cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15696320
title: Supplementary data and microkinetic model for 'Key Role of CO Coverage for Chain Growth in Co-Based Fischer-Tropsch Synthesis'

description: This repository contains:



The DFT data (energies, frequencies and structures) of all important intermediates of the microkinetic model constructed for the publication ‘Key Role of CO Coverage for Chain Growth in Co-Based Fischer-Tropsch Synthesis’.

Input files for the high CO coverage microkinetic model in Chemkin.

(update 2025-06-19) Input files for the high CO coverage microkinetic model in Chemkin with CO2 activation (sim2.zip).


DOI: 10.1021/acscatal.5c03024 and 10.1021/acscatal.3c04844
DOI: 10.15468/jhrnek
title: Skukuza Biological Reference Collection_Ornithology dataset

description: This dataset is a record of bioecological data that is associated with the bird skins that form part of the Skukuza Biological Reference Collection, Scientific Services, Kruger National Park. The specimens are representative of the species that occur in the various regions in the Kruger National Park.
DOI: 10.15468/dl.5hbw22
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathyclarias longibarbis (Worthington, 1933)",
 "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 ((-10.6025 29.6545,-11.3716 29.0599,-7.8618 29.0599,-7.8618 34.0821,-8.7804 33.6886,-9.6416 32.8946,-9.7854 32.3021,-10.3184 31.5413,-10.3907 30.6396,-10.1682 30.2237,-10.6025 29.6545))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056376-250525065834625/datasets/export for details.
DOI: 10.15468/dl.77p3rq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachysira zellensis (Grunow) Round & D.G.Mann, 1981",
 "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 ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056374-250525065834625/datasets/export for details.
DOI: 10.15468/dl.v5p2w8
title: Occurrence Download

description: A dataset containing 174 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Angola",
 "TaxonKey is Faurea Harv."
 ]
}

 The dataset includes 174 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056377-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqqa6t
title: Occurrence Download

description: A dataset containing 758338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GbifRegion is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1990-2025"
 ]
}

 The dataset includes 758338 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056359-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15695603
title: UIYUI
DOI: 10.5281/zenodo.15695604
title: UIYUI
DOI: 10.15468/dl.sjfkbs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bathyclarias longibarbis (Worthington, 1933)",
 "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 ((-16.8295 11.8376,-16.8618 11.7189,-16.8618 11.0599,-7.8618 11.0599,-7.8618 20.0599,-16.8618 20.0599,-16.8618 19.0648,-16.6653 18.7702,-16.5447 17.7591,-16.8618 16.9131,-16.8618 11.8636,-16.8295 11.8376))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056379-250525065834625/datasets/export for details.
DOI: 10.15468/dl.3n9qtp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brachysira zellensis (Grunow) Round & D.G.Mann, 1981",
 "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 ((25.5395 -23.2724,25.1306 -24.0715,25.5395 -24.0715,25.5395 -23.2724))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056380-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29364671
title: Source code.txt

description: This is the source code for the paper.
DOI: 10.6084/m9.figshare.29364671.v1
title: Source code.txt

description: This is the source code for the paper.
DOI: 10.15468/dl.pjsex6
title: Occurrence Download

description: A dataset containing 3207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Parthenium hysterophorus L."
 ]
}

 The dataset includes 3207 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056381-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znz485
title: Occurrence Download

description: A dataset containing 805 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "VerbatimScientificName is didymosphenia geminata"
 ]
}

 The dataset includes 805 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056382-250525065834625/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.29207942.v4
title: Finite-time scaling beyond the Kibble-Zurek prerequisite in Dirac systems

description: This file contains the source data for finite-time scaling in both the honeycomb Hubbard model and the honeycomb t-V model.
DOI: 10.15468/dl.cne2cd
title: Occurrence Download

description: A dataset containing 7037517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "GbifRegion is Europe and Central Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 1990-2025"
 ]
}

