cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.khhrh4
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus avium × cerasus"
 ]
}

 The dataset includes 57 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044921-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wdasuv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis capillaris L.Sp.Pl."
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044922-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.euuyaf
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolium multiflorum Gaudin"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044924-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnr4ap
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prunus avium x cerasus"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044925-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s637bn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis capillaris Vill., 1787"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044926-241126133413365/datasets/export for details.
DOI: 10.15468/dl.yzwrhs
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolium multiflorum Clairv., 1811"
 ]
}

 The dataset includes 84 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044927-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ufdyy
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis capillaris Pall. ex M.Bieb., 1808"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044929-241126133413365/datasets/export for details.
DOI: 10.15468/dl.4ah9z5
title: Occurrence Download

description: A dataset containing 32888 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia mearnsii De Wild."
 ]
}

 The dataset includes 32888 records from 274 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044928-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zt23wf
title: Occurrence Download

description: A dataset containing 423 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lolium multiflorum × perenne"
 ]
}

 The dataset includes 423 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044930-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ew3g52
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agrostis capillaris Desf., 1798"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044931-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5dvrv
title: Occurrence Download

description: A dataset containing 10191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bonasa umbellus (Linnaeus, 1766)",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Machine Observation, Observation, Occurrence evidence)",
 "Year 2008-2024",
 "Country is United States of America",
 "StateProvince is Montana"
 ]
}

 The dataset includes 10191 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044932-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5azpb
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia mearnsii DeWild."
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044934-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4wems
title: Occurrence Download

description: A dataset containing 5704762 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cygnus olor (J.F.Gmelin, 1789)"
 ]
}

 The dataset includes 5704762 records from 2335 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044923-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8b5b6
title: Occurrence Download

description: A dataset containing 4336 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (? lynx, Catunaregam)"
 ]
}

 The dataset includes 4336 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061651-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bw6j3u
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pogonatum japonicum Sull. & Lesq."
 ]
}

 The dataset includes 273 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0156011-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8amd5n
title: Occurrence Download

description: A dataset containing 5873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "or" : [
 "TaxonKey is Contopus cinereus (Spix, 1825)",
 "TaxonKey is Contopus cinereus rhizophorus (Dwight & Griscom, 1924)",
 "TaxonKey is Contopus cinereus cinereus",
 "TaxonKey is Contopus cinereus brachytarsus (P.L.Sclater, 1859)",
 "TaxonKey is Contopus cinereus aithalodes Wetmore, 1957",
 "TaxonKey is Contopus cinereus punensis Lawrence, 1869",
 "TaxonKey is Contopus cinereus pallescens (Hellmayr, 1927)",
 "TaxonKey is Contopus cinereus bogotensis (Bonaparte, 1850)",
 "TaxonKey is Contopus cinereus surinamensis F.P.Penard & A.P.Penard, 1910"
 ]
 }
 ]
}

 The dataset includes 5873 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256601-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zz7srs
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bougainvillea modesta Heimerl"
 ]
}

 The dataset includes 69 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0196581-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdzlqi
title: Occurrence Download

description: A dataset containing 1946 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Oreochromis aureus (Steindachner, 1864)"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1946 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015826-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fq68us
title: Occurrence Download

description: A dataset containing 454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Veronicastrum Heist. ex Fabr.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 454 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171338-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugfvu8
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Altolamprologus compressiceps (Boulenger, 1898))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 172 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049790-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guvtmj
title: Occurrence Download

description: A dataset containing 4888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pallavicinia lyellii (Hook.) Gray"
 ]
}

 The dataset includes 4888 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003685-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjnj67
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Metachirus Burmeister, 1854"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007282-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxkbnk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Monardella angustifolia Elvin, Ertter & Mansfield",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015826-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ehpzc
title: Occurrence Download

description: A dataset containing 4496 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lupinus sparsiflorus Benth."
 ]
}

 The dataset includes 4496 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0192473-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ncypax
title: Occurrence Download

description: A dataset containing 1581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 {
 "or" : [
 "TaxonKey is Strix nivicolum (Blyth, 1845)",
 "TaxonKey is Otus lettia (Hodgson, 1836)",
 "TaxonKey is Milvus migrans (Boddaert, 1783)",
 "TaxonKey is Hieraaetus pennatus (Gmelin, 1788)",
 "TaxonKey is Glaucidium cuculoides (Vigors, 1831)",
 "TaxonKey is Glaucidium brodiei (Burton, 1836)",
 "TaxonKey is Falco tinnunculus Linnaeus, 1758",
 "TaxonKey is Falco subbuteo Linnaeus, 1758",
 "TaxonKey is Falco peregrinus Tunstall, 1771",
 "TaxonKey is Circus spilonotus Kaup, 1847",
 "TaxonKey is Circus melanoleucos (Pennant, 1769)",
 "TaxonKey is Buteo japonicus Temminck & Schlegel, 1844",
 "TaxonKey is Buteo hemilasius Temminck & Schlegel, 1844",
 "TaxonKey is Aviceda leuphotes (Dumont, 1820)",
 "TaxonKey is Accipiter virgatus (Temminck, 1822)",
 "TaxonKey is Accipiter soloensis (Horsfield, 1821)",
 "TaxonKey is Accipiter nisus (Linnaeus, 1758)",
 "TaxonKey is Accipiter gularis (Temminck & Schlegel, 1844)",
 "TaxonKey is Accipiter gentilis (Linnaeus, 1758)"
 ]
 }
 ]
}

