cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pjbf5j
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 131 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047430-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcp3wx
title: Occurrence Download

description: A dataset containing 205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Ethiopia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 205 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047433-250717081556266/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.29647781
title: Environmental Factors in a Deep Agricultural Subsurface Environment

description: Environmental variables in borehole core samples included pH, nitrate, sulfate, biomass, and metal(loid)s. The core samples were collected from an agricultural filed site.
DOI: 10.6084/m9.figshare.29647781.v1
title: Environmental Factors in a Deep Agricultural Subsurface Environment

description: Environmental variables in borehole core samples included pH, nitrate, sulfate, biomass, and metal(loid)s. The core samples were collected from an agricultural filed site.
DOI: 10.15468/dl.6g2pzn
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucaena leucocephala",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047434-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ms2gcu
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-81.76923 -5.04418,-78.85691 -5.10574,-78.18484 -4.02408,-77.8712 -3.5323,-76.75108 -3.09793,-76.16862 -2.36579,-75.22771 -1.94359,-75.20531 0.39534,-77.17673 0.51345,-78.7449 1.49584,-81.76923 1.42396,-81.76923 -5.04418))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eichhornia crassipes",
 "Year 1965-2025"
 ]
}

 The dataset includes 31 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047438-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adaydw
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "DatasetKey is iNaturalist Research-grade Observations",
 "Month is July",
 "OccurrenceStatus is Present",
 "TaxonKey is Theobroma cacao",
 "Year 2020-2025"
 ]
}

 The dataset includes 17 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047437-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvxysw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fallopia baldschuanica",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047439-250717081556266/datasets/export for details.
DOI: 10.5063/f15t3j01
title: Morphological plasticity of Newfoundland brown trout

description: Phenotypic plasticity is a key trait of successful invaders, enabling survival in novel environments during early colonization. This study investigates adaptive morphological plasticity in brown trout (Salmo trutta), a globally invasive species, established Newfoundland during the late 1800s using reciprocal transplant experiments. . We assessed fitness-linked traits—particularly head and body shape—in both wild and lab-reared F1 fish released into three rivers with contrasting environments. Over 70 days, morphometric analyses revealed substantial shape plasticity. In the small, steep Middle Rocky Brook, fish developed larger heads and streamlined bodies; while in the larger, lower-gradient Rennies and Waterford rivers, fish had smaller heads and deeper bodies. These patterns are consistent with responses to hydrodynamic variation reported in prior work. Reaction norms indicated gene × environment interactions, and transplanted individuals often shifted toward the phenotype of local wild fish. Overall, results support a role for adaptive plasticity in enhancing survival during initial stages of invasion and suggest it may act as a precursor to local genetic adaptation.
DOI: 10.15468/dl.adg3y6
title: Occurrence Download

description: A dataset containing 539969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Polygonum aviculare"
 ]
}

 The dataset includes 539969 records from 2866 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047324-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txv2pj
title: Occurrence Download

description: A dataset containing 161695 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "Month is August",
 "TaxonKey is Aythya fuligula"
 ]
}

 The dataset includes 161695 records from 356 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010076-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13570652
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.5p3zgz
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cojoba graciliflora"
 ]
}

 The dataset includes 173 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010097-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17863/cam.110235
title: Data for "Towards automatically verifying chemical structures: the powerful combination of 1H NMR and IR spectroscopy"

description: This dataset contains the raw spectroscopic data and structure files to reproduce the DP4* and IR.Cai results in the publication "Towards automatically verifying chemical structures: the powerful combination of 1H NMR and IR spectroscopy". The data necessary to reproduce the DP4* results is contained in the NMR_calculations folder. This folder contains a README file detailing how to use the data. The data necessary to reproduce the IR.Cai results is contained in the IR_calculations_1-22 and IR_calculations_23-43 folders. The IR_calculations_1-22 folder contains a README file detailing how to use the data. These are held in separate records
DOI: 10.5281/zenodo.15178565
title: Data supporting Nica, Anna et al. (2025) "Impact of Galactic Cosmic Rays on Earth's Climate During an Encounter with the Local Lynx Cold Clouds 2-3 Myr Ago"

description: <Version 1>

Data from the GSFC 2D climate chemistry and dynamics model and implementation of version 3 of the CRAC:CRII model developed by Usoskin et al. (2024) supporting Nica, Anna et al. (2025) "Impact of Galactic Cosmic Rays on Earth’s Climate During an Encounter with the Local Lynx Cold Clouds 2-3 Myr Ago".