 The dataset includes 7037517 records from 9372 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056364-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18023559
title: Raw dataset of simultaneous activation of mixtures of two peptides and three proteins

description: Raw data from the tandem mass spectrometry simultaneous acquisition of multiple precursors.
DOI: 10.15468/dl.bu7hsq
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Acarospora aspera, Acarospora simplex)"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063312-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkchsu
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Porites tubulata)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063313-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15611798
title: Dataset for "Identifying and Characterizing Ultracool Spectral Blend Binaries with Machine Learning Methods"

description: singles_templates_250608.h5 can be read as a dataframe table. The dataframe contains the 1006 true singles used to create the synthetic singles and synthetic binaries.It contains the following columns: 'NAME', 'WAVE', 'FLUX', 'UNCERTAINTY', 'SPT', 'J_SNR'



The NAME column contains strings with the name of each single

The WAVE column contains numpy arrays with the wavelength grid

The FLUX column contains numpy arrays with the normalized flux

The UNCERTAINTY column contains numpy arrays with the uncertainty

The SPT column contains strings with the spectral type

The J_SNR column contains integers with the Signal to Noise ratio on the J-band (between 1.2 and 1.35 microns)


SinDF_low/mid/hig.pickle can be read as a dataframe table. These files contain the synthetic singles used as train/test data for the RF models.





'system_interpolated_flux': numpy arrays with the normalized flux


'system_interpolated_noise': numpy arrays with the normalized flux

'SPT': string of the spectral type  

'SPT_NUM': float of the spectral type 

'J_SNR': integer of the Signal to Noise ratio on the J-band (between 1.2 and 1.35 microns)

'SNR_CLASS': string indicating if J_SNR falls in the 'low', 'mid', 'hig' category

'WAVE': numpy arrays with the wavelength grid (length=409)

'flux_0' - 'flux_408': float - the individual points of the flux array. Can be used as features for the RF models


BinDF_low/mid/hig.pickle files contain the synthetic binaries used as train/test data for the RF models.





'system_interpolated_flux': numpy arrays with the normalized flux


'system_interpolated_noise': numpy arrays with the normalized flux

'primary_type': integer of the primary spectral type  

'secondary_type': integer of the primary spectral type 

'J_SNR': integer of the Signal to Noise ratio on the J-band (between 1.2 and 1.35 microns)

'SNR_CLASS': string indicating if J_SNR falls in the 'low', 'mid', 'hig' category

'WAVE': numpy arrays with the wavelength grid (length=409)

'flux_0' - 'flux_408': float - the individual points of the flux array. Can be used as features for the RF models


the _d files contain the same synthetic single/binary systems as their non-_d counterparts (e.g., SinDF_low = SinDF_low_d), except for the extra columns. Because of this, the _d versions are larger in size.If you don’t plan to train BId or BClass 2, 4, 6, or 8, you can skip downloading the _d files.



'difference_spectrum': numpy array of the flux of the standard MINUS the flux of the binary (length=409)

'diff_0' - 'diff_408': float - the individual points of the difference_spectrum array. Can be used as features for the RF models


BId1- BId8 contain the Binary Identification models.

BClass1 - BClass8 contain the Bindary Classification models.

You can open the example_notebook.ipynb to learn how to open and use all of these files.
DOI: 10.5281/zenodo.15611797
title: Dataset for "Identifying and Characterizing Ultracool Spectral Blend Binaries with Machine Learning Methods"

description: singles_templates_250608.h5 can be read as a dataframe table. The dataframe contains the 1006 true singles used to create the synthetic singles and synthetic binaries.It contains the following columns: 'NAME', 'WAVE', 'FLUX', 'UNCERTAINTY', 'SPT', 'J_SNR'



The NAME column contains strings with the name of each single

The WAVE column contains numpy arrays with the wavelength grid

The FLUX column contains numpy arrays with the normalized flux

The UNCERTAINTY column contains numpy arrays with the uncertainty

The SPT column contains strings with the spectral type

The J_SNR column contains integers with the Signal to Noise ratio on the J-band (between 1.2 and 1.35 microns)


SinDF_low/mid/hig.pickle can be read as a dataframe table. These files contain the synthetic singles used as train/test data for the RF models.





