cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17404548
title: Simulated Data for article "The Role of Ranking Information in AHP with Limited Pairwise Comparisons"

description: Simulated Data for the article "The Role of Ranking Information in AHP with Limited Pairwise Comparisons".

First, Consistent PCM is generated for n= 4, 5, 6, 7. Then Lognormal noise is added 

\[

\hat{a}_{ij} = a_{ij} \cdot e^{\eta}, \quad \eta \sim N(0, \sigma^2),

\]where \sigma = 0.5, 1.0, 1.5, 2.0, 2.5.After that incomplete PCM is generated by using 5 methods: Star, Cycle, AHP express, C-AHP and CC-AHP.The benchmark also created in the geometric_mean file.The performance is recored in






performance_measures_subset_10000samples_combined.pkl
DOI: 10.15468/dl.5psuy2
title: Occurrence Download

description: A dataset containing 23425 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "TaxonKey is Plantae",
 "GadmGid is one of (CHN.10_1, CHN.11_1, CHN.15_1, CHN.17_1, CHN.18_1, CHN.19_1, CHN.23_1, CHN.24_1, CHN.31_1, JPN, KOR, PRK, RUS.12_1, RUS.24_1, RUS.28_1, RUS.3_1, RUS.40_1, RUS.56_1, RUS.60_1, RUS.61_1, RUS.83_1, MNG, TWN)"
 ]
 },
 "TaxonKey is one of (Betula [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 23425 records from 186 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048648-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vzeapk
title: Occurrence Download

description: A dataset containing 7065 records in GBIF matching the query:

SELECT 
 "year", 
 countrycode,
 speciesKey,
 scientificname,
 COUNT(*) AS occ_count
FROM occurrence
WHERE "year" &gt; 1969 AND "year" &lt; 2025
 AND hasCoordinate = TRUE
 AND hasgeospatialissues = FALSE
 AND speciesKey IS NOT NULL
 AND countryCode IS NOT NULL
 AND classKey = 361
 AND basisOfRecord != 'FOSSIL_SPECIMEN'
 AND taxonrank = 'SPECIES'
 AND datasetKey = '50c9509d-22c7-4a22-a47d-8c48425ef4a7' 
 GROUP BY 
speciesKey,
scientificname, 
"year",
countrycode;


 The dataset's 7065 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048642-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.843gq3
title: Occurrence Download

description: A dataset containing 29421 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "TaxonKey is Plantae",
 "GadmGid is one of (CHN.10_1, CHN.11_1, CHN.15_1, CHN.17_1, CHN.18_1, CHN.19_1, CHN.23_1, CHN.24_1, CHN.31_1, JPN, KOR, PRK, RUS.12_1, RUS.24_1, RUS.28_1, RUS.3_1, RUS.40_1, RUS.56_1, RUS.60_1, RUS.61_1, RUS.83_1, MNG, TWN)"
 ]
 },
 "TaxonKey is one of (Carpinus [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 29421 records from 180 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048649-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00011881
title: Modeling Resistance Trends to Inform Stewardship Policies 3

description: Antimicrobial resistance (AMR) is one of the most pressing global health threats of our time. As bacteria and other pathogens evolve to resist the drugs designed to kill them, infections become harder to treat, leading to prolonged illness, higher medical costs, and increased mortality. In many low- and middle-income countries, including Nigeria, the lack of timely data and predictive tools makes it difficult for health systems to respond effectively.

Ducit Blue Solutions, through its work with the Commonwealth Partnerships for Antimicrobial Stewardship (CwPAMS) and the Fleming Fund, has been at the forefront of AMR surveillance and capacity building across sub-Saharan Africa. This proposed research builds on that foundation by using advanced data modeling to analyze resistance trends across pathogens, regions, and time periods.

By accessing the AMR dataset, this project will develop predictive models that identify emerging resistance patterns and forecast future risks. These insights will be used to inform antimicrobial stewardship policies, guide clinical decision-making, and support public health planning.


This research will achieve the following:
1. By identifying resistance trends early, clinicians can make better-informed decisions about which antibiotics to prescribe, reducing treatment failures and improving recovery rates.

2. The models will help stewardship programs target the most problematic resistance mechanisms and pathogens, optimizing antibiotic use and minimizing unnecessary prescriptions.

3. Health authorities will gain actionable insights into AMR hotspots and trends, enabling more effective interventions, resource allocation, and outbreak preparedness.

