cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2gsdb0
title: CCDC 2287562: Experimental Crystal Structure Determination

description: Related Article: Wen Che, Lukasz Wojtas, Chuan Shan, Justin M. Lopchuk|2024|Sci. Adv.|10|eadp9375|doi:10.1126/sciadv.adp9375
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: 10.15468/dl.wfvvb4
title: Occurrence Download

description: A dataset containing 67453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Testudines, Crocodylia, Squamata)"
 ]
}

 The dataset includes 67453 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000062-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b79x4m
title: Occurrence Download

description: A dataset containing 969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Puerto Rico, United States of America)",
 "OccurrenceStatus is Present",
 "TaxonKey is Phidippus regius C.L.Koch, 1846",
 "Year 2020-2025"
 ]
}

 The dataset includes 969 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000066-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqa7wf
title: Occurrence Download

description: A dataset containing 26915 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Phase 2 Lowland Peatland Survey of Wales 2004 onwards"
 ]
}

 The dataset includes 26915 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000067-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9b3f5
title: Occurrence Download

description: A dataset containing 464484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.32_1",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 464484 records from 305 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000066-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/vpktvm
title: Plantas de la expedición al Río Apaporis - Proyecto Colombia BIO

description: El proyecto se desarrolló en la cuenca media y alta del legendario rio Apaporis, el cual corre desde el departamento del Caquetá, limitando con el departamento de Guaviare, hasta el departamento del Vaupés hasta su desembocadura en el Caquetá en la frontera con el Brasil. Se registraron e identificaron las plantas de dicha zona. El presente recurso cuenta con un total de 2.452 registros de plantas.
DOI: 10.5281/zenodo.12537311
title: Databases and scripts for Calvo, et al. Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins.

description: This repository have the necesary script and databases to reproduce the figures and tables presented in Calvo, et al. (in preparation) Agricultural response to changes in glacier runoff under climate change in Central Asia, the Andes, and Western North America.
DOI: 10.5281/zenodo.13987225
title: Databases and scripts for Calvo, et al. Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins.

description: This repository have the necesary script and databases to reproduce the figures and tables presented in Calvo, et al. (in review) Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins.
DOI: 10.5281/zenodo.12537310
title: Databases and scripts for Calvo, et al. Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins.

description: This repository has the necessary script and databases to reproduce the figures and tables presented in Calvo et al. (in press) Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins. Earth´s Future. Wiley.
DOI: 10.5281/zenodo.14941349
title: Databases and scripts for Calvo, et al. Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins.

description: This repository has the necessary script and databases to reproduce the figures and tables presented in Calvo et al. (in press) Assessing the effect of glacier runoff changes on basin runoff and agricultural production in the Indus, Amu Darya, and Tarim Interior Basins. Earth´s Future. Wiley.
DOI: 10.15468/dl.ap5er2
title: Occurrence Download

description: A dataset containing 969 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Puerto Rico, United States of America)",
 "OccurrenceStatus is Present",
 "TaxonKey is Phidippus regius C.L.Koch, 1846",
 "Year 2020-2025"
 ]
}

 The dataset includes 969 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000068-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbq935
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "Country is Colombia",
 "TaxonKey is Trichechus manatus Linnaeus, 1758"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000069-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10066804
title: Theory and implementation of inelastic Constitutive Artificial Neural Networks: Source code and data

description: This dataset contains the source code of the inelastic Constitutive Artificial Neural Network (iCANN) as well as the data for the examples from the publication:

Holthusen, H., Lamm, L., Brepols, T., Reese, S., & E. Kuhl. Theory and implementation of inelastic Constitutive Artificial Neural Networks.

arXiv: https://doi.org/10.48550/arXiv.2311.06380

Computer Methods in Applied Mechanics and Engineering: https://doi.org/10.1016/j.cma.2024.117063

 

01_Example01:  Artificially generated data

This example investigates whether the iCANN is able to discover a model for the data generated by a continuum mechanical model.

