cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xo4nsd
title: Occurrence Download

description: A dataset containing 4027161 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anura"
 ]
}

 The dataset includes 4027161 records from 1644 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001226-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73095
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.xay8sg
title: Occurrence Download

description: A dataset containing 126 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Thalia geniculata L."
 ]
}

 The dataset includes 126 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107737-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73091
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.zkxszk
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antimima viatorum (L.Bolus) Klak"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039373-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqzulw
title: Occurrence Download

description: A dataset containing 1128 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Geometry POLYGON((-155.58505 -33.73402,10.58505 -33.73402,10.58505 32.73402,-155.58505 32.73402,-155.58505 -33.73402))",
 "HasCoordinate is true",
 "TaxonKey is Solanum lepidotum Humb. & Bonpl. ex Dunal",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1128 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003114-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vvhx3p
title: Occurrence Download

description: A dataset containing 128 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neolepton antipodum (Filhol, 1880)"
 ]
}

 The dataset includes 128 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0107744-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73024
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.7dzcxp
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antimima watermeyeri (L.Bolus) H.E.K.Hartmann"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039376-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73319
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.hsnyrp
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Glyptocheres extrusus Humes, 1987"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0120190-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh29xa
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phalaenopsis appendiculata Carr"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072435-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73257
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.bpxcag
title: Occurrence Download

description: A dataset containing 2137306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen)",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "Year 2010-2022"
 ]
}

 The dataset includes 2137306 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077348-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwhcgz
title: Occurrence Download

description: A dataset listing the 11852 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Skandobs"
 ]
}

 The dataset's 11852 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003114-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73287
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.acnqmp
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phytophthora plurivora T.Jung & T.I.Burgess",
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126430-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fysfw
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sclerodoris worki (Ev.Marcus & Er.Marcus, 1967)"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077364-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73053
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.hxtxaf
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syritta flaviventris Macquart, 1842"
 ]
}

 The dataset includes 413 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056166-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmtstb
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antimima vanzijlii (L.Bolus) H.E.K.Hartmann"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039360-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73179
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.6rm69m
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum malmeanum Bitter"
 ]
}

 The dataset includes 436 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068876-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcxfa5
title: Occurrence Download

description: A dataset containing 12142287 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pl@ntNet automatically identified occurrences"
 ]
}

 The dataset includes 12142287 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089318-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-70721
title: Redemption tidings, vol. 51, nos. 1-52, 2 Jan. - 25 Dec. 1975

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.xqak33
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cinnamodendron corticosum Miers"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030683-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zab5cs
title: Occurrence Download

description: A dataset containing 5945 species occurrences available in GBIF matching the query:
{
 "and" : [
 "VerbatimScientificName is Icterus leucopteryx",
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Year 2011-2021",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Specimen, Material citation, Material sample)"
 ]
 }
 }
 ]
}

 The dataset includes 5945 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073831-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73323
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.rcyuf5
title: Occurrence Download

description: A dataset containing 2408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clusia nemorosa G.Mey.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2408 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030132-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73321
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.9e2ekt
title: Occurrence Download

description: A dataset containing 4559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Pinus monophylla Torr. & Frém."
 ]
}

 The dataset includes 4559 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031985-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73247
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.89ylf4
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtosperma macrotum Becc. ex Engl."
 ]
}

 The dataset includes 110 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035045-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pawwn
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ganesa nitidiuscula Jeffreys, 1883"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087885-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5cgwe
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serjania bahiana Ferrucci"
 ]
}

 The dataset includes 56 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125620-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73291
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.u8kqpq
title: Occurrence Download

description: A dataset containing 81 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 Unknown evidence"
 ]
 },
 "TaxonKey is Sander volgensis (Gmelin, 1789)"
 ]
}

 The dataset includes 81 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003481-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73253
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.2vrbkr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Antiguraleus costatus (Hedley, 1922)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0077414-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8d8vuw
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaporthe corni Fuckel",
 {
 "not" : {
 "Country" : [
 "is United States of America"
 ]
 }
 },
 {
 "not" : {
 "Country" : [
 "is Canada"
 ]
 }
 },
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 }
 ]
}

