cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.h9xggy
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Eriobotrya japonica (Thunb.) Lindl."
 ]
}

 The dataset includes 34 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011975-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qr2cd
title: Occurrence Download

description: A dataset containing 185522 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Ichthyosaura alpestris (Laurenti, 1768)"
 ]
}

 The dataset includes 185522 records from 894 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009784-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hz4nvq
title: Occurrence Download

description: A dataset containing 19413 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silphium perfoliatum L."
 ]
}

 The dataset includes 19413 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009805-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6n626s
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Abundance and community structure of birds breeding in Kalahari woodland used as rangeland"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001144-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13132666
title: Nanopores with an Engineered Selective Entropic Gate DetectProteins at Nanomolar Concentration in Complex Biological Sample

description: This dataset belongs to the article: "Nanopores with an Engineered Selective Entropic Gate DetectProteins at Nanomolar Concentration in Complex Biological Sample" published in JACS (DOI: 10.1021/jacs.4c17147) and contains the raw electrophysiology data of protein capture by engineered YaxAB, analysis MATLAB scripts and analysis Excel files. 

For YaxAB_JACS_2025.zip:

- Each electrophysiology file contains measurement info as follows:[Date of measurement]_[Buffer conditions]_[Pore type]_[added analyte(s)]_[operator initials]

- Each electrophys trace is accompanied by Excel file with Clampfit analysis in Sheet1 (named [voltage], with the columns corresponding to: Trace; Search; Level; State; Event Start Time (ms); Event End Time (ms); Amplitude (pA); Amp S.D. (pA); Dwell Time (ms); Inst. Freq. (Hz); Interevent Interval (ms); [empy]; open pore current (pA)

- This Excel sheet was analyzed with inhouse MATLAB script; and event data (Iex, dwell time, Amp S.D.) is placed in second sheet of Excel file.

- A summary of all the event data (mean +/- S.D.) for all replicates is in a separate Excel file in the corresponding folder. 

 

This dataset contains one replicate per experiment. Raw data for all replicates can be shared upon reasonable request.
DOI: 10.5281/zenodo.13132665
title: Nanopores with an Engineered Selective Entropic Gate DetectProteins at Nanomolar Concentration in Complex Biological Sample

description: This dataset belongs to the article: "Nanopores with an Engineered Selective Entropic Gate DetectProteins at Nanomolar Concentration in Complex Biological Sample" published in JACS (DOI: 10.1021/jacs.4c17147) and contains the raw electrophysiology data of protein capture by engineered YaxAB, analysis MATLAB scripts and analysis Excel files. 

For YaxAB_JACS_2025.zip:

- Each electrophysiology file contains measurement info as follows:[Date of measurement]_[Buffer conditions]_[Pore type]_[added analyte(s)]_[operator initials]

- Each electrophys trace is accompanied by Excel file with Clampfit analysis in Sheet1 (named [voltage], with the columns corresponding to: Trace; Search; Level; State; Event Start Time (ms); Event End Time (ms); Amplitude (pA); Amp S.D. (pA); Dwell Time (ms); Inst. Freq. (Hz); Interevent Interval (ms); [empy]; open pore current (pA)

- This Excel sheet was analyzed with inhouse MATLAB script; and event data (Iex, dwell time, Amp S.D.) is placed in second sheet of Excel file.

- A summary of all the event data (mean +/- S.D.) for all replicates is in a separate Excel file in the corresponding folder. 

 

This dataset contains one replicate per experiment. Raw data for all replicates can be shared upon reasonable request.
DOI: 10.6084/m9.figshare.28829771
title: 这是<b>STGAT-VCA: Vector cellular automata model integrated with graph attention network and gated recurrent unit for urban land use change simulation.</b>

description: 中使用的数据集和代码<b>STGAT-VCA: Vector cellular automata model integrated with graph attention network and gated recurrent unit for urban land use change simulation.</b>
DOI: 10.6084/m9.figshare.29108483
title: <b>Genetically predicted low systolic blood pressure increased risk of allergic rhinitis: Evidence from a Bidirectional Mendelian randomization study.</b>

