cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6rurbz
title: Occurrence Download

description: A dataset containing 4623765 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= 66.79314043790278
 AND decimallatitude &lt;= 72.77152049497572
 AND decimallongitude &gt;= 17.960078459264157
 AND decimallongitude &lt;= 32.399858100975436
 AND GBIF_Within('POLYGON ((32.399858 66.793140, 32.399858 72.771520, 17.960078 72.771520, 17.960078 66.793140, 32.399858 66.793140))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 4623765 records were derived from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006773-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hg2mq
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bernice P. Bishop Museum",
 "TaxonKey is Litoria angiana"
 ]
}

 The dataset includes 178 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006791-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sx35up
title: Occurrence Download

description: A dataset containing 28 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 Atriplex erosa"
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006790-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwzyp6
title: Occurrence Download

description: A dataset containing 2692 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elliptio crassidens",
 "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 2692 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006792-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6behaq
title: Occurrence Download

description: A dataset containing 804 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-0.51112 51.2302,0.27143 51.2302,0.27143 51.71762,-0.51112 51.71762,-0.51112 51.2302))",
 "Geometry POLYGON((0.01798 51.47744,0.06049 51.47744,0.06049 51.50086,0.01798 51.50086,0.01798 51.47744))"
 ]
 },
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Populus nigra"
 ]
}

 The dataset includes 804 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006793-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcucvw
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triportheus trifurcatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 66 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006794-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18435289
title: Final datasets for "A comprehensive benchmark of sequence-based subcellular localization predictors for human proteins"

description: Final test and train datasets as well as proposed hierarchical label set for human protein subcellular localization prediction.
DOI: 10.5281/zenodo.18435290
title: Final datasets for "A comprehensive benchmark of sequence-based subcellular localization predictors for human proteins"

description: Final test and train datasets as well as proposed hierarchical label set for human protein subcellular localization prediction.
DOI: 10.5281/zenodo.18603047
title: THE САTEGОRY ОF PОLITENESS IN THE АSPEСT ОF INTERСULTURАL СОMMUNIСАTIОN (ОN THE MАTERIАL ОF ENGLISH АND UZBEK СULTURES)

description: This article explores the category of politeness within the framework of intercultural communication, based on the comparative analysis of English and Uzbek cultures. Politeness is considered a key pragmatic and socio-cultural category that regulates interpersonal interaction and reflects national values, communicative norms, and cultural traditions. The study examines linguistic and extra-linguistic means of expressing politeness in English and Uzbek, including forms of address, speech etiquette, indirectness, honorifics, and contextual factors. Special attention is paid to cultural differences in the perception of politeness strategies, such as individualism versus collectivism, power distance, and social hierarchy. The findings demonstrate that while English politeness is often characterized by indirectness, mitigation, and personal autonomy, Uzbek politeness emphasizes respect, hospitality, social harmony, and hierarchical relations. The article highlights the importance of understanding culturally specific politeness norms to avoid pragmatic failures and communicative misunderstandings in intercultural interactions. The results may be useful for linguists, translators, language teachers, and specialists involved in intercultural communication.
DOI: 10.5281/zenodo.18603046
title: THE САTEGОRY ОF PОLITENESS IN THE АSPEСT ОF INTERСULTURАL СОMMUNIСАTIОN (ОN THE MАTERIАL ОF ENGLISH АND UZBEK СULTURES)

description: This article explores the category of politeness within the framework of intercultural communication, based on the comparative analysis of English and Uzbek cultures. Politeness is considered a key pragmatic and socio-cultural category that regulates interpersonal interaction and reflects national values, communicative norms, and cultural traditions. The study examines linguistic and extra-linguistic means of expressing politeness in English and Uzbek, including forms of address, speech etiquette, indirectness, honorifics, and contextual factors. Special attention is paid to cultural differences in the perception of politeness strategies, such as individualism versus collectivism, power distance, and social hierarchy. The findings demonstrate that while English politeness is often characterized by indirectness, mitigation, and personal autonomy, Uzbek politeness emphasizes respect, hospitality, social harmony, and hierarchical relations. The article highlights the importance of understanding culturally specific politeness norms to avoid pragmatic failures and communicative misunderstandings in intercultural interactions. The results may be useful for linguists, translators, language teachers, and specialists involved in intercultural communication.
DOI: 10.15468/dl.ya6vmb
title: Occurrence Download

description: A dataset containing 72 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 Atriplex farinosa"
 ]
}

