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

description: A dataset containing 2835 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albizia julibrissin Durazz."
 ]
}

 The dataset includes 2835 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d35tjjgjnx.1
title: 2D Geometric shapes with properties

description: The presented data is a set of 3,80,000 black and white images of a fixed resolution of 200 x 200 pixels Each image consists of one of the geometric shapes: Circle, Triangle, square, Rectangle, Rhombus, Parallelogram, Trapezium with one of the properties: diagonal, perpendicular, chord, radius, diameter., symbol showing sides are equal. In total 76 such classes are created. The background color is white and the foreground color when the shape is drawn is black. o A random rotation angle between -180° and 180°. A random shape perimeter. A random shape position inside the containing image. This dataset can be used for identification of shape using classification approach with deep learning. Choosing a 2D geometrical form dataset also helps understand the number of patterns in each class of particular shape.
DOI: 10.15468/dl.zhhh4b
title: Occurrence Download

description: A dataset containing 2668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Mallotus apelta (Lour.) Müll.Arg."
 ]
}

 The dataset includes 2668 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032940-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11099807
title: Supplementary Material for the paper entitled "Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data"

description: This repo contain supplementary tables from the manuscript entitled: "Scalable nonparametric clustering with unified marker gene selection for single-cell RNA-seq data". Clustering is a common way to identify cell types in single-cell RNA-sequencing (scRNA-seq) data. Unfortunately, current methods (i) require users to make human-in-the-loop decisions, which adds significant runtime to bioinformatic analyses, and (ii) reuse the same data twice when testing for differentially expressed genes, which can lead to an increased number of false discoveries. In this work, we overcome these limitations with NCLUSION: a Bayesian nonparametric method that simultaneously clusters cells and selects marker genes. NCLUSION operates without user-defined heuristics to set model parameters and leverages variational expectation-maximization (EM) for posterior inference which allows it to scale well up to 1 million cells. By analyzing publicly available datasets, we illustrate that NCLUSION matches the state-of-the-art clustering performance of competing approaches, achieves improved computational efficiency, and directly enables identification of biologically relevant gene sets driving cluster definitions.
DOI: 10.15468/dl.ivwnen
title: Occurrence Download

description: A dataset containing 351170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nymphalidae",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada",
 "Country is Mexico"
 ]
 }
 ]
}

 The dataset includes 351170 records from 113 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsz84f
title: Occurrence Download

description: A dataset containing 2068 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dictamnus dasycarpus Turcz."
 ]
}

 The dataset includes 2068 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032949-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sikvw3
title: Occurrence Download

description: A dataset containing 554910 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Harvard University Herbaria: All Records"
 ]
}

 The dataset includes 554910 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nr6kye
title: Occurrence Download

description: A dataset containing 28633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Levantamientos de vegetación de la Amazonia Colombiana de 0.1 Ha"
 ]
}

 The dataset includes 28633 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040730-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dkudgd
title: Occurrence Download

description: A dataset containing 101161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Brazil",
 "BasisOfRecord is Specimen",
 "Year is 1999"
 ]
}

 The dataset includes 101161 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-170627171947987/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wuzmqn
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((18.25812 -28.17,23.45009 -28.17,23.45009 -23.01945,18.25812 -23.01945,18.25812 -28.17))",
 "HasGeospatialIssue is false",
 "TaxonKey is Prosopis L."
 ]
}

 The dataset includes 38 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012456-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxtqar
title: Occurrence Download

description: A dataset containing 67117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Vireo philadelphicus (Cassin, 1851)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 67117 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4tsy3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Prionotus roseus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147681-230224095556074/datasets/export for details.
DOI: 10.15468/dl.6ocscq
title: Occurrence Download

description: A dataset containing 33318 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is BrioCAT: Banco de datos de los briòfitos de Cataluña"
 ]
}

 The dataset includes 33318 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aeesj5
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis nigroapiculata C.Y.Wu"
 ]
}

 The dataset includes 69 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147678-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g94qy
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Eleotrica cableae Ginsburg, 1933"
 ]
}

 The dataset includes 36 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gsfde7
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147666-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xifaup
title: Occurrence Download

description: A dataset containing 11239 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepis sancta (L.) Bornm."
 ]
}

 The dataset includes 11239 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003989-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe67c8
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis rostellata Lidén"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147689-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phj9rn
title: Occurrence Download

description: A dataset containing 3255 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dermanura tolteca (Saussure, 1860)"
 ]
}

 The dataset includes 3255 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003990-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wsnmsk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis regia Z.Y.Su & Lidén"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147669-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lyqcfk
title: Occurrence Download

description: A dataset containing 21586 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tamiasciurus hudsonicus (Erxleben, 1777)"
 ]
}

 The dataset includes 21586 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003990-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sk8br67zh2.4
title: Text Corpus and N-gram files for Kurdish Language

description: The text file contains over 17 million Kurdish Sorani texts. The Kurdish text corpus was collected from different sources such as websites, PDF books, etc. Later, all the texts are unified with Kurdish Unicode font. Then, the corpus pre-processed to omit non-Kurdish words, numbers, symbols, etc.
 Besides, N-gram/Five gram files for Kurdish language is stored in Excel files. Depending on the Kurdish text corpus, the N-gram files are created. Due to they are utilized to design next word prediction system for Kurdish language. In the system, Stupid BackOff SBO algorithm hybridized with N-gram, also SBO and Improved Fitness Dependent Optimizer IFDO are hybridized to find the best values for backing off parameter Lambda in SBO to BackOff from quad gram to trigram, trigram to bigram, and bigram to unigram. The system Accuracy was %98.3.
DOI: 10.17632/sk8br67zh2.3
title: Text Corpus and N-gram files for Kurdish Language