 

02_Example02: Discovering a model for the polymer VHB 4910 subjected to cyclic loading

Here, we investigate the ability of iCANN to discover and learn a model for the material response of  VHB 4910 polymer subjected to cyclic loading at different stretch rates.

The experimental data are taken from the literature:

Hossain, M., Vu, D. K., & Steinmann, P. (2012). Experimental study and numerical modelling of VHB 4910 polymer. Computational Materials Science, 59, 65-74.

https://doi.org/10.1016/j.commatsci.2012.02.027

 

03_Example03: Discovering a model for passive skeletal muscle subjected to relaxation

In this example, we investigate whether the iCANN is able to discover a model for the material behavior of passive skeletal muscles. A total of five independent experiments are carried out in which the maximum applied compression stretch and the stretch rate are varied. In addition, the learning performance of the iCANN is investigated. Training is first carried out in each of the five experiments and then in each of four of the five experiments.

The experimental data are taken from the literature:

Van Loocke, M., Lyons, C. G., & Simms, C. K. (2008). Viscoelastic properties of passive skeletal muscle in compression: stress-relaxation behaviour and constitutive modelling. Journal of biomechanics, 41(7), 1555-1566.

https://doi.org/10.1016/j.jbiomech.2008.02.007

 

python_requirements.txt: File containing a list of installed Python modules used to implement the iCANN
DOI: 10.5281/zenodo.10066805
title: Theory and implementation of inelastic Constitutive Artificial Neural Networks: Source code and data

description: This dataset contains the source code of the inelastic Constitutive Artificial Neural Network (iCANN) as well as the data for the examples from the publication:

Holthusen, H., Lamm, L., Brepols, T., Reese, S., & E. Kuhl. Theory and implementation of inelastic Constitutive Artificial Neural Networks.

arXiv: https://doi.org/10.48550/arXiv.2311.06380

Computer Methods in Applied Mechanics and Engineering: https://doi.org/10.1016/j.cma.2024.117063

 

01_Example01:  Artificially generated data

This example investigates whether the iCANN is able to discover a model for the data generated by a continuum mechanical model.

 

02_Example02: Discovering a model for the polymer VHB 4910 subjected to cyclic loading

Here, we investigate the ability of iCANN to discover and learn a model for the material response of  VHB 4910 polymer subjected to cyclic loading at different stretch rates.

The experimental data are taken from the literature:

Hossain, M., Vu, D. K., & Steinmann, P. (2012). Experimental study and numerical modelling of VHB 4910 polymer. Computational Materials Science, 59, 65-74.

https://doi.org/10.1016/j.commatsci.2012.02.027

 

03_Example03: Discovering a model for passive skeletal muscle subjected to relaxation

In this example, we investigate whether the iCANN is able to discover a model for the material behavior of passive skeletal muscles. A total of five independent experiments are carried out in which the maximum applied compression stretch and the stretch rate are varied. In addition, the learning performance of the iCANN is investigated. Training is first carried out in each of the five experiments and then in each of four of the five experiments.

The experimental data are taken from the literature:

Van Loocke, M., Lyons, C. G., & Simms, C. K. (2008). Viscoelastic properties of passive skeletal muscle in compression: stress-relaxation behaviour and constitutive modelling. Journal of biomechanics, 41(7), 1555-1566.

https://doi.org/10.1016/j.jbiomech.2008.02.007

 

python_requirements.txt: File containing a list of installed Python modules used to implement the iCANN
DOI: 10.15468/dl.cex5bs
title: Occurrence Download

description: A dataset containing 190 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Taxonomic revision of the South American subgenus Canthon (Peltecanthon) Pereira, 1953 (Coleoptera: Scarabaeidae: Scarabaeinae: Deltochilini)"
 ]
}

