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Network Science

Social network graphs, knowledge graphs, citation networks, molecular graphs for GNN, web link graphs

322 datasets

Network Science

Dygraphs: Dynamic Graphs for CrossLink Link Prediction

Aggregating dynamic graph sequences representing temporal evolution patterns for the CrossLink link prediction framework. It provides structured data for training transformer-decoder models to perform conditioned link generation based on integrated evolution and structural modeling.

GraphCSVTextLibrarypolarsLibrarydaskLanguageenSize Categories10 Mn100 MModalitytextArxiv240202168ModalitytabularLibrarymlcroissantTask Categoriesgraph MlLibrarydatasetsRegionusLicenseapache 20+1

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Network Science

SODA: Million-Scale Social Dialogue Dataset from AI-Distilled Knowledge

SODA is a million-scale dialogue dataset covering a wide range of social interactions. Dialogues were generated by contextualizing social commonsense knowledge from the Atomic10x knowledge graph using a large language model (InstructGPT). The dataset was created by AllenAI and released on Hugging Face, with a last update recorded on 2023-01-04.

TextGraphSocial InteractionBenchmarkDialogueLarge ScaleNatural Language Processing+1

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Network Science

Antarctic Field Logbooks with Borehole and Ice Movement Data

Logbooks from field work in Enderby Land between 1972 and 1980. The records contain observations of borehole temperatures, ice movement, gravity, ice radar notes, and barometric pressure. Physical copies are stored by the Australian Antarctic Division.

TextTabularClimate ScienceField ObservationsAntarctic ResearchGeophysics+1

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Network Science

Antarctic Geophysical Logbooks from 1981 Traverse

Logbooks document geophysical and meteorological measurements taken during a traverse across Law Dome and Wilkes Land in Antarctica. The records were created by the Australian Antarctic Division during the 1981 field season. They contain readings for snow accumulation, barometric pressure, gravity, temperature, wind, and oxygen isotopes.

TabularClimate ScienceGeophysical MeasurementsAntarctic ResearchHistorical Logbooks+1

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Network Science

Law Dome BHQ Ice Core Drilling Logbooks from 1977

1977 logbooks record details of ice core drilling at site BHQ on Law Dome. The collection consists of 3 books containing stratigraphy information for some core segments. The Australian Antarctic Division (AU_AADC) archived a hard copy of this document.

TextAntarctic ResearchStratigraphyPaleoclimateIce Core Drilling+1

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Network Science

Amery Ice Shelf 1970 Expedition Daily Log

Summer 1970 records detail the daily activities and challenges faced by an Australian Antarctic Division traverse team on the Amery Ice Shelf. The dataset consists of a handwritten or typed logbook from the expedition. It was created by the Australian Antarctic Division and archived in 1970.

TextAntarctic ExpeditionHistorical ScienceGlaciology LogField Notes+1

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Network Science

ADBEX III Antarctic Sea Ice Water Density Measurements

1985 data from the ADBEX III Antarctic voyage contains analyzed water density results from sea ice and snow samples. The Australian Antarctic Division (AU_AADC) collected and archived the results in physical logbooks. The dataset includes related records on oxygen isotope samples.

TabularAntarctic ResearchGlaciologySea iceWater Density+1

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Network Science

Dygraphs Raw: Dynamic Graph Data for CrossLink

Multiple dynamic graph sequences used for the CrossLink paper to model graph evolution and link prediction. It provides the structural and temporal data necessary for conditioned link generation using transformer-decoder architectures.

GraphTextLanguageenModalitytextArxiv240202168Task Categoriesgraph MlRegionusLicenseapache 20+1

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Network Science

Icews14: Temporal Knowledge Graph Event Data for Reasoning Tasks

Icews14 is a dataset for temporal knowledge graph reasoning tasks. It was built over the ICEWS and GDELT event databases, which are widely used benchmarks in the field. The dataset was first introduced in the 2022 paper 'TFLEX: Temporal Feature-Logic Embedding Framework for Complex Reasoning over Temporal Knowledge Graph' and was uploaded to Hugging Face by user 'linxy' in May 2024.

GraphTime SeriesEvent DataReasoning BenchmarkTemporal Knowledge Graph+1

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Network Science

FB15k-237: Freebase 15k Entities with 237 Relations

310,079 triples across 237 relation types and 14,541 entities derived from the Freebase knowledge base. The dataset is structured for link prediction tasks, providing head entities, relations, and tail entities while specifically excluding redundant inverse relations found in its predecessor.

TextSource DatasetsoriginalLink PredictionLanguageenModalitytextSize Categories100 Kn1 MLibrarymlcroissantLinkKnowledge GraphLibrarydatasetsLicensecc By 40Annotations CreatorsfoundTask CategoriesotherAnnotations CreatorscrowdsourcedRegionusMultilingualitymonolingualKnowledge+1

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Network Science

T-GRAB: A Synthetic Benchmark for Temporal Graph Reasoning

T-GRAB is a synthetic reasoning benchmark designed for learning on temporal graphs. It was created by Gilestel and the dataset entry was last updated on August 19, 2025. The benchmark is associated with a research paper accessible via the provided URL.

