cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15230978
title: Torch3Dseg - Dataset

description: Dataset for Training a 3D-UNet for semantic segmentation of textile reinforcements. The Following zip files and xlxs file have been uploaded:

├── 285-10_layer_00

│   ├── 285_10-layer_00_0

│   │   ├── 285_10-layer_00_0.seg.nrrd

│   │   ├── 285_10-layer_00_0.vol.nrrd

│   │   └── 285_10-layer_00_0.vol.seg.train.h5

│   ├── 285_10-layer_00_1

│   │   ├── 285_10-layer_00_1.seg.nrrd

│   │   ├── 285_10-layer_00_1.vol.nrrd

│   │   └── 285_10-layer_00_1.vol.seg.train.h5

│   └── 285_10-layer_00_3

│       ├── 285_10-layer_00_3.seg.nrrd

│       ├── 285_10-layer_00_3.vol.nrrd

│       └── 285_10-layer_00_3.vol.seg.eval.h5

├── 285-10_layer_00.zip

├── 285-10_layer_01

│   ├── 285_10-layer_01_0

│   │   ├── 285_10-layer_01_0.seg.nrrd

│   │   ├── 285_10-layer_01_0.vol.nrrd

│   │   └── 285_10-layer_01_0.vol.seg.train.h5

│   ├── 285_10-layer_01_1

│   │   ├── 285_10-layer_01_1.seg.nrrd

│   │   ├── 285_10-layer_01_1.vol.nrrd

│   │   └── 285_10-layer_01_1.vol.seg.train.h5

│   └── 285_10-layer_01_3

│       ├── 285_10-layer_01_3.seg.nrrd

│       ├── 285_10-layer_01_3.vol.nrrd

│       └── 285_10-layer_01_3.vol.seg.eval.h5

├── 285-10_layer_02.zip

│   └── 285_10-layer_02_0

│       ├── 285_10-layer_02_0.seg.nrrd

│       ├── 285_10-layer_02_0.vol.nrrd

│       ├── 285_10-layer_02_0.vol.seg.eval.h5

│       ├── 285_10-layer_02_0.vol.seg.h5

│       └── 285_10-layer_02_0.vol.seg.train.h5

├── 285-10_layer_03.zip

│   └── 285_10-layer_03_0

│       ├── 285_10-layer_03_0.seg.nrrd

│       ├── 285_10-layer_03_0.vol.nrrd

│       ├── 285_10-layer_03_0.vol.seg.eval.h5

│       ├── 285_10-layer_03_0.vol.seg.h5

│       └── 285_10-layer_03_0.vol.seg.train.h5

└── 285_10_layer_machine_data.xlsx

 

The zips contain the labeled data sets per stage. In each subfolder one can find the *.nrrd file of the volume and labeled segmentation. In the h5 file, you will find the following data:



volume: Contains the raw X-ray computed tomography (CT) data, stored as a three-dimensional array of int16 values with shape [x_0, y_0, z_0]. This dataset represents the greyscale attenuation values in the scanned volume.

labels: Holds the corresponding ground truth segmentation map, also as a three-dimensional array of int16 values with identical shape [x_0, y_0, z_0]. Each voxel is assigned a discrete label index representing the semantic class (e.g., background, weft, or fill yarn).

masks: Provides binary masks as a one-hot channel for each semantic class, stored as a four-dimensional boolean array with shape [c, x_0, y_0, z_0], where c denotes the number of distinct classes. This dataset was used for training and evaluation.

instances: Provides an instance label map for each yarn in weft and fill direction as a three-dimensional array [x_0, y_0, z_0] of uint16.
DOI: 10.5281/zenodo.15511228
title: Torch3Dseg - Dataset

description: Dataset for Training a 3D-UNet for semantic segmentation of textile reinforcements. The Following zip files and xlxs file have been uploaded:

