cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.18130/v3/4dwnrh
title: Synthetic Population for Georgia, US (ver. 2.4.0)

description: The synthetic population for the state of Georgia is constructed to be statistically indistinguishable from the real population at the spatial resolution of a US block group as measured by the US Census on selected demographic variables, which in this case are age (AGEP), household income (HINCP), household size (NP), race (RAC1P) and hispanic (HISP). The population includes people and households with demographic characteristics along with residential locations and general activity locations at parcel-level resolution and accuracy. All individuals are assigned activity sequences and activity locations through statistical matching methods. Finally, a contact network is constructed. The precise way in which this is done depends on the intended scenario. Here the target application is epidemic spread of influenza-like diseases, and the construction of the network is done at each location through a modified Erdos-Renyi random graph.
DOI: 10.18130/v3/zb0sgl
title: Synthetic Population for Massachusetts, US (ver. 2.4.0)

description: The synthetic population for the state of Massachusetts is constructed to be statistically indistinguishable from the real population at the spatial resolution of a US block group as measured by the US Census on selected demographic variables, which in this case are age (AGEP), household income (HINCP), household size (NP), race (RAC1P) and hispanic (HISP). The population includes people and households with demographic characteristics along with residential locations and general activity locations at parcel-level resolution and accuracy. All individuals are assigned activity sequences and activity locations through statistical matching methods. Finally, a contact network is constructed. The precise way in which this is done depends on the intended scenario. Here the target application is epidemic spread of influenza-like diseases, and the construction of the network is done at each location through a modified Erdos-Renyi random graph.
DOI: 10.18130/v3/ueauur
title: Sub Saharan Africa Surgical Outcomes Data Dictionary

description: A data dictionary for the Sub Saharan Africa Surgical Outcomes Dataset.
DOI: 10.18130/v3/3itqe4
title: Sub Saharan Africa Surgical Outcomes Dataset: Site 1

description: This dataset includes 598 intraoperative anesthesia records from an academic center in sub-Saharan Africa. The team photographed completed intraoperative anesthesia records using a smartphone, de-identified the images, and securely uploaded them to a HIPAA-compliant server. The team collected the following comprehensive intraoperative data: demographic data, medication data, hemodynamic data, physiological data, anesthesia type, surgery type, postoperative length of stay, and 30-day postoperative mortality. This dataset can be used to identify patterns of intraoperative anesthesia practice and predict postoperative length of stay and risk of mortality based on intraoperative variables.

Intraoperative anesthesia data encompasses a wide range of information that is essential for patient care during surgical procedures. However, capturing this depth of information is particularly challenging in low- and middle-income countries (LMICs), where the current electronic intraoperative anesthesia datasets are often limited in scope. As a result, a significant number of key data elements, which could be vital for clinical decision-making and research, are either missing or not available. This limitation hinders the ability to fully understand and improve patient outcomes in LMICs, so this dataset fills a critical gap by developing a method to include all data elements from the intraoperative anesthesia records. 

This data is patient data, but is not HIPAA regulated, and has been approved by all parties and Institutional Review Boards (IRBs) for public release.
DOI: 10.18130/v3/7hhlwm
title: Sub Saharan Africa Surgical Outcomes Dataset: Site 2

description: This dataset includes 2066 intraoperative anesthesia records from an academic center in sub-Saharan Africa. The team photographed completed intraoperative anesthesia records using a smartphone, de-identified the images, and securely uploaded them to a HIPAA-compliant server. The team collected the following comprehensive intraoperative data: demographic data, medication data, hemodynamic data, physiological data, anesthesia type, surgery type, postoperative length of stay, and 30-day postoperative mortality. This dataset can be used to identify patterns of intraoperative anesthesia practice and predict postoperative length of stay and risk of mortality based on intraoperative variables.

Intraoperative anesthesia data encompasses a wide range of information that is essential for patient care during surgical procedures. However, capturing this depth of information is particularly challenging in low- and middle-income countries (LMICs), where the current electronic intraoperative anesthesia datasets are often limited in scope. As a result, a significant number of key data elements, which could be vital for clinical decision-making and research, are either missing or not available. This limitation hinders the ability to fully understand and improve patient outcomes in LMICs, so this dataset fills a critical gap by developing a method to include all data elements from the intraoperative anesthesia records. 