For our implementation of version 3 of the CRAC:CRII model (Usoskin et al. 2024), we provide the Jupyter notebook CRAC3_Nica1.ipynb (in Python 3.8.8) which generates cosmic ray-induced ion pair production profiles dependent on heliospheric modulation, geomagnetic shielding, and geographic latitude. This Jupyter notebook implements functions from the file CRACin.py, which calculates the altitude profiles, and creates and writes to a file called 'F40GCRMM.DAT'. This file contains the GCR-induced ion pair production (in units ion pairs/cm3/s) at altitudes between 85 degrees South to 85 degrees North. Versions of this file for each case are contained in the following .zip files, and then passed into the GSFC 2D model:



the solar minimum case (GCRions_phi325.zip)

the LIS case, which includes atmospheric ionization from GCRs outside the heliosphere (GCRions_phi0.zip)

the LIS-GM case, which includes GCRs from outside the heliosphere and removes geomagnetic shielding of cosmic rays (GCRions_phi0_noRc.zip)


We run the GSFC 2D climate chemistry and dynamics model, which we have modified slightly to vary the input of ion pair production induced by GCRs based on our output from the CRAC:CRII model. The following zip files contain the ncl file output by the NASA GSFC 2D atmosphere model in three cases:



the solar minimum case (CRAC3phi325_s.zip)

the LIS case (CRAC3phi0_s.zip)

the LIS-GM case (CRAC3phi0_noRc_s.zip)


The Jupyter notebook plot_GSFC_specoutnc_Nica1.ipynb (in Python 3.11.5) plots the output of these runs. 

-

<Version 2>

This version adds the file Rc_plots.ipynb, which plots the geomagnetic cutoff rigidity for Earth's dipole magnetic field (using modern day conditions) and during a pole reversal.
DOI: 10.5281/zenodo.17496282
title: Data supporting Nica, Anna et al. (2025) "Impact of Galactic Cosmic Rays on Earth's Climate During an Encounter with the Local Lynx Cold Clouds 2-3 Myr Ago"

description: <Version 1>

Data from the GSFC 2D climate chemistry and dynamics model and implementation of version 3 of the CRAC:CRII model developed by Usoskin et al. (2024) supporting Nica, Anna et al. (2025) "Impact of Galactic Cosmic Rays on Earth’s Climate During an Encounter with the Local Lynx Cold Clouds 2-3 Myr Ago".

For our implementation of version 3 of the CRAC:CRII model (Usoskin et al. 2024), we provide the Jupyter notebook CRAC3_Nica1.ipynb (in Python 3.8.8) which generates cosmic ray-induced ion pair production profiles dependent on heliospheric modulation, geomagnetic shielding, and geographic latitude. This Jupyter notebook implements functions from the file CRACin.py, which calculates the altitude profiles, and creates and writes to a file called 'F40GCRMM.DAT'. This file contains the GCR-induced ion pair production (in units ion pairs/cm3/s) at altitudes between 85 degrees South to 85 degrees North. Versions of this file for each case are contained in the following .zip files, and then passed into the GSFC 2D model:



the solar minimum case (GCRions_phi325.zip)

the LIS case, which includes atmospheric ionization from GCRs outside the heliosphere (GCRions_phi0.zip)

the LIS-GM case, which includes GCRs from outside the heliosphere and removes geomagnetic shielding of cosmic rays (GCRions_phi0_noRc.zip)


We run the GSFC 2D climate chemistry and dynamics model, which we have modified slightly to vary the input of ion pair production induced by GCRs based on our output from the CRAC:CRII model. The following zip files contain the ncl file output by the NASA GSFC 2D atmosphere model in three cases:



the solar minimum case (CRAC3phi325_s.zip)

the LIS case (CRAC3phi0_s.zip)

the LIS-GM case (CRAC3phi0_noRc_s.zip)


The Jupyter notebook plot_GSFC_specoutnc_Nica1.ipynb (in Python 3.11.5) plots the output of these runs. 