description: The text file contains over 17 million Kurdish Sorani texts. The Kurdish text corpus was collected from different sources such as websites, PDF books, etc. Later, all the texts are unified with Kurdish Unicode font. Then, the corpus pre-processed to omit non-Kurdish words, numbers, symbols, etc. Besides, N-gram/Five gram files for Kurdish language is stored in Excel files. Depending on the Kurdish text corpus, the N-gram files are created. Due to they are utilized to design next word prediction system for Kurdish language. In the system, Stupid BackOff SBO algorithm hybridized with N-gram, also SBO and Improved Fitness Dependent Optimizer IFDO are hybridized to find the best values for backing off parameter Lambda in SBO to BackOff from quad gram to trigram, trigram to bigram, and bigram to unigram. The system Accuracy was %96.3.
DOI: 10.15468/dl.g8bznw
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis melanochlora Maxim."
 ]
}

 The dataset includes 204 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147686-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sk8br67zh2.2
title: Text Corpus and N-gram files for Kurdish Language

description: The text file contains over 17 million Kurdish Sorani texts. The Kurdish text corpus was collected from different sources such as websites, PDF books, etc. Later, all the texts are unified with Kurdish Unicode font. Then, the corpus pre-processed to omit non-Kurdish words, numbers, symbols, etc. Besides, N-gram/Five gram files for Kurdish language is stored in Excel files. Depending on the Kurdish text corpus, the N-gram files are created. Due to they are utilized to design next word prediction system for Kurdish language. In the system, Stupid BackOff SBO algorithm hybridized with N-gram, also SBO and Improved Fitness Dependent Optimizer IFDO are hybridized to find the best values for backing off parameter Lambda in SBO to BackOff from quad gram to trigram, trigram to bigram, and bigram to unigram. The system Accuracy was %96.3.
DOI: 10.15468/dl.m0yq7u
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Salvia grahamii Benth."
 ]
}

 The dataset includes 112 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003990-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sk8br67zh2.1
title: Text Corpus and N-gram files for Kurdish Language

description: The text file contains over 17 million Kurdish Sorani texts. The Kurdish text corpus was collected from different sources such as websites, PDF books, etc. Later, all the texts are unified with Kurdish Unicode font. Then, the corpus pre-processed to omit non-Kurdish words, numbers, symbols, etc. Besides, N-gram/Five gram files for Kurdish language is stored in Excel files. Depending on the Kurdish text corpus, the N-gram files are created. Due to they are utilized to design next word prediction system for Kurdish language. In the system, Stupid BackOff SBO algorithm hybridized with N-gram, also SBO and Improved Fitness Dependent Optimizer IFDO are hybridized to find the best values for backing off parameter Lambda in SBO to BackOff from quad gram to trigram, trigram to bigram, and bigram to unigram. The system Accuracy was %96.3.
DOI: 10.15468/dl.txpwsx
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corydalis ruksansii Lidén"
 ]
}

 The dataset includes 6 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147693-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.duvfsd
title: Occurrence Download

description: A dataset containing 600 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ustilago avenae (Pers.) Rostr."
 ]
}

 The dataset includes 600 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003990-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pzmcub
title: Occurrence Download

description: A dataset containing 2208 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guatteria amplifolia Triana & Planch."
 ]
}

 The dataset includes 2208 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147695-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8vkqeq
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.28_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Mephitis mephitis (Schreber, 1776)"
 ]
}

 The dataset includes 169 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003781-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6kutzh
title: Occurrence Download

description: A dataset containing 8124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.34698 23.42171,-71.29254 23.42171,-71.29254 29.04671,-85.34698 29.04671,-85.34698 23.42171))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Strombidae"
 ]
}

 The dataset includes 8124 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003783-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14058197
title: Bremen Kreuz Apotheke

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: 10.22003/xfel.eu-data-006736-00
title: Structural characterization of the singlet fission process in tetracene dimers following photoexcitation
DOI: 10.22003/xfel.eu-data-006776-00
title: Intertwining electronic and spin order in superconducting cuprates and magnetoelectric materials
DOI: 10.5281/zenodo.11121910
title: Mining User Forums to Evaluate Quality in Use of Environmental Software

description: Code, data files, and figures associated with web scraped reactive transport modeling user forums.
DOI: 10.5281/zenodo.14058200
title: Mining User Forums to Evaluate Quality in Use of Environmental Software

description: Code, data files, and figures associated with web scraped reactive transport modeling user forums.
DOI: 10.15468/dl.32qykx
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leuresthes tenuis (Ayres, 1860)"
 ]
}

 The dataset's 3 records were derived from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003773-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58duuk
title: Occurrence Download

description: A dataset containing 1054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Enchisthenes hartii (Thomas, 1892)",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1054 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003786-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzmkup
title: Occurrence Download

description: A dataset containing 2505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "TaxonKey is Meles meles (Linnaeus, 1758)"
 ]
}

 The dataset includes 2505 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003785-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ua5s9
title: Occurrence Download

description: A dataset containing 605 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.64736 44.18861,1.62772 44.13742,1.78762 44.08622,1.83998 44.17973,1.71281 44.20895,1.64736 44.18861))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 605 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003787-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4sbkeu
title: Occurrence Download

description: A dataset containing 502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anolis mariarum Barbour, 1932"
 ]
}

 The dataset includes 502 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003788-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htbtky
title: Occurrence Download

description: A dataset containing 4111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Bombus sylvarum (Linnaeus, 1761)"
 ]
}

 The dataset includes 4111 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003790-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.