This data is patient data, but is not HIPAA regulated, and has been approved by all parties and Institutional Review Boards (IRBs) for public release.
DOI: 10.18130/v3/m7hjhl
title: Sub Saharan Africa Surgical Outcomes Datasheet

description: A datasheet for the Sub Saharan Africa Surgical Outcomes Dataset from the paper "Datasheets for Datasets" https://doi.org/10.48550/arXiv.1803.09010.
Provides a Q&A of the most common and pertinent questions concerning this dataset.
DOI: 10.18130/v3/va6cm8
title: Walaszek Dissertation R Scripts

description: R scripts for the data organization, filtering, and analysis of my Doctoral dissertation work focused on the association of Social Determinants of Health and return to sport and long-term outcomes in individuals after anterior cruciate ligament reconstruction (ACLR). There are a total of 9 R scripts across 3 manuscripts. The 'filter' scripts are for data management and filtering to create sub-datasets from the master dataset while the analyses scripts (BLR and LGM) are for the statistical analyses related to each sub-dataset.
description: 1) MWDiss_man1_filter_FINAL.R: Data organization, management, and filtering to create sub-datasets for manuscript 1 for each ACLR return to sport outcome variable of interest.
2) MWDiss_man1_lmer_FINAL.R: Analysis of each sub-dataset from MWDiss_man1_filter_FINAL.R using latent growth model with the lmer() function.
3) MWDiss_man2_filter_FINAL.R: Data organization, management, and filtering to create sub-datasets for manuscript 2 for each ACLR long-term outcome variable of interest.
4) MWDiss_man2_BLR_FINAL.R: Analysis of each sub-dataset from MWDiss_man2_filter_FINAL.R using binomial logistic regression using glm() function.
5) MWDiss_man3_part 1_filter_FINAL.R: Part 1 of 3 for data organization, management, and filtering to create sub-datasets for manuscript 3 for each ACLR return to sport outcome variable of interest.
6) MWDiss_man3_part 2_climate_FINAL.R: Part 2 of 3 for data organization, management, and filtering for data for the climate analyses for manuscript 3.
7) MWDiss_man3_part 3_site characteristics_FINAL.R: Part 3 of 3 for data organization, management, and filtering for data for the site characteristics analyses for manuscript 3.
8) MWDiss_man3_LGM_Climate_FINAL.R: Analysis of each sub-dataset from MWDiss_man3_part 2_climate_FINAL.R using latent growth model with the lmer() function.
9) MWDiss_man3_LGM_SiteChar_FINAL.R: Analysis of each sub-dataset from MWDiss_man3_part 2_site characteristics_FINAL.R using latent growth model with the lmer() function.
DOI: 10.18130/v3/b35xwx
title: Cell Maps for Artificial Intelligence - March 2025 Data Release (Beta)

description: This dataset is the March 2025 Data Release of Cell Maps for Artificial Intelligence (CM4AI; CM4AI.org), the Functional Genomics Grand Challenge in the NIH Bridge2AI program. This Beta release includes perturb-seq data in undifferentiated KOLF2.1J iPSCs; SEC-MS data in undifferentiated KOLF2.1J iPSCs and iPSC-derived NPCs, neurons, and cardiomyocytes; and IF images in MDA-MB-468 breast cancer cells in the presence and absence of chemotherapy (vorinostat and paclitaxel). CM4AI output data are packaged with provenance graphs and rich metadata as AI-ready datasets in RO-Crate format using the FAIRSCAPE framework. Data presented here will be augmented regularly through the end of the project. CM4AI is a collaboration of UCSD, UCSF, Stanford, UVA, Yale, UA Birmingham, Simon Fraser University, and the Hastings Center. This data is Copyright (c) 2025 The Regents of the University of California except where otherwise noted. Spatial proteomics raw image data is copyright (c) 2025 The Board of Trustees of the Leland Stanford Junior University. Dataset licensed for reuse under Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International license (https://creativecommons.org/licenses/by-nc-sa/4.0/). Attribution is required to the copyright holders and the authors. Any publications referencing this data or derived products should cite the Related Publication below, as well as directly citing this data collection (2025-03-04).
DOI: 10.18130/v3/aostg4
title: High thermoelectric power factor in Ni-Fe alloy for active cooling applications

