cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6yj7fg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Glebocarcinus oregonensis)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149194-230224095556074/datasets/export for details.
DOI: 10.15468/dl.juak31
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "TaxonKey is Anolis equestris Merrem, 1820",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 176 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003961-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4fugr
title: Occurrence Download

description: A dataset listing the 288 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-8.79233 37.11894,-8.77182 37.14434,-8.78273 37.1739,-8.80892 37.17147,-8.82637 37.15408,-8.80892 37.12555,-8.79233 37.11894))",
 "HasGeospatialIssue is false",
 "Month is one of (November, October)",
 "OccurrenceStatus is Present",
 "Year 2018-2023"
 ]
}

 The dataset's 288 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027267-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jusmyl
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Petropedetes parkeri Amiet, 1983",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 42 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003961-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypnpdv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cousinia aucheri DC."
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149197-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5p9dwl
title: Occurrence Download

description: A dataset containing 1400995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Norway",
 "BasisOfRecord is Specimen",
 "Year is greater than or equal to 1981"
 ]
}

 The dataset includes 1400995 records from 267 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003962-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzempk
title: Occurrence Download

description: A dataset containing 479 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((15.30471 50.91793,15.10839 50.58462,16.0533 50.3333,16.39631 50.45195,16.40925 50.68817,15.62722 50.88233,15.30471 50.91793))",
 "TaxonKey is Prunella modularis (Linnaeus, 1758)",
 "Year 2015-2023"
 ]
}

 The dataset includes 479 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033087-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t2cuus
title: Occurrence Download

description: A dataset containing 2174 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Condylura cristata (Linnaeus, 1758)"
 ]
}

 The dataset includes 2174 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003962-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr83ux
title: Occurrence Download

description: A dataset containing 90338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes martes (Linnaeus, 1758)"
 ]
}

 The dataset includes 90338 records from 759 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033092-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wkj5lw
title: Occurrence Download

description: A dataset containing 311322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ramphastidae",
 "HasCoordinate is true"
 ]
}

 The dataset includes 311322 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003962-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29nnwc
title: Occurrence Download

description: A dataset containing 28924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Castor fiber Linnaeus, 1758"
 ]
}

 The dataset includes 28924 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043426-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pae3n9
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iris rodionenkoi (Lazkov & Naumenko) T.Hall"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035277-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4n9jam
title: Occurrence Download

description: A dataset containing 227938 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ulex europaeus L."
 ]
}

 The dataset includes 227938 records from 1275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043444-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkfqd8
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alangium uniloculare (Griff.) King"
 ]
}

 The dataset includes 180 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035205-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n76vis
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Nannofossil abundance of Hole 5-37"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007979-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cje37w
title: Occurrence Download

description: A dataset containing 34150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinus contorta Douglas ex Loudon"
 ]
}

 The dataset includes 34150 records from 345 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043450-231120084113126/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.28740002
title: One hot feature.py

description: Python code for one_hot_feature
DOI: 10.7807/microm:kaufkraft:suf:v1
title: Sozioökonomische Daten auf Rasterebene (SUF 1). Kaufkraft
title: Socio-Economic Data on grid level (SUF 1). Purchasing Power