4. Integrating predictive analytics into national and regional surveillance systems will enhance data-driven decision-making, build resilience, and support long-term health system planning.
DOI: 10.15468/dl.yzh696
title: Occurrence Download

description: A dataset containing 1059862 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Gasteria carinata, Amyema lucasii, Chiococca alba, Rubus postumus, Trisetum flavescens, Sedum maireanum, Caragana leiocalycina, Hyaenanche globosa, Amyema congener, Combretum indicum, Claytonia megarhiza, Biscutella valentina, Goodenia holtzeana, Jasminum glaucum, Trachelanthus cerinthoides, Petrosedum ochroleucum, Drimia ciliata, Thesium confusum, Verticordia nitens, Hesperis, Anthemis macrotis, Zyrphelis foliosa, Lathrocasis tenerrima, Dracaena aethiopica, Bellevalia paradoxa, Thesium brachystylum, Aeonium nobile, Ceratocnemum, Bletia mexicana, Bahiopsis carterae, Gorteria piloselloides, Aeonium canariense, Anthemis alpestris, Drimia ecklonii, Aeonium smithii, Antimima pilosula, Alchemilla buseri, Geranium makmelicum, Festuca lambinonii, Alchemilla serbica, Nothoscordum gracile, Argyrolobium angustissimum, Schlagintweitia huteri, Atriplex turbinata, Chiropetalum tricuspidatum, Argyrolobium baptisioides, Atriplex coulteri, Frangula purshiana, Marcus-Kochia arenaria, Geranium harveyi, Ranunculus dregei, Antimima tuberculosa, Curio radicans, Antimima brevicarpa, Rostraria litorea, Baccharis juncea, Eberlanzia sedoides, Antimima vanzijlii, Alchemilla ellenbergiana, Thinopyrum flaccidifolium, Festuca rothmaleri, Astrebla lappacea, Sparaxis bulbifera, Alchemilla maroccana, Cydonia oblonga, Ceropegia caffra, Linaria repens, Pembertonia latisquamea, Cymbalaria acutiloba, Ferula oopoda, Trichodesma zeylanicum, Euphorbia nocens, Prismatocarpus pedunculatus, Prismatocarpus diffusus, Lotus alpinus, Lawrencia helmsii, Bulbophyllum scaberulum, Lastarriaea coriacea, Chenopodium drummondii, Brachyscome graminea, Mentzelia jonesii, Wahlenbergia macrostachys, Arabidopsis arenosa, Chenopodium spinescens, Ceropegia elongata, Linaria vulgaris, Chenopodium iranicum, Wahlenbergia rubioides, Threlkeldia inchoata, Bupleurum gussonei, Hilliardiella elaeagnoides, Psephellus sintenisii, Parapholis filiformis, Ugni molinae, Chaenostoma multiramosum, Brachylaena neriifolia, Calamagrostis drummondii, Lonicera italica, Schizaea pectinata, Hackelia deflexa)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1059862 records from 3386 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048638-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18136291
title: Codes for: Gamma oscillations provide a stable geometric scaffold for color representation in primate inferior temporal cortex

description: Code Repository for: Gamma oscillations provide a stable geometric scaffold for color representation in primate inferior temporal cortex

This repository contains the custom MATLAB analysis code and toolboxes associated with the manuscript "Gamma oscillations provide a stable geometric scaffold for color representation in primate inferior temporal cortex".

The code provided here enables the reproduction of the key computational analyses reported in the study, specifically focusing on the geometric and dynamic properties of neural representations in the primate cortex.

Key Analysis Pipelines Included:





Demixed Principal Component Analysis (dPCA): Scripts for extracting neural manifolds, calculating Mahalanobis distances, and visualizing dynamic state-space trajectories.




Multivariate Pattern Analysis (MVPA): A comprehensive decoding framework including Time-Frequency Representation (TFR) calculation, Searchlight spatial decoding, and Cross-Temporal generalization analysis.



Version 1.0 Note: This initial release contains analytical code and custom toolboxes only. The raw and preprocessed electrocorticography (ECoG) datasets required to execute these scripts will be made available in a subsequent update (Version 2.0) upon manuscript acceptance.

For detailed usage instructions and pipeline workflows, please refer to the readme.txt included in the file list.

For any questions or issues regarding this repository, please contact:

Hisashi Tanigawa, Ph.D. (hisashi.q@gmail.com)
DOI: 10.5281/zenodo.18136290
title: Codes for: Gamma oscillations provide a stable geometric scaffold for color representation in primate inferior temporal cortex

description: Code Repository for: Gamma oscillations provide a stable geometric scaffold for color representation in primate inferior temporal cortex

This repository contains the custom MATLAB analysis code and toolboxes associated with the manuscript "Gamma oscillations provide a stable geometric scaffold for color representation in primate inferior temporal cortex".

The code provided here enables the reproduction of the key computational analyses reported in the study, specifically focusing on the geometric and dynamic properties of neural representations in the primate cortex.

Key Analysis Pipelines Included:





Demixed Principal Component Analysis (dPCA): Scripts for extracting neural manifolds, calculating Mahalanobis distances, and visualizing dynamic state-space trajectories.




