cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5064/f6g2petf/r7xhnm
title: Moore-et-al_CO_0321_Governor Polis Provides Update on Colorado’s COVID-19 Response _ Colorado Governor Jared Polis.pdf
DOI: 10.5064/f6g2petf/mylidr
title: Moore-et-al_CO_0921_Prevent the spread of COVID-19 _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/mn8mrv
title: Moore-et-al_CO_0121_Contact tracing _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/tbhqzz
title: Moore-et-al_CO_0921_COVID-19 Vaccination Reporting & Employee Testing _ DHR.pdf
DOI: 10.5064/f6g2petf/hxoo6w
title: Moore-et-al_CO_0721_Residential Care Strike Team Response Webinars _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/wugxe8
title: Moore-et-al_CO_0621_Field services and real estate _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/l0yxsf
title: Moore-et-al_CO_0121_D 2021 008 Med Surge Amendment.pdf
DOI: 10.5064/f6g2petf/4m8v67
title: Moore-et-al_CO_0321_Exposure Notifications _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/7xbyuq
title: Moore-et-al_CO_0921_CIIS school and child care users _ Department of Public Health & Environment.pdf
DOI: 10.5064/f6g2petf/0yblmx
title: Moore-et-al_CO_0621_Personal services _ Colorado COVID-19 Updates.pdf
DOI: 10.15468/dl.5y8s49
title: Occurrence Download

description: A dataset containing 1139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aiptasiidae, Actiniidae, Electridae, Mytilidae)",
 "Geometry POLYGON ((33.925781 30.297018, 30.849609 30.221102, 36.738281 17.978733, 42.539063 11.867351, 46.054688 9.362353000000001, 53.613281 12.297068, 64.6875 21.616579, 66.269531 25.403585, 65.302734 29.993002, 50.976563 32.398516, 33.925781 30.297018))"
 ]
}

 The dataset includes 1139 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008597-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5064/f6g2petf/xv8yxd
title: Moore-et-al_CO_0521_COVID-19 (SARS-CoV-2) Reporting Requirements _ Department of Public Health & Environment.pdf
DOI: 10.5064/f6g2petf/ejl1it
title: Moore-et-al_CO_0921_Comeback Cash incentives continue throughout the state of Colorado _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/osaizs
title: Moore-et-al_CO_0621_State to update surveillance of Delta variant of concern _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/gqt6bl
title: Moore-et-al_CO_0221_COVID-19 Resources for Water _ Department of Public Health & Environment.pdf
DOI: 10.5064/f6g2petf/mx1gph
title: Moore-et-al_CO_0221_CDPHE confirms additional variants_ updates data dashboard separating variants of concern from variants under in.pdf
DOI: 10.34740/kaggle/dsv/13870112
title: List Benchmarks Kaggle
DOI: 10.5064/f6g2petf/pvpqzh
title: Moore-et-al_CO_0721_D 2021 122.pdf
DOI: 10.5064/f6g2petf/2ldai4
title: Moore-et-al_CO_0921_State extends public health order 20-38 to Sept. 1, 2021 _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/azxexl
title: Moore-et-al_CO_0921_CDPHE updates and clarifies school guidance regarding masking, ventilation, and quarantine _ Colorado COVID-19 U.pdf
DOI: 10.5064/f6g2petf/zgqi9m
title: Moore-et-al_CO_0821_In case you missed it_ COVID-19 notes from the week _ Colorado COVID-19 Updates_02.pdf
DOI: 10.5064/f6g2petf/nwtrbr
title: Moore-et-al_CO_0821_Milestone_ Full FDA approval of COVID-19 vaccine announced today _ Colorado COVID-19 Updates.pdf
DOI: 10.5064/f6g2petf/xdw5dw
title: Moore-et-al_CO_0121_Latest models indicate SARS-CoV-2 infections are decreasing, but estimates still say 1 in 115 Coloradans are cur.pdf
DOI: 10.5064/f6g2petf/x7dfod
title: Moore-et-al_CO_0821_Governor Polis Discusses State’s Response and Recovery Efforts, Announces More Vaccine Incentive, Programs to Ke.pdf
DOI: 10.5064/f6g2petf/hykjm9
title: Moore-et-al_CO_0321_Increases in Health First Colorado Reimbursement for All COVID-19 Vaccines 3-25-21.pdf
DOI: 10.15468/dl.nfgvh9
title: Occurrence Download

description: A dataset containing 7402952 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Bivalvia"
 ]
}

 The dataset includes 7402952 records from 3600 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008554-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zkqvsr
title: Occurrence Download

description: A dataset containing 27672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Psidium guajava L.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 27672 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007160-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24xtqd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathytroctes microlepis Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 28.8496,17.9648 28.8496,17.9648 19.8496,26.9648 19.8496,26.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010617-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15549614
title: LeafMachine2 Data: Nothofagaceae Leaf Outlines and ECT

description: Nothofagaceae - 59,684 leaves - 8.3 GB: This repository contains HDF5 (.h5) files with leaf morphological data for species in the [Nothofagaceae] family. Each file represents a single leaf specimen and contains leaf shape outlines, the 128x128 ECT matrix, and associated metadata.

