cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.utxau8
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ecnomiohyla miliaria (Cope, 1886))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059844-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-206868
title: Under the guidance of the Holy Spirit
DOI: 10.15468/dl.pc2zpt
title: Occurrence Download

description: A dataset containing 1247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.95283 20.47434,-86.92462 20.456,-86.89923 20.47575,-86.89359 20.50819,-86.87667 20.52229,-86.94014 20.57307,-86.9895 20.62948,-87.06284 20.68731,-87.08963 20.7409,-87.11361 20.69718,-87.11361 20.67743,-87.14464 20.66474,-87.13336 20.62525,-87.05438 20.55191,-86.95283 20.47434))",
 "TaxonKey is Reptilia"
 ]
}

 The dataset includes 1247 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349669-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wymmy9
title: Occurrence Download

description: A dataset containing 1943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Boana pugnax (Schmidt, 1857))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1943 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059880-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6g58n3
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rattus morotaiensis Kellogg, 1945"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349678-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym9uer
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asclepias crassinervis N.E.Br."
 ]
}

 The dataset includes 37 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059873-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.de3k36
title: Occurrence Download

description: A dataset containing 4944737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4944737 records from 2265 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343272-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3qkekx
title: Occurrence Download

description: A dataset containing 3115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Coryphaenoides cinereus (Gilbert, 1896)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3115 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020554-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdnecr
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus garryana Douglas ex Hook.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Living Specimen"
 ]
}

 The dataset includes 71 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020556-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chpwt7
title: Occurrence Download

description: A dataset containing 3727 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Freshwater fish records via iRecord"
 ]
}

 The dataset includes 3727 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020558-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aevq2a
title: Occurrence Download

description: A dataset containing 6179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abies balsamea (L.) Mill.",
 "Geometry POLYGON((-105 38, -80 38, -80 58, -105 58, -105 38))"
 ]
}

 The dataset includes 6179 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020557-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etykpf
title: Occurrence Download

description: A dataset containing 48200 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Acer rubrum L."
 ]
 },
 "HasCoordinate is TRUE",
 "Year is greater than or equal to 2010",
 "Year is less than or equal to 2023",
 "DecimalLatitude is greater than or equal to 37.41520435458503",
 "DecimalLatitude is less than or equal to 64.72689132656893",
 "DecimalLongitude is greater than or equal to -119.44008206509096",
 "DecimalLongitude is less than or equal to -10.419131524673524",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 48200 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020555-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ns6fcf
title: Occurrence Download

description: A dataset containing 240 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "GadmGid is GBR.1.64_1",
 "TaxonKey is Bufo bufo (Linnaeus, 1758)",
 "Year 1000-2024"
 ]
}

 The dataset includes 240 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020559-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9erwqa
title: Occurrence Download

description: A dataset containing 710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "PublishingOrg is one of (c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, 28eb1a3f-1c15-4a95-931a-4af90ecb574d)",
 "TaxonKey is Parnassius apollo (Linnaeus, 1758)"
 ]
}

 The dataset includes 710 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020560-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.7002
title: Prädiktive Effekte domänenspezifischer epistemologischer Überzeugungen angehender Lehrerinnen und Lehrer auf deren Bedeutsamkeitseinschätzung allgemeinen pädagogischen sowie fachdidaktischen Wissens. Forschungsdaten einer experimentellen Untersuchung.
title: Predictive effects of domain-specific epistemological beliefs of preservice teachers on their importance ratings for general pedagogical knowledge and pedagogical content knowledge. Research data of an experimental study.

description: Die vorliegende Studie untersucht in einem within-person Design die Bedeutsamkeitseinschätzung vermittelten pädagogischen und fachdidaktischen Wissens für den Erwerb professioneller Kompetenz. Dazu gaben N-Level-2 = 198 Referendarinnen und Referendare des gymnasialen Lehramtes in Baden-Württemberg N-Level-1 = 1584 Bedeutsamkeitseinschätzungen pädagogischen bzw. fachdidaktischen Wissens für den Erwerb der acht, von der Kultusministerkonferenz (KMK)(2004) formulierten Standards für die Lehrerbildung ab. Die zentrale Hypothese der Untersuchung postuliert einen prädiktiven Effekt epistemologischer Überzeugungen auf den Mittelwert der Bedeutsamkeitszuschreibungen einer Person (Merk, Cramer & Bohl, 2016).
description: The present study analyzes the perceived impact of general pedagogical and pedagogical content knowledge for the acquisition of professional competence in a within-person design. N-Level-2=198 preservice teacher for academic track schools in Baden-Württemberg rated the importance of general pedagogical and pedagogical content knowledge for the acquisition of eight education standards defined by the "Standing Conference of the Ministers of Education and Cultural Affairs" (Kultusministerkonferenz KMK, 2004), resulting in N-Level-1=1584 ratings. The main hypothesis states a predictive effect of epsitemological beliefs on a person's mean importance rating (Merk, Cramer & Bohl, 2016).
description: mksl12pr27_readme.txt: Beschreibung der vorliegenden Dateien; mksl12pr27_fd.txt: Forschungdatensatz zu epistemologischen Überzeugungen; mksl12pr27_kb.txt: Kodebuch zum Forschungsdatensatz mksl12pr27_fd1.txt; mksl12pr27_in.pdf: Fragebogen zur Studie
description: mksl12pr27_readme.txt: Description of the files; mksl12pr27_fd.txt: Research data file for epistemological beliefs; mksl12pr27_kb.txt: Codebook of research data file mksl12pr27_fd1.txt; mksl12pr27_in.pdf: Questionnaire of the study
DOI: 10.15468/dl.axmuxw
title: Occurrence Download

