cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14982756
title: Training and test data for building a deep Belle II Flavor Tagger

description: The Belle II experiment at Tsukuba Japan creates entangled pairs of neutral B mesons in electron positron collisions. If one B meson is fully reconstructed, the remaining tracks and clusters originate from the other tag side B meson. A Flavor Tagger is a multivariate classifier that inspects these remaining tracks and classifies them as either originating from $B^{0}$ (q=1) or $\bar{B}^{0}$ (q=-1) meson. The published data set allows the training of a deep Flavor Tagger based on a realistic simulation of the Belle II detector. 
description: The dataset consists of 7.3 million events simulated with the Belle II software framework (basf2).  The events originate from the MC16rd simulation campaign and reflect the data taking conditions during Run 1 from 2019 until the first long shutdown of Belle II. One B meson decays into a pair of invisible neutrinos while the other (tag side) B meson fully decays generically. 

The dataset is split into three files for training, validation and testing in numpy (.npy) format. Each file contains two arrays (X and y). The array y is 1D with shape N and contains the truth labels (0 or 1) for the flavor of the tag side B meson in N events. The array X is 2D and has shape $Nx190$ and provides for each event a total 190 input features.  

The input of the algorithm is based on tracks only. The charged tracks are sorted by momentum. If an event has less then 10 charged tracks padding is applied. For each track, a total of 19 features are computed. The input features of the 10 tracks are concatenated to form an array of length 190. The features of padded tracks are NaN. The list of track features is:



Electric charge: -1 or +1

The center of mass (CMS) momentum p

The cosine of polar angle $\theta$ in CMS frame

The $\phi$ angle in the CMS frame

The KaonID 

The electronID

The muonID

The protonID

The scaled number of hits in the central drift chamber: nCDCHits/56

The scaled number of hits in the pixel detector: nPXDHits/2

The scaled number of hits in the strip detector: nSVDHits/8

Impact parameter $dz$

Impact parameter $dr$

The chiProb of the track fit

EW90: Total energy in hemisphere of virtual W direction

recoilMassSqrd/15: The recoil mass in GeV/c^2 scaled by 15

pMissCMS: The missing momentum in the CMS frame in GeV/c

cosThetaMissCMS: Cosine of the polar angle of missing momentum in CMS frame

cosTPTO: Cosine of angle between thrust axis of given particle and thrust axis of rest of event


 
description: We acknowledge and thank Belle II for enabling this research using public Belle II data. The responsibility for the result is solely with the authors.
DOI: 10.5281/zenodo.14982757
title: Training and test data for building a deep Belle II Flavor Tagger

description: The Belle II experiment at Tsukuba Japan creates entangled pairs of neutral B mesons in electron positron collisions. If one B meson is fully reconstructed, the remaining tracks and clusters originate from the other tag side B meson. A Flavor Tagger is a multivariate classifier that inspects these remaining tracks and classifies them as either originating from $B^{0}$ (q=1) or $\bar{B}^{0}$ (q=-1) meson. The published data set allows the training of a deep Flavor Tagger based on a realistic simulation of the Belle II detector. 
description: The dataset consists of 7.3 million events simulated with the Belle II software framework (basf2).  The events originate from the MC16rd simulation campaign and reflect the data taking conditions during Run 1 from 2019 until the first long shutdown of Belle II. One B meson decays into a pair of invisible neutrinos while the other (tag side) B meson fully decays generically. 

The dataset is split into three files for training, validation and testing in numpy (.npy) format. Each file contains two arrays (X and y). The array y is 1D with shape N and contains the truth labels (0 or 1) for the flavor of the tag side B meson in N events. The array X is 2D and has shape $Nx190$ and provides for each event a total 190 input features.  

The input of the algorithm is based on tracks only. The charged tracks are sorted by momentum. If an event has less then 10 charged tracks padding is applied. For each track, a total of 19 features are computed. The input features of the 10 tracks are concatenated to form an array of length 190. The features of padded tracks are NaN. The list of track features is:



