cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.dvfg57
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erilepis zonifer (Lockington, 1880)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009301-240626123714530/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.26153746
title: Fig2_NMR

description: Fig2_NMR
DOI: 10.6084/m9.figshare.26153746.v1
title: Fig2_NMR

description: Fig2_NMR
DOI: 10.15468/dl.jm3fgr
title: Occurrence Download

description: A dataset containing 185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Niphon spinosus Cuvier, 1828",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 185 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009302-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4r29kh
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "TaxonKey is Dracaena deremensis Engl."
 ]
}

 The dataset includes 30 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009303-240626123714530/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.26153743
title: STM0725_26_model

description: STM0725_26_model
DOI: 10.6084/m9.figshare.26153743.v1
title: STM0725_26_model

description: STM0725_26_model
DOI: 10.15468/dl.pfyef9
title: Occurrence Download

description: A dataset containing 396 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lophiomus setigerus (Vahl, 1797)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 396 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009304-240626123714530/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.26153725
title: SIFig11_STM0726

description: SIFig11_STM0726
DOI: 10.6084/m9.figshare.26153725.v1
title: SIFig11_STM0726

description: SIFig11_STM0726
DOI: 10.6084/m9.figshare.26156395
title: SourceData

description: The data were corresponding to the Figures in article titled <b><i>Lead-free Ferroelectrics with Giant Unipolar Strain for High-precision Actuators</i></b>.
DOI: 10.6084/m9.figshare.26156395.v1
title: SourceData

description: The data were corresponding to the Figures in article titled <b><i>Lead-free Ferroelectrics with Giant Unipolar Strain for High-precision Actuators</i></b>.
DOI: 10.15468/dl.btm3fm
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cameroon",
 "TaxonKey is Dracaena deremensis Engl."
 ]
}

 The dataset includes 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009305-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9mrm2d
title: Occurrence Download

description: A dataset containing 257 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphioctopus fangsiao (d'Orbigny, 1839)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 257 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009306-240626123714530/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.26153716
title: SIFig11_noenzyme

description: SIFig11_noenzyme
DOI: 10.6084/m9.figshare.26153716.v1
title: SIFig11_noenzyme

description: SIFig11_noenzyme
DOI: 10.15468/dl.c8rfp6
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "OccurrenceStatus is Present",
 "TaxonKey is Aeorestes villosissimus (E.Geoffroy, 1806)"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009307-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12617615
title: An empirical analysis of AfCFTA economic growth prospects in the SADC region Evidence using ARDL-PMG estimation techniques: Dataset
DOI: 10.5281/zenodo.12617616
title: An empirical analysis of AfCFTA economic growth prospects in the SADC region Evidence using ARDL-PMG estimation techniques: Dataset
DOI: 10.6084/m9.figshare.26153713.v1
title: SIFig11_STM0725_26

description: SIFig11_STM0725_26
DOI: 10.6084/m9.figshare.26153713
title: SIFig11_STM0725_26

description: SIFig11_STM0725_26
DOI: 10.15468/dl.95mxvk
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kenya",
 "TaxonKey is Dracaena deremensis Engl."
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009310-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztvmhn
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ammodytes personatus Girard, 1856",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009309-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7687883
title: A public manifold left/right ventricular database

description: A public manifold left/right ventricular database

This database contains the 44 postprocessed meshes based on the public databases 10.5281/zenodo.4590294 and 10.5281/zenodo.3890034. This database was used to train the DeepSDF of our work Shape of my heart: Cardiac models through learned implicitly defined functions 10.48550/arXiv.2308.16568. Further information on the postprocessing can be found in this article.

Structure

The database is split into the closed surfaces for each chamber between endo- and epicardium.



lv



endo

epi



rv



endo

epi




The metadata files metadata.pkl.gz and metadata.csv contain a path to all meshes and their respective sources. Here's an example how the files can be read:

import pandas as pd
metadata = pd.read_pickle("metadata.pkl.gz")
#or
metadata = pd.read_csv("metadata.csv", sep=";")

The file point_clouds.pkl.gz contains a DataFrame of the point cloud data that was used for generated for all 44 meshes and used in the validation and training. The data can be read similar to the metadata:

import pandas as pd
point_clouds = pd.read_pickle("metadata.pkl.gz")

The data contains the following fields (SDF = signed distance function, LV = left ventricular, RV = right ventricular)




mesh_id
xyz
sdf_lv_endo
sdf_lv_epi
sdf_rv_endo
sdf_rv_epi


ID of the mesh from which the point cloud was generated
Spatial coordinate
SDF to the LV endocardium
SDF to the LV epicardium
SDF to the RV endocardium
SDF to the RV epicardium




All provided meshes contain the following fields:

The fiber and sheet orientation of the original meshes, computed using a rule-based approach.



