cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cpv86e
title: Occurrence Download

description: A dataset containing 17624 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, North America)",
 "Country is one of (United States of America, Japan, China, Korea, Republic of, Mongolia, Chinese Taipei, Korea (Democratic People’s Republic of))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nyssa"
 ]
}

 The dataset includes 17624 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004797-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17683503
title: Surface ocean drifter for physical oceanography outreach (Santa Barbara Channel, 2025)

description: These data describe the position of 1 surface ocean drifter (SB-001) from 06/13/2025 to 06/22/2025. The drifter was purchased as a “Build-a-Drifter Kit” from makerbuoy.com. Purchase was funded by a minor grant from the University of California, Santa Barbara Coastal Fund titled Surface ocean drifter for physical oceanography outreach, grant number: CF-202502-13068. Details about the deployment and explanations of the variabe names in SB_001.csv are available in the readme file.
DOI: 10.5281/zenodo.17693930
title: Surface ocean drifter for physical oceanography outreach (Santa Barbara Channel, 2025)

description: These data describe the position of 1 surface ocean drifter (SB-001) from 06/13/2025 to 06/22/2025. The drifter was purchased as a “Build-a-Drifter Kit” from makerbuoy.com. Purchase was funded by a minor grant from the University of California, Santa Barbara Coastal Fund titled Surface ocean drifter for physical oceanography outreach, grant number: CF-202502-13068. Details about the deployment and explanations of the variabe names in SB_001.csv are available in the readme file.
DOI: 10.26181/30121354
title: Chapter 2. Materials and Methods: Supplemental Data

description: Supplemental data for Chapter 2. Re thesis: "Forward and Reverse Genetic Screen to Identify Novel Regulators of Plant Nutrient, Sensing and Use"
DOI: 10.26181/30121354.v1
title: Chapter 2. Materials and Methods: Supplemental Data

description: Supplemental data for Chapter 2. Re thesis: "Forward and Reverse Genetic Screen to Identify Novel Regulators of Plant Nutrient, Sensing and Use"
DOI: 10.57783/zh72-d918
title: LibreChat
DOI: 10.15468/dl.z9es3h
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "StateProvince is Virginia",
 "TaxonKey is Berberis julianae"
 ]
}

 The dataset includes 158 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004799-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17693853
title: Datasets for "CornViT: A Multi-Stage Convolutional Vision Transformer Framework for Corn Kernel Analysis"

description: CornViT Stage-wise Corn Kernel Datasets

This repository contains three curated, stage-wise image datasets of corn kernels, prepared for training and evaluating the CornViT hierarchical classification pipeline. The datasets are derived from a publicly available Kaggle corn seed image collection, but have been extensively cleaned and re-labeled to better support tasks in kernel purity, shape, and embryo orientation.

All images were manually reviewed: mislabeled or misplaced samples were corrected, and the label set was redefined to match the three decision stages in the CornViT workflow.

Dataset Structure

For every stage, images are split into train/val/test using a 70/15/15 ratio, with separate folders per split and class.

1. Stage 1 - Purity



Classes:





pure

impure




2. Stage 2 - Shape



Input subset: Only pure kernels from Stage 1

Classes:





flat

round




3. Stage 3 - Embryo Orientation



Input subset: Only pure-flat kernels from Stage 2

Classes:





up

down
DOI: 10.5281/zenodo.17693852
title: Datasets for "CornViT: A Multi-Stage Convolutional Vision Transformer Framework for Corn Kernel Analysis"

description: CornViT Stage-wise Corn Kernel Datasets

This repository contains three curated, stage-wise image datasets of corn kernels, prepared for training and evaluating the CornViT hierarchical classification pipeline. The datasets are derived from a publicly available Kaggle corn seed image collection, but have been extensively cleaned and re-labeled to better support tasks in kernel purity, shape, and embryo orientation.

All images were manually reviewed: mislabeled or misplaced samples were corrected, and the label set was redefined to match the three decision stages in the CornViT workflow.

Dataset Structure

For every stage, images are split into train/val/test using a 70/15/15 ratio, with separate folders per split and class.