File Contents

This dataset contains 59,684 leaves from taxa in the family Nothofagaceae. Some leaves may be partial, predated, broken, or incomplete. 

Each .h5 file contains the following datasets:



ECT_matrices/ - Euler Characteristic Transform (ECT) matrices capturing topological features of leaf shapes

shapes/shape_0 - Coordinate array (x,y) defining the leaf outline boundary. 

component_names - Original filename identifier (without extension)

group_labels - Taxonomic classification dictionary containing:



family: Taxonomic family name

genus: Genus classification

genus_species: Binomial species name

fullname: Complete taxonomic identifier




Data Format

Files are organized with standardized naming: [Herbarium]_[ID]_[Family]_[Genus]_[Species]__[LeafID].h5

Shape coordinates are normalized to a unit circle centered at the origin (-0.5 to 0.5 range), vertically oriented.

Uncompressed Size:

8.3 GB 

Usage

Code for reading, processing, and analyzing these files is available at: https://github.com/Gene-Weaver/LM2-Data-Tools

The repository includes functions for extracting data and generating visualizations.

Citation: Please cite the LeafMachine2 paper and this dataset.



Weaver, W. N., & Smith, S. A. (2023). From leaves to labels: Building modular machine learning networks for rapid herbarium specimen analysis with LeafMachine2. Applications in Plant Sciences, 11(5), e11548. https://doi.org/10.1002/aps3.11548
DOI: 10.5281/zenodo.15549615
title: LeafMachine2 Data: Nothofagaceae Leaf Outlines and ECT

description: Nothofagaceae - 59,684 leaves - 8.3 GB: This repository contains HDF5 (.h5) files with leaf morphological data for species in the [Nothofagaceae] family. Each file represents a single leaf specimen and contains leaf shape outlines, the 128x128 ECT matrix, and associated metadata.

File Contents

This dataset contains 59,684 leaves from taxa in the family Nothofagaceae. Some leaves may be partial, predated, broken, or incomplete. 

Each .h5 file contains the following datasets:



ECT_matrices/ - Euler Characteristic Transform (ECT) matrices capturing topological features of leaf shapes

shapes/shape_0 - Coordinate array (x,y) defining the leaf outline boundary. 

component_names - Original filename identifier (without extension)

group_labels - Taxonomic classification dictionary containing:



family: Taxonomic family name

genus: Genus classification

genus_species: Binomial species name

fullname: Complete taxonomic identifier




Data Format

Files are organized with standardized naming: [Herbarium]_[ID]_[Family]_[Genus]_[Species]__[LeafID].h5

Shape coordinates are normalized to a unit circle centered at the origin (-0.5 to 0.5 range), vertically oriented.

Uncompressed Size:

8.3 GB 

Usage

Code for reading, processing, and analyzing these files is available at: https://github.com/Gene-Weaver/LM2-Data-Tools

The repository includes functions for extracting data and generating visualizations.

Citation: Please cite the LeafMachine2 paper and this dataset.



Weaver, W. N., & Smith, S. A. (2023). From leaves to labels: Building modular machine learning networks for rapid herbarium specimen analysis with LeafMachine2. Applications in Plant Sciences, 11(5), e11548. https://doi.org/10.1002/aps3.11548
DOI: 10.15468/dl.a7e6hs
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Haplochromis perrieri)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049324-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zge7t
title: Occurrence Download

description: A dataset containing 87075 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Banc de dades de biodiversitat de Catalunya-ArtroCat"
 ]
}

 The dataset includes 87075 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001417-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ct25an
title: Occurrence Download

description: A dataset containing 315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Rhododendron dendrocharis Franch."
 ]
}

