cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10963441
title: Existing Urban Hyperspectral Reference Data

description: This dataset supports the publication "Urban Hyperspectral Reference Data Availability and Reuse: State-of-the-Practice Review" DOI: 10.1111/phor.12508. The urban hyperspectral signatures of 9 pre-existing spectral libraries have been converted into .xlsx file formats and organized by material category. This reformatted and compiled dataset is uploaded to this open-source repository to promote FAIR (Findable, Accessible, Interoperable, Reusable) data principles and facilitate data preservation and reuse. 
description: Here are original sources of this data, they deserve all credit for collecting these spectra and creating these spectral libraries:

Herold, M., Roberts, D. A., Gardner, M. E., & Dennison, P. E. (2004b). Urban Reflectance Spectra from Santa Barbara, CA. [dataset]. Ecological Spectral Information System. https://ecosis.org/package/urban-reflectance-spectra-from-santa-barbara--ca (Accessed June 2024)

Herold, M., & Schurke, J. (2004). Santa Barbara Asphalt Road Spectral Library [dataset]. University of California, Santa Barbara. http://www.geo-informatie.nl/Projects/Santa_Barbara_Urban_Spectral_Library/urbanspec/roads/sb_road_data.htm (Accessed June 2024)

Hossler, K., & Kelsey, S. (2017). Urban Materials Spectral Library v1.0 [dataset]. Wright State University. https://corescholar.libraries.wright.edu/spectral_data/1 (Accessed June 2024)

Ilehag, R. (2019). Rebeccailehag/KLUM_LIBRARY: Karlsruhe Library of Urban Materials (KLUM)-A Spectral Library Containing Material Samples and Relevant Metadata. [dataset]. GitHub. https://github.com/rebeccailehag/KLUM_library (Accessed June 2024)

Kotthaus, S., Smith, T., Wooster, M., & Grimmond, S. (2013). Spectral Library of Impervious Urban Materials [dataset]. Zenodo. http://doi.org/10.5281/zenodo.4263842

NASA. (2018). ECOSTRESS Spectral Library-Version 1.0-ECOSTRESS speclib [dataset]. Jet Propulsion Laboratory. https://speclib.jpl.nasa.gov/ (Accessed June 2024)

Serbin, S., DuBois, S., Jablonski, A., Desai, A., Kruger, E., Townsend, P., (2015). UW-BNL NASA HyspIRI California Airborne Campaign Ground Target Spectra [dataset]. Ecological Spectral Information System (EcoSIS). 10.21232/CDHbHePS. https://ecosis.org/package/uw-bnl-nasa-hyspiri-california-airborne-campaign-ground-target-spectra (Accessed June 2024)

Wyard, C., Marion, R., & Hallot, E. (2023b). Walloon Roof Material (WaRM) Spectral Library (1.0) [dataset]. Zenodo. https://doi.org/10.5281/zenodo.7414740  

Zambrano-Prado, P., Josa, A., Rieradevall, J., Pérez-Aragüés, F., Marchan, J. F., Gassó-Domingo, S., & Gabarrell, X. (2017). Spectral Library of Rooftop Urban Materials [dataset]. Universitat Autònoma de Barcelona. https://ddd.uab.cat/record/196065 (Accessed June 2024)

Zhang, Y., & Wan, Z. (1999). Modis UCSB Emissivity Library [dataset]. https://icess.eri.ucsb.edu/modis/EMIS/html/em.html (Accessed June 2024)
DOI: 10.15468/dl.qeyy49
title: Occurrence Download

description: A dataset containing 1665492401 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1665492401 records from 18910 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011072-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive168957.20250331.9.3
title: Metamycoplasma faucium (Freundt et al. 1974) Gupta et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/htkwoy3v
title: Spinor Field Networks

description: The dataset used in the paper is a collection of point clouds with spinor features, where each point cloud is associated with a spinor feature and a regression target.
DOI: 10.13145/bacdive168957.20251217.10
title: Metamycoplasma faucium (Freundt et al. 1974) Gupta et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168958.20250331.9.3
title: Eubacterium yurii subsp. margaretiae Margaret and Krywolap 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168958.20251217.10
title: Eubacterium yurii subsp. margaretiae Margaret and Krywolap 1986

