cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30281263
title: Towards an improved assessment of global plant diversity in deep time: further insights from the Palaeozoic fossil record

description: An accurate characterisation of plant diversity patterns is critical to further understanding the development of early terrestrial ecosystems. However, biases inherent to the nature of the fossil record, along with methodological constraints, are known to distort deep-time diversity estimates. To further investigate their influence, we first evaluate whether genus-level diversity serves as an accurate predictor of species diversity, using a new, comprehensive dataset containing the temporal distribution of late Silurian to earliest Carboniferous plant macrofossil species. Results demonstrate that genus-level diversity reliably represents species diversity dynamics and that including taxa in open nomenclature does not affect diversity trajectories. Secondly, a relatively unexplored bias related to time discretisation of data is assessed using a randomised time-continuous approach. Results show that no major discrepancies in diversity estimates are recovered between substage-binned and randomised time-continuous approaches, except during the Late Devonian interval. This difference is interpreted to reflect the longer duration of geological substages at that time, as well as a lower stratigraphic resolution in taxon ranges. These factors lead to increased uncertainty regarding the evolution of plant diversity across this period compared to earlier time intervals, highlighting the necessity to better chronostratigraphically constrain these floras.
DOI: 10.6084/m9.figshare.30281263.v1
title: Towards an improved assessment of global plant diversity in deep time: further insights from the Palaeozoic fossil record

description: An accurate characterisation of plant diversity patterns is critical to further understanding the development of early terrestrial ecosystems. However, biases inherent to the nature of the fossil record, along with methodological constraints, are known to distort deep-time diversity estimates. To further investigate their influence, we first evaluate whether genus-level diversity serves as an accurate predictor of species diversity, using a new, comprehensive dataset containing the temporal distribution of late Silurian to earliest Carboniferous plant macrofossil species. Results demonstrate that genus-level diversity reliably represents species diversity dynamics and that including taxa in open nomenclature does not affect diversity trajectories. Secondly, a relatively unexplored bias related to time discretisation of data is assessed using a randomised time-continuous approach. Results show that no major discrepancies in diversity estimates are recovered between substage-binned and randomised time-continuous approaches, except during the Late Devonian interval. This difference is interpreted to reflect the longer duration of geological substages at that time, as well as a lower stratigraphic resolution in taxon ranges. These factors lead to increased uncertainty regarding the evolution of plant diversity across this period compared to earlier time intervals, highlighting the necessity to better chronostratigraphically constrain these floras.
DOI: 10.26023/rqw1-5tkg-jj0b
title: INDOEX: R/V Ron Brown SST, Salinity, Chlorophyll. Version 1.0

description: This dataset contains the Oceanography SST, Salinity, and Chlorophyll data collected aboard the Ship Ron Brown during the INDOEX time period.
DOI: 10.15468/dl.fhm8p6
title: Occurrence Download

description: A dataset containing 373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bistorta affinis",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 373 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050449-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nmgq2
title: Occurrence Download

description: A dataset containing 1250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Asellus aquaticus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1250 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050450-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3pp7ma
title: Occurrence Download

description: A dataset containing 868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bistorta amplexicaulis",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 868 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050451-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ebzm3g
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Physalis campanula"
 ]
}

 The dataset includes 55 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050452-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/288w-q3ra-5f03
title: INDOEX: AVN Regional Analysis and Forecast Imagery. Version 1.0

description: This dataset contains the AVN model regional analysis and forecast imagery collected during the INDOEX time period.
DOI: 10.15468/dl.txxt59
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-10.16455 46.49608,-10.45498 44.05726,-9.87412 42.86275,-10.06774 37.46704,-10.25938 29.38842,-10.55278 29.13245,-4.70383 29.08358,16.30378 28.58821,18.20033 47.12379,-8.99461 46.47675,-10.16455 46.49608))",
 "HasGeospatialIssue is false",
 "IsInCluster is true",
 "TaxonKey is Erica multiflora"
 ]
}

 The dataset includes 72 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050453-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc568s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jaera sarsi",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050454-250920141307145/datasets/export for details.
DOI: 10.15468/dl.b5d8ak
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jaera sarsi",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050455-250920141307145/datasets/export for details.
DOI: 10.15468/dl.9weqwq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jaera sarsi",
 "Country is Slovakia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050456-250920141307145/datasets/export for details.
DOI: 10.15468/dl.z3b87a
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bupleurum candollei",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050458-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/6cef-rpk3-9a0d
title: INDOEX: ECMWF Global Grids. Version 1.0

description: This dataset contains the model ECMWF global grids data in GRIB format collected during the INDOEX time period.
DOI: 10.15468/dl.hpuygz
title: Occurrence Download

description: A dataset containing 694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Prosopis juliflora"
 ]
}

 The dataset includes 694 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050460-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.58dh85
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jaera sarsi",
 "Country is Ukraine",
 "HasCoordinate is true"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050459-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb5qda
title: Occurrence Download

description: A dataset containing 9580 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Caltha palustris",
 "Geometry POLYGON ((26.04335 1.226334, 135.0263 1.226334, 135.0263 55.38525, 26.04335 55.38525, 26.04335 1.226334))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9580 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050462-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbng2z
title: Occurrence Download

description: A dataset containing 914 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ischaemum latifolium (Spreng.) Kunth"
 ]
}

