cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14861717
title: Checkpoints for efficient ConvNeXt-T and CIFAR-10,TinyImageNet dataset

description: The zip file contains checkpoints for Github repository

It also have image data files for CIFAR-10[1] and Tiny ImageNet [2].

The repository is meant for compressing ConvNeXt-T architecture [3]. 

 

 

 

Refereces:

[1] A. Krizhevsky, I. Sutskever, and G. E. Hinton, “ImageNet classification with deep convolutional neural networks,” in Advances in Neural Information Processing Systems, 2012, pp. 1097–1105.

[2] A. Sharma, “Tiny ImageNet dataset,” Kaggle datasets, online: https:// www.kaggle.com/ datasets/ akash2sharma/ tiny-imagenet, Accessed on: 22-11-2022, 2017.

[3] Z. Liu, H. Mao, C.-Y. Wu, C. Feichtenhofer, T. Darrell, and S. Xie, “A ConvNet for the 2020s,” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022, pp. 11 976–11 986.
DOI: 10.5281/zenodo.14861716
title: Checkpoints for efficient ConvNeXt-T and CIFAR-10,TinyImageNet dataset

description: The zip file contains checkpoints for Github repository

It also have image data files for CIFAR-10[1] and Tiny ImageNet [2].

The repository is meant for compressing ConvNeXt-T architecture [3]. 

 

 

 

Refereces:

[1] A. Krizhevsky, I. Sutskever, and G. E. Hinton, “ImageNet classification with deep convolutional neural networks,” in Advances in Neural Information Processing Systems, 2012, pp. 1097–1105.

[2] A. Sharma, “Tiny ImageNet dataset,” Kaggle datasets, online: https:// www.kaggle.com/ datasets/ akash2sharma/ tiny-imagenet, Accessed on: 22-11-2022, 2017.

[3] Z. Liu, H. Mao, C.-Y. Wu, C. Feichtenhofer, T. Darrell, and S. Xie, “A ConvNet for the 2020s,” in Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2022, pp. 11 976–11 986.
DOI: 10.15468/dl.sr982x
title: Occurrence Download

description: A dataset containing 549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon meridianus Highton & Peabody, 2000)"
 ]
}

 The dataset includes 549 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000669-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f6jjpn
title: Occurrence Download

description: A dataset containing 10480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon metcalfi Brimley, 1912)"
 ]
}

 The dataset includes 10480 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000671-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7dgmzz
title: Occurrence Download

description: A dataset containing 1011582 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coereba flaveola (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1011582 records from 556 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000660-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hszp6y
title: Occurrence Download

description: A dataset containing 2628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon mississippi Highton, 1989)"
 ]
}

 The dataset includes 2628 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000672-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfkf26
title: Occurrence Download

description: A dataset containing 326790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-93.37 37.36,-79.12 37.36,-79.12 42.22,-93.37 42.22,-93.37 37.36))",
 "HasCoordinate is true",
 "License is one of (CC0 1.0, CC-BY-NC 4.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 326790 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000657-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4uawm
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Human Observation, Observation, Material citation, Occurrence evidence, Specimen)",
 "Continent is South America",
 "Country is Colombia",
 "GadmGid is COL.22.43_2",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (January, February, April, March, May, June, July, August, September, October, November, December)",
 "TaxonKey is Plantae",
 "Year 1000-2025"
 ]
}

 The dataset includes 142 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000673-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57912/23845455.v1
title: Fairfax, Virginia Voting Precincts (2016)

description: Voting Precinct shapefile for the city of Fairfax, Virginia
DOI: 10.57912/23845455
title: Fairfax, Virginia Voting Precincts (2016)

description: Voting Precinct shapefile for the city of Fairfax, Virginia
DOI: 10.15468/dl.dsy3y8
title: Occurrence Download

description: A dataset containing 12082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon montanus Highton & Peabody, 2000)"
 ]
}