'system_interpolated_flux': numpy arrays with the normalized flux


'system_interpolated_noise': numpy arrays with the normalized flux

'SPT': string of the spectral type  

'SPT_NUM': float of the spectral type 

'J_SNR': integer of the Signal to Noise ratio on the J-band (between 1.2 and 1.35 microns)

'SNR_CLASS': string indicating if J_SNR falls in the 'low', 'mid', 'hig' category

'WAVE': numpy arrays with the wavelength grid (length=409)

'flux_0' - 'flux_408': float - the individual points of the flux array. Can be used as features for the RF models


BinDF_low/mid/hig.pickle files contain the synthetic binaries used as train/test data for the RF models.





'system_interpolated_flux': numpy arrays with the normalized flux


'system_interpolated_noise': numpy arrays with the normalized flux

'primary_type': integer of the primary spectral type  

'secondary_type': integer of the primary spectral type 

'J_SNR': integer of the Signal to Noise ratio on the J-band (between 1.2 and 1.35 microns)

'SNR_CLASS': string indicating if J_SNR falls in the 'low', 'mid', 'hig' category

'WAVE': numpy arrays with the wavelength grid (length=409)

'flux_0' - 'flux_408': float - the individual points of the flux array. Can be used as features for the RF models


the _d files contain the same synthetic single/binary systems as their non-_d counterparts (e.g., SinDF_low = SinDF_low_d), except for the extra columns. Because of this, the _d versions are larger in size.If you don’t plan to train BId or BClass 2, 4, 6, or 8, you can skip downloading the _d files.



'difference_spectrum': numpy array of the flux of the standard MINUS the flux of the binary (length=409)

'diff_0' - 'diff_408': float - the individual points of the difference_spectrum array. Can be used as features for the RF models


BId1- BId8 contain the Binary Identification models.

BClass1 - BClass8 contain the Bindary Classification models.

You can open the example_notebook.ipynb to learn how to open and use all of these files.
DOI: 10.15468/dl.a5kh4q
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "StateProvince is California",
 "TaxonKey is Batrachoseps stebbinsi",
 "Year 2020-2025"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063316-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fjqfn7
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IND.34_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Hesperiidae"
 ]
}

 The dataset includes 132 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063318-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18022856
title: Supplementary data for "Origin and evolution of acrocentric chromosomes in human and great apes"

description: This archive contains supplementary data for the paper:"Origin and evolution of acrocentric chromosomes in human and great apes"by authors:Steven J. Solar, Prajna Hebbar, Leonardo Gomes de Lima, Alex Sweeten, Arang Rhie, Tamara Potapova, Luciana de Gennaro, Andrea Guarracino, Juhyun Kim, Brandon D. Pickett, Benedict Paten, Melissa A. Wilson, Sergey Koren, Erik Garrison, Evan E. Eichler, Mario Ventura, Jennifer L. Gerton, Adam M. Phillippy

Subdirectories include:



analysis_code : custom scripts and code used to make manuscript figures and tables

chromosome_dotplots : moddotplot self-identity heatmaps for all ape chromosomes

gene_msas : multiple sequence alignments for all analyzed genes

intron_msas : multiple sequence alignments for GGT and FRG1 introns

satellite_annotations : combined satellite annotations for all ape species

sst1_msa : multiple sequence alignment for the SST1 macrosatellite in gorilla
DOI: 10.5281/zenodo.18022857
title: Supplementary data for "Origin and evolution of acrocentric chromosomes in human and great apes"

description: This archive contains supplementary data for the paper:"Origin and evolution of acrocentric chromosomes in human and great apes"by authors:Steven J. Solar, Prajna Hebbar, Leonardo Gomes de Lima, Alex Sweeten, Arang Rhie, Tamara Potapova, Luciana de Gennaro, Andrea Guarracino, Juhyun Kim, Brandon D. Pickett, Benedict Paten, Melissa A. Wilson, Sergey Koren, Erik Garrison, Evan E. Eichler, Mario Ventura, Jennifer L. Gerton, Adam M. Phillippy