-

<Version 2>

This version adds the file Rc_plots.ipynb, which plots the geomagnetic cutoff rigidity for Earth's dipole magnetic field (using modern day conditions) and during a pole reversal.
DOI: 10.17863/cam.110235.2
title: Data for "Towards automatically verifying chemical structures: the powerful combination of 1H NMR and IR spectroscopy"

description: This dataset contains the raw spectroscopic data and structure files to reproduce the DP4* and IR.Cai results in the publication "Towards automatically verifying chemical structures: the powerful combination of 1H NMR and IR spectroscopy". The data necessary to reproduce the DP4* results is contained in the NMR_calculations folder. This folder contains a README file detailing how to use the data. The data necessary to reproduce the IR.Cai results is contained in the IR_calculations_1-22 and IR_calculations_23-43 folders. The IR_calculations_1-22 folder contains a README file detailing how to use the data. These are held in separate records
DOI: 10.5281/zenodo.17496374
title: Variation in herbivore defense strategies among plant species differing in elevational distributions, and the role of temperature in defense
DOI: 10.15468/dl.bx9u3k
title: Occurrence Download

description: A dataset containing 192491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Asia, Europe)",
 "Month is July",
 "TaxonKey is Aythya fuligula"
 ]
}

 The dataset includes 192491 records from 388 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010075-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rw4f5
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amazona autumnalis diadema"
 ]
}

 The dataset includes 23 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010100-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6f5rft
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coleus scutellarioides"
 ]
}

 The dataset includes 76 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010098-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/wtt9-z260
title: HST data for ApJ paper

description: Data for paper submitted to ApJ in 2025 October
DOI: 10.15468/dl.mt9k4s
title: Occurrence Download

description: A dataset containing 524 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micrathyria ocellata"
 ]
}

 The dataset includes 524 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010101-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fk62ce
title: Occurrence Download

description: A dataset listing the 4834 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "PublishingOrg is one of (f9b67ad0-9c9b-11d9-b9db-b8a03c50a862)"
 ]
}

 The dataset's 4834 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010092-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c7zpcm
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Collembola of the Chernaya river basin"
 ]
}

 The dataset includes 423 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010103-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peqkvw
title: Occurrence Download

description: A dataset containing 944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Colubrina arborescens"
 ]
}

 The dataset includes 944 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010104-251025141854904/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.30501770
title: Blanco F, Victoria M, Werneburg I. 2025 Supplementary material from: Structure and evolution of the primordial embryonic crocodilian skull.

description: The evolution of skull diversity in Crocodylia is rather well documented, but the developmental foundation of their cranial architecture remains poorly understood. Here, we present the first three-dimensional reconstruction of the embryonic cartilaginous skull of Caiman crocodilus based on histological sections. We provide a comprehensive anatomical description and morphometric analysis of the chondrocranium of this species, integrating linear measurements and comparative anatomical data to assess interspecific variation and evaluate whether closely related taxa exhibit greater similarity in chondrocranial morphology. We identified both qualitative and quantitative differences between major crocodilian clades, which may reflect diverse ecological demands. Within Crocodylidae, orbitotemporal proportions strongly influence chondrocranial morphology, likely reflecting adaptations related to bite force and visual acuity, linked to prey type and diverse aquatic habits. Within Alligatoridae, by contrast, the emphasis on nasal capsule proportions suggests a reliance on olfactory and respiratory functions, consistent with their occupation of densely vegetated environments and more restricted geographic ranges. Additionally, we identified a set of embryonic diagnostic features located in the splanchnocranium of Caiman and in the neurocranium of Alligatoridae. These findings shed new light on the developmental basis of cranial diversity in Crocodylia and emphasize the evolutionary significance of chondrocranial traits in shaping macroevolutionary patterns.
DOI: 10.6084/m9.figshare.30501770.v1
title: Blanco F, Victoria M, Werneburg I. 2025 Supplementary material from: Structure and evolution of the primordial embryonic crocodilian skull.