fiber

sheet


A true/false, (0/1) mask marking the valves of the meshes.



valve


The universal ventricular coordinates from the original meshes to provide orientation inside the ventricles. See 10.1016/j.media.2018.01.005 for more details.



uvc_intraventricular

uvc_longitudinal

uvc_rotational

uvc_transmural


Acknowledgements

This work was supported by the Swiss National Science Fund [Cardiotwin, Weave/Lead Agency, Project number 214817], by the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) [EXC-2047/1-390685813, and EXC2151-390873048], PRIN-PNRR [project no. P2022N5ZNP], and CSCS [production grant no. s1074].
DOI: 10.5281/zenodo.11356463
title: RNA flow additional data sets

description: Additional raw data files and mathematical derivations to accompany the publication in Mol. Cell. (2024) by Ietswaart, Smalec, Xu, et al: Genome-wide quantification of RNA flow across subcellular compartments reveals determinants of the mammalian transcript life cycle.
DOI: 10.5281/zenodo.12629900
title: Lithology and Distance to fault maps
DOI: 10.6084/m9.figshare.26153707
title: SIFig8_STM0725_26

description: SIFig8_STM0725_26<br>
DOI: 10.6084/m9.figshare.26153707.v1
title: SIFig8_STM0725_26

description: SIFig8_STM0725_26<br>
DOI: 10.15468/dl.6wua88
title: Occurrence Download

description: A dataset containing 535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poecilia velifera (Regan, 1914)"
 ]
}

 The dataset includes 535 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009312-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6xnttb
title: Occurrence Download

description: A dataset containing 376 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parapristipoma trilineatum (Thunberg, 1793)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 376 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009311-240626123714530/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.26153617
title: SIFig8_STM0725

description: SIFig8_STM0725
DOI: 10.6084/m9.figshare.26153617.v1
title: SIFig8_STM0725

description: SIFig8_STM0725
DOI: 10.15468/dl.6w8stm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malawi",
 "TaxonKey is Dracaena deremensis Engl."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009313-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6v5mtu
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phocoenoides dalli (True, 1885)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 301 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009314-240626123714530/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.26153581
title: SIFig8_STM0725_25_D14A

description: SIFig8_STM0725_25_D14A
DOI: 10.6084/m9.figshare.26153581.v1
title: SIFig8_STM0725_25_D14A

description: SIFig8_STM0725_25_D14A
DOI: 10.6084/m9.figshare.26153578.v1
title: SIFig8_STM0726

description: SIFig8_STM0726
DOI: 10.15468/dl.abss53
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oplegnathus punctatus (Temminck & Schlegel, 1844)",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 209 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009315-240626123714530/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.26153578
title: SIFig8_STM0726

description: SIFig8_STM0726
DOI: 10.34740/kaggle/dsv/8844998
title: WallStreetBets 2022
DOI: 10.5517/ccdc.csd.cc2j3nx7
title: CCDC 2327229: Experimental Crystal Structure Determination

description: Related Article: Dongwon Kim, Gyeongmin Kim, Gyeongwoo Kim, Junmyeong Park, Jihun Han, Mohammad Mozammal Hossain, Ok-Sang Jung, Young-A. Lee|2024|Dalton Trans.|53|10704|doi:10.1039/D4DT01198H
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.cc2jlpkd
title: CCDC 2341664: Experimental Crystal Structure Determination

description: Related Article: Shannon Thoonen, Pattara Siripanich, Lisa Hua, Hui Min Tay, Pria Ramkissoon, Trevor A. Smith, Martina Lessio, Carol Hua|2024|Inorg.Chem.Front.|11|3877|doi:10.1039/D4QI00760C
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.cc2jr3l0
title: CCDC 2345912: Experimental Crystal Structure Determination

description: Related Article: Chenghuan Liu, Marc Schmidtmann, Thomas Müller|2024|Dalton Trans.|53|10446|doi:10.1039/D4DT01112K
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.cc2jnq20
title: CCDC 2343602: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq31
title: CCDC 2343603: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq42
title: CCDC 2343604: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq53
title: CCDC 2343605: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq64
title: CCDC 2343606: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq75
title: CCDC 2343607: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq86
title: CCDC 2343608: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnq97
title: CCDC 2343609: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnqb8
title: CCDC 2343610: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnqc9
title: CCDC 2343611: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnqdb
title: CCDC 2343612: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnqfc
title: CCDC 2343613: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnqgd
title: CCDC 2343614: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.cc2jnqhf
title: CCDC 2343615: Experimental Crystal Structure Determination

description: Related Article: Alejandro Regueiro, Víctor García-López, Alicia Forment-Aliaga, Miguel Clemente-León|2024|Dalton Trans.|53|10637|doi:10.1039/D4DT00924J
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.