1. Stage 1 - Purity



Classes:





pure

impure




2. Stage 2 - Shape



Input subset: Only pure kernels from Stage 1

Classes:





flat

round




3. Stage 3 - Embryo Orientation



Input subset: Only pure-flat kernels from Stage 2

Classes:





up

down
DOI: 10.15468/dl.d4wm6x
title: Occurrence Download

description: A dataset containing 634 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ambystoma granulosum"
 ]
}

 The dataset includes 634 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004800-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxxp4y
title: Occurrence Download

description: A dataset containing 585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Onthophagus gibbulus"
 ]
}

 The dataset includes 585 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004802-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6ap5b
title: Occurrence Download

description: A dataset containing 34275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "TaxonKey is one of (Crassula helmsii, Lithobates catesbeianus, Misgurnus mohoity, Myriophyllum aquaticum, Procambarus clarkii, Procambarus virginalis, Xenopus laevis, Zizania latifolia)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 34275 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004801-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jau87y
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Bromeliohyla bromeliacia"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004803-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17693944
title: Weaver protocol
DOI: 10.5281/zenodo.17693945
title: Weaver protocol
DOI: 10.5281/zenodo.17693821
title: Deciphering the Sub-Particle Structural Control on Optical Properties of Complex Aerosols Containing Microplastics via the GMM Method

description: Atmospheric aerosol radiative forcing remains a significant uncertainty in climate models, partly due to oversimplified representations of complex aerosol structures. Here, we employ the generalized Mie method to quantify the optical properties of aerosol clusters containing black carbon (BC), dust, and microplastics (MPs) in triangular and fractal configurations. We demonstrate that sub-particle arrangement and size distribution are critical drivers of optical variability. Across 300–1100 nm, fractal clusters (20 sub-particles) exhibit extinction cross-section variations up to 2.8-fold and scattering cross-section differences of 60%, primarily governed by compositional heterogeneity and size dispersion. While ensemble averaging stabilizes scattering cross-sections (>18 samples), persistent fluctuations in extinction cross-sections due to size heterogeneity challenge the reliability of extinction-based equivalent coefficients. Our results underscore that remote sensing retrievals prioritizing scattering cross-sections exhibit superior robustness compared to extinction-based methods. This work establishes unresolved structural complexity as a fundamental constraint in aerosol optics and advocates for a paradigm shift towards scattering-based inversion frameworks to reduce uncertainties in climate prediction.
DOI: 10.5281/zenodo.17693820
title: Deciphering the Sub-Particle Structural Control on Optical Properties of Complex Aerosols Containing Microplastics via the GMM Method

description: Atmospheric aerosol radiative forcing remains a significant uncertainty in climate models, partly due to oversimplified representations of complex aerosol structures. Here, we employ the generalized Mie method to quantify the optical properties of aerosol clusters containing black carbon (BC), dust, and microplastics (MPs) in triangular and fractal configurations. We demonstrate that sub-particle arrangement and size distribution are critical drivers of optical variability. Across 300–1100 nm, fractal clusters (20 sub-particles) exhibit extinction cross-section variations up to 2.8-fold and scattering cross-section differences of 60%, primarily governed by compositional heterogeneity and size dispersion. While ensemble averaging stabilizes scattering cross-sections (>18 samples), persistent fluctuations in extinction cross-sections due to size heterogeneity challenge the reliability of extinction-based equivalent coefficients. Our results underscore that remote sensing retrievals prioritizing scattering cross-sections exhibit superior robustness compared to extinction-based methods. This work establishes unresolved structural complexity as a fundamental constraint in aerosol optics and advocates for a paradigm shift towards scattering-based inversion frameworks to reduce uncertainties in climate prediction.
DOI: 10.5281/zenodo.17688386
title: System∩2050 v4: Modèle Vectoriel de Stabilité Systémique