description: A dataset containing 19999 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Registros de especies priorizadas de mamíferos de Colombia, recopilados a partir de la información de fototrampeo"
 ]
}

 The dataset includes 19999 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020561-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uvd9ua
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Canada British Columbia Cape Scott Wind Observations"
 ]
}

 The dataset includes 81 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020564-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbznad
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((4.92878 64.21759,6.08339 59.58805,8.40391 57.18935,18.93104 52.96087,32.22735 62.61625,26.92379 70.17201,20.62413 64.58367,4.92878 64.21759))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Barbarea intermedia Boreau"
 ]
}

 The dataset includes 229 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020563-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ndegft
title: Occurrence Download

description: A dataset containing 877 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.60586 46.51969,14.60856 46.31942,15.06394 46.45293,15.15302 47.13206,13.05408 47.12765,12.62017 47.18964,12.675 46.85824,12.60586 46.51969))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gypaetus barbatus (Linnaeus, 1758)",
 "Year 2015-2024"
 ]
}

 The dataset includes 877 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020565-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq28sk
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatine gussonei (Sommier) Brullo, Lanfr., Pavone & Ronsisv."
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020567-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtjgv5
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatine gussonei (Sommier) Brullo, Lanfr., Pavone & Ronsisv."
 ]
}

 The dataset includes 24 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020566-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ae33d2
title: Occurrence Download

description: A dataset listing the 17236 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungal Internal Transcribed Spacer RNA (ITS) RefSeq Targeted Loci Project"
 ]
}

 The dataset's 17236 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020527-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14251190
title: Dataset for "Machine learning predictions on an extensive geotechnical dataset of laboratory tests in Austria"

description: This dataset comprises over 20 years of geotechnical laboratory testing data collected primarily from Vienna, Lower Austria, and Burgenland. It includes 24 features documenting critical soil properties derived from particle size distributions, Atterberg limits, Proctor tests, permeability tests, and direct shear tests. Locations for a subset of samples are provided, enabling spatial analysis.

The dataset is a valuable resource for geotechnical research and education, allowing users to explore correlations among soil parameters and develop predictive models. Examples of such correlations include liquidity index with undrained shear strength, particle size distribution with friction angle, and liquid limit and plasticity index with residual friction angle.

Python-based exploratory data analysis and machine learning applications have demonstrated the dataset's potential for predictive modeling, achieving moderate accuracy for parameters such as cohesion and friction angle. Its temporal and spatial breadth, combined with repeated testing, enhances its reliability and applicability for benchmarking and validating analytical and computational geotechnical methods.

This dataset is intended for researchers, educators, and practitioners in geotechnical engineering. Potential use cases include refining empirical correlations, training machine learning models, and advancing soil mechanics understanding. Users should note that preprocessing steps, such as imputation for missing values and outlier detection, may be necessary for specific applications.

Key Features:



Temporal Coverage: Over 20 years of data.

Geographical Coverage: Vienna, Lower Austria, and Burgenland.

Tests Included:



Particle Size Distribution

Atterberg Limits

Proctor Tests

Permeability Tests

Direct Shear Tests



Number of Variables: 24

Potential Applications: Correlation analysis, predictive modeling, and geotechnical design.


Technical Details:



Missing values have been addressed using K-Nearest Neighbors (KNN) imputation, and anomalies identified using Local Outlier Factor (LOF) methods in previous studies.

Data normalization and standardization steps are recommended for specific analyses.


Acknowledgments:The dataset was compiled with support from the European Union's MSCA Staff Exchanges project 101182689 Geotechnical Resilience through Intelligent Design (GRID).
DOI: 10.5281/zenodo.14251191
title: Dataset for "Machine learning predictions on an extensive geotechnical dataset of laboratory tests in Austria"

description: This dataset comprises over 20 years of geotechnical laboratory testing data collected primarily from Vienna, Lower Austria, and Burgenland. It includes 24 features documenting critical soil properties derived from particle size distributions, Atterberg limits, Proctor tests, permeability tests, and direct shear tests. Locations for a subset of samples are provided, enabling spatial analysis.

The dataset is a valuable resource for geotechnical research and education, allowing users to explore correlations among soil parameters and develop predictive models. Examples of such correlations include liquidity index with undrained shear strength, particle size distribution with friction angle, and liquid limit and plasticity index with residual friction angle.