description: In the present study, we aim to further elucidate the causal relationship between SBP and AR by conducting a bidirectional, two-sample Mendelian randomization analysis. We utilize the most up-to-date GWAS summary statistics from large-scale databases, specifically SBP (ieu-b-38) and AR (ebi-a-GCST90038664), to ensure improved statistical power and validity of our findings.
DOI: 10.6084/m9.figshare.29108483.v1
title: <b>Genetically predicted low systolic blood pressure increased risk of allergic rhinitis: Evidence from a Bidirectional Mendelian randomization study.</b>

description: In the present study, we aim to further elucidate the causal relationship between SBP and AR by conducting a bidirectional, two-sample Mendelian randomization analysis. We utilize the most up-to-date GWAS summary statistics from large-scale databases, specifically SBP (ieu-b-38) and AR (ebi-a-GCST90038664), to ensure improved statistical power and validity of our findings.
DOI: 10.15468/dl.gw9jnd
title: Occurrence Download

description: A dataset containing 3133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucaena leucocephala"
 ]
}

 The dataset includes 3133 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003812-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b4y7t6
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Brazil",
 "GadmGid is BRA.7.1_2",
 "TaxonKey is Caiman"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003813-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69fqh2
title: Occurrence Download

description: A dataset containing 39661130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 39661130 records from 4746 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003809-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bhrqe
title: Occurrence Download

description: A dataset containing 1362 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Canada",
 "Country is Canada"
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Cornus L.)",
 "Geometry POLYGON((-74.67117631261674 45.74539455427339,-74.67117631261674 45.29143360207553,-73.01545364034675 45.29143360207553,-73.01545364034675 45.74539455427339,-74.67117631261674 45.74539455427339))"
 ]
 }
 ]
}

 The dataset includes 1362 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007123-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuf4f9
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.64727 51.13307,1.26409 50.40466,3.69129 51.70571,4.43319 52.37758,5.08664 53.33591,7.66174 53.77781,8.81892 53.94655,8.23398 56.04677,8.17676 56.99373,8.08019 57.8233,5.37911 58.66905,5.83691 59.22984,5.15021 59.11254,5.15021 59.63725,4.8093 60.46125,-0.84677 59.93014,-2.28896 59.05373,-2.37956 58.89436,-3.83401 58.1897,-3.95481 57.6426,-1.49416 57.7038,-2.982 56.14253,-1.32889 54.57796,-0.21358 54.46678,0.27979 53.50642,0.33702 52.99284,1.95013 52.62897,1.37566 51.89688,1.21443 51.83127,0.89148 51.50178,1.45611 51.38432,0.64727 51.13307))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mola mola"
 ]
}

 The dataset includes 138 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030480-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6cdefw
title: Occurrence Download

description: A dataset containing 10232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Adonis annua"
 ]
}

 The dataset includes 10232 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030479-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bug899
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((149.19507 44.06811,125.32836 44.06811,124.76015 30.99827,138.39816 27.58874,156.8665 29.29352,149.19507 44.06811))",
 "TaxonKey is Vernicia cordata"
 ]
}

 The dataset includes 86 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030481-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcbm98
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-5000.0",
 "GbifRegion is Europe and Central Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Saiga tatarica, Saiga tatarica mongolica)",
 "Year 2000-2025"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030483-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p4d2ry
title: Occurrence Download

description: A dataset containing 3990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((96.88819 -10.52686,133.82057 -13.82974,153.78808 58.98408,89.832 37.06487,61.15684 40.66802,65.06028 17.69788,71.81619 -2.11949,42.8408 50.27646,23.77406 38.41605,63.55895 -16.98251,96.88819 -10.52686))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pseudognaphalium affine"
 ]
}

 The dataset includes 3990 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030485-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tc65r
title: Occurrence Download

description: A dataset containing 10762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Agrostemma githago"
 ]
}

 The dataset includes 10762 records from 340 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030486-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rw47je
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((1.27464 51.0264,2.45153 51.06901,3.46557 51.47656,5.31681 53.5907,8.5568 53.91225,7.67358 57.75645,4.95528 58.81258,4.90053 60.75521,-0.40969 60.88488,-3.55098 57.79192,-1.78033 57.81801,-2.39296 56.32145,0.81146 53.11081,1.76114 52.69553,1.70192 52.32609,1.62789 52.08111,0.99126 51.66061,0.90061 51.41196,1.2523 51.41196,1.5336 51.48578,1.27464 51.0264))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hippoglossus hippoglossus"
 ]
}

 The dataset includes 277 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030489-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vbfmra
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lindera floribunda"
 ]
}

