cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/vrj3645vgz.2
title: The geometric twist of neural manifolds

description: 1) This file contains the code, dataset and some intermediate results for figure in "From Sensory to Perceptual Manifolds: The Twist of Neural Geometry". 2) The code is based on matlab-2017b & 2022b and jupyter. 3) For more details, please see readme in each folder. 4) We modified readme compared version 1 mainly caused by changing figure sequence. Version 1 is corresponding to earliest bioRxiv preprints,https://doi.org/10.1101/2023.10.02.559721. 5) This version we deleted readme information of fixation relevant code, becasue new version article have deleted this part of supplementary results. The earliest bioRxiv preprints had relevant results, https://doi.org/10.1101/2023.10.02.559721. And corresponding code information are in version 1.
DOI: 10.17632/vrj3645vgz.3
title: The geometric twist of neural manifolds

description: 1) This file contains the code, dataset and some intermediate results for figure in "From Sensory to Perceptual Manifolds: The Twist of Neural Geometry".

2) The code is based on matlab-2017b & 2022b and jupyter.

3) For more details, please see readme in each folder.

4) We modified readme in code.zip compared version 2 mainly caused by changing figure order.
DOI: 10.14278/rodare.222
title: Gas-liquid two-phase flow in a centrifugal pump mock-up with swirling gas flow injection at 1480 rpm

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 10 seconds. The data repository contains:


 Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1480 rpm and for both rotating and back-rotated impeller positions, respectively
 Extracted RPM per CT scan (frame) including its raw data
 Extracted angular positions of the impeller mock-up per frame
 Calculated quantitative gas fraction data sets (static impeller position)
 Time-averaged gas fraction distribution and its corresponding averaged variance
 Pump and impeller mask data
 Additional data obtained from the SPS server with a sampling frequency of 1 Hz
description: Data is stored in HDF5 format.
DOI: 10.17632/vrj3645vgz.1
title: The geometric twist of neural manifolds

description: 1) This file contains the code, dataset and some intermediate results for figure in "The geometric twist of neural manifolds". 2) The code is based on matlab-2017b & 2022b and jupyter. 3) For more details, please see readme in each folder.
DOI: 10.14278/rodare.221
title: Gas-liquid two-phase flow in a centrifugal pump mock-up with swirling gas flow injection at 1480 rpm

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 10 seconds. The data repository contains:


 Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1480 rpm and for both rotating and back-rotated impeller positions, respectively
 Extracted RPM per CT scan (frame) including its raw data
 Extracted angular positions of the impeller mock-up per frame
 Calculated quantitative gas fraction data sets (static impeller position)
 Time-averaged gas fraction distribution and its corresponding averaged variance
 Pump and impeller mask data
 Additional data obtained from the SPS server with a sampling frequency of 1 Hz
description: Data is stored in HDF5 format.
DOI: 10.14278/rodare.220
title: Gas-liquid two-phase flow in a centrifugal pump mock-up with swirling gas flow injection at 1300 rpm

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


 Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1300 rpm and for both rotating and back-rotated impeller positions, respectively
 Extracted RPM per CT scan (frame) including its raw data
 Extracted angular positions of the impeller mock-up per frame
 Calculated quantitative gas fraction data sets (static impeller position)
 Time-averaged gas fraction distribution and its corresponding averaged variance
 Pump and impeller mask data
 Additional data obtained from the SPS server with a sampling frequency of 1 Hz
description: Data is stored in HDF5 format.
DOI: 10.14278/rodare.219
title: Gas-liquid two-phase flow in a centrifugal pump mock-up with swirling gas flow injection at 1300 rpm

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


 Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1300 rpm and for both rotating and back-rotated impeller positions, respectively
 Extracted RPM per CT scan (frame) including its raw data
 Extracted angular positions of the impeller mock-up per frame
 Calculated quantitative gas fraction data sets (static impeller position)
 Time-averaged gas fraction distribution and its corresponding averaged variance
 Pump and impeller mask data
 Additional data obtained from the SPS server with a sampling frequency of 1 Hz
description: Data is stored in HDF5 format.
DOI: 10.15468/dl.w3ybup
title: Occurrence Download

description: A dataset containing 29 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((143.841971 -36.730575, 143.844217 -36.730575, 143.844217 -36.73282, 143.848708 -36.73282, 143.848708 -36.739558, 143.8532 -36.739558, 143.8532 -36.73282, 143.864429 -36.73282, 143.864429 -36.728329, 143.866675 -36.728329, 143.866675 -36.723837, 143.859937 -36.723837, 143.859937 -36.728329, 143.857692 -36.728329, 143.857692 -36.721591, 143.859937 -36.721591, 143.859937 -36.719346, 143.850954 -36.719346, 143.850954 -36.721591, 143.846463 -36.721591, 143.846463 -36.726083, 143.844217 -36.726083, 143.844217 -36.728329, 143.841971 -36.728329, 143.841971 -36.730575), (143.850954 -36.723837, 143.8532 -36.723837, 143.8532 -36.728329, 143.850954 -36.728329, 143.850954 -36.723837)), ((143.841971 -36.730575, 143.837479 -36.730575, 143.837479 -36.728329, 143.835234 -36.728329, 143.835234 -36.73282, 143.841971 -36.73282, 143.841971 -36.730575)), ((143.866675 -36.723837, 143.868921 -36.723837, 143.868921 -36.721591, 143.866675 -36.721591, 143.866675 -36.723837)))"
 ]
}