GraphTime SeriesMachine LearningBenchmarkReasoning BenchmarkTemporal GraphsSynthetic DataSynthetic+1

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Network Science

Molecular HIV Inhibition Prediction Dataset

Serving as adapted from MoleculeNet for molecular property prediction, specifically to predict whether molecules inhibit HIV. It is part of the Open Graph Benchmark and is intended for a binary classification task evaluated with ROC-AUC.

JSONSize Categories10 Kn100 KLibrarypolarsLibrarymlcroissantTask Categoriesgraph MlLibrarydatasetsLibrarypandasRegionusLicensemit+1

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Network Science

FEBio-Generated Graphs for Benchmark Problems in Graph Neural Network Training

Graph datasets derived from Finite Element Method (FEM) simulations performed in FEBio for two benchmark problems. The data is intended for training and testing the performance of graph neural network architectures. Author Vijay Dubey contributed this dataset to the Texas Data Repository, with a last update recorded on October 15,我们发现了一个错误。

GraphFinite Element MethodGraph DataGraph Neural NetworksBenchmarkSimulationBenchmark ProblemsSynthetic+1

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Network Science

Python Method Abstract Syntax Trees from GitHub Repositories

Encompassing Abstract Syntax Trees (ASTs) from 450,000 Python method definitions extracted from 13,587 different GitHub repositories. It was created by teams at Stanford as part of the Open Graph Benchmark for graph machine learning tasks.

JSONLibrarypolarsModalitytextSize Categories100 Kn1 MLibrarymlcroissantTask Categoriesgraph MlLibrarydatasetsLibrarypandasRegionusLicensemit+1

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Network Science

ADBEX III Antarctic Sea Ice Strain Grid Logbook

Antarctic sea ice strain grid measurements recorded during the ADBEX III voyage of the Nella Dan. The dataset comprises a physical logbook archived at the Australian Antarctic Division, detailing the setup and repeated measurements of a grid made from six canes and the ship's bridge. Data collection concluded in November 1985.

TabularField ExpeditionAntarctic Sea IceStrain MeasurementsPolar Oceanography+1

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Network Science

Norwegian Arctic Ship Logbook Data Digitized in Russia

Arctic region Norwegian ship logbook data was digitized in St. Petersburg, Russia, by the organization Ecoshelf. The dataset includes logbook data from Wishman et al., primarily from the period circa 1995-1996. The data is provided by the organization SCIOPS and was last updated in the NASA EarthData system in 1912.

TabularTime SeriesArctic RegionMarine ScienceHistorical ClimateShip Logbooks+1

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Network Science

ADBEX III Antarctic Ice Floe Field Logs

Field notes and measurements from ice floes recorded during the ADBEX III Antarctic research voyage. The data includes records of snow and ice conditions, core sample notes, and temperature readings. The Australian Antarctic Division (AU_AADC) collected this data, with logs archived from 1985.

TabularAntarctic ResearchGlaciologyIce Floe MeasurementsField Notes+1

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Network Science

Protein Association Neighborhoods Across 37 Taxonomic Groups

Undirected protein association neighborhoods extracted from protein-protein association networks of 1,581 species. It is designed for a 37-way multi-class taxonomic group prediction task as part of the Open Graph Benchmark.

JSONSize Categories10 Kn100 KLibrarypolarsLicensecc0 10LibrarymlcroissantTask Categoriesgraph MlLibrarydatasetsLibrarypandasRegionus+1

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Network Science

Arxiv Dataset

1.7 million arXiv research articles across multiple scientific disciplines. The dataset includes metadata for titles, abstracts, authors, and category classifications for papers published on the preprint server.

Source DatasetsoriginalLanguage Creatorsexpert GeneratedTask Idsentity Linking RetrievalSize Categories1 Mn10 MLanguageenTask CategoriessummarizationLicensecc0 10Task Categoriestext RetrievalAnnotations Creatorsno AnnotationTask Idsexplanation GenerationTask Idsdocument RetrievalArxiv190500075RegionusMultilingualitymonolingualTask CategoriestranslationTask Idsfact Checking Retrieval+1

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Network Science

Molecular Property Prediction with 128 Binary Classification Tasks

Encompassing molecular graphs for property prediction, adapted from MoleculeNet as part of the Open Graph Benchmark. It is designed for a binary classification task involving 128 distinct molecular properties.

JSONLibrarypolarsSize Categories100 Kn1 MLibrarymlcroissantTask Categoriesgraph MlLibrarydatasetsLibrarypandasRegionusLicensemit+1

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