Electric charge: -1 or +1

The center of mass (CMS) momentum p

The cosine of polar angle $\theta$ in CMS frame

The $\phi$ angle in the CMS frame

The KaonID 

The electronID

The muonID

The protonID

The scaled number of hits in the central drift chamber: nCDCHits/56

The scaled number of hits in the pixel detector: nPXDHits/2

The scaled number of hits in the strip detector: nSVDHits/8

Impact parameter $dz$

Impact parameter $dr$

The chiProb of the track fit

EW90: Total energy in hemisphere of virtual W direction

recoilMassSqrd/15: The recoil mass in GeV/c^2 scaled by 15

pMissCMS: The missing momentum in the CMS frame in GeV/c

cosThetaMissCMS: Cosine of the polar angle of missing momentum in CMS frame

cosTPTO: Cosine of angle between thrust axis of given particle and thrust axis of rest of event


 
description: We acknowledge and thank Belle II for enabling this research using public Belle II data. The responsibility for the result is solely with the authors.
DOI: 10.15468/dl.n7gjc3
title: Occurrence Download

description: A dataset containing 1573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Balaena mysticetus Linnaeus, 1758"
 ]
}

 The dataset includes 1573 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007177-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qj3rm
title: Occurrence Download

description: A dataset listing the 378 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((41.26647 19.61085,41.63276 19.61085,41.63276 19.88776,41.26647 19.88776,41.26647 19.61085))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 378 records were derived from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007231-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egj7cq
title: Occurrence Download

description: A dataset containing 583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is one of (Mexico, United States of America)",
 "TaxonKey is Agave americana L."
 ]
}

 The dataset includes 583 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007238-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fmgvte
title: Occurrence Download

description: A dataset containing 1359 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Batrachuperus tibetanus Schmidt, 1925"
 ]
}

 The dataset includes 1359 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007178-250227182400228/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/10944688
title: Vietnam SARS-CoV-2 | COVID-19 Data
DOI: 10.15468/dl.ryzxqx
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Stelis biserrula Lindl."
 ]
}

 The dataset includes 95 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007180-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9hatiby
title: Juvenile snowy egret (Egretta thula) locations in the Carson and Humboldt River systems, 2002-2004

description: Data from a Nevada telemetry study extending 1997-2006 research on historical mercury contamination on snowy egrets (Egretta thula) up to ~ 20 days of age.
DOI: 10.13023/2024.alum.101
title: Jelly and Jam

description: Includes data on the aluminum content of jelly and jam
DOI: 10.15468/dl.yudxnf
title: Occurrence Download

description: A dataset containing 4332930 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Buteo lineatus (Gmelin, 1788)"
 ]
}

 The dataset includes 4332930 records from 161 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007173-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gquuvu
title: Occurrence Download

description: A dataset containing 1113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "Geometry POLYGON((-98.98429 17.87784,-96.56403 17.87784,-96.56403 19.96114,-98.98429 19.96114,-98.98429 17.87784))",
 "HasGeospatialIssue is false",
 "TaxonKey is Agave L."
 ]
}

 The dataset includes 1113 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007240-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjaw2y
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Happywhale - Bowhead in Arctic Ocean"
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007241-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6a7wn
title: Occurrence Download

description: A dataset containing 10771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paracentrotus lividus (Lamarck, 1816)"
 ]
}

 The dataset includes 10771 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007242-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13023/2024.alum.102
title: Pizza

description: Includes data on the aluminum content of pizza
DOI: 10.15468/dl.au3svj
title: Occurrence Download

description: A dataset containing 9967 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asparagopsis armata Harv."
 ]
}

 The dataset includes 9967 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007181-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5vva6
title: Occurrence Download

description: A dataset containing 457680 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phyllostomidae"
 ]
}

 The dataset includes 457680 records from 690 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007237-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p7rb4d
title: Occurrence Download

description: A dataset containing 549 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dalbergia sissoo Roxb. ex DC.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 549 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069442-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qy8zs8
title: Occurrence Download

description: A dataset containing 8421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Geometry POLYGON((-97.68156 0.78353,-53.92332 0.78353,-53.92332 19.7429,-97.68156 19.7429,-97.68156 0.78353))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anolis auratus Daudin, 1802"
 ]
}

 The dataset includes 8421 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069394-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tug9hm
title: Occurrence Download

description: A dataset containing 642 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aesculus ×carnea Hayne",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year 1990-2020"
 ]
}

 The dataset includes 642 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018315-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2mgmq
title: Occurrence Download

description: A dataset containing 17122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rubus ursinus Cham. & Schltdl."
 ]
}

 The dataset includes 17122 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013421-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-131278
title: Annual Holy Convocation of the Church of God in Christ (97th: 2004)

description: [description english/roman)] The souvenir journal of the Holy Convocation of the Church of God in Christ. Annually.
DOI: 10.15468/dl.gjeqag
title: Occurrence Download

description: A dataset containing 6245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Russula gracilis Burl., Russula gemmata Looney, Russula rosea Pers., Russula lotus Fang Li)",
 "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 6245 records from 84 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0326719-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asstht
title: Occurrence Download

description: A dataset containing 4108 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Pteroglossus pluricinctus Gould, 1836"
 ]
}