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/23c85s1e
title: Google Search Results for Abortion

description: The dataset used in this study is a collection of search queries and results from Google Search, specifically related to the topic of abortion.
DOI: 10.13145/bacdive168959.20250331.9.3
title: Coprococcus comes Holdeman and Moore 1974 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168959.20251217.10
title: Coprococcus comes Holdeman and Moore 1974 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.fx8qmd
title: Occurrence Download

description: A dataset containing 271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erebia ottomana",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 271 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079310-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57702/7o28s464
title: End-to-End Neural Speaker Diarization with Permutation-Free Objectives

description: The End-to-End Neural Speaker Diarization dataset is a benchmark for speaker diarization.
DOI: 10.13145/bacdive168960.20250331.9.3
title: Hoeflea olei Rahul et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168960.20251217.10
title: Hoeflea olei Rahul et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168961.20250331.9.3
title: Methylococcus capsulatus Foster and Davis 1966 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168961.20251217.10
title: Methylococcus capsulatus Foster and Davis 1966 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/qaf9wnzf
title: CelebA-HQ-FI and CelebA-25000

description: The dataset used in the paper is the CelebA-HQ-FI and CelebA-25000 datasets.
DOI: 10.13145/bacdive168962.20240510.9
title: Syntrophomonas cellicola Wu et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168962.20251217.10
title: Syntrophomonas cellicola Wu et al. 2006

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168963.20240510.9
title: Rheinheimera aquatica Chen et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/cypl582d
title: VeRi-776

description: Re-identiﬁcation (Re-ID) problems aim to determine corresponding targets across multiple cameras or different locations in the same camera from the gallery set with a given probe.
DOI: 10.13145/bacdive168963.20251217.10
title: Rheinheimera aquatica Chen et al. 2011

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168964.20250331.9.3
title: Fibrobacter succinogenes subsp. elongatus Montgomery et al. 1988

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168964.20251217.10
title: Fibrobacter succinogenes subsp. elongatus Montgomery et al. 1988

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/k56xiyn4
title: COLD Freiburg Database

description: The COLD Freiburg Database contains omnidirectional images captured by a robot which follows various paths within a building at Freiburg University.
DOI: 10.13145/bacdive168965.20250331.9.3
title: Micromonospora inaquosa Carro et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168965.20251217.10
title: Micromonospora inaquosa Carro et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/p8bp3urh
title: GaussCtrl

description: A 3D Gaussian Splatting (3DGS) scene reconstructed by the 3D Gaussian Splatting (3DGS).
DOI: 10.13145/bacdive168966.20241212.9.2
title: Borrelia turdi Fukunaga et al. 1997

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168966.20251217.10
title: Borrelia turdi Fukunaga et al. 1997

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168967.20240510.9
title: Lysinibacillus cresolivorans Ren et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/vhh6cszc
title: IJB-B and IJB-C datasets

description: The IJB-B and IJB-C datasets are recognized for increased difficulty compared to the standard benchmarks.
DOI: 10.13145/bacdive168967.20251217.10
title: Lysinibacillus cresolivorans Ren et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168968.20240510.9
title: Sinibacillus soli Yang and Zhou 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168968.20251217.10
title: Sinibacillus soli Yang and Zhou 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/qguwy71t
title: Few-Shot Personalized Conversation Systems via Social Networks

description: A few-shot personalized conversation task with an auxiliary social network, catering for low-resource speakers.
DOI: 10.13145/bacdive168969.20250331.9.3
title: Mycoplasmopsis phocirhinis (Giebel et al. 1991) Gupta et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168969.20251217.10
title: Mycoplasmopsis phocirhinis (Giebel et al. 1991) Gupta et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168970.20241212.9.2
title: Spirillum volutans Ehrenberg 1832 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.naw56v
title: Occurrence Download

description: A dataset containing 30456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erebia tyndarus",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than or equal to 5000",
 "Year is greater than or equal to 1970",
 "Country is one of (Italy, Switzerland, Germany, Austria, Slovenia, France)"
 ]
}

 The dataset includes 30456 records from 144 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079312-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive168970.20251217.10
title: Spirillum volutans Ehrenberg 1832 (Approved Lists 1980)

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168971.20250331.9.3
title: Larsenimonas salina León et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive168971.20251217.10
title: Larsenimonas salina León et al. 2015