description: Data as a part of data sharing for journal publication
DOI: 10.18130/v3/rxbax5
title: :unav

description: :unav
DOI: 10.15468/dl.esy9an
title: Occurrence Download

description: A dataset containing 467 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Spain, Portugal)",
 "TaxonKey is Anacamptis papilionacea (L.) R.M.Bateman, Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 467 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002512-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vasdxp
title: Occurrence Download

description: A dataset containing 999555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acamptopappus sphaerocephalus (Harv. & A.Gray) A.Gray, Claytonia perfoliata Donn., Lycium berlandieri Dunal, Calyptridium monandrum Nutt., Galium aparine L., Camissoniopsis pallida (Abrams) W.L.Wagner & Hoch, Castilleja angustifolia (Nutt.) G.Don, Phlox longifolia Nutt., Lycium exsertum A.Gray, Phacelia crenulata Torr. ex S.Watson, Simmondsia chinensis (Link) C.K.Schneid., Myriopteris wrightii (Hook.) Grusz & Windham, Camissoniopsis confusa (P.H.Raven) W.L.Wagner & Hoch, Acmispon intricatus (Eastw.) Brouillet, Astrolepis cochisensis (Goodd.) D.M.Benham & Windham)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 999555 records from 4052 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002489-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhub5b
title: Occurrence Download

description: A dataset containing 492616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Erithacus rubecula (Linnaeus, 1758)"
 ]
}

 The dataset includes 492616 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037886-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqf4ra
title: Occurrence Download

description: A dataset containing 3804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neverita duplicata (Say, 1822)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 3804 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062184-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q12xp6
title: Occurrence Download

description: A dataset containing 382236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galium aparine L.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 382236 records from 807 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037887-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhxx6u
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrobrachium caementarius (Molina, 1782)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 114 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058744-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f6gh7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Choeroichthys latispinosus Dawson, 1978"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0346432-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbqdmk
title: Occurrence Download

description: A dataset containing 3458020 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erithacus rubecula (Linnaeus, 1758)"
 ]
}

 The dataset includes 3458020 records from 971 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037889-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23b7f4
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Kenya",
 "OccurrenceStatus is Present",
 "TaxonKey is Opuntia stricta",
 "Year 1965-2025"
 ]
}

 The dataset includes 339 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005094-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13534908
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.3u6n55
title: Occurrence Download

description: A dataset containing 31543586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "InstitutionCode is iNaturalist",
 "Country is United States of America",
 "Year is greater than or equal to 2010"
 ]
}

 The dataset includes 31543586 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005069-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7za-dt6-5fa
title: Melitaea phoebe [Denis & Schiffermüller], 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t2d-yyx-x89
title: Fabriciana adippe ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-fkyj
title: PAN-00056505 - coin/coin-related, Adriaan van Gaveren (1480- ??), dubbele mijt (?)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00056505&lt;/p&gt;
description: Modified: 2020-10-13T16:10:56+02:00
DOI: 10.3535/86x-4wl-cte
title: Laringa castelnaui (Felder, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gsz-vz5-r6r
title: Acraea semivitrea Aurivillius, 1895

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5q3-tgl-xxs
title: Acraea igola Trimen, 1889

