cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7p27k5
title: Occurrence Download

description: A dataset containing 7921 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-120.80902 17.72621,-62.50733 17.72621,-62.50733 41.06073,-120.80902 41.06073,-120.80902 17.72621))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phrynosoma cornutum",
 "Year 2000-2026"
 ]
}

 The dataset includes 7921 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002124-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.qxasr2
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.6084/m9.figshare.31417913
title: Maize yield production

description: Maize yield production
DOI: 10.6084/m9.figshare.31417913.v1
title: Maize yield production

description: Maize yield production
DOI: 10.15468/dl.68m9rz
title: Occurrence Download

description: A dataset containing 1261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Symphysia"
 ]
}

 The dataset includes 1261 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002126-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17468985
title: Data for "Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity"

description: Associated publication: Karamperidou, C., et al., Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity, Scientific Reports (2026)

Dataset Repository

Title:Data for “Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity”

Authors:Christina Karamperidou¹*, Jake W. Casselman¹, Sean B. Cleveland², Damena Agonafer³, Vivek V. Manepalli³, Roshith Mittakolu³, Lingnan Lin³, Gerardo A Rivera Tello¹¹ Department of Atmospheric Sciences, University of Hawaiʻi at Mānoa, Honolulu, HI, USA² Information Technology Services, University of Hawaiʻi, Honolulu, HI, USA³ Department of Mechanical Engineering, University of Maryland, College Park, MD, USA*Corresponding author: ckaramp@hawaii.edu

Description:This repository provides the complete data used to generate all main and supplementary figures for the above-titled study.Included files:





Main Figures  – reproducible datasets (e.g., Fig1.nc) for Figures 1 through 4 of the manuscript.




Supplementary Figures (e.g., Supp_Fig1.nc/) – extended analyses, seasonal breakdowns, and methodological sensitivity tests.All figures are derived from hourly reanalysis data (1980–2024) and CMIP6 model projections, processed using Python (xarray, cartopy, matplotlib) following the methods described in the paper.



Keywords:Data centers; air-side economization; thermal management; heat; humidity; global analysis; cooling efficiency; resilience

License:CC BY 4.0 (Attribution 4.0 International)

Citation:

a) Datasets: Karamperidou, C. (2025).Data for “Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity” [Dataset]. Zenodo. https://doi.org/xx.xxxx/zenodo.xxxxxx

b) Article: 

Karamperidou, C., J.W. Casselman, S.B. Cleveland, D. Agonafer, V. V. Manepalli, R. Mittakolu, L. Lin, and G. Rivera Tello (2026).“Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity”,  Scientific Reports (2026)

If you use this dataset, please cite the associated publication and the present repository.

Contact the author Christina Karamperidou (https://www2.hawaii.edu/~ckaramp) for more information about the details of these datasets.
DOI: 10.5281/zenodo.17468984
title: Data for "Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity"

description: Associated publication: Karamperidou, C., et al., Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity, Scientific Reports (2026)

Dataset Repository

Title:Data for “Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity”

Authors:Christina Karamperidou¹*, Jake W. Casselman¹, Sean B. Cleveland², Damena Agonafer³, Vivek V. Manepalli³, Roshith Mittakolu³, Lingnan Lin³, Gerardo A Rivera Tello¹¹ Department of Atmospheric Sciences, University of Hawaiʻi at Mānoa, Honolulu, HI, USA² Information Technology Services, University of Hawaiʻi, Honolulu, HI, USA³ Department of Mechanical Engineering, University of Maryland, College Park, MD, USA*Corresponding author: ckaramp@hawaii.edu

Description:This repository provides the complete data used to generate all main and supplementary figures for the above-titled study.Included files:





Main Figures  – reproducible datasets (e.g., Fig1.nc) for Figures 1 through 4 of the manuscript.




Supplementary Figures (e.g., Supp_Fig1.nc/) – extended analyses, seasonal breakdowns, and methodological sensitivity tests.All figures are derived from hourly reanalysis data (1980–2024) and CMIP6 model projections, processed using Python (xarray, cartopy, matplotlib) following the methods described in the paper.