 The dataset includes 190 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000067-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3gxy6vrsbf.1
title: Datasets from: Chaves, Ó. M. Fortes, V.B. Hass, G.P. Bocorny de Azevedo, R. Stoner, K.E. Bicca-Marques, J.C (2021). Flower consumption, ambient temperature and rainfall modulate drinking behavior in a folivorous-frugivorous arboreal mammal. PLOS One

description: Data on drinking behavior of the fourteen howler groups was collected during periods ranging from 12 to 21 months, distributed in five year intervals: (i) January to December 1996 (group L5), (ii) June 2002 to August 2003 (group M1), (iii) January to December 2005 (groups S7, M2, and L4), (iv) June 2011 to June 2014 (groups S1, S2, S3, L1, L2, and L3), and (v) June 2018 to July 2019 (S4, S5, and S6). Here we provide two datasets: (1) full data on the drinking behavior of the 14 study groups, and (2) the dataset used to run the GLMMs described in the main manuscript
DOI: 10.15468/dl.rnfck6
title: Occurrence Download

description: A dataset containing 6707 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tityus C.L.Koch, 1836"
 ]
}

 The dataset includes 6707 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000069-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jgu6q
title: Occurrence Download

description: A dataset containing 207433 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "DatasetKey is Tropicos MO Specimen Data"
 ]
}

 The dataset includes 207433 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000068-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsncab
title: Occurrence Download

description: A dataset containing 54844 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Naturalis Biodiversity Center (NL) - Amphibia and Reptilia"
 ]
}

 The dataset includes 54844 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000070-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2bwx27
title: CCDC 2171769: Experimental Crystal Structure Determination

description: Related Article: Junhong Li, Osman Catal, Igor Marques, Daniel A. McNaughton, Raed M. Maklad, William G. Ryder, Max J. S. Hill, Annela Seddon, William Lewis, Dave J. Adams, Vítor Félix, Xin Wu, Philip A. Gale|2025|J.Am.Chem.Soc.|147|3392|doi:10.1021/jacs.4c14194
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.cc2fbc38
title: CCDC 2244279: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbc5b
title: CCDC 2244281: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbc49
title: CCDC 2244280: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbc6c
title: CCDC 2244282: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbc7d
title: CCDC 2244283: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbc8f
title: CCDC 2244284: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbcfl
title: CCDC 2244289: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2fbcgm
title: CCDC 2244290: Experimental Crystal Structure Determination

description: Related Article: Georgia M. Richardson, Thayalan Rajeshkumar, Finlay M. Burke, Scott A. Cameron, Brooke D. Nicholls, Joanne E. Harvey, Robert A. Keyzers, Tane Butler, Simon Granville, Lujia Liu, Julien Langley, Li F. Lim, Nicholas Cox, Nicholas F. Chilton, Jamie Hicks, Nathaniel J. L. K. Davis, Laurent Maron, Mathew D. Anker|2025|Nature Chemistry|17|20|doi:10.1038/s41557-024-01688-6
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.cc2g0mvz
title: CCDC 2264731: Experimental Crystal Structure Determination

description: Related Article: Zeng Gao, Lin Liu, Ji-Ren Liu, Wang Wang, Ning-Yuan Yang, Lizhi Tao, Zhong-Liang Li, Qiang-Shuai Gu, Xin-Yuan Liu|2024|Nat. Synth.|4|84|doi:10.1038/s44160-024-00654-x
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.cc2g0mty
title: CCDC 2264730: Experimental Crystal Structure Determination

description: Related Article: Zeng Gao, Lin Liu, Ji-Ren Liu, Wang Wang, Ning-Yuan Yang, Lizhi Tao, Zhong-Liang Li, Qiang-Shuai Gu, Xin-Yuan Liu|2024|Nat. Synth.|4|84|doi:10.1038/s44160-024-00654-x
description: Related Article: Run Chemn|2024|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.cc2g35lc
title: CCDC 2267172: Experimental Crystal Structure Determination

description: Related Article: Zeng Gao, Lin Liu, Ji-Ren Liu, Wang Wang, Ning-Yuan Yang, Lizhi Tao, Zhong-Liang Li, Qiang-Shuai Gu, Xin-Yuan Liu|2024|Nat. Synth.|4|84|doi:10.1038/s44160-024-00654-x
description: Related Article: Run Chemn|2024|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.