cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10245637
title: Global Impact Modelling Software is Unsustainable  (Dataset and analysis script)

description: slocount.py: This script calculates the number of comment lines, total lines, and source code lines in the model. It utilizes the code line counter developed by Ben Boyter, which needs to be installed separately. Links to the model's source code are available in the 'Model_used.xlsx' file.
Cocomo.py: This script estimates the effort and cost involved in software development based on the methodology proposed by Sachan et al. 2016 (https://doi.org/10.1016/j.procs.2016.06.107.). It also generates plots for these estimates.
comment_density_modularity.py: This script calculates the comment density and assesses the modularity of the modules. It also generates plots for these metrics.
line_count.zip: This file contains the results from counting the number of comment lines, total lines, and source code lines.
DOI: 10.5281/zenodo.10245636
title: Software sustainability of global impact models (Dataset and analysis script)

description: slocount.py: This script calculates the number of comment lines, total lines of code (TLOC) and source lines of code (SLOC).  It uses a code line counter developed by Ben Boyter, which must be installed (https://github.com/boyter/scc.). The source code links to the global impact models (GIMs) can be found in the 'ISIMIP_models.xlsx' file.

active_dev.py: This script plots the number of active developers for each GIM across 10 sectors. It utilizes data from the 'active_dev.csv' file, which lists the GIMs and their respective number of developers.

cocomo.py: This script estimates the effort required for software development using the methodology proposed by Sachan et al. 2016 (https://doi.org/10.1016/j.procs.2016.06.107). It also generates plots for these estimates.

comment_density_modularity.py: This script calculates the comment density and evaluates the modularity of the modules. It also produces plots for these metrics.

code_standard.py: This script uses Pylint (https://pylint.readthedocs.io/en/latest/user_guide/usage/output.html) to check if the source code, either in part or in its entirety, adheres to the PEP8 coding standard. It also generates lint scores for the source code.

line_count.zip: This file contains the results of counting the number of comment lines, TLOC and SLOC for each GIM.

lint_score.zip: This file contains the results of running pylint on GIMs that include Python in their source code.  Results also include lint score per GIM
DOI: 10.5281/zenodo.10649273
title: Global Impact Modelling Software is Unsustainable  (Dataset and analysis script)

description: slocount.py: This script calculates the number of comment lines, total lines, and source code lines in the model. It utilizes the code line counter developed by Ben Boyter, which needs to be installed separately. Links to the model's source code are available in the 'Model_used.xlsx' file.
Cocomo.py: This script estimates the effort and cost involved in software development based on the methodology proposed by Sachan et al. 2016 (https://doi.org/10.1016/j.procs.2016.06.107.). It also generates plots for these estimates.
comment_density_modularity.py: This script calculates the comment density and assesses the modularity of the modules. It also generates plots for these metrics.
line_count.zip: This file contains the results from counting the number of comment lines, total lines, and source code lines.
DOI: 10.5281/zenodo.11217739
title: Software sustainability of global impact models (Dataset and analysis script)

description: slocount.py: This script calculates the number of comment lines, total lines of code (TLOC) and source lines of code (SLOC).  It uses a code line counter developed by Ben Boyter, which must be installed (https://github.com/boyter/scc.). The source code links to the global impact models (GIMs) can be found in the 'ISIMIP_models.xlsx' file.

active_dev.py: This script plots the number of active developers for each GIM across 10 sectors. It utilizes data from the 'active_dev.csv' file, which lists the GIMs and their respective number of developers.

cocomo.py: This script estimates the effort required for software development using the methodology proposed by Sachan et al. 2016 (https://doi.org/10.1016/j.procs.2016.06.107). It also generates plots for these estimates.

comment_density_modularity.py: This script calculates the comment density and evaluates the modularity of the modules. It also produces plots for these metrics.

code_standard.py: This script uses Pylint (https://pylint.readthedocs.io/en/latest/user_guide/usage/output.html) to check if the source code, either in part or in its entirety, adheres to the PEP8 coding standard. It also generates lint scores for the source code.

line_count.zip: This file contains the results of counting the number of comment lines, TLOC and SLOC for each GIM.

lint_score.zip: This file contains the results of running pylint on GIMs that include Python in their source code.  Results also include lint score per GIM
DOI: 10.5281/zenodo.13819603
title: Software sustainability of global impact models (Dataset and analysis script)

description: slocount.py: This script calculates the number of comment lines, total lines of code (TLOC) and source lines of code (SLOC).  It uses a code line counter developed by Ben Boyter, which must be installed (https://github.com/boyter/scc.). The source code links to the global impact models (GIMs) can be found in the 'ISIMIP_models.xlsx' file.

active_dev.py: This script plots the number of active developers for each GIM across 10 sectors. It utilizes data from the 'active_dev.csv' file, which lists the GIMs and their respective number of developers.

cocomo.py: This script estimates the effort required for software development using the methodology proposed by Sachan et al. 2016 (https://doi.org/10.1016/j.procs.2016.06.107). It also generates plots for these estimates.

comment_density_modularity.py: This script calculates the comment density and evaluates the modularity of the modules. It also produces plots for these metrics.

code_standard.py: This script uses Pylint (https://pylint.readthedocs.io/en/latest/user_guide/usage/output.html) to check if the source code, either in part or in its entirety, adheres to the PEP8 coding standard. It also generates lint scores for the source code.