 The dataset includes 12082 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000674-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57912/23889456.v1
title: Constitutionalism and Democracy Dataset (CDD)

description: The downloadable ZIP file contains the dataset in Stata 13 format.
DOI: 10.57912/23889456
title: Constitutionalism and Democracy Dataset (CDD)

description: The downloadable ZIP file contains the dataset in Stata 13 format.
DOI: 10.57912/23845638
title: Buildings Polygons (Loudoun County, VA)

description: Building Footprints are a base map data layer derived by automated processes and processed for cartographic representation at 1:2400 scale. The polygon features represent the outlines of buildings and structures as seen from above and are mapped to National Map Accuracy Standards (NMAS).
DOI: 10.57912/23845638.v1
title: Buildings Polygons (Loudoun County, VA)

description: Building Footprints are a base map data layer derived by automated processes and processed for cartographic representation at 1:2400 scale. The polygon features represent the outlines of buildings and structures as seen from above and are mapped to National Map Accuracy Standards (NMAS).
DOI: 10.57912/23845641.v1
title: Cell Index (Loudoun County, VA)

description: Cell index is used to create a standard mapping index for Loudoun Couny mapping projects. It provides the PCT (planimetric, cultural, & topographic) features map number &/or Block Map number based on the State Plane Coordinate System.
DOI: 10.57912/23845641
title: Cell Index (Loudoun County, VA)

description: Cell index is used to create a standard mapping index for Loudoun Couny mapping projects. It provides the PCT (planimetric, cultural, & topographic) features map number &/or Block Map number based on the State Plane Coordinate System.
DOI: 10.57912/23845644.v1
title: Planar Index (Loudoun County, VA)

description: The index coverage contains approximately 690 polygons which coincide with Loudoun County's GIS library tile system. Digital Data orders and associated maps are available to the extent of any individual tile as well as county wide. Each tile is designated with a unique ID number that is used in GIS data orders to identify the area of interest.
DOI: 10.57912/23845644
title: Planar Index (Loudoun County, VA)

description: The index coverage contains approximately 690 polygons which coincide with Loudoun County's GIS library tile system. Digital Data orders and associated maps are available to the extent of any individual tile as well as county wide. Each tile is designated with a unique ID number that is used in GIS data orders to identify the area of interest.
DOI: 10.57912/23845647.v1
title: Conservation Easements (Loudoun, VA)

description: Description to be added
DOI: 10.57912/23845647
title: Conservation Easements (Loudoun, VA)

description: Description to be added
DOI: 10.57912/23845650
title: Loudon County Polygon (Loudoun County, VA)

description: The boundary defines the extent of the County's jurisdiction.
DOI: 10.57912/23845650.v1
title: Loudon County Polygon (Loudoun County, VA)

description: The boundary defines the extent of the County's jurisdiction.
DOI: 10.57912/23845653.v1
title: County Transportation Planned Roads (Loudoun County, VA)

description: This feature class includes existing and planned alignments, functional classification, planned interchanges, scenic byways and ultimate roadway geometry for all of Loudoun County. Please note that the planned roadway alignments shown are conceptual and are subject to further engineering. Loudoun County recognizes the importance of roadway planning by including existing and planned roadway alignments as a map element of the Revised Countywide Transportation Plan adopted on June 15, 2010.
DOI: 10.57912/23845653
title: County Transportation Planned Roads (Loudoun County, VA)

description: This feature class includes existing and planned alignments, functional classification, planned interchanges, scenic byways and ultimate roadway geometry for all of Loudoun County. Please note that the planned roadway alignments shown are conceptual and are subject to further engineering. Loudoun County recognizes the importance of roadway planning by including existing and planned roadway alignments as a map element of the Revised Countywide Transportation Plan adopted on June 15, 2010.
DOI: 10.57912/23845656
title: Drainage Lines (Loudoun County, VA)

description: Drainage is a base map data layer derived by automated processes and processed for cartographic representation at 1:2400 scale. The line features represent the any visible surface drainage feature, natural or manmade, as seen from above and are mapped to National Map Accuracy Standards (NMAS). Drainage arcs must logically follow topo contours downhill and are not disconnected when traveling through culverts, under bridges or representing the centerline of double-line streams and ponds. Drain arcs will be captured according to proper orientation or direction of flow. Photogrammetrically derived drainage DOES includes known underground culvert and pipe connections with stormwater infrastructure points and other visible surface outlets. This drainage layer DOES NOT include subsurface groundwater flow, fine soil drain patterns in swales, or any other historical surface drains.
DOI: 10.57912/23845656.v1
title: Drainage Lines (Loudoun County, VA)