description: System∩2050 v4 est un framework analytique pour évaluer la stabilité de systèmes complexes via l'équation k=(E×C)/(S×H). Validé empiriquement sur 1000 ans d'histoire (R²=0.95), applications sportives (NHL 76-80%), et optimisation IA (38-45% gains d'efficience). Version vectorielle avec pondérations contextuelles et modélisation oscillatoire.
DOI: 10.5281/zenodo.17688385
title: System∩2050 v4: Modèle Vectoriel de Stabilité Systémique

description: System∩2050 v4 est un framework analytique pour évaluer la stabilité de systèmes complexes via l'équation k=(E×C)/(S×H). Validé empiriquement sur 1000 ans d'histoire (R²=0.95), applications sportives (NHL 76-80%), et optimisation IA (38-45% gains d'efficience). Version vectorielle avec pondérations contextuelles et modélisation oscillatoire.
DOI: 10.5517/ccdc.csd.cc2c4dnl
title: CCDC 2178979: Experimental Crystal Structure Determination

description: Related Article: Sun Zhihui|2023|CSD Communication|||
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.cc2c4dpm
title: CCDC 2178980: Experimental Crystal Structure Determination

description: Related Article: Sun Zhihui|2023|CSD Communication|||
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: 10.34740/kaggle/dsv/13843955
title: Safety-Labeled News Dataset
DOI: 10.34740/kaggle/dsv/13843996
title: Ethereum Price Data Binance API (2017–Now)
DOI: 10.15468/dl.hw9dyy
title: Occurrence Download

description: A dataset containing 2967 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Lithobates vaillanti"
 ]
}

 The dataset includes 2967 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004804-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jcvh7
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coriaria ruscifolia",
 "Year 1664-2025"
 ]
}

 The dataset includes 142 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004805-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8stxy
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coriaria ruscifolia",
 "Year 1664-2025"
 ]
}

 The dataset includes 142 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004806-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17636417
title: Dataset of coupled carbon and water model simulation in Loess Plateau
DOI: 10.5281/zenodo.17636418
title: Dataset of coupled carbon and water model simulation in Loess Plateau
DOI: 10.15468/dl.arfj5r
title: Occurrence Download

description: A dataset containing 138720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Rubus ulmifolius"
 ]
}

 The dataset includes 138720 records from 719 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004784-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d644da
title: Occurrence Download

description: A dataset containing 36448 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Streptomyces Waksman & Henrici, 1943"
 ]
}

 The dataset includes 36448 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015921-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tvpdnu
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euterpe espiritosantensis H.Q.B.Fern."
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015924-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26131/irsa625
title: Euclid Q1 PHZ Star Template Catalog

description: Euclid Quick Release 1 (Q1) consists of approximately 30 TB of imaging, spectroscopy, and catalogs covering four non-contiguous fields: Euclid Deep Field North (22.9 sq deg), Euclid Deep Field Fornax (12.1 sq deg), Euclid Deep Field South (28.1 sq deg), and LDN1641. Q1 data products include Level 1 raw VIS and NISP frames; Level 2 Calibrated VIS and NISP imaging data; Level 2 calibrated 2-D and 1-D spectra; Level 2 multiwavelength space- and ground-based mosaics; Level 2 catalogs of photometry, photometric redshifts, and spectroscopic measurements; and Level 3 visibility masks.

This dataset or service is made available by the Infrared Science Archive (IRSA) at IPAC, which is operated by the California Institute of Technology under contract with the National Aeronautics and Space Administration.
DOI: 10.5281/zenodo.15578972
title: MINTAQA IQTISODIYOTIDA INSON KAPITALINI IQTISODIY INNOVATSIYALAR ASOSIDA RIVOJLANTIRISH OMILLARI
DOI: 10.5281/zenodo.15578973
title: MINTAQA IQTISODIYOTIDA INSON KAPITALINI IQTISODIY INNOVATSIYALAR ASOSIDA RIVOJLANTIRISH OMILLARI
DOI: 10.15468/dl.agtk8h
title: Occurrence Download

description: A dataset containing 78426 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anthemis arvensis L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 78426 records from 930 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010639-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzqg32
title: Occurrence Download

description: A dataset containing 3904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "TaxonKey is Canis latrans Say, 1823"
 ]
}