 The dataset includes 45 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0125640-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdb6cc
title: Occurrence Download

description: A dataset containing 378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acronema astrantiifolium H.Wolff, Acronema brevipedicellatum Z.H.Pan & M.F.Watson, Tongoloa taeniophylla (H.Boissieu) H.Wolff, Acronema chinense H.Wolff, Acronema commutatum H.Wolff, Acronema forrestii H.Wolff, Acronema gracile S.L.Liou & R.H.Shan, Acronema paniculatum (Franch.) H.Wolff)",
 "Continent is Asia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 378 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000589-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-73171
title: Redemption tidings, vol. 52, nos. 1-52, 1 Jan. - 23 Dec. 1976

description: [description english/roman)] Issued weekly. "The vital voice of pentecost today" -- subtitle.
DOI: 10.15468/dl.47jt2a
title: Occurrence Download

description: A dataset containing 828203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Capreolus capreolus (Linnaeus, 1758)",
 "OccurrenceStatus is Present",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Material sample, Observation, Living Specimen)",
 {
 "not" : {
 "Country" : [
 "is one of (Afghanistan, China, Ireland, Israel, Kenya, Korea (Democratic People’s Republic of), Korea, Republic of, Lebanon, Mongolia, Syrian Arab Republic, United States of America, Kosovo, unknown or invalid)"
 ]
 }
 }
 ]
}

 The dataset includes 828203 records from 2004 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087919-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7bfkf
title: Occurrence Download

description: A dataset containing 434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Specimen)",
 "Country is Argentina",
 {
 "or" : [
 "Geometry POLYGON((-56.58958 -27.04797,-56.29761 -28.07298,-55.22996 -27.49831,-55.78102 -26.74196,-56.58958 -27.04797))",
 "Geometry POLYGON((-57.01801 -26.65656,-56.76052 -29.03546,-54.0115 -27.87597,-56.14854 -26.28329,-57.01801 -26.65656))"
 ]
 },
 "HasGeospatialIssue is false",
 "IucnRedListCategory is one of (NE, DD, LC, NT, VU, EN, CR, EW, EX)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chiroptera"
 ]
}

 The dataset includes 434 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025076-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4stks
title: Occurrence Download

description: A dataset containing 13472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bembidion properans (Stephens, 1828))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13472 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025075-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fufr8
title: Occurrence Download

description: A dataset containing 9507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (TPWD HARC Texas Coastal Fisheries Aransas Bay Bag Seine, TPWD HARC Texas Coastal Fisheries Corpus Christi Bay Bag Seine, TPWD HARC Texas Coastal Fisheries Upper Laguna Madre Bag Seine, TPWD HARC Texas Coastal Fisheries Lower Laguna Madre Bag Seine, TPWD HARC Texas Coastal Fisheries San Antonio Bay Bag Seine, TPWD HARC Texas Coastal Fisheries Matagorda Bay Bag Seine)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fundulus similis (Baird & Girard, 1853)"
 ]
}

 The dataset includes 9507 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025077-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65gc9p
title: Occurrence Download

description: A dataset containing 25804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bembidion lampros (Herbst, 1784))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25804 records from 350 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025078-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpqafj
title: Occurrence Download

description: A dataset containing 5861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Bembidion bruxellense Wesmael, 1835)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5861 records from 125 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025080-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.amdjkv
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Happywhale - Humpback Whale in South Atlantic Ocean",
 "OrganismId is https://happywhale.com/individual/85462"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025082-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzhwkd
title: Occurrence Download

description: A dataset containing 8708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carabus auratus Linnaeus, 1760)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8708 records from 377 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025081-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10982191
title: 108 Basins containing a minimum of 50 years of daily discharge and precipitation observations

description: Contained within this dataset are the (1) list of USGS basins used in the Livneh et al. 2024 (in-review) analysis of the intermittency-flooding relationship, (2) shapefile of the basins, and (3) the script used to generate the list of basins from the GAGES II dataset. If using these basins or the script to generate a list of basins that meet a certain set of criteria, please cite this dataset accordingly.