cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5883/bold:aaa9457
title: Overview of Barcode Index Number - BOLD:AAA9457

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9458
title: Overview of Barcode Index Number - BOLD:AAA9458

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9461
title: Overview of Barcode Index Number - BOLD:AAA9461

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9462
title: Overview of Barcode Index Number - BOLD:AAA9462

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9463
title: Overview of Barcode Index Number - BOLD:AAA9463

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9466
title: Overview of Barcode Index Number - BOLD:AAA9466

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9467
title: Overview of Barcode Index Number - BOLD:AAA9467

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9471
title: Overview of Barcode Index Number - BOLD:AAA9471

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9472
title: Overview of Barcode Index Number - BOLD:AAA9472

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9474
title: Overview of Barcode Index Number - BOLD:AAA9474

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9475
title: Overview of Barcode Index Number - BOLD:AAA9475

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9476
title: Overview of Barcode Index Number - BOLD:AAA9476

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9477
title: Overview of Barcode Index Number - BOLD:AAA9477

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9479
title: Overview of Barcode Index Number - BOLD:AAA9479

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9481
title: Overview of Barcode Index Number - BOLD:AAA9481

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9483
title: Overview of Barcode Index Number - BOLD:AAA9483

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9485
title: Overview of Barcode Index Number - BOLD:AAA9485

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9489
title: Overview of Barcode Index Number - BOLD:AAA9489

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9490
title: Overview of Barcode Index Number - BOLD:AAA9490

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9491
title: Overview of Barcode Index Number - BOLD:AAA9491

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9495
title: Overview of Barcode Index Number - BOLD:AAA9495

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9499
title: Overview of Barcode Index Number - BOLD:AAA9499

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9500
title: Overview of Barcode Index Number - BOLD:AAA9500

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9503
title: Overview of Barcode Index Number - BOLD:AAA9503

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9504
title: Overview of Barcode Index Number - BOLD:AAA9504

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9505
title: Overview of Barcode Index Number - BOLD:AAA9505

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9506
title: Overview of Barcode Index Number - BOLD:AAA9506

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9507
title: Overview of Barcode Index Number - BOLD:AAA9507

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9508
title: Overview of Barcode Index Number - BOLD:AAA9508

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9510
title: Overview of Barcode Index Number - BOLD:AAA9510

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9511
title: Overview of Barcode Index Number - BOLD:AAA9511

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9512
title: Overview of Barcode Index Number - BOLD:AAA9512

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9513
title: Overview of Barcode Index Number - BOLD:AAA9513

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9514
title: Overview of Barcode Index Number - BOLD:AAA9514

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9515
title: Overview of Barcode Index Number - BOLD:AAA9515

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9516
title: Overview of Barcode Index Number - BOLD:AAA9516

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9517
title: Overview of Barcode Index Number - BOLD:AAA9517

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9518
title: Overview of Barcode Index Number - BOLD:AAA9518

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9521
title: Overview of Barcode Index Number - BOLD:AAA9521

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9522
title: Overview of Barcode Index Number - BOLD:AAA9522

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9523
title: Overview of Barcode Index Number - BOLD:AAA9523

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9524
title: Overview of Barcode Index Number - BOLD:AAA9524

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9525
title: Overview of Barcode Index Number - BOLD:AAA9525

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9529
title: Overview of Barcode Index Number - BOLD:AAA9529

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9537
title: Overview of Barcode Index Number - BOLD:AAA9537

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9539
title: Overview of Barcode Index Number - BOLD:AAA9539

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.5883/bold:aaa9541
title: Overview of Barcode Index Number - BOLD:AAA9541

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.8cn4jj
title: Occurrence Download

description: A dataset containing 560589 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lactarius Pers., 1797"
 ]
}

 The dataset includes 560589 records from 677 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007633-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25405/data.ncl.26970223
title: Voxel Dataset