 The dataset includes 72 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006797-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nd23t
title: Occurrence Download

description: A dataset containing 468380484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 468380484 records from 14764 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006743-260208012135463/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.29626826
title: rawdata.zip

description: All the raw data you need for the data anlysis. Include all three groups(45,-45,90).
DOI: 10.6084/m9.figshare.29626826.v1
title: rawdata.zip

description: All the raw data you need for the data anlysis. Include all three groups(45,-45,90).
DOI: 10.15468/dl.d6t277
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lachenalia peersii"
 ]
}

 The dataset includes 469 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033842-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5nf8x
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Xylocopa similis"
 ]
}

 The dataset includes 136 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033844-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/lmznjw
title: Herbarium specimens of Société des Sciences Naturelles et Mathématiques de Cherbourg (CHE)

description: The herbarium has an important regional interest. Two
 important
 collections : A. Le Joli and L. Corbière.
DOI: 10.15468/dl.y4k26t
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Xylocopa nigrocincta"
 ]
}

 The dataset includes 238 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033840-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zvfur
title: Occurrence Download

description: A dataset containing 129 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Struthiola thomsonii",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 129 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033841-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptndg4
title: Occurrence Download

description: A dataset containing 282446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Falco tinnunculus"
 ]
}

 The dataset includes 282446 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033834-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16049035
title: Supporting data for UED experiments on cis-stilbene
DOI: 10.5281/zenodo.16049034
title: Supporting data for UED experiments on cis-stilbene
DOI: 10.15468/dl.z9ndwp
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Achillea millefolium, Achillea ptarmica, Alopecurus geniculatus, Arion vulgaris, Arthurdendyus triangulatus, Boletus edulis, Bonnemaisonia hamifera, Branta canadensis, Campylopus introflexus, Carum carvi, Centaurea scabiosa, Chalciporus piperatus, Cygnus olor, Descolea antarctica, Elymus repens, Epilobium ciliatum, Equisetum variegatum, Erythranthe guttata, Globodera pallida, Globodera rostochiensis, Glyceria maxima, Holcus lanatus, Iris pseudacorus, Lactarius quieticolor, Lactarius rufus, Lathyrus pratensis, Lepus timidus, Lotus corniculatus, Lotus pedunculatus, Myosotis discolor, Myrrhis odorata, Oryctolagus cuniculus, Persicaria amphibia, Phalaris arundinacea, Poa trivialis, Pseudopolydora paucibranchiata, Rana temporaria, Rattus norvegicus, Rumex acetosella, Russula sardonia, Sinapis arvensis, Suillus bovinus, Suillus granulatus, Suillus grevillei, Suillus luteus, Tanacetum vulgare, Trifolium repens, Tussilago farfara, Veronica beccabunga, Vicia cracca, Vicia sepium)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 },
 "Geometry MULTIPOLYGON (((-6.333992 62.27205, -6.287109 62.28701, -6.34853 62.30269, -6.387954 62.28254, -6.409764 62.26785, -6.379287 62.23342, -6.321747 62.25466, -6.333992 62.27205)), ((-6.458506 62.30541, -6.481536 62.33183, -6.496907 62.33759, -6.550938 62.38977, -6.569905 62.39277, -6.590402 62.37937, -6.550607 62.35372, -6.546061 62.31128, -6.567375 62.30753, -6.531017 62.27164, -6.524242 62.29216, -6.437403 62.277, -6.415741 62.30809, -6.453656 62.31598, -6.458506 62.30541)))"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033845-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtamnf
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Xylocopa rufidorsum"
 ]
}

 The dataset includes 76 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033846-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqfrkz
title: Occurrence Download

description: A dataset containing 5474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Lathyrus palustris",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than 1000",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 301"
 ]
 }
 },
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 999"
 ]
 }
 }
 ]
}

 The dataset includes 5474 records from 90 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033847-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72cwm2
title: Occurrence Download

description: A dataset containing 625 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oenothera acaulis"
 ]
}

 The dataset includes 625 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033848-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjhmkm
title: Occurrence Download

description: A dataset containing 228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lachenalia juncifolia"
 ]
}

 The dataset includes 228 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033849-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/9axq0b
title: Herbarium specimens of Herbiers Universitaires de Clermont-Ferrand (CLF)

description: The University Herbaria of Clermont-Ferrand are the
 third national botanical collection. This is a huge scientific
 heritage which has more than 430 000 units, combined for four
 centuries by hundreds of botanists
DOI: 10.15468/dl.ggd8v4
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pedicularis tricolor"
 ]
}