Python-based exploratory data analysis and machine learning applications have demonstrated the dataset's potential for predictive modeling, achieving moderate accuracy for parameters such as cohesion and friction angle. Its temporal and spatial breadth, combined with repeated testing, enhances its reliability and applicability for benchmarking and validating analytical and computational geotechnical methods.

This dataset is intended for researchers, educators, and practitioners in geotechnical engineering. Potential use cases include refining empirical correlations, training machine learning models, and advancing soil mechanics understanding. Users should note that preprocessing steps, such as imputation for missing values and outlier detection, may be necessary for specific applications.

Key Features:



Temporal Coverage: Over 20 years of data.

Geographical Coverage: Vienna, Lower Austria, and Burgenland.

Tests Included:



Particle Size Distribution

Atterberg Limits

Proctor Tests

Permeability Tests

Direct Shear Tests



Number of Variables: 24

Potential Applications: Correlation analysis, predictive modeling, and geotechnical design.


Technical Details:



Missing values have been addressed using K-Nearest Neighbors (KNN) imputation, and anomalies identified using Local Outlier Factor (LOF) methods in previous studies.

Data normalization and standardization steps are recommended for specific analyses.


Acknowledgments:The dataset was compiled with support from the European Union's MSCA Staff Exchanges project 101182689 Geotechnical Resilience through Intelligent Design (GRID).
DOI: 10.15468/dl.uj9fva
title: Occurrence Download

description: A dataset containing 569 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Long-term monitoring of the relative density in the Iberian lynx (Lynx pardinus) with track counts in Doñana National Park 2007-2022"
 ]
}

 The dataset includes 569 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020570-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxvs72
title: Occurrence Download

description: A dataset containing 7394 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acer rubrum L.",
 "Geometry POLYGON((-105 38, -80 38, -80 58, -105 58, -105 38))"
 ]
}

 The dataset includes 7394 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020568-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmh5xn
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quercus ilex L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Living Specimen"
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020571-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23668/psycharchives.7016
title: Fahren unter Alkohol in Deutschland. Primärdaten zur Studie.
title: Driving under the influence of alcohol in Germany. Primary data from the study.

description: Am 1.1.1993 wurde in den neuen Bundesländern die Promillegrenze von 0 Promille auf 0.8 Promille erhöht. Um die Auswirkungen dieser Maßnahme zu überprüfen, wurden in Thüringen und Unterfranken (Kontrollregion) Ende 1992, im Frühling 1993 und Frühling 1994 mehr als 20.000 Autofahrer in Zusammenarbeit mit der Polizei angehalten und kurz über das Fahren unter Alkohol befragt. Außerdem wurde der Atemalkohol gemessen. Ein ausgewählter Teil der Fahrer wurde in einem zweiten Schritt ausführlich telefonisch befragt. Die wichtigsten Fragestellungen des Projekts sind: (1) Bestimmung der Häufigkeit von Alkoholfahrten, (2) Untersuchung von situativen und personalen Einflussfaktoren auf die Entscheidung, trotz Alkohol zu fahren und (3) Bewertung der Wirkung der Grenzwertänderung. Dargestellt werden die Daten der im Rahmen der Verkehrskontrollen durchgeführten Befragungen von 21198 PKW-Fahrern.
description: On January 1, 1993 the blood alcohol limit of 0 mg/ml was officially increased to 0.8 mg/ml in the new German states (since the reunification). To examine the effects of this legal measure, more than 20,000 motorists from Thuringia and Lower Franconia (control region) were stopped and briefly questioned by police about their drinking and driving behavior during the times of late 1992, spring 1993, and spring 1994. Breathalyzer tests were also administered. In a follow-up survey, a selected sample of the drivers was interviewed by telephone. The main issues examined in the project were: (1) determining the frequency of driving while under the influence of alcohol, (2) investigating the situational and personal factors influencing the decision to drive under the influence of alcohol, and (3) evaluating the effect of the legal change in the blood alcohol limit. Data is presented in the context of the 21,198 driver surveys carried out during the aforementioned traffic controls.
description: krhs94fa20_readme.txt: Beschreibung der vorliegenden Dateien; krhs94fa20_readme_e.txt: englischsprachige Beschreibung der vorliegenden Dateien; krhs94fa20_pd.txt: Primärdaten zur Studie; krhs94fa20_kb.txt: Kodebuch zum Primärdatensatz krhs94fa20_pd.txt; krhs94fa20_ad.txt: Primärdaten und abgeleitete Daten zur Studie; krhs94fa20_aa.txt: Anweisung zur Berechnung der abgeleiteten Daten im Datensatz krhs94fa_ad.txt
description: krhs94fa20_readme.txt: Description of the files; krhs94fa20_readme_e.txt: english description of the files; krhs94fa20_pd.txt: Primary data for study; krhs94fa20_kb.txt: Codebook of primary data krhs94fa20_pd.txt; krhs94fa20_ad.txt: Primary data and derived data for study; krhs94fa20_aa.txt: Instructions for calculating derived data in the research data file krhs94fa_ad.txt