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

description: A dataset containing 507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aricia artaxerxes (Fabricius, 1793)",
 "Country is Norway"
 ]
}

 The dataset includes 507 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056088-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g942g4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ophelia appendiculata Grube, 1859",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063649-240229165702484/datasets/export for details.
DOI: 10.25549/examiner-c44-27447
title: Santa Claus Lane, 1951

description: 35 images. Santa Claus Lane, 29 November 1951. Marymount College Float; Christie Costello -- 4 years; Madonna -- Mary Terese Cooper; Georgia May Galloway; Don Hull -- 6 years; Bobby Stubbs -- 7 years; Raymond Carter -- 3 years; Harriet Johnson -- 3 years; Margaret Johnson -- 5 years; Roy Rogers; Dale Evans; Santa Claus; William Parker (Chairman); Red Skelton; John Kingsley (President of Hollywood Chamber of Commerce); Babette Williams; Gee Gee (The Magical Clown); Gail Storm; Lee Bonnell (Husband); Peter Bonnell -- 5 years; Philip Bonnell -- 8 years; Paul Bonnell -- 4 years.
DOI: 10.15468/dl.f3zcfa
title: Occurrence Download

description: A dataset containing 1139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Neomys anomalus Cabrera, 1907",
 "Year 1971-2010"
 ]
}

 The dataset includes 1139 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001698-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-27568
title: De Vigier cinderella marriage and separation, 1951

description: 9 images. De Vigier cinderella marriage and separation, 5 December 1951. Martha Morris, 16 (Mrs. Roland De Vigier); Mrs. Madeline Morris, mother; Dudley Gray; William Sippel, Boyfriend of Martha; Torrance Grill -- Denker Avenue and Carson Street; Morris Home at 1429 West 215th Street, Torrance.; Caption slip reads: "Photographer: Sansone. Date: 1951-12-05. Reporter: Petty. Assignment: De Vigier Divorce. 91: Mother, Martha and Dudley Gray. 92: Martha alone. 31-32: Torrance Grill, Denker & Carson -- where they met. 33-34, 77-78, 88-89, 45-46: Martha and mother, Mrs. Madeline Morris. 77-78: Morris home, 1429 W. 215 St., Torrance."; Other caption slip reads: "Photographer: Mitchell. Date: 1951-12-05. Reporter: Lang. Assignment: Cinderella Story. Snow 80: William Sippel, boyfriend of Cinderella. Rustan V 83: Martha De Vigier."
DOI: 10.15468/dl.kpuvh7
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glinus zambesiacus Sukhor."
 ]
}

 The dataset includes 28 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012693-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykqa42
title: Occurrence Download

description: A dataset containing 5413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana temporaria Linnaeus, 1758",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5413 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056089-160910150852091/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.25594260
title: Distributed Learning for Principal Eigenspaces without Moment Constraints

description: Distributed Principal Component Analysis (PCA) has been studied to deal with the case when data are stored across multiple machines and communication cost or privacy concerns prohibit the computation of PCA in a central location. However, the sub-Gaussian assumption in the related literature is restrictive in real application where outliers or heavy-tailed data are common in areas such as finance and macroeconomics. In this article, we propose a distributed algorithm for estimating the principal eigenspaces without any moment constraints on the underlying distribution. We study the problem under the elliptical family framework and adopt the sample multivariate Kendall’s tau matrix to extract eigenspace estimators from all submachines, which can be viewed as points in the Grassmann manifold. We then find the “center” of these points as the final distributed estimator of the principal eigenspace. We investigate the bias and variance for the distributed estimator and derive its convergence rate which depends on the effective rank, eigengap of the scatter matrix and the number of submachines. We show that the distributed estimator performs as if we have full access to the whole data. Simulation studies show that the distributed algorithm performs comparably with the existing one for light-tailed data, while showing great advantages for heavy-tailed data. We also extend the distributed algorithm to cases with limited communication constraints and with elliptical factor structure. Thorough simulation studies and a real application to a macroeconomic dataset verify the advantages of the proposed distributed algorithms. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.25594260.v1
title: Distributed Learning for Principal Eigenspaces without Moment Constraints