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/dthlgu1p
title: COV1 Dataset

description: The dataset used in the paper is the COV1 dataset for hinge loss minimization.
DOI: 10.13145/bacdive168972.20240510.9
title: Heliorestis daurensis Bryantseva et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/kbguqall
title: BCI competition IV-2b

description: BCI competition IV-2b contains raw EEG signals of nine subjects in three channels with 250Hz sampling rate for two classes i.e., imaging movement of left hand and right hand.
DOI: 10.13145/bacdive168972.20251217.10
title: Heliorestis daurensis Bryantseva et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.bwu2k6
title: Occurrence Download

description: A dataset containing 398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parodon suborbitalis",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 398 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079314-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive168973.20240510.9
title: Streptomyces araujoniae Da Silva et al. 2014

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57702/ilmnxq35
title: Dataset for Evaluating Query-biased Ranking of LOD Resources

description: The dataset is used to evaluate the query-biased ranking of LOD resources. It contains 30 queries, 150 HTML Web pages, and 81 detected resources by Web page.
DOI: 10.15468/dl.ckvcra
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Astroblepus trifasciatus",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 365 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079315-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18153026
title: OPENABC_DATASET (OPENABC-D) with Latest PyG 2.x Support

description: Convert and repackage the original OPENABC dataset (OPENABC-D) to a format supported by PyG (PyTorch Geometric) 2.x, while preserving the same data structure and interfaces as the original dataset.

 

---

This archive was created using split (multi-volume) ZIP compression.

To extract it, first make sure all split files (.z01, .z02, ..., and the .zip file) are downloaded in the same directory,  then extract only the .zip file - it will automatically read the orther parts.

 

If you find this version helpful, please cite the original source:



Animesh Basak Chowdhury, Benjamin Tan, Ramesh Karri, & Siddharth Garg. (2022). OpenABC-D: A Large-Scale Dataset For Machine Learning Guided Integrated Circuit Synthesis [Dataset]. Zenodo. https://doi.org/10.48550/arxiv.2110.11292
DOI: 10.5281/zenodo.18153025
title: OPENABC_DATASET (OPENABC-D) with Latest PyG 2.x Support

description: Convert and repackage the original OPENABC dataset (OPENABC-D) to a format supported by PyG (PyTorch Geometric) 2.x, while preserving the same data structure and interfaces as the original dataset.

 

---

This archive was created using split (multi-volume) ZIP compression.

To extract it, first make sure all split files (.z01, .z02, ..., and the .zip file) are downloaded in the same directory,  then extract only the .zip file - it will automatically read the orther parts.

 

If you find this version helpful, please cite the original source:



Animesh Basak Chowdhury, Benjamin Tan, Ramesh Karri, & Siddharth Garg. (2022). OpenABC-D: A Large-Scale Dataset For Machine Learning Guided Integrated Circuit Synthesis [Dataset]. Zenodo. https://doi.org/10.48550/arxiv.2110.11292
DOI: 10.15468/dl.93bsun
title: Occurrence Download

description: A dataset containing 36515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxon occurrence data for the FungalRoot database"
 ]
}

 The dataset includes 36515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000586-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpsazv
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marcia japonica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 37 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007303-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdj5gz
title: Occurrence Download

description: A dataset containing 1628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepus europaeus",
 "HasCoordinate is true",
 "Country is Czechia"
 ]
}

 The dataset includes 1628 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007304-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/drpz6s
title: Age, Gender and location of study for Indigenous population with Post-Secondary degree, Census 2021, Canada [Custom Tabulation] [B2020] [CSV]
title: Âge, sexe et lieu d'études de la population autochtone titulaire d'un diplôme d'études postsecondaires, Recensement de 2021, Canada [Tableau personnalisé] [B2020] [CSV]
title: Age, Gender and location of study for Indigenous population with Post-Secondary degree, Census 2021, Canada

description: This is a custom tabulation from Statistics Canada. It presents data on gender, selected characteristics (visible minority and Indigenous identity), location of study, and age for population 15 years and over in private households with a post-secondary certificate, diploma or degree of Canada, based on 2021 census data.
description: Statistics Canada Custom Tabulations
description: Census of Population
description: Statistics Canada performs random rounding on custom tabulations to ensure confidentiality. This means all counts are rounded to a base of 5 (ending in 0 or 5) and may not match the sum of the rounded components. 

Beyond 20/20 software (to open .ivt files) is available for download from the Statistics Canada website
DOI: 10.15156/bio/sh1207104.10fu
title: SH1207104.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1207105.10fu
title: SH1207105.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.