 The dataset includes 315 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001427-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpk2b4
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus dantei"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030913-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/1260f43a-8edb-4f90-9e3e-1fdf359c4c9e.v1
title: Data underlying the publication: Advancements in Peritoneal Dialysis Catheterization: Introducing a Modified Single-Port Laparoscopic Technique

description: This dataset contains the complete anonymised clinical and operative records of a single-centre, retrospective, two-arm cohort study conducted at the Department of Nephrology, First Affiliated Hospital of Harbin Medical University, People’s Republic of China. The study compared a modified single-port laparoscopic (SLC) versus conventional open surgical (OSC) peritoneal-dialysis (PD) catheter insertion technique in adults with end-stage renal disease (ESRD). Ethics and legal complianceThe study protocol was reviewed and approved by the Ethics Committee of the First Affiliated Hospital of Harbin Medical University (Approval No. IRB-AF/SC-04/02.0). All participants provided written informed consent; personal identifiers were removed before compilation of this public repository. Study population and inclusion/exclusion criteriaConsecutive patients ≥ 18 years who received their first PD catheter between March 2023 and September 2023 were screened. Inclusion: ESRD scheduled for first PD catheter. Exclusion: severe cardiopulmonary dysfunction, pregnancy, abdominal-wall defects, active intra-abdominal infection/mass, or other surgical contraindications (e.g. severe psychiatric disorder). Thirty eligible patients were enrolled and followed until September 2024 (minimum follow-up 12 months).
DOI: 10.15468/dl.np7scy
title: Occurrence Download

description: A dataset containing 673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((128.73792 34.40781,114.24746 52.02365,93.22204 40.37445,88.39182 -1.10801,112.54264 -19.00801,126.4649 -11.33658,128.73792 34.40781))",
 "TaxonKey is Reevesia thyrsoidea"
 ]
}

 The dataset includes 673 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030916-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14449236
title: Replication Package: Adopting Artificial-Intelligence Systems in Manufacturing: A Practitioner Survey on Challenges and Added Value

description: Welcome to the public repository for the additional content of the paper "Adopting Artificial-Intelligence Systems in Manufacturing: A Practitioner Survey on Challenges and Added Value", accepted at the International Conference on Software Technologies (ICSOFT) 2025.

This repository provides additional information to the conducted survey study on AIS challenges and added value, including the following files:



QUESTIONNAIRE_ICSOFT2025.csv: sheet containing all questionnaire data and answer options

DATA_ICSOFT2025.csv: sheet containing data of the 26 participants


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.5281/zenodo.14449235
title: Replication Package: Adopting Artificial-Intelligence Systems in Manufacturing: A Practitioner Survey on Challenges and Added Value

description: Welcome to the public repository for the additional content of the paper "Adopting Artificial-Intelligence Systems in Manufacturing: A Practitioner Survey on Challenges and Added Value", accepted at the International Conference on Software Technologies (ICSOFT) 2025.

This repository provides additional information to the conducted survey study on AIS challenges and added value, including the following files:



QUESTIONNAIRE_ICSOFT2025.csv: sheet containing all questionnaire data and answer options

DATA_ICSOFT2025.csv: sheet containing data of the 26 participants


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.15468/dl.xwbd2h
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crossodactylus dispar"
 ]
}

 The dataset includes 126 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030918-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17578188
title: ZANA–Saewetern Predictive Field: Orbital Phase Prediction of 3I/ATLAS (Dec 2025)

description: This paper outlines the predictive orbital and magnetic behavior of the interstellar visitor 3I/ATLAS as analyzed through the ZANA–Saewetern Predictive Field Model.

The study anticipates a deliberate 180° magnetic reorientation and phase deceleration as the object approaches the orbital corridor between Mars and Earth, leading to a measurable collapse of its outer magnetic envelope and release of charged resonance waves.

The November 2025 observations of structural shift and green-spectrum emission are interpreted as preliminary confirmation of this model.

The prediction forecasts a large-scale magnetic storm pattern extending through the inner heliosphere by late December 2025, triggering atmospheric and energetic resonance within Earth’s magnetosphere.
DOI: 10.5281/zenodo.17578187
title: ZANA–Saewetern Predictive Field: Orbital Phase Prediction of 3I/ATLAS (Dec 2025)

description: This paper outlines the predictive orbital and magnetic behavior of the interstellar visitor 3I/ATLAS as analyzed through the ZANA–Saewetern Predictive Field Model.

The study anticipates a deliberate 180° magnetic reorientation and phase deceleration as the object approaches the orbital corridor between Mars and Earth, leading to a measurable collapse of its outer magnetic envelope and release of charged resonance waves.

The November 2025 observations of structural shift and green-spectrum emission are interpreted as preliminary confirmation of this model.