description: The Voxel dataset is a constructed dataset of 3D shapes designed to present a unique problem for ML and NAS tools. Instead of a photo of a 3D object, we exploit ML's ability to work across N number of 'colour' channels and use this dimension as a third dimension for images.
This dataset is one of the three hidden datasets used by the 2024 NAS Unseen-Data Challenge.
The images include 70,000 generated 3D Images of seven different shapes that we generated by creating a 20x20x20 grid of points in 3d space, and randomly generated different 3D shapes (see below) and recorded which of the points the shape collided with, generating the voxel like shapes in the dataset.
The data has a shape of (n, 20, 20, 20) where n is the number of samples in the corresponding set (50,000 for training, 10,000 for validation, and 10,000 for testing).
For each class (shape), we generated 10,000 samples evenly distributed between the three sets.
The three classes and corresponding numerical labels are as follows:<br>
Sphere: 0,<br>
Cube: 1,<br>
Cone: 2,<br>
Cylinder: 3,<br>
Ellipsoid: 4,<br>
Cuboid: 5,<br>
Pyramid: 6
<br>
NumPy (.npy) files can be opened through the NumPy Python library, using the `numpy.load()` function by inputting the path to the file into the function as a parameter. The metadata file contains some basic information about the datasets, and can be opened in many text editors such as vim, nano, notepad++, notepad, etc
DOI: 10.25405/data.ncl.26970223.v2
title: Voxel Dataset

description: The Voxel dataset is a constructed dataset of 3D shapes designed to present a unique problem for ML and NAS tools. Instead of a photo of a 3D object, we exploit ML's ability to work across N number of 'colour' channels and use this dimension as a third dimension for images.
This dataset is one of the three hidden datasets used by the 2024 NAS Unseen-Data Challenge.
The images include 70,000 generated 3D Images of seven different shapes that we generated by creating a 20x20x20 grid of points in 3d space, and randomly generated different 3D shapes (see below) and recorded which of the points the shape collided with, generating the voxel like shapes in the dataset.
The data has a shape of (n, 20, 20, 20) where n is the number of samples in the corresponding set (50,000 for training, 10,000 for validation, and 10,000 for testing).
For each class (shape), we generated 10,000 samples evenly distributed between the three sets.
The three classes and corresponding numerical labels are as follows:<br>
Sphere: 0,<br>
Cube: 1,<br>
Cone: 2,<br>
Cylinder: 3,<br>
Ellipsoid: 4,<br>
Cuboid: 5,<br>
Pyramid: 6
<br>
NumPy (.npy) files can be opened through the NumPy Python library, using the `numpy.load()` function by inputting the path to the file into the function as a parameter. The metadata file contains some basic information about the datasets, and can be opened in many text editors such as vim, nano, notepad++, notepad, etc
DOI: 10.25405/data.ncl.26970223.v1
title: Voxel Dataset

description: The Voxel dataset is a constructed dataset of 3D shapes designed to present a unique problem for ML and NAS tools. Instead of a photo of a 3D object, we exploit ML's ability to work across N number of 'colour' channels and use this dimension as a third dimension for images.
This dataset is one of the three hidden datasets used by the 2024 NAS Unseen-Data Challenge.
The images include 70,000 generated 3D Images of seven different shapes that we generated by creating a 20x20x20 grid of points in 3d space, and randomly generated different 3D shapes (see below) and recorded which of the points the shape collided with, generating the voxel like shapes in the dataset.
The data has a shape of (n, 20, 20, 20) where n is the number of samples in the corresponding set (50,000 for training, 10,000 for validation, and 10,000 for testing).
For each class (shape), we generated 10,000 samples evenly distributed between the three sets.
The three classes and corresponding numerical labels are as follows:<br>
Sphere: 0,<br>
Cube: 1,<br>
Cone: 2,<br>
Cylinder: 3,<br>
Ellipsoid: 4,<br>
Cuboid: 5,<br>
Pyramid: 6
<br>
NumPy (.npy) files can be opened through the NumPy Python library, using the `numpy.load()` function by inputting the path to the file into the function as a parameter. The metadata file contains some basic information about the datasets, and can be opened in many text editors such as vim, nano, notepad++, notepad, etc
DOI: 10.6084/m9.figshare.30156847
title: Evaluating the Beneficial Effects of Oral Probiotic Supplementation in Improving Oocyte Quality and Pregnancy Rates among Women with Unexplained Infertility: A Randomized Clinical Trial