description: Distributed Principal Component Analysis (PCA) has been studied to deal with the case when data are stored across multiple machines and communication cost or privacy concerns prohibit the computation of PCA in a central location. However, the sub-Gaussian assumption in the related literature is restrictive in real application where outliers or heavy-tailed data are common in areas such as finance and macroeconomics. In this article, we propose a distributed algorithm for estimating the principal eigenspaces without any moment constraints on the underlying distribution. We study the problem under the elliptical family framework and adopt the sample multivariate Kendall’s tau matrix to extract eigenspace estimators from all submachines, which can be viewed as points in the Grassmann manifold. We then find the “center” of these points as the final distributed estimator of the principal eigenspace. We investigate the bias and variance for the distributed estimator and derive its convergence rate which depends on the effective rank, eigengap of the scatter matrix and the number of submachines. We show that the distributed estimator performs as if we have full access to the whole data. Simulation studies show that the distributed algorithm performs comparably with the existing one for light-tailed data, while showing great advantages for heavy-tailed data. We also extend the distributed algorithm to cases with limited communication constraints and with elliptical factor structure. Thorough simulation studies and a real application to a macroeconomic dataset verify the advantages of the proposed distributed algorithms. Supplementary materials for this article are available online.
DOI: 10.15468/dl.pbqz6d
title: Occurrence Download

description: A dataset containing 152331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Apocynaceae"
 ]
}

 The dataset includes 152331 records from 420 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195974-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-27439
title: Santa Claus Lane, 1951

description: 35 images. Santa Claus Lane, 29 November 1951. Marymount College Float; Christie Costello -- 4 years; Madonna -- Mary Terese Cooper; Georgia May Galloway; Don Hull -- 6 years; Bobby Stubbs -- 7 years; Raymond Carter -- 3 years; Harriet Johnson -- 3 years; Margaret Johnson -- 5 years; Roy Rogers; Dale Evans; Santa Claus; William Parker (Chairman); Red Skelton; John Kingsley (President of Hollywood Chamber of Commerce); Babette Williams; Gee Gee (The Magical Clown); Gail Storm; Lee Bonnell (Husband); Peter Bonnell -- 5 years; Philip Bonnell -- 8 years; Paul Bonnell -- 4 years.
DOI: 10.15468/dl.64w5vd
title: Occurrence Download

description: A dataset containing 3733 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Elaeagnus L.",
 "Country is China"
 ]
}

 The dataset includes 3733 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056096-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8afevp
title: Occurrence Download

description: A dataset containing 1547 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Guatteria sellowiana Schltdl., Guatteria mexiae R.E.Fr., Guatteria pubens (Mart.) R.E.Fr., Guatteria umbrosa R.E.Fr., Guatteria peckoltiana R.E.Fr.)"
 ]
}

 The dataset includes 1547 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022143-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-27358
title: Corona Naval Hospital, 1951