Keywords:Data centers; air-side economization; thermal management; heat; humidity; global analysis; cooling efficiency; resilience

License:CC BY 4.0 (Attribution 4.0 International)

Citation:

a) Datasets: Karamperidou, C. (2025).Data for “Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity” [Dataset]. Zenodo. https://doi.org/xx.xxxx/zenodo.xxxxxx

b) Article: 

Karamperidou, C., J.W. Casselman, S.B. Cleveland, D. Agonafer, V. V. Manepalli, R. Mittakolu, L. Lin, and G. Rivera Tello (2026).“Limitations to Air Free Cooling in Data Centers under Rising Heat and Humidity”,  Scientific Reports (2026)

If you use this dataset, please cite the associated publication and the present repository.

Contact the author Christina Karamperidou (https://www2.hawaii.edu/~ckaramp) for more information about the details of these datasets.
DOI: 10.15468/dl.d2afgc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ammodytes americanus"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002127-260225131425191/datasets/export for details.
DOI: 10.15468/dl.tgrshf
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tytthoscincus panchorensis"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002128-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9hzs34
title: Occurrence Download

description: A dataset containing 9090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen, Material sample)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platynereis dumerilii"
 ]
}

 The dataset includes 9090 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002130-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d49f29
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tytthoscincus leproauricularis"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002129-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a395ps
title: Occurrence Download

description: A dataset containing 3958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vitex flava, Voacanga havilandii, Walsura decipiens, Walsura dehiscens, Walsura pachycaulon, Walsura sarawakensis, Wendlandia tombuyukonensis, Whiteodendron moultonianum, Xanthophyllum beccarianum, Xanthophyllum bicolor, Xanthophyllum borneense, Xanthophyllum brachystachyum, Xanthophyllum brevipes, Xanthophyllum ceraceifolium, Xanthophyllum clovis, Xanthophyllum contractum, Xanthophyllum crassum, Xanthophyllum ecarinatum, Xanthophyllum ferrugineum, Xanthophyllum havilandii, Xanthophyllum heterophyllum, Xanthophyllum inflatum, Xanthophyllum ionanthum, Xanthophyllum lineare, Xanthophyllum longum, Xanthophyllum macrophyllum, Xanthophyllum neglectum, Xanthophyllum nigricans, Xanthophyllum nitidum, Xanthophyllum ovatifolium, Xanthophyllum pachycarpon, Xanthophyllum parvifolium, Xanthophyllum pauciflorum, Xanthophyllum pedicellatum, Xanthophyllum penibukanense, Xanthophyllum petiolatum, Xanthophyllum pseudoadenotus, Xanthophyllum purpureum, Xanthophyllum ramiflorum, Xanthophyllum rectum, Xanthophyllum reflexum, Xanthophyllum resupinatum, Xanthophyllum reticulatum, Xanthophyllum rheophilum, Xanthophyllum subcoriaceum, Xanthophyllum tardicrescens, Xanthophyllum tenue, Xanthophyllum trichocladum, Xanthophyllum velutinum, Xanthophytum grandifolium, Xylopia coriifolia, Xylopia kuchingensis, Xylopia mucronata, Xylopia orestera, Xylopia pulchella, Ziziphus ridleyana, Zollingeria borneensis, Zygogynum)",
 "HasCoordinate is TRUE",
 "BasisOfRecord is one of (Human Observation, Specimen, Observation, Material sample)"
 ]
}

 The dataset includes 3958 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002132-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4axv6
title: Occurrence Download

description: A dataset containing 72465 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Lotus pedunculatus",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 72465 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002084-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gqqwk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ammodytes dubius"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002135-260225131425191/datasets/export for details.
DOI: 10.15468/dl.pf5p67
title: Occurrence Download

description: A dataset containing 4982 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros biológicos de especies de fauna vertebrada terrestre en las centrales de San Carlos y Jaguas - 2007"
 ]
}

 The dataset includes 4982 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002136-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qmhp9f
title: Occurrence Download

description: A dataset containing 9993 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxidea taxus"
 ]
}