├── 285-10_layer_00

│   ├── 285_10-layer_00_0

│   │   ├── 285_10-layer_00_0.seg.nrrd

│   │   ├── 285_10-layer_00_0.vol.nrrd

│   │   └── 285_10-layer_00_0.vol.seg.train.h5

│   ├── 285_10-layer_00_1

│   │   ├── 285_10-layer_00_1.seg.nrrd

│   │   ├── 285_10-layer_00_1.vol.nrrd

│   │   └── 285_10-layer_00_1.vol.seg.train.h5

│   └── 285_10-layer_00_3

│       ├── 285_10-layer_00_3.seg.nrrd

│       ├── 285_10-layer_00_3.vol.nrrd

│       └── 285_10-layer_00_3.vol.seg.eval.h5

├── 285-10_layer_00.zip

├── 285-10_layer_01

│   ├── 285_10-layer_01_0

│   │   ├── 285_10-layer_01_0.seg.nrrd

│   │   ├── 285_10-layer_01_0.vol.nrrd

│   │   └── 285_10-layer_01_0.vol.seg.train.h5

│   ├── 285_10-layer_01_1

│   │   ├── 285_10-layer_01_1.seg.nrrd

│   │   ├── 285_10-layer_01_1.vol.nrrd

│   │   └── 285_10-layer_01_1.vol.seg.train.h5

│   └── 285_10-layer_01_3

│       ├── 285_10-layer_01_3.seg.nrrd

│       ├── 285_10-layer_01_3.vol.nrrd

│       └── 285_10-layer_01_3.vol.seg.eval.h5

├── 285-10_layer_02.zip

│   └── 285_10-layer_02_0

│       ├── 285_10-layer_02_0.seg.nrrd

│       ├── 285_10-layer_02_0.vol.nrrd

│       ├── 285_10-layer_02_0.vol.seg.eval.h5

│       ├── 285_10-layer_02_0.vol.seg.h5

│       └── 285_10-layer_02_0.vol.seg.train.h5

├── 285-10_layer_03.zip

│   └── 285_10-layer_03_0

│       ├── 285_10-layer_03_0.seg.nrrd

│       ├── 285_10-layer_03_0.vol.nrrd

│       ├── 285_10-layer_03_0.vol.seg.eval.h5

│       ├── 285_10-layer_03_0.vol.seg.h5

│       └── 285_10-layer_03_0.vol.seg.train.h5

└── 285_10_layer_machine_data.xlsx

 

The zips contain the labeled data sets per stage. In each subfolder one can find the *.nrrd file of the volume and labeled segmentation. In the h5 file, you will find the following data:



volume: Contains the raw X-ray computed tomography (CT) data, stored as a three-dimensional array of int16 values with shape [x_0, y_0, z_0]. This dataset represents the greyscale attenuation values in the scanned volume.

labels: Holds the corresponding ground truth segmentation map, also as a three-dimensional array of int16 values with identical shape [x_0, y_0, z_0]. Each voxel is assigned a discrete label index representing the semantic class (e.g., background, weft, or fill yarn).

masks: Provides binary masks as a one-hot channel for each semantic class, stored as a four-dimensional boolean array with shape [c, x_0, y_0, z_0], where c denotes the number of distinct classes. This dataset was used for training and evaluation.

instances: Provides an instance label map for each yarn in weft and fill direction as a three-dimensional array [x_0, y_0, z_0] of uint16.
DOI: 10.7910/dvn/uekpxg
title: The Nurturing Father: The Role of Fathers’ Masculine Ideology, Caregiving Beliefs, and Alexithymia

description: Dataset for the manuscript: "The Nurturing Father: The Role of Fathers’ Masculine Ideology, Caregiving Beliefs, and Alexithymia"
DOI: 10.15468/dl.mncedh
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "EventDate is 1974-09-24",
 "OccurrenceStatus is Present",
 "StateProvince is RIo de Janeiro",
 "TaxonKey is Bryophyta"
 ]
}

 The dataset includes 36 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000203-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/u2deky
title: Replication Data for: Can “Soft” Advice from International Organizations Catalyze Natural Resource Sector Reform?

