cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.m889mf
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cosmopterix Hübner",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209188-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3m6ym
title: Occurrence Download

description: A dataset containing 10800 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dreissena polymorpha (Pallas, 1771)"
 ]
}

 The dataset includes 10800 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042478-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f53y58
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (The New York Botanical Garden Herbarium (NY), University of New Mexico Herbarium)",
 "TaxonKey is Mimulus glabratus var. glabratus"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002714-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ayury
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brachionidium operosum Luer & Hirtz"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148492-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vk286
title: Occurrence Download

description: A dataset containing 2954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "DatasetKey is Inventario de ofiuroideos del Pacífico mexicano"
 ]
}

 The dataset includes 2954 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024875-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pv9m3e
title: Occurrence Download

description: A dataset containing 625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bidens frondosa L.",
 "Year 1970-2020"
 ]
}

 The dataset includes 625 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000398-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pshmky
title: Occurrence Download

description: A dataset containing 13713349 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 13713349 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234154-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg47bb
title: Occurrence Download

description: A dataset containing 425 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Spain",
 "DatasetKey is FloraCAT: Banco de datos de los cormófitos de Cataluña",
 "Geometry POLYGON((0.64083 40.42786,3.52637 40.42786,3.52637 42.84335,0.64083 42.84335,0.64083 40.42786))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio inaequidens DC."
 ]
}

 The dataset includes 425 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000806-240130105604617/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfgcrw
title: Occurrence Download

description: A dataset containing 1246142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Betula utilis subsp. jacquemontii (Spach) Kitam., Betula pubescens Ehrh., Betula populifolia Marshall, Betula platyphylla var. szechuanica (C.K.Schneid.) Rehder, Betula platyphylla var. japonica (Miq.) H.Hara, Betula platyphylla Sukaczev, Betula pendula Roth, Betula papyrifera Marshall, Betula occidentalis Hook., Betula maximowicziana Regel, Betula lenta L., Betula ermanii Cham., Betula dahurica Pall., Betula alleghaniensis Britton, Betula albosinensis Burkill)"
 ]
}

 The dataset includes 1246142 records from 3234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148426-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.58099/pk/yftbd4
title: Analysis of the accuracy of the inverse marching method used to determine thermal stresses in cylindrical pressure components with holes

description: The collection contains data to analyse the accuracy of the inverse marching method used to determine thermal stresses in cylindrical pressure components with holes.
DOI: 10.15468/dl.j49x2g
title: Occurrence Download

description: A dataset containing 3995 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus haemastoma"
 ]
}

 The dataset includes 3995 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055171-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.savrb9
title: Occurrence Download

description: A dataset containing 245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.4_1",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 245 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002880-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nnodew
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrmoborus myotherinus ochrolaemus (Hellmayr, 1906)"
 ]
}

 The dataset includes 157 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091895-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwdsni
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dryocopus martius (Linnaeus, 1758)",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049590-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52pega
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Osteoglossiformes)",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 156 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002875-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9wnan
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Miconia sulbahiensis (D' El Rei Souza) R.Goldenb."
 ]
}

 The dataset includes 36 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176722-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.21imfz
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myrmoborus myotherinus sororius (Hellmayr, 1910)"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091896-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qaycew
title: Occurrence Download

description: A dataset containing 88 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Paepalanthus herzogii Moldenke"
 ]
}

 The dataset includes 88 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176723-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s80ikf
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microlicia sulfurea Hoehne"
 ]
}

 The dataset includes 36 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009304-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tuuay
title: Occurrence Download

description: A dataset containing 20080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-84.50458 9.86174,-83.86321 9.86174,-83.86321 10.29662,-84.50458 10.29662,-84.50458 9.86174))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (EN, VU, NT)",
 "Year 2020-2023"
 ]
}

 The dataset includes 20080 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006878-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.640fra
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calyptrotheca Gilg",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091898-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyjfuz
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Arizona Insect Collection RL Minckley Insect Collection",
 {
 "or" : [
 "Issue is Country coordinate mismatch",
 "Issue is Coordinate invalid",
 "Issue is Country derived from coordinates",
 "Issue is Country invalid"
 ]
 }
 ]
}

 The dataset includes 258 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049592-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h782rf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megabothris asio orectus Jordan, 1938",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008915-231120084113126/datasets/export for details.
DOI: 10.15468/dl.tyeoxo
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolymia lacera (Pallas, 1766)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 77 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091899-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5bk54
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Arizona Insect Collection RL Minckley Insect Collection",
 {
 "or" : [
 "Issue is Country coordinate mismatch",
 "Issue is Country invalid"
 ]
 }
 ]
}

 The dataset includes 141 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049594-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syh298
title: Occurrence Download

description: A dataset containing 991700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Belgium, Germany, Netherlands)",
 "TaxonKey is one of (Ondatra zibethicus (Linnaeus, 1766), Myocastor coypus (Molina, 1782))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 991700 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062690-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxrudt
title: Occurrence Download

description: A dataset containing 911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolymia cubensis (Milne Edwards & Haime, 1848)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 911 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091900-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtoh3v
title: Occurrence Download

description: A dataset containing 659 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "TaxonKey is Sechium edule (Jacq.) Sw."
 ]
}

 The dataset includes 659 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049601-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjptyt
title: Occurrence Download

description: A dataset containing 897 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "StateProvince is CHihuahua",
 "TaxonKey is Felidae"
 ]
}

 The dataset includes 897 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002901-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10843151
title: Collider Bias Correction for Multiple Covariates in GWAS Using Robust Multivariable Mendelian Randomization

description: This repository contains the data underlying the figures in paper "Collider Bias Correction for Multiple Covariates in GWASUsing Robust Multivariable Mendelian Randomization".