description: This dataset contains the complete clinical and laboratory records from a randomized controlled trial investigating the effects of oral probiotic supplementation on in vitro fertilization (IVF) and pregnancy outcomes. Participants were women aged 18–35 years undergoing IVF, divided into control and intervention groups. Variables include demographic data (age, BMI), hormonal profiles (LH, FSH, AMH, TSH, prolactin, estradiol, progesterone), oocyte quality parameters (maturity stages GV, MI, MII, zona pellucida transparency, cytoplasm homogeneity), fertilization and cleavage rates, embryo quality grades, and clinical pregnancy outcomes. The intervention group received probiotic supplements prior to and during ovarian stimulation, while the control group underwent standard IVF protocols without probiotics.Two files are provided:<b>Data 2 (Pregnancy)</b> — detailed IVF cycle data for all participants.<b>Demographic Information</b> — baseline characteristics and hormone levels.Data are anonymized and provided under a CC BY 4.0 license, allowing unrestricted use with appropriate citation. This dataset supports research on gut–reproductive axis interactions, the influence of probiotics on embryo development, and reproductive medicine outcomes.
DOI: 10.6084/m9.figshare.30156847.v1
title: Evaluating the Beneficial Effects of Oral Probiotic Supplementation in Improving Oocyte Quality and Pregnancy Rates among Women with Unexplained Infertility: A Randomized Clinical Trial

description: This dataset contains the complete clinical and laboratory records from a randomized controlled trial investigating the effects of oral probiotic supplementation on in vitro fertilization (IVF) and pregnancy outcomes. Participants were women aged 18–35 years undergoing IVF, divided into control and intervention groups. Variables include demographic data (age, BMI), hormonal profiles (LH, FSH, AMH, TSH, prolactin, estradiol, progesterone), oocyte quality parameters (maturity stages GV, MI, MII, zona pellucida transparency, cytoplasm homogeneity), fertilization and cleavage rates, embryo quality grades, and clinical pregnancy outcomes. The intervention group received probiotic supplements prior to and during ovarian stimulation, while the control group underwent standard IVF protocols without probiotics.Two files are provided:<b>Data 2 (Pregnancy)</b> — detailed IVF cycle data for all participants.<b>Demographic Information</b> — baseline characteristics and hormone levels.Data are anonymized and provided under a CC BY 4.0 license, allowing unrestricted use with appropriate citation. This dataset supports research on gut–reproductive axis interactions, the influence of probiotics on embryo development, and reproductive medicine outcomes.
DOI: 10.15468/dl.79krsq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Collinsia heterophylla",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014915-250914085247600/datasets/export for details.
DOI: 10.15468/dl.a445pz
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Collinsia heterophylla",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014916-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2bdwc0
title: CCDC 2157332: Experimental Crystal Structure Determination

description: Related Article: Yue Lv, Beibei Zhang, Keqi Tang, Junfei Luo|2025|Org.Lett.|27|9565|doi:10.1021/acs.orglett.5c00342
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2bdwd1
title: CCDC 2157333: Experimental Crystal Structure Determination

description: Related Article: Yue Lv, Beibei Zhang, Keqi Tang, Junfei Luo|2025|Org.Lett.|27|9565|doi:10.1021/acs.orglett.5c00342
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2dxzx7
title: CCDC 2232400: Experimental Crystal Structure Determination

description: Related Article: Yue Lv, Beibei Zhang, Keqi Tang, Junfei Luo|2025|Org.Lett.|27|9565|doi:10.1021/acs.orglett.5c00342
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2jwnfj
title: CCDC 2350278: Experimental Crystal Structure Determination

description: Related Article: Reyaz Ahmad, Mukesh Choudhary|2024|New J.Chem.|48|15053|doi:10.1039/D4NJ02753A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.17026/ss/ez0eqh
title: Public Data Collection of Loet Leydesdorff
title: All data published by Loet Leydesdorff (1948-2023) on his website

description: Prof.dr. Loet Leydesdorff (1948-2023) was a highly impactful and prolific researcher who was one of the first to publish both code and data related to his publications on a website (Scopus h-index of 89, Google Scholar 124). 
He maintained the website himself. Over the years, this website has grown into a significant archive of his published data, and many of his publications refer to locations on https://www.leydesdorff.net.
The heirs of Loet are committed to preserving the website and its data for the scientific community. While the website will remain online for the foreseeable future, this dataset provides a more durable, permanent archive.
description: The dataset only includes pages, data and code that was related to the scientific work of Loet Leydesdorff. Personal pages have been excluded.
DOI: 10.48597/hmp2-3w9s
title: Inorganics in precipitation at Payerne

description: Measurement of Inorganics in precipitation at Payerne
DOI: 10.48597/p8zq-8tkb
title: Inorganics in precipitation at Payerne

description: Measurement of Inorganics in precipitation at Payerne
DOI: 10.48597/pttw-d85e
title: Sulphate_corrected at Payerne

description: Measurement of Sulphate_corrected at Payerne