Multivariate Pattern Analysis (MVPA): A comprehensive decoding framework including Time-Frequency Representation (TFR) calculation, Searchlight spatial decoding, and Cross-Temporal generalization analysis.



Version 1.0 Note: This initial release contains analytical code and custom toolboxes only. The raw and preprocessed electrocorticography (ECoG) datasets required to execute these scripts will be made available in a subsequent update (Version 2.0) upon manuscript acceptance.

For detailed usage instructions and pipeline workflows, please refer to the readme.txt included in the file list.

For any questions or issues regarding this repository, please contact:

Hisashi Tanigawa, Ph.D. (hisashi.q@gmail.com)
DOI: 10.15468/dl.jsjnbm
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ochroma lagopus"
 ]
}

 The dataset includes 167 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071627-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8ask7
title: Occurrence Download

description: A dataset containing 800352 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "GadmGid is AUS.11_1",
 "Geometry POLYGON((115.65084 -32.61792,115.62447 -32.98193,115.37652 -33.43035,114.85424 -33.39342,114.90172 -34.15838,115.32904 -34.63845,116.64264 -35.09742,117.57114 -35.12907,117.9668 -35.11852,118.13034 -34.98136,118.40994 -34.84419,115.65084 -32.61792))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 800352 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071611-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18138095
title: Menden, Neue Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.18138096
title: Menden, Neue Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.6084/m9.figshare.30993370
title: Pathogenesis and phenotypic characteristics of <i>Candida parapsilosis</i> haploids induced by voriconazole

description: Pathogenesis and phenotypic characteristics of Candida parapsilosis haploids induced by voriconazole
DOI: 10.6084/m9.figshare.30993370.v1
title: Pathogenesis and phenotypic characteristics of <i>Candida parapsilosis</i> haploids induced by voriconazole

description: Pathogenesis and phenotypic characteristics of Candida parapsilosis haploids induced by voriconazole
DOI: 10.5281/zenodo.18138112
title: Fe-OC data

description: This is the data submitted to the journal, including Fourier spectroscopy analysis, OC content determination and other related data.
DOI: 10.5281/zenodo.18138113
title: Fe-OC data

description: This is the data submitted to the journal, including Fourier spectroscopy analysis, OC content determination and other related data.
DOI: 10.15468/dl.4vfmsc
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isthmura gigantea (Taylor, 1939)"
 ]
}

 The dataset includes 151 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009697-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kk9k4e
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Primula alpicola (W.W.Sm.) Stapf"
 ]
}

 The dataset includes 98 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0094771-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xyrfwc
title: Occurrence Download

description: A dataset containing 977 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scincus scincus (Linnaeus, 1758)"
 ]
}

 The dataset includes 977 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0133842-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g9pdtm
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ranunculus hawaiensis A.Gray"
 ]
}

 The dataset includes 113 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100114-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g4tdy9
title: Occurrence Download

description: A dataset containing 128377 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trisetaria loeflingiana (L.) Paunero, Trisetum flavescens (L.) P.Beauv.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 128377 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329950-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.529dsq
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Craterocephalus randi Nichols & Raven, 1934"
 ]
}

 The dataset includes 27 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329977-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7n8y5
title: Occurrence Download

description: A dataset containing 6628 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database on Forest Disturbances in Europe"
 ]
}

 The dataset includes 6628 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100137-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17903/fk2/vwbfcd
title: Internal displacement people (IDP) in Somalia between 2016 to 2019

description: Rapid climate changes have reflections on all different aspects of our lives, one prominent effect is detreating the living conditions vastly in particular areas where people have no choice but to flee. Despite the acknowledgement of this topic, the dynamic of the relationship between environmental factors and human mobility is yet to be studied in detail. This study aims to investigate the use of advanced remote sensing analytics for developing advanced climate indicators on a micro (district) level and to study the relationship between climate factors and internally displaced persons.
DOI: 10.15468/dl.wmcp76
title: Occurrence Download

description: A dataset containing 13163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Spilopelia senegalensis",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 13163 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084970-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgfc4r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spinocalanus similis Brodsky, 1950"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132840-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrm9es
title: Occurrence Download

description: A dataset containing 781859 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vireo flavifrons Vieillot, 1808"
 ]
}

 The dataset includes 781859 records from 148 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0382059-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kw45e6
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coleus marrubatus (J.K.Morton) A.J.Paton"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0084945-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h248qn
title: Occurrence Download

description: A dataset containing 549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Setaria viridis (L.) P.Beauv.",
 "Year 2000-2023"
 ]
}

 The dataset includes 549 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0100140-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xa95e6
title: Occurrence Download

description: A dataset containing 417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-93.08351 -25.85778,-48.08351 -25.85778,-48.08351 5.62262,-93.08351 5.62262,-93.08351 -25.85778))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chenopodium quinoa Willd."
 ]
}

 The dataset includes 417 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0329992-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.