 

 

The file names and sheet names in the xlsx file indicate the corresponding figures of data. 

The underlying data of manhattan plots and QQ plots are in text file. For other figures, the underlying data are in the spreadsheet.

In each file, column names indicate the MVMR method used to obtain the result. 

For example: 

In text files:

The abbreviation "mPC" refers to metabolomic principle components.

beta_no_correction: the SNP effect estimate without bias correction.

beta_cml or beta_MVMR_cml: the standard error of SNP effect estimate after the bias correction of MVMR-cML.

SE_UVMR_cml: the standard error of SNP effect estimate after the bias correction of UVMR-cML.

p_value_Egger or p_value_MVMR_Egger: the p-value of SNP effect estimate after the bias correction of MVMR-Egger regression.

In the spreadsheet, column names follow the same style. 

The GWAS data is also available. The column names follows the plink output file. The detailed explanations are available at https://www.cog-genomics.org/plink/2.0/formats#glm_linear
DOI: 10.5281/zenodo.10842571
title: Collider Bias Correction for Multiple Covariates in GWAS Using Robust Multivariable Mendelian Randomization

description: This repository contains the data underlying the figures in paper "Collider Bias Correction for Multiple Covariates in GWASUsing Robust Multivariable Mendelian Randomization".

 

 

The file names and sheet names in the xlsx file indicate the corresponding figures of data. 

The underlying data of manhattan plots and QQ plots are in text file. For other figures, the underlying data are in the spreadsheet.

In each file, column names indicate the MVMR method used to obtain the result. 

For example: 

In text files:

The abbreviation "mPC" refers to metabolomic principle components.

beta_no_correction: the SNP effect estimate without bias correction.

beta_cml or beta_MVMR_cml: the standard error of SNP effect estimate after the bias correction of MVMR-cML.

SE_UVMR_cml: the standard error of SNP effect estimate after the bias correction of UVMR-cML.

p_value_Egger or p_value_MVMR_Egger: the p-value of SNP effect estimate after the bias correction of MVMR-Egger regression.

In the spreadsheet, column names follow the same style. 

The GWAS data is also available. The column names follows the plink output file. The detailed explanations are available at https://www.cog-genomics.org/plink/2.0/formats#glm_linear
DOI: 10.5281/zenodo.10835319
title: Collider Bias Correction for Multiple Covariates in GWAS Using Robust Multivariable Mendelian Randomization

description: This repository contains the data for the paper "Collider Bias Correction for Multiple Covariates in GWASUsing Robust Multivariable Mendelian Randomization".

 

 

The file names indicate the corresponding simulation set up or real data example. Simulation data is in spreadsheet. Real data application results are in text files. In the spreadsheets of simulations, sheet name indicates the specific simulation set up. For example, in the file "simulation_correlated_SNPs_30%_invalid_IVs.xlsx", sheet "p_2=1, rho=0" indicates thesimulation when p_2=1 and rho=0.

In each file, column names indicate the MVMR method used to obtain the result. 

For example: 

In the files of real data applcation:

The abbreviation "mPC" refers to metabolomic principle components.

beta_no_correction: the SNP effect estimate without bias correction.

beta_cml or beta_MVMR_cml: the standard error of SNP effect estimate after the bias correction of MVMR-cML.

SE_UVMR_cml: the standard error of SNP effect estimate after the bias correction of UVMR-cML.

p_value_Egger or p_value_MVMR_Egger: the p-value of SNP effect estimate after the bias correction of MVMR-Egger regression.

In the files of simulation, column names follow the same style. For MVMR-cML, there are two columns of mean standard errors:

Mean_SE_cml1: the mean standard error obtained with Equation (14) in paper.Mean_SE_cml2: the mean standard error obtained with Delta method in supplementary.Correspondingly:Type_I_error_or_Power_cml1: the type-I error or power obtained by Mean_SE_cml1.Type_I_error_or_Power_cml2: the type-I error or power obtained by Mean_SE_cml2.

The GWAS data of metabolomic PCs is also available. The column names follows the plink output file. The detailed explanations are available at https://www.cog-genomics.org/plink/2.0/formats#glm_linear
DOI: 10.15468/dl.u2ku2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleochaetis exilis triptus (Jordan, 1938)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008906-231120084113126/datasets/export for details.
DOI: 10.5281/zenodo.10835318
title: Collider Bias Correction for Multiple Covariates in GWAS Using Robust Multivariable Mendelian Randomization

description: This repository contains the data underlying the figures in paper "Collider Bias Correction for Multiple Covariates in GWASUsing Robust Multivariable Mendelian Randomization".

 

 

The file names and sheet names in the xlsx file indicate the corresponding figures of data. 

The underlying data of manhattan plots and QQ plots are in text file. For other figures, the underlying data are in the spreadsheet.

In each file, column names indicate the MVMR method used to obtain the result. 

For example: 

In text files:

The abbreviation "mPC" refers to metabolomic principle components.

beta_no_correction: the SNP effect estimate without bias correction.

beta_cml or beta_MVMR_cml: the standard error of SNP effect estimate after the bias correction of MVMR-cML.

SE_UVMR_cml: the standard error of SNP effect estimate after the bias correction of UVMR-cML.

p_value_Egger or p_value_MVMR_Egger: the p-value of SNP effect estimate after the bias correction of MVMR-Egger regression.

In the spreadsheet, column names follow the same style. 

The GWAS data is also available. The column names follows the plink output file. The detailed explanations are available at https://www.cog-genomics.org/plink/2.0/formats#glm_linear