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

description: A dataset containing 10242 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bison bison (Linnaeus, 1758)"
 ]
}

 The dataset includes 10242 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028331-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwv8qe
title: Occurrence Download

description: A dataset containing 1095 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Lophuromys woosnami Thomas, 1906"
 ]
}

 The dataset includes 1095 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067743-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxu3q4
title: Occurrence Download

description: A dataset containing 3603 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cirsium undulatum (Nutt.) Spreng."
 ]
}

 The dataset includes 3603 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002892-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvgdf8
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Castilleja moranensis Kunth"
 ]
}

 The dataset includes 273 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028331-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85q3mt
title: Occurrence Download

description: A dataset containing 1483 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Donación de la base de datos del Dr. Ortega Paczka resultados de la computarización de datos de colecta de muestras de maíz y otros cultivos asociados de diferentes regiones de México"
 ]
}

 The dataset includes 1483 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066543-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knp4az
title: Occurrence Download

description: A dataset containing 519 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lysimachia thyrsiflora L.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Continent is North America"
 ]
}

 The dataset includes 519 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177403-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atxdmp
title: Occurrence Download

description: A dataset containing 33106 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncorhynchus nerka (Walbaum, 1792)"
 ]
}

 The dataset includes 33106 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028332-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hyaby2
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eupsophus calcaratus (Günther, 1881)"
 ]
}

 The dataset includes 450 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066544-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xudgx
title: Occurrence Download

description: A dataset containing 71398 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyperus canus J.Presl & C.Presl, Cyperus castaneus Willd., Cyperus cellulosoreticulatus Boeckeler, Cyperus cephalotes Vahl, Cyperus chalaranthus C.Presl, Cyperus compressus L., Cyperus corymbosus Palla, Cyperus costaricensis Gómez-Laur., Cyperus cuspidatus Kunth, Cyperus difformis L., Cyperus diffusus Vahl, Cyperus digitatus Roxb., Cyperus distans L.f., Cyperus dives Delile, Cyperus elatus L., Cyperus elegans L., Cyperus eragrostis Lam., Cyperus esculentus L., Cyperus exaltatus Retz., Cyperus friburgensis Boeckeler, Cyperus fuscus L., Cyperus gardneri Nees, Cyperus giganteus Vahl, Cyperus glaber L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation, Material sample, Literature Occurrence, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 71398 records from 674 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0177407-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57934/0b01e41080377aa5
title: Onderzoek Informatie en Communicatie Technologie (ICT) bevat gegevens over het gebruik van ICT in huishoudens en door personen (Verrind)
DOI: 10.15468/dl.mstu35
title: Occurrence Download

description: A dataset containing 210251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.955523 50.56969, 3.253818 50.56969, 3.253818 50.77127, 2.955523 50.77127, 2.955523 50.56969))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 210251 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041000-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsady2
title: Occurrence Download

description: A dataset containing 1918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "Geometry POLYGON((-76.114 3.411,-75.661 3.411,-75.661 3.946,-76.114 3.946,-76.114 3.411))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 1918 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041042-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h699pn
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligonychus perditus Pritchard & Baker, 1955",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is one of (United States of America, Canada)"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041043-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7jbvyh
title: Occurrence Download

description: A dataset containing 594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis nindensis Ficalho & Hiern",
 "Continent is Africa"
 ]
}

 The dataset includes 594 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041045-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xduh6y
title: Occurrence Download

description: A dataset containing 1477 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than -84.9520798",
 "DecimalLongitude is less than -59.4198608",
 "DecimalLatitude is greater than 0.64876",
 "DecimalLatitude is less than 26.9198627",
 "Country is Aruba"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1477 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041044-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18128/d030.v4.0
title: Integrated Public Use Microdata Series, Current Population Survey

description: IPUMS-CPS is dedicated to integrating and disseminating microdata from the Current Population Survey (CPS). The CPS is a monthly U.S. household survey conducted jointly by the U.S. Census Bureau and the Bureau of Labor Statistics. IPUMS-CPS contains harmonized data from every Annual Social and Economic Supplement (ASEC) supplement from 1962 to the present and all other supplements from 1976 to present. In addition to the many of the variables included in census data (race and ethnicity, education, income, occupation, industry, migration, disability, and veteran status), IPUMS-CPS includes additional information on work and income, such as participation in welfare programs, job searching, barriers to looking for work, union membership, hourly wages, health insurance, and tax liability. In addition, monthly supplements supplemental for certain years include information on computer and Internet use, displaced workers, fertility, food security, job tenure, tobacco use, volunteer activities, voter registration, and work schedules. IPUMS-CPS data are available through an online data access system free of charge to registered users at cps.ipums.org.
DOI: 10.6096/mistrals-hymex.1507
title: Post event Survey Ardeche Ceze august 2018 - HYMEX LOP