description: 13 images. Corona Naval Hospital, 28 November 1951. Robert Peterson (of Michigan); Lieutenant Bertha Smith; F. G. LeBlanc; Earl Wilson; Captain A. B. Chesser (Hospital Communications Officer); Ned Feak; James Anderson; Milton Fuller; Floyd Maness; Private Bob Leach; Douglas Hanson; Charles Armstrong; Loren W. Myers; Alton J. Gould; Ensign R. M. Beech (Nurse).; Caption slip reads: "Photographer: McCarty. Date: 1951-11-28. Reporter: Driscoll. Assignment: Corona Naval Hospital. 3-4: Robert Peterson, SK/3 of Muskegor, Michigan, 10 months on aircraft carrier Korean waters, medical patient with Lt. (jg) Paul A. Winn, ward medical officer. 2: One of the dental rooms; Lt. Bertha Smith, NNC; F. G. LeBlanc, HM/3; Earl Wilson, HM/2; and Capt. A. B. Chesser, hospital C. O.; 7-9: Ned Feak, ICFN, Carmel, California; James Anderson, ETSM, Stockton, California, both Korean casualties. 10: L/R: Capt. A. B. Chesser' Milton E. Fuller, HM, El Monte; Floyd Maness, END/2, Houston, Texas. 71: Long shot of 1st ward activated. 5-6: Group around card table. Pvt. Bob Leach, USMC, Kirkland, Washington; Frank Almeida RD/2, Los Angeles; Douglas Hanson, FA, Houston; Charles Armstrong, SA, Oklahoma City (Hanson & Armstrong are on bed); Loren W. Myers, ENFN, Blytheville, Arkansas; Cpl. Alton J. Gould, USMC, San Francisco. The Nurse is Ensign R. M. Beech. 15-16: Part of the buildings being reactivated. 17-18: Capt. A. B. Chesser, Hospital C. O.". "For Future use".
DOI: 10.6084/m9.figshare.25605194.v2
title: Dissecting Gene Expression Heterogeneity: Generalized Pearson Correlation Squares and the <i>K</i>-Lines Clustering Algorithm

description: Motivated by the pressing needs for dissecting heterogeneous relationships in gene expression data, here we generalize the squared Pearson correlation to capture a mixture of linear dependences between two real-valued variables, with or without an index variable that specifies the line memberships. We construct the generalized Pearson correlation squares by focusing on three aspects: variable exchangeability, no parametric model assumptions, and inference of population-level parameters. To compute the generalized Pearson correlation square from a sample without a line-membership specification, we develop a <i>K</i>-lines clustering algorithm to find <i>K</i> clusters that exhibit distinct linear dependences, where <i>K</i> can be chosen in a data-adaptive way. To infer the population-level generalized Pearson correlation squares, we derive the asymptotic distributions of the sample-level statistics to enable efficient statistical inference. Simulation studies verify the theoretical results and show the power advantage of the generalized Pearson correlation squares in capturing mixtures of linear dependences. Gene expression data analyses demonstrate the effectiveness of the generalized Pearson correlation squares and the <i>K</i>-lines clustering algorithm in dissecting complex but interpretable relationships. The estimation and inference procedures are implemented in the R package gR2 (https://github.com/lijy03/gR2). Supplementary materials for this article are available online, including a standardized description of the materials available for reproducing the work.
DOI: 10.15468/dl.jkynxh
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen, Occurrence evidence)",
 "Country is Spain",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lens ervoides (Brign.) Grande"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195966-230224095556074/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.25605194.v1
title: Dissecting gene expression heterogeneity: generalized Pearson correlation squares and the K-lines clustering algorithm

description: Motivated by the pressing needs for dissecting heterogeneous relationships in gene expression data, here we generalize the squared Pearson correlation to capture a mixture of linear dependences between two real-valued variables, with or without an index variable that specifies the line memberships. We construct the generalized Pearson correlation squares by focusing on three aspects: variable exchangeability, no parametric model assumptions, and inference of population-level parameters. To compute the generalized Pearson correlation square from a sample without a line-membership specification, we develop a K-lines clustering algorithm to find K clusters that exhibit distinct linear dependences, where K can be chosen in a data-adaptive way. To infer the population-level generalized Pearson correlation squares, we derive the asymptotic distributions of the sample-level statistics to enable efficient statistical inference. Simulation studies verify the theoretical results and show the power advantage of the generalized Pearson correlation squares in capturing mixtures of linear dependences. Gene expression data analyses demonstrate the effectiveness of the generalized Pearson correlation squares and the K-lines clustering algorithm in dissecting complex but interpretable relationships. The estimation and inference procedures are implemented in the R package gR2 (https://github.com/lijy03/gR2).
DOI: 10.15468/dl.dsh1aa
title: Occurrence Download

description: A dataset containing 95272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annelida",
 "Year 1000-1961"
 ]
}