 The dataset includes 29 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066058-240626123714530/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.26565914
title: Additional file 1 of Draft genomes of Blastocystis subtypes from human samples of Colombia

description: Additional file 1: Table S1. Genomic DNAs of Blastocystis isolates used in this study. Table S2. Number of SNPs obtained comparing isolated s17 against isolated s20 used as a reference. Table S3. Number of SNPs obtained comparing NandII strain against isolated s20 used as a reference. Table S4. Number of SNPs obtained comparing isolated s26 against isolated s20 used as a reference. Table S5. High-impact SNPs by contig and their product description.
DOI: 10.6084/m9.figshare.26565989.v1
title: Additional file 3 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (CSV 403 kB)
DOI: 10.14278/rodare.218
title: Gas-liquid two-phase flow in a centrifugal pump mock-up with disperse gas flow injection at 1600 rpm

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


 Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1600 rpm and for both rotating and back-rotated impeller positions, respectively
 Extracted RPM per CT scan (frame) including its raw data
 Extracted angular positions of the impeller mock-up per frame
 Calculated quantitative gas fraction data sets (static impeller position)
 Time-averaged gas fraction distribution and its corresponding averaged variance
 Pump and impeller mask data
 Additional data obtained from the SPS server with a sampling frequency of 1 Hz
description: Data is stored in HDF5 format.
DOI: 10.6084/m9.figshare.26565992
title: Additional file 4 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (CSV 1.6 MB)
DOI: 10.6084/m9.figshare.26565992.v1
title: Additional file 4 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (CSV 1.6 MB)
DOI: 10.6084/m9.figshare.26566001
title: Additional file 7 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (CSV 590 kB)
DOI: 10.14278/rodare.217
title: Gas-liquid two-phase flow in a centrifugal pump mock-up with disperse gas flow injection at 1600 rpm

description: This data repository contains reconstructed and quantitatively analyzed gas-liquid two-phase distributions obtained from a centrifugal pump mock-up whose geometry is related to a commercially available industrial centrifugal pump. As measurement system the ultrafast electron beam X-ray CT scanner (UFXCT) is applied with a frame rate of 2,500 Hz, single-plane mode and a total scanning interval of 5 seconds. The data repository contains:


 Reconstructed raw data sets (Algebraic Reconstruction Technique from the UFO framework) for different inlet gas fractions (eps0.0xx) at constant 1600 rpm and for both rotating and back-rotated impeller positions, respectively
 Extracted RPM per CT scan (frame) including its raw data
 Extracted angular positions of the impeller mock-up per frame
 Calculated quantitative gas fraction data sets (static impeller position)
 Time-averaged gas fraction distribution and its corresponding averaged variance
 Pump and impeller mask data
 Additional data obtained from the SPS server with a sampling frequency of 1 Hz
description: Data is stored in HDF5 format.
DOI: 10.6084/m9.figshare.26566010.v1
title: Additional file 10 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (CSV 525 kB)
DOI: 10.15468/dl.mtbqft
title: Occurrence Download

description: A dataset listing the 73 species recorded in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EX",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset's 73 records were derived from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066042-240626123714530/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.26565995
title: Additional file 5 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (TXT 5 kB)
DOI: 10.15468/dl.82cyf2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.423401 -32.36025, 148.423401 -32.362496, 148.427893 -32.362496, 148.427893 -32.36025, 148.423401 -32.36025))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066060-240626123714530/datasets/export for details.
DOI: 10.6084/m9.figshare.26566001.v1
title: Additional file 7 of Socially disruptive periods and topics from information-theoretical analysis of judicial decisions

description: Supplementary information (CSV 590 kB)
DOI: 10.15468/dl.jvf2js
title: Occurrence Download

description: A dataset containing 1122068 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Benin"
 ]
}

 The dataset includes 1122068 records from 536 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066021-240626123714530/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.28775129
title: <b>How do geopolitical and climate change risks affect FDI inflows? A global perspective using a Bayesian approach</b>

description: <b>Data for the paper: How do geopolitical and climate change risks affect FDI inflows? A global perspective using a Bayesian approach</b>
DOI: 10.15468/dl.ugjk9c
title: Occurrence Download

description: A dataset containing 5571 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Yucca filamentosa L."
 ]
}

 The dataset includes 5571 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016507-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75cm5y
title: Occurrence Download

description: A dataset containing 376885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus terrestris (Linnaeus, 1758)",
 "Year 1970-2024"
 ]
}

 The dataset includes 376885 records from 1050 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004608-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh0185382.10fu
title: SH0185382.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0185383.10fu
title: SH0185383.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0185384.10fu
title: SH0185384.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0185385.10fu
title: SH0185385.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0185386.10fu
title: SH0185386.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0185387.10fu
title: SH0185387.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0185388.10fu
title: SH0185388.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.