line_count.zip: This file contains the results of counting the number of comment lines, TLOC and SLOC for each GIM.

lint_score.zip: This file contains the results of running pylint on GIMs that include Python in their source code.  Results also include lint score per GIM
DOI: 10.18112/openneuro.ds005250.v1.1.3
title: Single-echo/multi-echo comparison pilot
DOI: 10.5523/bris.w9d5ypz91ltv2wksargnm510s
title: Data from Drewitt et al RSTA 2023

description: This deposit contains neutron diffraction with isotopic substitution (NDIS) data and associated molecular dynamics simulation results from the paper by Drewitt et al. (2023) "Iron coordination in liquid FeAl2O4" in Philisophical Transactions of the Royal Society A (https://doi.org/10.1098/rsta.2022.0351)
DOI: 10.15468/dl.pekv33
title: Occurrence Download

description: A dataset containing 1255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptodeira ornata (Bocourt, 1884)"
 ]
}

 The dataset includes 1255 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024435-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aa9fwm
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Goniada hexadentes Böggemann & Eibye-Jacobsen, 2002"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024434-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqgkjw
title: Occurrence Download

description: A dataset listing the 2248 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Animal Sound Archive"
 ]
}

 The dataset's 2248 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024427-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc3dspy
title: CCDC 101670: Experimental Crystal Structure Determination

description: Related Article: Z.Travnicek, P.Kopel, J.Marek|1998|Acta Univ.Palacki.Olomuc.|37|55|
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/cc4mfrx
title: CCDC 137849: Experimental Crystal Structure Determination

description: Related Article: O.A.Babich, V.N.Kokozei, V.Ya.Zub, A.A.Kapshuk|1999|Zh.Neorg.Khim.|44|747|
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.cc27mrpb
title: CCDC 2074572: Experimental Crystal Structure Determination

description: Related Article: Jens Popp, Tobias Riggenmann, Daniel Schröder, Torsten Ampßler, Pedro Salvador, Peter Klüfers|2021|Inorg.Chem.|60|15980|doi:10.1021/acs.inorgchem.1c00998
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.cc2jlzbg
title: CCDC 2341936: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jlzch
title: CCDC 2341937: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jlzdj
title: CCDC 2341938: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jlzfk
title: CCDC 2341939: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jlzgl
title: CCDC 2341940: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jlzhm
title: CCDC 2341941: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jlzjn
title: CCDC 2341942: Experimental Crystal Structure Determination

description: Related Article: Ya-Jian Hu, Jin-Chang Liu, Guang-Yi Zhang, Ting-Ting Yuan, Shan Wang, Xiao-Xia Liang, Ping Lan, Ren-Wang Jiang, Martin G. Banwell, Yu-Tao He|2024|Org.Chem.Front.|11|5016|doi:10.1039/D4QO00888J
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.cc2jyxv8
title: CCDC 2352461: Experimental Crystal Structure Determination

description: Related Article: Manik Jana, Gunasekaran Velmurugan, Peter Comba, Harapriya Rath|2024|Org.Chem.Front.|11|5077|doi:10.1039/D4QO01162G
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.cc2k0gbd
title: CCDC 2353933: Experimental Crystal Structure Determination

description: Related Article: Yibo Yu, Zhao Sun, Yin-Long Guo, Xue Zhang, Hui Qian, Shengming Ma|2024|Org.Chem.Front.|11|5003|doi:10.1039/D4QO00791C
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.8syzgu
title: Occurrence Download

description: A dataset containing 5720387 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bivalvia"
 ]
}

 The dataset includes 5720387 records from 2966 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024400-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2ufc3
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex annectens (E.P.Bicknell) E.P.Bicknell",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 669 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163579-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbatcq
title: Occurrence Download

description: A dataset containing 21402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1980-2019",
 "TaxonKey is Gambusia holbrooki Girard, 1859"
 ]
}

 The dataset includes 21402 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021600-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84f8yc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trifolium dubium Sibth.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0141620-240321170329656/datasets/export for details.
DOI: 10.15468/dl.994a77
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hedysarum amankutanicum B.Fedtsch."
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017036-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzbifk
title: Occurrence Download

description: A dataset containing 79147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chorthippus biguttulus (Linnaeus, 1758)"
 ]
}

 The dataset includes 79147 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021601-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn7hs7
title: Occurrence Download

description: A dataset containing 1169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Hemionitis cochisensis (Goodd.) Christenh.",
 "TaxonKey is Astrolepis cochisensis (Goodd.) D.M.Benham & Windham"
 ]
 }
 ]
}

 The dataset includes 1169 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163541-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.79scqp
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex alopecoidea Tuck.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 231 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163573-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.reezno
title: Occurrence Download

description: A dataset containing 760764 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 760764 records from 425 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021602-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nawmab
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helicia insularis Foreman"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017053-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.431r9z
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Steno bredanensis (G.Cuvier, 1828)"
 ]
}

 The dataset includes 76 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021602-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qrw4m
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex cumberlandensis Naczi, Kral & Bryson",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 61 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163659-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdxfmv
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Helicia laiagamensis Foreman"
 ]
}

 The dataset includes 37 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017070-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcmdeo
title: Occurrence Download

description: A dataset containing 2759 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phenacomys intermedius Merriam, 1889"
 ]
}

 The dataset includes 2759 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021603-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.