 The dataset includes 1581 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0235619-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r4f8vj
title: Occurrence Download

description: A dataset containing 35020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereididae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than 2000"
 ]
}

 The dataset includes 35020 records from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264316-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zqp6pp
title: Occurrence Download

description: A dataset containing 815 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Istiompax indica (Cuvier, 1832)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 815 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015827-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xu39w
title: Occurrence Download

description: A dataset containing 47933 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myocastor coypus (Molina, 1782)"
 ]
}

 The dataset includes 47933 records from 382 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204610-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97ywmm
title: Occurrence Download

description: A dataset containing 1810 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Material sample"
 ]
 },
 "Country is Colombia",
 "Elevation 0.0-1911.0m",
 {
 "or" : [
 "InstitutionCode is instituto de investigación de recursos biológicos alexander von humboldt (iavh)",
 "InstitutionCode is iavh",
 "InstitutionCode is universidad del valle (uv)",
 "InstitutionCode is universidad del valle",
 "InstitutionCode is isagen",
 "InstitutionCode is corporación autónoma regional de los valles del sinù y del san jorge ",
 "InstitutionCode is parques nacionales naturales de colombia",
 "InstitutionCode is asociación para el estudio y conservación de las aves acuáticas en colombia (calidris)",
 "InstitutionCode is corporación paisajes rurales (cpr)",
 "InstitutionCode is cpr",
 "InstitutionCode is fundación gaia",
 "InstitutionCode is f. mellizas",
 "InstitutionCode is wcs colombia"
 ]
 },
 "StateProvince is Valle Del Cauca",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 1810 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264299-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hpv5g8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Geometry POLYGON((70 20,110 20,110 40,70 40,70 20))",
 "TaxonKey is Notopterygium H.Boissieu",
 "Year 1900-2021"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216724-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxtgyb
title: Occurrence Download

description: A dataset containing 966 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyrola minor L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 966 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270023-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfd94n
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-101.81073 18.03236,-100.97749 17.18434,-97.65627 15.96818,-97.57117 16.48461,-96.96095 16.31647,-96.76878 16.9768,-97.17081 17.40765,-98.66062 18.05485,-101.65199 18.55798,-102.15946 18.03444,-101.81073 18.03236))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx rufus (Schreber, 1777)"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0171303-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3u6p7w
title: Occurrence Download

description: A dataset containing 2784747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Apodidae",
 "Year 2015-2021"
 ]
}

 The dataset includes 2784747 records from 475 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0256611-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/f8j6n7
title: images_47__50.tar.gz
DOI: 10.57745/8brg5k
title: images_49__50.tar.gz
DOI: 10.57745/kgert7
title: images_23__50.tar.gz
DOI: 10.57745/xgvize
title: images_18__50.tar.gz
DOI: 10.57745/lnoqkh
title: images_14__50.tar.gz
DOI: 10.57745/gea8vw
title: images_13__50.tar.gz
DOI: 10.57745/lned96
title: images_20__50.tar.gz
DOI: 10.57745/tukrrb
title: images_52__50.tar.gz
DOI: 10.57745/tgvbox
title: images_24__50.tar.gz
DOI: 10.57745/cdjlks
title: images_12__50.tar.gz
DOI: 10.57745/xgw8gj
title: images_32__50.tar.gz
DOI: 10.57745/zdyhoj
title: images_33__50.tar.gz
DOI: 10.57745/ypswgg
title: images_28__50.tar.gz
DOI: 10.57745/z5j5oq
title: images_00__50.tar.gz
DOI: 10.57745/zhm9fg
title: images_58__50.tar.gz
DOI: 10.57745/v4ekb6
title: images_42__50.tar.gz
DOI: 10.57745/kgokax
title: images_26__50.tar.gz
DOI: 10.57745/1t0qvg
title: images_02__50.tar.gz
DOI: 10.57745/jxsmhm
title: images_35__50.tar.gz
DOI: 10.57745/slkwuf
title: images_38__50.tar.gz
DOI: 10.57745/dlt8vf
title: images_50__50.tar.gz
DOI: 10.6084/m9.figshare.29721869
title: Dimension Reduction for Large-Scale Federated Data: Statistical Rate and Asymptotic Inference

description: In light of the rapidly growing large-scale data in federated ecosystems, the traditional principal component analysis (PCA) is often not applicable due to privacy protection considerations and large computational burden. Algorithms were proposed to lower the computational cost, but few can handle both high dimensionality and massive sample size under distributed settings. In this article, we propose the FAst DIstributed (FADI) PCA method for federated data when both the dimension <i>d</i> and the sample size <i>n</i> are ultra-large, by simultaneously performing parallel computing along <i>d</i> and distributed computing along <i>n</i>. Specifically, we use <i>L</i> parallel copies of <i>p</i>-dimensional fast sketches to divide the computing burden along <i>d</i> and aggregate the results distributively along the split samples. We present a general framework applicable to multiple statistical problems, and establish comprehensive theoretical results under the general framework. We show that FADI accelerates the computation while enjoying the same non-asymptotic error rate as the traditional PCA when Lp≥d. We also derive inferential results that characterize the asymptotic distribution of FADI, and show a phase-transition phenomenon as <i>Lp</i> increases. We perform extensive simulations to empirically validate our theoretical findings, and apply FADI to the 1000 Genomes data to study the population structure. Supplementary materials for this article are available online, including a standardized description of the materials available for reproducing the work.