description: Post-event survey on the 9th of august 2018 event in the Ceze and Ardeche watersheds.<br />
<br />
Observing strategy: <br />
Post-event survey focused on peak discharges and flood dynamics.
DOI: 10.15468/dl.ryjsbf
title: Occurrence Download

description: A dataset containing 5095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.641807 36.61816, 2.803515 36.61816, 2.803515 36.6973, 2.641807 36.6973, 2.641807 36.61816))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 5095 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041046-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p14f6fjh
title: Oak Savanna Ground Layer Plant Diversity Across the Lower Great Lakes

description: This dataset is part of a study to examine the condition of oak savannas in the southern Great Lakes (Illinois, Indiana, Michigan, Ohio and Wisconsin) and to understand how management has contributed to ground layer restoration. If not destroyed, oak savanna have experienced fire suppression, causing decline in these fire dependent systems. Management includes prescribed burning, shrub layer thinning or both. The data presented here represents a summary of the raw data for structural modeling of how these management action influence savanna ground layer restoration.
DOI: 10.15468/dl.jzujeh
title: Occurrence Download

description: A dataset containing 1040 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than -84.9520798",
 "DecimalLongitude is less than -59.4198608",
 "DecimalLatitude is greater than 0.64876",
 "DecimalLatitude is less than 26.9198627",
 "Country is Anguilla"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1040 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041048-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.easdwt
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis pallens Hack.",
 "Continent is Africa"
 ]
}

 The dataset includes 262 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041047-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugcd8h
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oligonychus ununguis (Jacobi, 1905)",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 70 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041049-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zemh8n
title: Occurrence Download

description: A dataset containing 31117 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lymantria dispar Linnaeus, 1758",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 31117 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041050-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2v88y
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((2.775694 36.45119, 2.927093 36.45119, 2.927093 36.59179, 2.775694 36.59179, 2.775694 36.45119))",
 "Year is greater than or equal to 2010",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 96 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041052-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvrezj
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than -84.9520798",
 "DecimalLongitude is less than -59.4198608",
 "DecimalLatitude is greater than 0.64876",
 "DecimalLatitude is less than 26.9198627",
 "Country is Antigua and Barbuda"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1073 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041053-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnbr8e
title: Occurrence Download

description: A dataset containing 308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Issue is one of (Continent derived from coordinates, Continent invalid, Coordinate reprojected, Coordinate rounded, Depth min max swapped, Country derived from coordinates, Depth non numeric, Depth not metric, Depth unlikely, Elevation min max swapped, Elevation non numeric, Elevation not metric, Elevation unlikely, Identified date invalid, Identified date unlikely, Modified date invalid, Modified date unlikely, Recorded date invalid, Recorded date mismatch, Recorded date unlikely, Occurrence status inferred from individual count, Georeferenced date unlikely, Georeferenced date invalid, ccurrence status inferred from basis of record)",
 "TaxonKey is Eragrostis patens Oliv.",
 "Continent is Africa"
 ]
}

 The dataset includes 308 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041054-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6096/mistrals-hymex.1512
title: Post event Survey Aude October 2018 - HYMEX LOP

description: Post event field survey following the 15th of october 2018 flood in the Aude watershed (France).<br />
<br />
Observing strategy: <br />
Gathering of information about cross sections, peak discharges and flood dynamics.
DOI: 10.5519/qd.2v2jpc1l
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.szgme7
title: Occurrence Download

description: A dataset containing 552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera onca (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 552 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041056-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4hgew
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phakopsora pachyrhizi Syd. & P.Syd.",
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041057-240906103802322/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.27134196
title: Supplementary-Data-3 (Article title: Rapid and accurate multi-phenotype imputation for millions of individuals)

description: Deep phenotyping can enhance the power of genetic analysis such as genome-wide association study (GWAS), but recurrence of missing phenotypes compromises the potentials of such resources. Although many phenotypic imputation methods have been developed, accurate imputation for millions of individuals still remains extremely challenging. In the present study, leveraging efficient machine learning (ML)-based algorithms, we developed a novel multi-phenotype imputation method based on mixed fast random forest (PIXANT), which is several orders of magnitude in runtime and computer memory usage than the state-of-the-art methods when applied to the UK Biobank (UKB) data and scalable to cohorts with millions of individuals. Our simulations with hundreds of individuals showed that PIXANT was superior to or comparable to the most advanced methods available in terms of accuracy. We also applied PIXANT to impute 425 phenotypes for the UKB data of 277,301 unrelated white British citizens and performed GWAS on imputed phenotypes, and identified a 15.6% more GWAS loci than before imputation (8,710 vs 7,355). Due to the increased statistical power of GWAS, a certain proportion of novel genes were rediscovered, such as RNF220, SCN10A and RGS6 that affect heart rate, demonstrating the use of imputed phenotype data in a large cohort to discover novel genes for complex traits.