 The dataset includes 4108 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002152-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-131416
title: Annual Holy Convocation of the Church of God in Christ (97th: 2004)

description: [description english/roman)] The souvenir journal of the Holy Convocation of the Church of God in Christ. Annually.
DOI: 10.5281/zenodo.11075168
title: Nanopartículas en odontología para combatir la formación de biopelículas bacterianas: una revisión sistemática.

description: Las nanopartículas han surgido como herramientas prometedoras en odontología, ofreciendo soluciones innovadoras para la prevención y tratamiento de biopelículas bacterianas, una preocupación importante en la salud oral. Esta revisión exhaustiva explora las diversas aplicaciones de las nanopartículas en odontología, centrándose particularmente en su efectividad para combatir biopelículas bacterianas. Un examen detallado de 232 artículos condujo a la selección de 58 estudios primarios para un análisis en profundidad, revelando importantes perspectivas sobre el uso de nanopartículas en el cuidado dental. Las nanopartículas de plata (AgNPs) destacan como una opción popular debido a su potente actividad antimicrobiana contra un espectro de bacterias orales, incluyendo Streptococcus mutans y Porphyromonas gingivalis, comúnmente asociadas con enfermedades dentales. Además de las AgNPs, otras nanopartículas como el óxido de zinc (ZnO) y el dióxido de titanio (TiO2) muestran un potencial prometedor en la prevención de la formación de biopelículas bacterianas en aplicaciones dentales. Se han empleado diversos métodos de síntesis y técnicas de caracterización, lo que enfatiza la importancia de la investigación continua para optimizar la síntesis de nanopartículas para su aplicación clínica. A pesar de sus beneficios prometedores, se necesita una mayor investigación para comprender completamente la eficacia a largo plazo. En conclusión, esta revisión proporciona una visión integral de la utilización de nanopartículas en odontología, destacando su papel multifacético en la promoción de la salud oral y la prevención de enfermedades, al tiempo que insta a continuar la investigación para garantizar su implementación clínica segura y efectiva.
DOI: 10.5281/zenodo.11075169
title: Nanopartículas en odontología para combatir la formación de biopelículas bacterianas: una revisión sistemática.

description: Las nanopartículas han surgido como herramientas prometedoras en odontología, ofreciendo soluciones innovadoras para la prevención y tratamiento de biopelículas bacterianas, una preocupación importante en la salud oral. Esta revisión exhaustiva explora las diversas aplicaciones de las nanopartículas en odontología, centrándose particularmente en su efectividad para combatir biopelículas bacterianas. Un examen detallado de 232 artículos condujo a la selección de 58 estudios primarios para un análisis en profundidad, revelando importantes perspectivas sobre el uso de nanopartículas en el cuidado dental. Las nanopartículas de plata (AgNPs) destacan como una opción popular debido a su potente actividad antimicrobiana contra un espectro de bacterias orales, incluyendo Streptococcus mutans y Porphyromonas gingivalis, comúnmente asociadas con enfermedades dentales. Además de las AgNPs, otras nanopartículas como el óxido de zinc (ZnO) y el dióxido de titanio (TiO2) muestran un potencial prometedor en la prevención de la formación de biopelículas bacterianas en aplicaciones dentales. Se han empleado diversos métodos de síntesis y técnicas de caracterización, lo que enfatiza la importancia de la investigación continua para optimizar la síntesis de nanopartículas para su aplicación clínica. A pesar de sus beneficios prometedores, se necesita una mayor investigación para comprender completamente la eficacia a largo plazo. En conclusión, esta revisión proporciona una visión integral de la utilización de nanopartículas en odontología, destacando su papel multifacético en la promoción de la salud oral y la prevención de enfermedades, al tiempo que insta a continuar la investigación para garantizar su implementación clínica segura y efectiva.
DOI: 10.15468/dl.pca86r
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-109.84035 26.79314,-106.26933 26.79314,-106.26933 29.86019,-109.84035 29.86019,-109.84035 26.79314))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Catostomus cahita Siebert & Minckley, 1986"
 ]
}

 The dataset includes 79 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008610-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qv6dyx
title: Occurrence Download

description: A dataset containing 410289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Enallagma cyathigerum (Charpentier, 1840)",
 "Year 1000-2023"
 ]
}

 The dataset includes 410289 records from 1488 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013428-230828120925497/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1048617.10fu
title: SH1048617.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.