 The dataset includes 95272 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056097-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vbc4g
title: Occurrence Download

description: A dataset containing 368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opalia funiculata (P.P.Carpenter, 1857)",
 "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 368 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063627-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/examiner-c44-27646
title: Cinderella girl, 1951

description: 13 images. Cinderella girl, 13 December 1951. Dudley Gray; Martha De Vigier; Dorothy Gray; Charles Morris; Mr. and Mrs. William De Vigier (copy).
DOI: 10.25549/examiner-c44-28040
title: City housing, 1952

description: 11 images. City housing, 28 May 1952. Bruce C. Whited (4th witness); Harold K. Levering (Assemblyman); Joseph Savaldi; James D. Marlowe (Chief Land Agent with Housing Authority); Kathleen M. O'Brien (3rd witness); Mrs. Esther Cooney (Secretary); Pat McGee (Assembblyman); Glen P. Lipscomb; William P. Gray (Consul); A. I. Stewart (Chairman); J. D. Strause; Robert McCarthy; Franz C. Nybye (2nd witness).; Supplementary material reads: General view with first witness; Joseph Savoldi Committee in b.g. L/R -- Mrs. Esther Cooney, sec.; Pat McGee, Glen P. Lipscomb, assembleymen; Wm. P. Gray, consul, Assenman, A.I. Srewart, J.D. Strauss; Harold K. Levering; Frank D. Lanterman; Robert McCarthy. 5-28-52".
DOI: 10.25549/examiner-c44-27812
title: Los Angeles County Hospital, 1951

description: 70 images. Los Angeles County Hospital, 3 December 1951. Gallstone removal; Breast operation. (35 mm. strips of T.V. operation).
DOI: 10.15468/dl.bn5spc
title: Occurrence Download

description: A dataset containing 79029536 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Sweden, United Kingdom of Great Britain and Northern Ireland, Spain, Denmark, Germany, Netherlands)",
 "TaxonKey is Insecta"
 ]
}

 The dataset includes 79029536 records from 7530 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195962-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unbzue
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Albizia julibrissin Durazz.",
 {
 "or" : [
 "Country is Portugal",
 "Country is Chile"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031513-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvzfxr
title: Occurrence Download

description: A dataset containing 17485 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DORSA - German Orthoptera Collections"
 ]
}

 The dataset includes 17485 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002462-160430102343922/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pufrcx
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium agrigentinum Brullo & Pavone"
 ]
}

 The dataset includes 15 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001870-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.coufdd
title: Occurrence Download

description: A dataset containing 1670 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Milicia excelsa (Welw.) C.C.Berg"
 ]
}

 The dataset includes 1670 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031515-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38vcj3
title: Occurrence Download

description: A dataset containing 610 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudochirops archeri (Collett, 1884)"
 ]
}

 The dataset includes 610 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001863-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxwkof
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Muraena clepsydra Gilbert, 1898"
 ]
}

 The dataset includes 150 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002463-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.moavay
title: Occurrence Download

description: A dataset containing 4762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asteraceae",
 "Geometry POLYGON((-105.076393 27.051988,-105.076393 24.149046,-101.300324 24.149046,-101.300324 27.051988,-105.076393 27.051988))"
 ]
}

 The dataset includes 4762 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031525-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bi5txj
title: Occurrence Download

description: A dataset containing 1193 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ashmeadiella gillettei Titus, 1904"
 ]
}

 The dataset includes 1193 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002463-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mm3fuc
title: Occurrence Download

description: A dataset containing 7362 species occurrences available in GBIF matching the query:
{
 "GenusKey" : [
 "is Berlinia Sol. ex Hook.f. & Benth."
 ]
}

 The dataset includes 7362 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010312-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.