 The dataset includes 9993 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002137-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26180/30856565
title: Decomposition of cross-country socioeconomic inequality in mortality by 288 causes of death and 84 risk factors from 1990 to 2021

description: Data and analysis code for the manuscript entitled "Decomposition of cross-country socioeconomic inequality in mortality by 288 causes of death and 84 risk factors from 1990 to 2021" under revision in Nature Communications.Please feel free to contact Dr.Rongbin Xu (rongbin.xu@monash.edu) if there are any questions.
DOI: 10.26180/30856565.v1
title: Decomposition of cross-country socioeconomic inequality in mortality by 288 causes of death and 84 risk factors from 1990 to 2021

description: Data and analysis code for the manuscript entitled "Decomposition of cross-country socioeconomic inequality in mortality by 288 causes of death and 84 risk factors from 1990 to 2021" under revision in Nature Communications.Please feel free to contact Dr.Rongbin Xu (rongbin.xu@monash.edu) if there are any questions.
DOI: 10.15468/dl.cqemwu
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ficedula superciliaris"
 ]
}

 The dataset includes 18 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002138-260225131425191/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.31417778
title: ACEs social support and suicide ideation in adolescents

description: Variable Name Definitionnle Negative life events (main effect term)nle2 Squared term of negative life events (non-linear effect)nle_sss Interaction: Negative life events × Social support seekingnle_ssp Interaction: Negative life events × Social support perceptionnle2_sss Interaction: Squared negative life events × Social support seekingnle2_ssp Interaction: Squared negative life events × Social support perception
DOI: 10.6084/m9.figshare.31417778.v1
title: ACEs social support and suicide ideation in adolescents

description: Variable Name Definitionnle Negative life events (main effect term)nle2 Squared term of negative life events (non-linear effect)nle_sss Interaction: Negative life events × Social support seekingnle_ssp Interaction: Negative life events × Social support perceptionnle2_sss Interaction: Squared negative life events × Social support seekingnle2_ssp Interaction: Squared negative life events × Social support perception
DOI: 10.15468/dl.ewqseh
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Ammodytes hexapterus"
 ]
}

 The dataset includes 117 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002141-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asrd77
title: Occurrence Download

description: A dataset containing 59730 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ramphocelus carbo",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59730 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002092-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18779444
title: Birds of Zacatecas
DOI: 10.5281/zenodo.18779445
title: Birds of Zacatecas
DOI: 10.15468/dl.wrb5sy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tytthoscincus sibuensis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002142-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.td6j5u
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tytthoscincus parvus"
 ]
}

 The dataset includes 67 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002143-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8zxuwq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Assurger anzac"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002144-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bh8jux
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ficedula tricolor"
 ]
}

 The dataset includes 38 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002147-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18779462
title: SUPPLEMENTARY FOR "The Critical Driving Factors and Strategies to Implement Human-GenAI Collaboration in Dynamic International Construction Project Teams"

description: The tables S1-S7 for the paper "The Critical Driving Factors and Strategies to Implement Human-GenAI Collaboration in Dynamic International Construction Project Teams"
DOI: 10.5281/zenodo.18779463
title: SUPPLEMENTARY FOR "The Critical Driving Factors and Strategies to Implement Human-GenAI Collaboration in Dynamic International Construction Project Teams"

description: The tables S1-S7 for the paper "The Critical Driving Factors and Strategies to Implement Human-GenAI Collaboration in Dynamic International Construction Project Teams"
DOI: 10.15468/dl.y39kaq
title: Occurrence Download

description: A dataset containing 10815 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus maritimus"
 ]
}

 The dataset includes 10815 records from 163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002146-260225131425191/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3x8hfs
title: Occurrence Download

description: A dataset containing 4478 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Abelia R.Br."
 ]
}

 The dataset includes 4478 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010484-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ka9vd
title: Occurrence Download

description: A dataset containing 1163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Himatione sanguinea (J.F.Gmelin, 1788)"
 ]
}

 The dataset includes 1163 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003817-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1411536.10fu
title: SH1411536.10FU

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.