 The dataset includes 235 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030490-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb4mny
title: Occurrence Download

description: A dataset containing 2627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((137.26174 26.16811,118.50935 47.76176,89.24427 40.09033,91.23317 10.54116,111.12204 8.83638,117.65693 18.21259,137.26174 26.16811))",
 "TaxonKey is Vernicia montana"
 ]
}

 The dataset includes 2627 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030491-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5159/iqb_eval-vd-nrw-k3_suf_off-site_v1
title: Evaluation des Vorbereitungsdienstes in Nordrhein-Westfalen (Eval-VD-NRW-K3)
title: Evaluation of teacher education in North Rhine-Westphalia (Eval-VD-NRW-K3)

description: Dieses Projekt war eine Fortführung der im Jahr 2011 begonnenen Evaluation des reformierten Vorbereitungsdienstes in Nordrhein-Westfalen (erste Evaluationsphase). Dabei wurden die Auswirkungen der 2012 erstmals umgesetzten Reform des Vorbereitungsdienstes im Hinblick auf die Umsetzungsqualität, die Akzeptanz bei allen Beteiligten und die Entwicklung der professionellen Kompetenz der Lehramtsanwärter*innen (LAA) untersucht.
Ziel der zweiten Phase der Evaluation war es, die vollständige Implementation der neuen Lerngelegenheiten im Rahmen der reformierten Lehramtsausbildung zu untersuchen sowie die Erträge der Reform mit dem vorherigen Ausbildungssystem zu vergleichen. Dazu wurden LAA, die im Mai 2019 ihren Vorbereitungsdienst begonnen haben, zu Beginn und zum Ende ihres Vorbereitungsdienstes befragt. (Projekt/IQB)
description: This project was a continuation of the evaluation of the reformed preservice teachers education in North Rhine-Westphalia (first evaluation phase) that began in 2011. The impact of the reform of the teacher education, which was first implemented in 2012, was examined in terms of the quality of implementation, acceptance by all parties involved and the development of the professional competence of preservice teachers (LAA).
The aim of the second phase of the evaluation was to examine the full implementation of the new learning opportunities within the framework of the reformed teacher education programme and to compare the benefits of the reform with the previous training system. To this end, LAA who began their preservice teachers education in May 2019 were surveyed at the beginning and end of their preservice teachers education. (IQB)
description: SelfAdministeredQuestionnaire.ComputerAssisted
description: MeasurementsAndTests.Educational
description: Longitudinal.CohortEventBased
description: Beobachtungsdesign
description: Oberservational Design
description: Lehramtsanwärter*innen MPZ 1 N = 669, Lehramtsanwärter*innen MPZ 2 N = 256
description: Preservice Teachers t1 N = 669, t2 N = 256
description: Wahrscheinlichkeitsauswahl: Geschichtete Klumpenauswahl
description: Probability Sample: Stratified Cluster Sample
description: Publikationsort: Berlin
description: Publication Place: Berlin
description: Erhebungseinheiten: Referendar*innen###
description: Survey Unit: Preservice Teachers###
description: Availability Type: Delivery
description: Beantragung nötig: https://www2.iqb.hu-berlin.de/fdz/fdz/Datenzugang/SUF-Antrag/FormularSUFs
description: application required: https://www2.iqb.hu-berlin.de/fdz/fdz/Datenzugang/SUF-Antrag/FormularSUFs
DOI: 10.15468/dl.zpeqyk
title: Occurrence Download

description: A dataset containing 32759 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Paulownia tomentosa",
 "Year 1900-2024"
 ]
}

 The dataset includes 32759 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030492-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17598184
title: Offspring Dependency is not reflected in the Social Immunity of three burying beetle species

description: Offspring Dependency is not reflected in the Social Immunity of three burying beetle species

Dataset DOI: 10.5061/dryad.bzkh189qp

Description of the data and file structure

Offspring Dependency is not reflected in the Social Immunity of three burying beetle species

 

This data set includes a .csv-file (data_species_comparison.csv) that contains all necessary data to repeat the analysis as well as a an R-markdown file (Offspring_dependency_data_analysis.Rmd) that runs the code with which we analysed the data. 