The prediction forecasts a large-scale magnetic storm pattern extending through the inner heliosphere by late December 2025, triggering atmospheric and energetic resonance within Earth’s magnetosphere.
DOI: 10.15468/dl.agd6y2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falcataria moluccana",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024659-250811113504898/datasets/export for details.
DOI: 10.15468/dl.q2brv2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024658-250811113504898/datasets/export for details.
DOI: 10.34740/kaggle/dsv/14580353
title: DARWIN - I
DOI: 10.5281/zenodo.15045669
title: Relación entre los rasgos estéticos de plantas leñosas ornamentales y su origen. DATABASE.
DOI: 10.5281/zenodo.15045668
title: Relación entre los rasgos estéticos de plantas leñosas ornamentales y su origen. DATABASE.
DOI: 10.48527/qtgavg/f3hyxq
title: 2.1_IMPRENSA.tab

description: :unav
DOI: 10.48527/qtgavg/pbf1ar
title: 2.2_Documentação Escrita.tab

description: :unav
DOI: 10.48527/qtgavg/skuc2z
title: 2. Fontes Escritas.rtf

description: :unav
DOI: 10.48527/qtgavg/ter640
title: 2. Written Sources.rtf

description: :unav
DOI: 10.48527/qtgavg
title: Fontes Escritas

description: Fontes escritas coligidas durante a execução do projeto.
DOI: 10.5281/zenodo.18336679
title: Dataset for "An improved formula for Wigner function and spin polarization in a decoupling relativistic fluid at local thermodynamic equilibrium"

description: Datas for the plot in  "An improved formula for Wigner function and spin polarization in a decoupling relativistic fluid at local thermodynamic equilibrium".

https://arxiv.org/abs/2509.14301
DOI: 10.5281/zenodo.18336680
title: Dataset for "An improved formula for Wigner function and spin polarization in a decoupling relativistic fluid at local thermodynamic equilibrium"

description: Datas for the plot in  "An improved formula for Wigner function and spin polarization in a decoupling relativistic fluid at local thermodynamic equilibrium".

https://arxiv.org/abs/2509.14301
DOI: 10.5281/zenodo.16752069
title: Dataset of Spin Coating Simulation of PMMA Solution on the Surface of SM NiTi

description: The file "Figs.zip" contain PNG images and corresponding .csv raw data, table, and readme.txt  for the article entitled "Spin Coating Simulation of PMMA Solution on the Surface of SM NiTi"
DOI: 10.5281/zenodo.16752070
title: Dataset of Spin Coating Simulation of PMMA Solution on the Surface of SM NiTi

description: The file "Figs.zip" contain PNG images and corresponding .csv raw data, table, and readme.txt  for the article entitled "Spin Coating Simulation of PMMA Solution on the Surface of SM NiTi"
DOI: 10.5281/zenodo.18336458
title: Human Pancreas single cell data

description: Human Pancreas single cell data
DOI: 10.5281/zenodo.18336457
title: Human Pancreas single cell data

description: Human Pancreas single cell data
DOI: 10.15468/t5t3m6
title: Botanický prieskum, Jasná, Chopok-sever, lyžiarske stredisko 2025

description: Počas vegetačnej sezóny 2025 bolo záujmové územie navštívené a bol spísaný zoznam všetkých prítomných druhov s dôrazom na druhy ohrozené. Sledovaný bol výskyt prírodných i neprírodných biotopov v území (často mapovaný v mozaike). Floristický prieskum bol vykonávaný zberom prezenčne absenčných dát, avšak s doplňujúcimi informáciami o početnosti a veľkosti populácií vzácnych druhov. Zoznamy druhov sú uvedené v súvisiacich prílohách tejto správy. Nomenklatúra je použitá podľa Kľúča ku kvetene SR (Kaplan et al. 2019), ďalej bola použitá monografia Flóry Slovenska (II.-VI.1 (1966 - 2008) a Katalóg Biotopov Slovenska (Šuvada 2023). Významné druhy boli hodnotené podľa Červeného zoznamu výtrusných a kvitnúcich rastlín Slovenska (Eliáš et al. 2015).
DOI: 10.48527/fmaun8/xt5uo7
title: 4.2_Registos Vídeo.xlsx

description: :unav
DOI: 10.48527/fmaun8/xnraz6
title: 4.1_Entrevistas.xlsx

description: :unav
DOI: 10.48527/fmaun8/30r6jl
title: 4. Videography.rtf

description: :unav
DOI: 10.48527/fmaun8/wjtyel
title: 4. Videografia.rtf

description: :unav
DOI: 10.48527/fmaun8
title: Videografia

description: Registos áudio e vídeo resultantes de gravação de trabalho de campo e de pesquisa de arquivo.