 The dataset includes 914 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031948-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4egyxt
title: Occurrence Download

description: A dataset containing 6931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica, Nicaragua)",
 "TaxonKey is Bolitoglossa subpalmata (Boulenger, 1896)"
 ]
}

 The dataset includes 6931 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031949-241107131044228/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.26027140.v5
title: <b>The Roles of </b><b>Nutrient Loading </b><b>and River Discharge </b><b>on the Phytoplankton Dynamics </b><b>in the </b><b>Semi-enclosed Se</b><b>a</b>

description: The dataset includes the model outputs.
DOI: 10.6084/m9.figshare.26027140.v4
title: <b>The Roles of </b><b>Nutrient Loading </b><b>and River Discharge </b><b>on the Phytoplankton Dynamics </b><b>in the </b><b>Semi-enclosed Se</b><b>a</b>

description: The dataset includes the model outputs.
DOI: 10.15468/dl.5jyafz
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptochloa aquatica Scribn. & Merr."
 ]
}

 The dataset includes 151 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031950-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udzavd
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola brasiliana Moric."
 ]
}

 The dataset includes 102 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031951-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.92qjps
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola brasiliensis (Trin.) Swallen"
 ]
}

 The dataset includes 70 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031952-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gbx2qa
title: Occurrence Download

description: A dataset containing 2373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica, Nicaragua)",
 "TaxonKey is Bolitoglossa pesrubra (Taylor, 1952)"
 ]
}

 The dataset includes 2373 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031953-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2m8d5
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola caespitosa Swallen"
 ]
}

 The dataset includes 177 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031954-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm7dfk
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola divergens Swallen"
 ]
}

 The dataset includes 18 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031956-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hjs89h
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica, Nicaragua)",
 "TaxonKey is Bolitoglossa gracilis Bolaños, Robinson & Wake, 1987"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031957-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqeyr7
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola fragilis Swallen"
 ]
}

 The dataset includes 123 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031958-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6tw7p
title: Occurrence Download

description: A dataset containing 1796 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((70.25656 2.92442,154.08484 2.92442,154.08484 55.92313,70.25656 55.92313,70.25656 2.92442))",
 "TaxonKey is Toxicodendron vernicifluum (Stokes) F.A.Barkley"
 ]
}

 The dataset includes 1796 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031959-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ef5suc
title: Occurrence Download

description: A dataset containing 609 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Enkianthus serrulatus (E.H.Wilson) C.K.Schneid.)"
 ]
}

 The dataset includes 609 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031960-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hktfzm
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola gracillima Prodoehl"
 ]
}

 The dataset includes 76 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031961-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2gjtve
title: Occurrence Download

description: A dataset containing 3755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is New Zealand",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Pinus radiata D.Don, Pinus contorta Douglas ex Loudon, Pseudotsuga menziesii (Mirb.) Franco)"
 ]
}

 The dataset includes 3755 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031962-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.643ffr
title: Occurrence Download

description: A dataset containing 299 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola spruceana Benth. ex Döll"
 ]
}

 The dataset includes 299 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031964-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2d8tkb
title: Occurrence Download

description: A dataset containing 220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Enkianthus sikokianus (Palib.) Ohwi)"
 ]
}

 The dataset includes 220 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031963-241107131044228/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.27897768
title: CaseF1-F12.py

description: 河流流量估算对于有效的水资源管理至关重要。然而，水文站的高运营和维护支出导致流量监测数据减少。使用迁移学习通过少量数据点估算河流流量，为补充该领域的现有观测数据具有巨大潜力。
DOI: 10.5281/zenodo.14166581
title: Healthy Cirrhosis and its Decompensation Liver Cancer Database

description: This dataset comprises detailed hematological data and corresponding labels from 322 patients, The model code can be found in the uploaded file 2,described as follows:

Feature Data: The first 58 columns represent hematological features, including common blood indices and other relevant biological measurements. These features capture essential physiological and hematological information for disease classification and analysis.

Label Data: The 59th column contains categorical labels indicating the health status of the patients, defined as follows:

0: Healthy individuals.

1: Patients with liver cirrhosis and its decompensated phase.

2: Patients with liver cancer.
DOI: 10.5281/zenodo.14166582
title: Healthy Cirrhosis and its Decompensation Liver Cancer Database

description: This dataset comprises detailed hematological data and corresponding labels from 322 patients, The model code can be found in the uploaded file 2,described as follows:

Feature Data: The first 58 columns represent hematological features, including common blood indices and other relevant biological measurements. These features capture essential physiological and hematological information for disease classification and analysis.

Label Data: The 59th column contains categorical labels indicating the health status of the patients, defined as follows:

0: Healthy individuals.

1: Patients with liver cirrhosis and its decompensated phase.

2: Patients with liver cancer.
DOI: 10.15468/dl.jb2afv
title: Occurrence Download

description: A dataset containing 479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Enkianthus subsessilis (Miq.) Makino)"
 ]
}

 The dataset includes 479 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031965-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aveapq
title: Occurrence Download

description: A dataset containing 520 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Luziola subintegra Swallen"
 ]
}

 The dataset includes 520 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031966-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kjma3t
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Vernicia calcicola Y.Feng Huang & D.X.Nong, 2023)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031967-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mykpnb
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Otocolobus manul (Pallas, 1776)"
 ]
}

 The dataset includes 34 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031968-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpt8nw
title: Occurrence Download

description: A dataset containing 3195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Geometridae"
 ]
}

 The dataset includes 3195 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002757-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.