 The dataset includes 3904 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010650-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ueguw
title: Occurrence Download

description: A dataset containing 8547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Libya",
 "DatasetKey is one of (EURISCO, The European Genetic Resources Search Catalogue, Paleobiology Database, Collezione entomologica di lepidotteri della Tripolitania di Enzo Romei | Enzo Romei's entomological collection of lepidopterans from Tripolitania, NMNH Extant Specimen Records (USNM, US), Natural History Museum (London) Collection Specimens, Svalbard Global Seed Vault Collection, BirdMap Data - GPS tracking of Storks, Cranes and birds of prey, breeding in Northern and Eastern Europe, A global database for the distributions of crop wild relatives, EOD – eBird Observation Dataset)",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 8547 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049392-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdqcng
title: Occurrence Download

description: A dataset containing 131645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer rubrum"
 ]
}

 The dataset includes 131645 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049288-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37szrj
title: Occurrence Download

description: A dataset containing 451953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio inaequidens"
 ]
}

 The dataset includes 451953 records from 1271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005074-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31127227
title: S1 Table. The primer sequences used for genotyping.

description: S1 Table. The primer sequences used for genotyping.
DOI: 10.6084/m9.figshare.31127227.v1
title: S1 Table. The primer sequences used for genotyping.

description: S1 Table. The primer sequences used for genotyping.
DOI: 10.5281/zenodo.18341838
title: Volumetric Energy Generation and Fading in CRVD

description: In the CRVD framework, volumetric energy generated through matter collapse undergoes a gradual cosmological homogenization. As spatial gradients asymptotically approach zero, volumetric forces and all associated dynamical observables vanish identically, while the energy itself remains finite. Cosmological background energy represents the final dynamically detectable phase preceding complete fading, beyond which energy exits the observable sector without being annihilated.
DOI: 10.5281/zenodo.18341839
title: Volumetric Energy Generation and Fading in CRVD

description: In the CRVD framework, volumetric energy generated through matter collapse undergoes a gradual cosmological homogenization. As spatial gradients asymptotically approach zero, volumetric forces and all associated dynamical observables vanish identically, while the energy itself remains finite. Cosmological background energy represents the final dynamically detectable phase preceding complete fading, beyond which energy exits the observable sector without being annihilated.
DOI: 10.5281/zenodo.18341746
title: Gravity as the Emergent Manifestation of Dual Attractive Forces: The Electromagnetic-Thermodynamic Unification Through  Energetic Potential Equilibration

description: We present a unified theoretical framework demonstrating that gravitational phenomena

emerge from two fundamental attractive forces, both manifestations of energetic potential equi-libration in Structured Vesicular Entities (SVEs). Through systematic experimental falsifica-tion, we demonstrate: (1) Maxwell’s Equations fail in three-dimensional systems where magnetic

repulsion is geometrically impossible, yielding a 7:1 attraction-to-repulsion ratio; (2) thermal

gradients function as vectorial attractive forces capable of generating negentropy and perform-ing mechanical work independently of bulk temperature; and (3) electromagnetic and thermal

potentials are not analogous but identical phenomena—both representing energetic potentialdifferences stored in SVE structures. We derive the fundamental equivalence e∆V ≡ kB∆T

and demonstrate that ”gravity” is the macroscopic manifestation of SVEs seeking equilibra-tion through: (i) 3D magnetic alignment (structural lock) governing solid aggregation, and (ii)

thermal attraction (orbital pull) governing fluid motion and planetary orbits. Elliptical orbitsemerge naturally as the dynamic breathing pattern between these competing attractive forces,eliminating the need for curved spacetime, dark matter, or General Relativity. This work unifieselectromagnetism and thermodynamics, revealing them as different experimental probes of thesame underlying physics of energetic potential gradients.
DOI: 10.5281/zenodo.18341026
title: homalopsis_mereljcoxi_spades_01.fasta.gz
DOI: 10.5281/zenodo.18341027
title: homalopsis_mereljcoxi_spades_01.fasta.gz