description: The evolution of skull diversity in Crocodylia is rather well documented, but the developmental foundation of their cranial architecture remains poorly understood. Here, we present the first three-dimensional reconstruction of the embryonic cartilaginous skull of Caiman crocodilus based on histological sections. We provide a comprehensive anatomical description and morphometric analysis of the chondrocranium of this species, integrating linear measurements and comparative anatomical data to assess interspecific variation and evaluate whether closely related taxa exhibit greater similarity in chondrocranial morphology. We identified both qualitative and quantitative differences between major crocodilian clades, which may reflect diverse ecological demands. Within Crocodylidae, orbitotemporal proportions strongly influence chondrocranial morphology, likely reflecting adaptations related to bite force and visual acuity, linked to prey type and diverse aquatic habits. Within Alligatoridae, by contrast, the emphasis on nasal capsule proportions suggests a reliance on olfactory and respiratory functions, consistent with their occupation of densely vegetated environments and more restricted geographic ranges. Additionally, we identified a set of embryonic diagnostic features located in the splanchnocranium of Caiman and in the neurocranium of Alligatoridae. These findings shed new light on the developmental basis of cranial diversity in Crocodylia and emphasize the evolutionary significance of chondrocranial traits in shaping macroevolutionary patterns.
DOI: 10.6084/m9.figshare.30502967
title: Datasets used for "Graph Transformer Networks for Accurate Band Structure Prediction: An End-to-End Approach"

description: Datasets used for "Graph Transformer Networks for Accurate Band Structure Prediction: An End-to-End Approach".
DOI: 10.6084/m9.figshare.30502967.v1
title: Datasets used for "Graph Transformer Networks for Accurate Band Structure Prediction: An End-to-End Approach"

description: Datasets used for "Graph Transformer Networks for Accurate Band Structure Prediction: An End-to-End Approach".
DOI: 10.15468/dl.qg23zu
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Colubrina californica"
 ]
}

 The dataset includes 68 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010106-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/jthhde
title: Why most girls don't choose STEM Major in pakistan?

description: This study explores why most women in Pakistan do not choose STEM fields despite having academic potential. Surveying 920 female students, it finds that low self-confidence, limited teacher support, lack of role models, cultural restrictions, and concerns about work–life balance discourage STEM participation. Psychological and social barriers, not ability, are key factors. The study calls for gender-sensitive education, mentorship, and awareness programs to promote women’s inclusion in STEM and achieve gender equality.
DOI: 10.15468/dl.yqpjcg
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Micrathyria paruensis"
 ]
}

 The dataset includes 7 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010107-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17496395
title: Data supporting the Kaveri Delta study

description: This study investigates the control of sea-level changes and tectonics on the Late Quaternary depositional history of the Kaveri Delta, India. The research hypothesis is that marine transgressions during the Pleistocene and Holocene shaped the stratigraphic architecture and delta morphology. To test this, we analyzed four 25 m-long sediment cores using quartz OSL dating. The dataset contains OSL chronology details, including the sample depth, radionuclide concentrations, and material used.
DOI: 10.5281/zenodo.17496396
title: Data supporting the Kaveri Delta study

description: This study investigates the control of sea-level changes and tectonics on the Late Quaternary depositional history of the Kaveri Delta, India. The research hypothesis is that marine transgressions during the Pleistocene and Holocene shaped the stratigraphic architecture and delta morphology. To test this, we analyzed four 25 m-long sediment cores using quartz OSL dating. The dataset contains OSL chronology details, including the sample depth, radionuclide concentrations, and material used.