-10-Cancer-Hallmark-Gene-Network
HNSCC MultiOmics Cancer Gene Hallmark Network Patient Dataset
This dataset consists of network and adjacency matrix files related to head and neck squamous cell carcinoma (HNSCC) patient data. It is intended for research purposes in the field of cancer genomics and network analysis.
License
This dataset is available under the cc-by-nc-sa-4.0 License.
Dataset Files
There are three main files in this dataset:
hnscc.patient.chg.network.pth: This is a PyTorch… See the full description on the dataset page: https://huggingface.co/datasets/VatsalPatel18/HNSCC-MultiOmics-10-Cancer-Hallmark-Gene-Network.network_intrusion_detection_logsbenchmark-finetune-lora-v1
Odyn benchmark: LoRA fine-tuning peak VRAM (V1)
Curated benchmark rows for validating GPU memory estimators during LoRA fine-tuning. Each row pairs a published or measured expected peak VRAM with inputs to a math engine (model size, context length, batch, LoRA rank, precision, parallelism) plus optional VRAM breakdown and provenance.
This dataset is not Alpaca-style training JSONL. It is evaluation ground truth for placement / scheduler memory models (Odyn Smart Digester math… See the full description on the dataset page: https://huggingface.co/datasets/odyn-network/benchmark-finetune-lora-v1.Residential_Mobility_and_Kinship_Network_SizeFull methodology & context
Residential Mobility and Kinship Network Size (Person-Level, Anonymized)
A person-level, de-identified dataset for studying how residential mobility relates to the
size of a person's recorded kinship network, across age groups and U.S. Census regions.
Each row is one person, described only by coarse, generalized attributes. ~750,000 rows.
How this differs from the state-migration dataset. This dataset is not about
origin→destination flows. It carries… See the full description on the dataset page: https://huggingface.co/datasets/ZaraMann/Residential_Mobility_and_Kinship_Network_Size.africa-foreign-direct-investment-net-inflows-bop-current-usd
Africa Foreign Direct Investment Net Inflows Bop Current Usd | Africa (World Bank)
Size category: n<1K - 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 Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-foreign-direct-investment-net-inflows-bop-current-usd.netflix-movie-dataset5g_netopsEnergy-imports-net-percentage-of-energy-use-africa
Energy imports net percentage of energy use africa | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: climate_environment - 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 help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Energy-imports-net-percentage-of-energy-use-africa.africa-adjusted-net-savings-including-particulate-emission-damage-percentage-of-gni
Africa Adjusted Net Savings Including Particulate Emission Damage Percentage of Gni | Africa (World Bank)
Size category: n<1K - 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-adjusted-net-savings-including-particulate-emission-damage-percentage-of-gni.