description: Die Kaufkraft spiegelt das Haushaltsnettoeinkommen wider. Sie beinhaltet alle
 Einkünfte aus Arbeit, Kapitalvermögen, Vermietung und Verpachtung nach Abzug von Steuern
 und Sozialabgaben, jedoch zzgl. Transferleistungen wie Arbeitslosen-, Kindergeld oder
 Renten. Regelmäßige Zahlungen für z.B. Miete, Strom oder Beiträge für Versicherungen sind
 nicht abgezogen und demnach noch in der Kaufkraft enthalten. Ausgangspunkt für die
 Berechnung der Ebenen PLZ8 und Straßenabschnitt ist die Kaufkraft auf Gemeindeebene. Als
 erklärende Variablen fließen in die Modelle etliche microm Daten wie z. B. die microm
 Typologie, das Alter, der Status und die PKW Variablen mit ein. Aufgrund der immer noch
 vorhandenen deutlichen Kaufkraftunterschiede zwischen den Neuen und den Alten
 Bundesländern war es notwendig, die Modellierung der Kaufkraft getrennt nach Ost- und
 Westdeutschland vorzunehmen. Je Straßenabschnitt und PLZ8-Gebiet werden folgende
 Kennziffern der Kaufkraft berechnet: Durchschnittliche Kaufkraft pro Einwohner in EUR;
 Kaufkraftindex (für Kaufkraft pro Einw.) bezogen auf die gesamte Bundesrepublik;
 Kaufkraftindex (für Kaufkraft pro Einw.) bezogen auf die Alten und Neuen Bundesländer;
 Durchschnittliche Kaufkraft pro Haushalt in EUR; Kaufkraftindex (für Kaufkraft pro
 Haushalt) bezogen auf die gesamte Bundesrepublik; Kaufkraftindex (für Kaufkraft pro
 Haushalt) bezogen auf die Alten und Neuen Bundesländer; Kaufkraft Summe in EUR; Kaufkraft
 Anteil in Promille bezogen auf die gesamte Bundesrepublik; Kaufkraft-Klasse bezogen auf
 die gesamte Bundesrepublik; Kaufkraft-Klasse bezogen auf die Alten und Neuen Bundesländer
 (microm 2014, S. 102f.).
description: RWI-GEO-GRID
description: RWI-GEO-GRID
description: Microm verwendet schätzungsweise über eine Milliarde Einzelinformationen, die
 in den microm Datensatz einfließen. Die Grundlage für die Informationsgewinnung bilden
 im Wesentlichen Informationen über ca. 40,7 Millionen Haushalte in Deutschland. Die
 Daten werden jedoch nicht für die einzelnen Haushalte sondern für die rund 19,7
 Millionen Häuser in Deutschland ausgewiesen (microm 2014, Seite 1). Aus
 datenschutzrechtlichen Gründen werden Häuser, die zu einem Wohnumfeld gehören, zu
 einem „virtuellen“ mikrogeografischen Segment (sog. Mikrozelle) gebündelt, das
 durchschnittlich acht, mindestens aber fünf Häuser umfasst. So werden aus den
 benutzten Grunddaten Informationen zu den Haushaltsstrukturen generiert, die dann
 wiederum in weitere Hochrechnungen einfließen. Wann immer dies möglich ist, werden die
 errechneten Daten mit anderen Datenquellen wie beispielsweise amtlichen Daten, die auf
 einer höheren Aggregationsstufe vorliegen, abgeglichen (microm 2014, S. 2). Darüber
 hinaus nutzt microm die Möglichkeit seine Wohnumfelder zu geocodieren, das heißt, den
 Wohnfeldern werden Koordinaten zugewiesen. Dadurch wird die Möglichkeit geschaffen,
 diese Informationen den einzelnen Rastern zuzuordnen und auf dieser Ebene zu
 aggregieren.
DOI: 10.15468/dl.6uxu3z
title: Occurrence Download

description: A dataset containing 36211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Erica scoparia"
 ]
}

 The dataset includes 36211 records from 627 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014764-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjx4u3
title: Occurrence Download

description: A dataset containing 6025 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "TaxonKey is Erodium moschatum"
 ]
}

 The dataset includes 6025 records from 263 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014767-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17198014
title: LCIA Pre Harvesting Results

description: Life Cycle Impact Assessment for pre harvesting activities, based on the data collected by MBP.
DOI: 10.5281/zenodo.17198015
title: LCIA Pre Harvesting Results

description: Life Cycle Impact Assessment for pre harvesting activities, based on the data collected by MBP.
DOI: 10.15468/dl.rehwat
title: Occurrence Download

description: A dataset containing 2321828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "Year 2000-2000"
 ]
}