description: Drainage is a base map data layer derived by automated processes and processed for cartographic representation at 1:2400 scale. The line features represent the any visible surface drainage feature, natural or manmade, as seen from above and are mapped to National Map Accuracy Standards (NMAS). Drainage arcs must logically follow topo contours downhill and are not disconnected when traveling through culverts, under bridges or representing the centerline of double-line streams and ponds. Drain arcs will be captured according to proper orientation or direction of flow. Photogrammetrically derived drainage DOES includes known underground culvert and pipe connections with stormwater infrastructure points and other visible surface outlets. This drainage layer DOES NOT include subsurface groundwater flow, fine soil drain patterns in swales, or any other historical surface drains.
DOI: 10.15468/dl.krn9h4
title: Occurrence Download

description: A dataset containing 1082 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon neomexicanus Stebbins & Riemer, 1950)"
 ]
}

 The dataset includes 1082 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000675-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e219173
title: Plos One manuscript data

description: <b>Background</b>:
Bangladesh faces one of the highest global burdens of maternal and newborn
deaths, primarily caused by hemorrhage and eclampsia/preeclampsia. Despite
reducing maternal mortality by 40%, comprehensive medical interventions remain
insufficient in health facilities.

<b>Objectives</b>:
This study assessed the readiness of sub-district hospitals in Bangladesh to
provide Emergency Obstetric and Newborn Care (EmONC) and analyzed the
association between facility readiness and delivery rates.<b></b>

<b>Methods:</b> Using Health Facility Assessment
Survey data from 140 hospitals in 2014 and 141 in 2017, facility readiness was
measured based on nine signal functions: administering antibiotics, oxytocin,
and anticonvulsants; providing blood transfusions; performing cesarean and
assisted vaginal deliveries; managing retained placentas and products of
conception; and neonatal resuscitation. Donabedian’s model guided the analysis.
Multiple linear regression examined associations between facility readiness and
delivery rates using 2017 data.

<b>Results:</b> Between 2014 and 2017, the availability of
signal functions such as oxytocin (85% to 95%), anticonvulsants (58% to 63%),
and blood transfusions (22% to 38%) improved. In 2014, 77% of facilities had at
least 5 signal functions, 49% had 7, and 6% had all 9. By 2017, these increased
to 83%, 56%, and 8%, respectively. Despite these improvements, the mean
readiness index remained nearly unchanged (0.67 in 2014 vs. 0.69 in 2017). Only
8% of facilities performed fewer than 52 deliveries annually in 2017, while 26%
conducted over 500. Regression analysis revealed a significant association
between readiness scores and delivery rates (p = 0.009).

<b>Conclusion: </b>While
certain indicators improved, overall readiness stagnated due to shortages of
anesthetists, gynecologists, and essential supplies. With 64% of surveyed
sub-district hospitals classified as comprehensive care facilities, resource
and staffing investments are crucial to enhance readiness and reduce maternal
and newborn mortality.
DOI: 10.3886/e219173v1
title: Plos One manuscript data

description: <b>Background</b>:
Bangladesh faces one of the highest global burdens of maternal and newborn
deaths, primarily caused by hemorrhage and eclampsia/preeclampsia. Despite
reducing maternal mortality by 40%, comprehensive medical interventions remain
insufficient in health facilities.

<b>Objectives</b>:
This study assessed the readiness of sub-district hospitals in Bangladesh to
provide Emergency Obstetric and Newborn Care (EmONC) and analyzed the
association between facility readiness and delivery rates.<b></b>

<b>Methods:</b> Using Health Facility Assessment
Survey data from 140 hospitals in 2014 and 141 in 2017, facility readiness was
measured based on nine signal functions: administering antibiotics, oxytocin,
and anticonvulsants; providing blood transfusions; performing cesarean and
assisted vaginal deliveries; managing retained placentas and products of
conception; and neonatal resuscitation. Donabedian’s model guided the analysis.
Multiple linear regression examined associations between facility readiness and
delivery rates using 2017 data.