Subdirectories include:



analysis_code : custom scripts and code used to make manuscript figures and tables

chromosome_dotplots : moddotplot self-identity heatmaps for all ape chromosomes

gene_msas : multiple sequence alignments for all analyzed genes

intron_msas : multiple sequence alignments for GGT and FRG1 introns

satellite_annotations : combined satellite annotations for all ape species

sst1_msa : multiple sequence alignment for the SST1 macrosatellite in gorilla
DOI: 10.5281/zenodo.18023771
title: 3000-the-mysterious-whispering-walls covers : A-B
DOI: 10.5281/zenodo.18023770
title: 3000-the-mysterious-whispering-walls covers : A-B
DOI: 10.15468/dl.m439sf
title: Occurrence Download

description: A dataset containing 51701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coluber constrictor"
 ]
}

 The dataset includes 51701 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063300-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18023571
title: Informações adicionais referentes ao estudo sobre a representação discursiva de Yglésio Moyses no podcast Abrindo o Verbo

description: Planilha 1 : Trata-se de conteúdo acessível publicamente na internet, utilizado exclusivamente para fins de análise discursivo-crítica, sem redistribuição de material audiovisual integral.

 

Planilha 2 : Os excertos incluem apenas os trechos relatados e detalhados no artigo A representação discursiva de Yglésio Moysés (PRTB) no podcast “Abrindo o Verbo”: uma análise sob a ótica da ADC , acompanhada de referência temporal precisa ( timecode ), sem redistribuição do conteúdo integral do vídeo.

 

Planilha 3: Os dados da planilha 3 referem-se ao uso de inteligência artificial na produção do abstract do estudo citado anteriormente.
DOI: 10.5281/zenodo.18022928
title: Informações adicionais referentes ao estudo sobre a representação discursiva de Yglésio Moyses no podcast Abrindo o Verbo

description: Planilha 1 : Trata-se de conteúdo acessível publicamente na internet, utilizado exclusivamente para fins de análise discursivo-crítica, sem redistribuição de material audiovisual integral.

 

Planilha 2 : Os excertos incluem apenas os trechos relatados e detalhados no artigo A representação discursiva de Yglésio Moysés (PRTB) no podcast “Abrindo o Verbo”: uma análise sob a ótica da ADC , acompanhada de referência temporal precisa ( timecode ), sem redistribuição do conteúdo integral do vídeo.

 

Planilha 3: Os dados da planilha 3 referem-se ao uso de inteligência artificial na produção do abstract do estudo citado anteriormente.
DOI: 10.15468/dl.xrq38j
title: Occurrence Download

description: A dataset containing 1251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Ophiocordyceps"
 ]
}

 The dataset includes 1251 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063320-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7c2vt8
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Grallaria urraoensis"
 ]
}

 The dataset includes 628 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063322-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jjxv86
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Mexico, Belize, El Salvador)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bauhinia dipetala"
 ]
}

 The dataset includes 111 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063321-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6phb7f
title: Occurrence Download

description: A dataset listing the 434 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.91548 7.92554,-76.91699 8.00793,-76.93968 8.0304,-76.96842 7.9555,-76.93514 7.88808,-76.85195 7.82215,-76.75968 7.84912,-76.68556 7.8716,-76.67345 7.94951,-76.69161 8.00943,-76.69009 8.12175,-76.7264 8.11427,-76.73396 8.08132,-76.7264 8.05736,-76.73699 8.0274,-76.74757 7.97947,-76.74909 7.93452,-76.77934 7.91355,-76.8338 7.91205,-76.88069 7.90606,-76.91548 7.92554))",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset's 434 records were derived from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063315-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bud46
title: Occurrence Download

description: A dataset containing 768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.00532 -56.12161,-65.88426 -56.12161,-65.88426 -17.44229,-78.00532 -17.44229,-78.00532 -56.12161))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucryphia cordifolia",
 "Year 2000-2025"
 ]
}

 The dataset includes 768 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063324-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17889094
title: BOOK IV — WAKANDA-ISH THINK LAB

description: “ ‘Wakanda’ is a fictional setting referenced here solely as cultural shorthand. No affiliation or endorsement is implied.”

The Civic Nervous System of a Post-Scarcity CivilizationBy Mya P. BrownCommons Initiative