description: Can international organizations improve natural resource governance? The International Monetary Fund (IMF) is most noted for its role in crisis lending, where it can wield the “teeth” of loan suspensions to push for reforms. But IMF officials also spend a large amount of time conducting routine surveillance through Article IV consultations, which assess a country’s economic developments and provide non-binding recommendations. Do governments follow this “toothless” advice? To answer this question, we examine the content of all Article IV staff appraisals published between 2004 and 2019. Using text analysis and a difference-in-differences estimator, we find that resource-rich developing countries are more likely to adopt legislation reforming the oil, gas, and mining sectors in the wake of an Article IV appraisal that extensively discusses the natural resource sector and recommends natural resource governance reforms. Our results suggest that technocratic advice—a tool often overlooked in international organization scholarship—can lead to the adoption of policies that help ameliorate the resource curse.
DOI: 10.7910/dvn/uio4lw
title: Barberini - v73a - closed - 3D Models - Decimated

description: Decimated 3D models in formats: .obj (with .mtl and .jpg), .x3d (with .jpg), and .glb (glTF)
DOI: 10.6084/m9.figshare.29145311
title: Meretrix genome annotations

description: Gene prediction and functional annotation for three <i>Meretrix </i>species, <i>Meretrix </i>sp. MF1, <i>Meretrix </i>sp. MT1, and <i>M</i>. <i>lamarckii</i> JML1.Gene prediction for <i>Meretrix </i>sp. MF1 was performed using BRAKER version 3.0.8, Transposable elements (TEs) were then masked using TEsorter version 1.2.7.Functional annotation was conducted using EggNOG-mapper version 2.1.12 and and InterProScan version 5.73-104.0.
DOI: 10.7910/dvn/tzaflm
title: A95_7037.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/1381832f-c24e-0e10-334e-ca41b2a74c6b'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/1381832f-c24e-0e10-334e-ca41b2a74c6b
DOI: 10.7910/dvn/uabtpn
title: modbm_us_102_8_054

description: Memoranda concerning Freedmen's Bureau
description: URN-3:FHCL.HOUGH:100937253
DOI: 10.7910/dvn/twbajv
title: DSA4

description: Delineatio specialis et accurata Ukrainae - Halicz - Panel 4
DOI: 10.15468/dl.j7rmk7
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Coleoptera Mannerheim (Luomus) (CM)",
 "Country is Croatia"
 ]
}

 The dataset includes 76 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000209-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yqkbzr
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066765-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2jt6jq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004335-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ju7yfs
title: Occurrence Download

description: A dataset containing 449623 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Senecio vulgaris L."
 ]
}

 The dataset includes 449623 records from 2182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019383-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17182/hepdata.111308.v1/t463
title: "Extra Figure u4cw[f65]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 65 &lt; PT &lt; 88 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t464
title: "Extra Figure u4cw[f88]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 88 &lt; PT &lt; 120 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t462
title: "Extra Figure u4cw[f50]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 50 &lt; PT &lt; 65 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t465
title: "Extra Figure u4cw[f120]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 120 &lt; PT &lt; 150 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t466
title: "Extra Figure u4cw[f150]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 150 &lt; PT &lt; 186 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t467
title: "Extra Figure u4cw[f186]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 186 &lt; PT &lt; 254 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t468
title: "Extra Figure u4cw[f254]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 254 &lt; PT &lt; 326 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t469
title: "Extra Figure u4cw[f326]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 326 &lt; PT &lt; 408 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].
DOI: 10.17182/hepdata.111308.v1/t470
title: "Extra Figure u4cw[f408]" of "Study of quark and gluon jet substructure in Z+jet and dijet events from pp collisions"

description: Particle-level distributions of ungroomed AK4 width (charged-only) in 408 &lt; PT &lt; 481 GeV in the forward dijet region.
description: Measurements of jet substructure describing the composition of quark- and gluon-initiated jets are presented. Proton-proton (pp) collision data at sqrt(s)=13 TeV collected with the CMS detector are used, corresponding to an integrated luminosity of 35.9/fb. Generalized angularities are measured that characterize the jet substructure and distinguish quark- and gluon-initiated jets. These observables are sensitive to the distributions of transverse momenta and angular distances within a jet. The analysis is performed using a data sample of dijet events enriched in gluon-initiated jets, and, for the first time, a Z+jet event sample enriched in quark-initiated jets. The observables are measured in bins of jet transverse momentum, and as a function of the jet radius parameter. Each measurement is repeated applying a "soft drop" grooming procedure that removes soft and large angle radiation from the jet.For easier navigation, figures are named with a code with each letter/number representing in the following order: ungroomed/groomed, AK4/AK8, charged, multiplicity/pTD2/thrust/width/LHA, [central dijet/forward dijet/Z+jet, PT].