 The dataset includes 51 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033850-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16365725
title: Hybrid transformers (HT) have the advantages of the conventional transformer, the regulatory abilities of power electronic converters, and reduce the impact of the grid. The impacts of the existing grid are voltage sag, voltage swell, harmonic distortion, and voltage unbalanced. The power electronic converter has a controllable advantage such as regulating the voltage and can transfer only a fraction of the power. In this paper, the proposed back-to-back converter included an active front rectifier and a modular multilevel converter (MMC) was simulated by MATLAB/Simulink software. The proposed back-to-back converter was used at the primary side of the distribution transformer to compensate for the voltage sag and swell issues. The simulation results were obtained under different conditions such as various supply voltages and various loads. Hence, the proposed system has the ability to regulate the output voltage under various conditions.
DOI: 10.5281/zenodo.16365726
title: Hybrid transformers (HT) have the advantages of the conventional transformer, the regulatory abilities of power electronic converters, and reduce the impact of the grid. The impacts of the existing grid are voltage sag, voltage swell, harmonic distortion, and voltage unbalanced. The power electronic converter has a controllable advantage such as regulating the voltage and can transfer only a fraction of the power. In this paper, the proposed back-to-back converter included an active front rectifier and a modular multilevel converter (MMC) was simulated by MATLAB/Simulink software. The proposed back-to-back converter was used at the primary side of the distribution transformer to compensate for the voltage sag and swell issues. The simulation results were obtained under different conditions such as various supply voltages and various loads. Hence, the proposed system has the ability to regulate the output voltage under various conditions.
DOI: 10.5281/zenodo.16365624
title: BIWT Test Data

description: AnnData object used in the BIWT example, provided here for reproducibility and reference.

To use this dataset, first install PhysiCell Studio following their instructions here.

Second, launch PhysiCell Studio using the following command from a terminal:

```sh

cd path/to/studio/folder

python ./bin/studio.py --biwt

```

In the `Config Basics` tab that the GUI opens up on, set the `Xmin` and `Xmax` values to `-750` and `750`, respectively. Set `Ymin` and `Ymax` to the same values.

Navigate to the `ICs > BIWT` subtab and click the `Import` button. Select the file downloaded from here.

The first window that will pop up lists all the features of the samples (Visium spots in this dataset). Select `mle_cell_type`.

The next window will ask if you want to use the spatial data found in `imagerow` and `imagecol`. Select `Yes` and click `Continue`.

Curate the cell types as follows:



Merge: B cell, Endocrine, Endothelial, Fibroblast, Macrophage, Neutrophil, Stellate, iCAF, myCAF

Merge: all Epithelial subtypes

Keep: T cell


Click `Continue`. Rename the groups: `other`, `cancer`, and `cd8`, respectively. Click `Continue`.

Click `Plot` and then `Continue`.

Choose the name of the desired output file and `Overwrite`. Then `Finish`.

The generated file is ready for initializing the PhysiCell model provided here.
DOI: 10.5281/zenodo.16365625
title: BIWT Test Data

description: AnnData object used in the BIWT example, provided here for reproducibility and reference.

To use this dataset, first install PhysiCell Studio following their instructions here.

Second, launch PhysiCell Studio using the following command from a terminal:

```sh

cd path/to/studio/folder

python ./bin/studio.py --biwt

```

In the `Config Basics` tab that the GUI opens up on, set the `Xmin` and `Xmax` values to `-750` and `750`, respectively. Set `Ymin` and `Ymax` to the same values.

Navigate to the `ICs > BIWT` subtab and click the `Import` button. Select the file downloaded from here.

The first window that will pop up lists all the features of the samples (Visium spots in this dataset). Select `mle_cell_type`.

The next window will ask if you want to use the spatial data found in `imagerow` and `imagecol`. Select `Yes` and click `Continue`.

Curate the cell types as follows:



Merge: B cell, Endocrine, Endothelial, Fibroblast, Macrophage, Neutrophil, Stellate, iCAF, myCAF

Merge: all Epithelial subtypes

Keep: T cell


Click `Continue`. Rename the groups: `other`, `cancer`, and `cd8`, respectively. Click `Continue`.

Click `Plot` and then `Continue`.

Choose the name of the desired output file and `Overwrite`. Then `Finish`.

The generated file is ready for initializing the PhysiCell model provided here.
DOI: 10.15468/dl.m47ksu
title: Occurrence Download

description: A dataset containing 639 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Portulaca oleracea",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 639 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033851-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbjsdg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum distichum",
 "Country is North Macedonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033855-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zrg5gb
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Portulaca oleracea",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 68 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033852-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.