<b>Results:</b> Between 2014 and 2017, the availability of
signal functions such as oxytocin (85% to 95%), anticonvulsants (58% to 63%),
and blood transfusions (22% to 38%) improved. In 2014, 77% of facilities had at
least 5 signal functions, 49% had 7, and 6% had all 9. By 2017, these increased
to 83%, 56%, and 8%, respectively. Despite these improvements, the mean
readiness index remained nearly unchanged (0.67 in 2014 vs. 0.69 in 2017). Only
8% of facilities performed fewer than 52 deliveries annually in 2017, while 26%
conducted over 500. Regression analysis revealed a significant association
between readiness scores and delivery rates (p = 0.009).

<b>Conclusion: </b>While
certain indicators improved, overall readiness stagnated due to shortages of
anesthetists, gynecologists, and essential supplies. With 64% of surveyed
sub-district hospitals classified as comprehensive care facilities, resource
and staffing investments are crucial to enhance readiness and reduce maternal
and newborn mortality.
DOI: 10.15468/dl.sf9fjb
title: Occurrence Download

description: A dataset containing 7536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylophilus amaurocephalus (Nordmann, 1835)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7536 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000676-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4ycyc
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-93.37 37.36,-79.12 37.36,-79.12 42.22,-93.37 42.22,-93.37 37.36))",
 "HasCoordinate is true",
 "License is one of (CC0 1.0, CC-BY-NC 4.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ochrophyta"
 ]
}

 The dataset includes 240 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000677-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57912/23845803.v1
title: Israel Population Data, 2016

description: Local Council and District-level population counts for Israel in 2016.
DOI: 10.57912/23845803
title: Israel Population Data, 2016

description: Local Council and District-level population counts for Israel in 2016.
DOI: 10.15468/dl.7d6ch3
title: Occurrence Download

description: A dataset containing 1159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon nettingi Green, 1938)"
 ]
}

 The dataset includes 1159 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000678-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdky9v
title: Occurrence Download

description: A dataset containing 1503 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Living Specimen, Human Observation, Observation, Material citation, Occurrence evidence, Specimen)",
 "Continent is South America",
 "Country is Colombia",
 "GadmGid is COL.22.43_2",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "Month is one of (January, February, April, March, May, June, July, August, September, October, November, December)",
 "TaxonKey is Animalia",
 "Year 1000-2025"
 ]
}

 The dataset includes 1503 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000679-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqhxuf
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Plethodon ocmulgee Highton, 1989)"
 ]
}

 The dataset includes 333 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000681-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7ufm7
title: Occurrence Download

description: A dataset containing 2443086 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Anarhichas minor Olafsen, 1772, Boreogadus saida (Lepechin, 1774), Eleginus gracilis (Tilesius, 1810), Gadus chalcogrammus Pallas, 1814, Gadus macrocephalus Tilesius, 1810, Gadus morhua Linnaeus, 1758, Lates calcarifer (Bloch, 1790), Oncorhynchus mykiss (Walbaum, 1792), Oncorhynchus nerka (Walbaum, 1792), Paralichthys olivaceus (Temminck & Schlegel, 1846), Pleuronectes americanus Walbaum, 1792, Pomatomus saltatrix (Linnaeus, 1766), Rachycentron canadum (Linnaeus, 1766), Salmo salar Linnaeus, 1758, Salvelinus alpinus (Linnaeus, 1758), Salvelinus confluentus (Suckley, 1859), Salvelinus namaycush (Walbaum, 1792), Scophthalmus maximus (Linnaeus, 1758))"
 ]
}

 The dataset includes 2443086 records from 1032 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000670-250212154643175/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8b4k86
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is ZFMK Herpetology collection",
 "GadmGid is CHL.11_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000525-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5h6jp
title: Occurrence Download

description: A dataset containing 73797195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 73797195 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046691-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zte62v
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaedorea pochutlensis Liebm."
 ]
}

 The dataset includes 93 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003298-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q4rxh7
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Registros biológicos de plantaciones realizadas por el Jardín Botánico San Jorge en el área metropolitana de Ibagué - Tolima y área rural de Coello - Tolima, En el Marco del proyecto 180 Millones de arboles."
 ]
}

 The dataset includes 152 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046692-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.