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v6l-72j-ydm
title: Euthalia cyanipardus (Butler, 1868)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-gcbm
title: Zutphen, Plangebied De Enk/Zuiderpark

description: &lt;p&gt;Tijdens het karterend booronderzoek zijn in hoofdzaak twee lithologische eenheden aangetroffen. Dit betreffen rivierduinen en fluviatiele afzettingen. De rivierduinen zijn in de Laat-Weichselien ontstaan door uitblazing van zand uit het IJsseldal. De fluviatiele afzettingen zijn aanzienlijk jonger en mogelijk gesedimenteerd als gevolg van overstromingen vanuit de Rijn in de vroege-middeleeuwen, waarbij lemig materiaal bij hoogwater als gevolg van duin- en of oeverwaldoorbraken in lagere delen van het rivierduinlandschap is afgezet. De top van rivierduinafzettingen liggen tussen circa 40 en 150 cm –mv (8,3 en 7,1 m +NAP). In het noordwestelijke deel van het plangebied worden rivierduinafzettingen al dan niet afgedekt door secundair verstoven zand en door fluviatiele afzettingen. De top van deze afzettingen ligt tussen 40 en 110 cm –mv (8,2 en 7,6 m +NAP). De C-horizont (zowel eolisch als fluviatiel) wordt afgedekt door een plaggendek of geroerde grond en in een aantal gevallen op de fluviatiele ondergrond ook door opgebracht zand. Bij controle van het opgeboorde materiaal is opvallend veel steenkool gevonden en enkele dateerbare resten uit de nieuwe tijd. Bij het onderzoek zijn geen aanwijzingen voor een vindplaats aangetroffen, echter gezien de archeologische indicatoren die op belendende percelen zijn gevonden, kan niet uitgesloten worden dat zich in de top van de rivierduinafzettingen, maar ook in de fluviatiele afzettingen archeologische resten bewaard zijn gebleven.&lt;/p&gt;
DOI: 10.3535/68g-g3c-bnf
title: Euthalia evelina sikandi Moore, 1857

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/25a-1w5-4ab
title: Acraea lycoa mediafra Stoneham, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tkd-6b7-bbh
title: Acraea encedon Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-gscp
title: PAN-00129828 - ring unspecified (Roman period)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00129828&lt;/p&gt;
description: Modified: 2023-05-01T17:54:47+02:00
DOI: 10.3535/gjm-a07-xc6
title: Acraea igati Boisduval, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/n3y-xrb-x5a
title: Issoria lathonia (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dm4-yq0-6xb
title: Adscita (Adscita) statices (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j9z-0n2-ngr
title: Tanaecia cocytus (Fabricius, 1787)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-h27p
title: PAN-00046165 - coin/coin-related, Stad Enkhuizen, (bakenlood)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00046165&lt;/p&gt;
description: Modified: 2020-06-18T10:00:55+02:00
DOI: 10.3535/1fb-57n-nh0
title: Acraea rahira Boisduval, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xxa-rmw-sqj
title: Macrothylacia rubi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cga-xk0-2h8
title: Melitaea diamina (Lang, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-hbfz
title: PAN-00041961 - button with solid head wirh flat base and separate wire shank

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00041961&lt;/p&gt;
description: Modified: 2019-10-11T16:25:27+02:00
DOI: 10.3535/bwa-gt6-yf7
title: Clostera anachoreta ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nbs-xw9-x9s
title: Melitaea agar Oberthür, 1886

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9l7-bte-yle
title: Dione juno Cramer, 1779

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfy-egp-83c
title: Stauropus fagi (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-k2ys
title: PAN-00080318 - military button, Dutch, post-Napoleonic

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00080318&lt;/p&gt;
description: Modified: 2022-09-13T14:15:31+02:00
DOI: 10.3535/d89-bha-kn4
title: Acraea acrita Hewitson, 1865

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hk3-ezf-rb9
title: Acraea lycia Fabricius, 1775

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kd7-8n0-0qq
title: Clostera curtula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.17026/dans-zyn-mur7
title: PAN-00097640 - button with mounting holes

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00097640&lt;/p&gt;
description: Modified: 2022-09-14T16:47:49+02:00
DOI: 10.3535/5rc-hrs-98h
title: Speyeria callippe laura (Edwards, 1879)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zbv-zd9-5x1
title: Eunica alcmena pomona Felder, 1867

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7yb-3zl-j6x
title: Acraea Fabricius, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yxp-f0j-hrg
title: Euthalia Hübner, 1819

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.