Platform: x86_64-w64-mingw32 

arch x86_64

os mingw32

crt ucrt

system x86_64, mingw32

version.string R version 4.5.1 (2025-06-13 ucrt)

data_species_comparison.csv

ID = sample id

oral_exudate_1/_2 = volume of oral exudates extracted from beetle

anal_exudate_1/_2 = volume of anal exudates extracted from beetle

sex = sex of beetle 

oral_exudate_vol = Complete volume of oral exudates extracted from beetle

anal_exudate_vol = Complete volume of anal exudates extracted from beetle

VmaxPO_1/_2/_3 = Vmax of phenoloxidase activity of haemolymph samples from beetles

Vmax_OE_1/_2/_3 = Vmax of lytic activity of oral exudate samples from beetles

Vmax_AE_1/_2/_3/_4/_5 = Vmax of lytic activity of anal exudate samples from beetles

species = species of beetle

treatment = treatment beetle was subjected to 

weight = weight of beetle

carcass_weight = Weight of carcass beetles were supplied with 

larvae_number = total number of larvae beetles produced during the breeding treatment

beetle_size = prootum width of beetle

species_label = latin species name of each beetle species (used for plots)

ordered_species = latin species name of each beetle species in a distinct order (used for plots)

treatment_label = treatment label (used for plots)

ordered_treatment =  treatment label in a distinct order (used for plots)

mean_PO = Mean value of VmaxPO_1/_2/_3

mean_OE = Mean value of VmaxOE_1/_2/_3

mean_AE = Mean value of VmaxAE_1/_2/_3/_4/_5

Offspring_dependency_data_analysis.Rmd

RMarkdown script that includes all necessary lines of code to re-create our analysis, as well as the plots used in our manuscript. At the beginning, the necessary R-packages will be installed by the first code chunk. Data will then be loaded from the corresponding .csv file.
DOI: 10.5281/zenodo.17598185
title: Offspring Dependency is not reflected in the Social Immunity of three burying beetle species

description: Offspring Dependency is not reflected in the Social Immunity of three burying beetle species

Dataset DOI: 10.5061/dryad.bzkh189qp

Description of the data and file structure

Offspring Dependency is not reflected in the Social Immunity of three burying beetle species

 

This data set includes a .csv-file (data_species_comparison.csv) that contains all necessary data to repeat the analysis as well as a an R-markdown file (Offspring_dependency_data_analysis.Rmd) that runs the code with which we analysed the data. 

Platform: x86_64-w64-mingw32 

arch x86_64

os mingw32

crt ucrt

system x86_64, mingw32

version.string R version 4.5.1 (2025-06-13 ucrt)

data_species_comparison.csv

ID = sample id

oral_exudate_1/_2 = volume of oral exudates extracted from beetle

anal_exudate_1/_2 = volume of anal exudates extracted from beetle

sex = sex of beetle 

oral_exudate_vol = Complete volume of oral exudates extracted from beetle

anal_exudate_vol = Complete volume of anal exudates extracted from beetle

VmaxPO_1/_2/_3 = Vmax of phenoloxidase activity of haemolymph samples from beetles

Vmax_OE_1/_2/_3 = Vmax of lytic activity of oral exudate samples from beetles

Vmax_AE_1/_2/_3/_4/_5 = Vmax of lytic activity of anal exudate samples from beetles

species = species of beetle

treatment = treatment beetle was subjected to 

weight = weight of beetle

carcass_weight = Weight of carcass beetles were supplied with 

larvae_number = total number of larvae beetles produced during the breeding treatment

beetle_size = prootum width of beetle

species_label = latin species name of each beetle species (used for plots)

ordered_species = latin species name of each beetle species in a distinct order (used for plots)

treatment_label = treatment label (used for plots)

ordered_treatment =  treatment label in a distinct order (used for plots)

mean_PO = Mean value of VmaxPO_1/_2/_3

mean_OE = Mean value of VmaxOE_1/_2/_3

mean_AE = Mean value of VmaxAE_1/_2/_3/_4/_5

Offspring_dependency_data_analysis.Rmd

RMarkdown script that includes all necessary lines of code to re-create our analysis, as well as the plots used in our manuscript. At the beginning, the necessary R-packages will be installed by the first code chunk. Data will then be loaded from the corresponding .csv file.
DOI: 10.6084/m9.figshare.30608636
title: eye tracking data

description: Line Spacing That Affects Readability
DOI: 10.6084/m9.figshare.30608636.v1
title: eye tracking data

description: Line Spacing That Affects Readability