 The dataset includes 2321828 records from 482 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014696-250920141307145/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.30206722
title: Supplementary Dataset for Adsorption Kinetics and Isotherm Studies of Congo Red Dye and Vegetable Oil Using Biocomposite Membrane

description: <br>This dataset contains the raw experimental data from the study titled <i>"Poly[hydroxybutyrate-co-hydroxyvalerate] and cellulose biocomposite membrane derived from sugarcane bagasse for Congo red dye and vegetable oil removal in water remediation"</i>.The dataset includes:<b>Adsorption isotherm data</b> for Congo Red dye and vegetable oil, including initial concentration, equilibrium concentration, adsorption efficiency, adsorption capacity, and related calculations.<b>Adsorption kinetics data</b> for Congo Red dye and vegetable oil, including adsorption efficiency at different time points, adsorption capacity, and kinetic model parameters.All experiments were conducted in triplicate under controlled laboratory conditions. This dataset supports the results and conclusions presented in the corresponding manuscript and enables reproducibility and further analysis by other researchers.<b>Data files include:</b>Table S1: Raw data of Congo Red dye adsorption isotherm experimentsTable S2: Raw data of Congo Red dye adsorption kinetics experimentsTable S3: Raw data of vegetable oil adsorption isotherm experimentsTable S4: Raw data of vegetable oil adsorption kinetics experimentsThe dataset is provided in Microsoft Word format and includes all necessary quantitative data to replicate the adsorption experiments described in the manuscript. Qualitative characterization data, including SEM, and FTIR measurements, are presented in the main manuscript figures. All experiments were performed in triplicate, and average values ± standard deviation (SD) are reported where applicable. This dataset enables reproduction of the adsorption analyses described in the manuscript.
DOI: 10.6084/m9.figshare.30206722.v1
title: Supplementary Dataset for Adsorption Kinetics and Isotherm Studies of Congo Red Dye and Vegetable Oil Using Biocomposite Membrane

description: <br>This dataset contains the raw experimental data from the study titled <i>"Poly[hydroxybutyrate-co-hydroxyvalerate] and cellulose biocomposite membrane derived from sugarcane bagasse for Congo red dye and vegetable oil removal in water remediation"</i>.The dataset includes:<b>Adsorption isotherm data</b> for Congo Red dye and vegetable oil, including initial concentration, equilibrium concentration, adsorption efficiency, adsorption capacity, and related calculations.<b>Adsorption kinetics data</b> for Congo Red dye and vegetable oil, including adsorption efficiency at different time points, adsorption capacity, and kinetic model parameters.All experiments were conducted in triplicate under controlled laboratory conditions. This dataset supports the results and conclusions presented in the corresponding manuscript and enables reproducibility and further analysis by other researchers.<b>Data files include:</b>Table S1: Raw data of Congo Red dye adsorption isotherm experimentsTable S2: Raw data of Congo Red dye adsorption kinetics experimentsTable S3: Raw data of vegetable oil adsorption isotherm experimentsTable S4: Raw data of vegetable oil adsorption kinetics experimentsThe dataset is provided in Microsoft Word format and includes all necessary quantitative data to replicate the adsorption experiments described in the manuscript. Qualitative characterization data, including SEM, and FTIR measurements, are presented in the main manuscript figures. All experiments were performed in triplicate, and average values ± standard deviation (SD) are reported where applicable. This dataset enables reproduction of the adsorption analyses described in the manuscript.
DOI: 10.21227/hbzq-1861
title: "PCAC-Affinitydata"

description: "This dataset contains antigen-antibody binding affinity data compiled from multiple established databases for machine learning applications in immunology research. The dataset includes sequence-based information from five major sources: PaddlePaddle 2021 Antibody Dataset, AB-Bind, SKEMPI 2.0, SAbDab (Structural Antibody Database), and a derived Benchmark dataset.The compiled dataset comprises a total of 18,651 raw entries, which were filtered and preprocessed to yield 6,956 high-quality data points. The PaddlePaddle 2021 dataset serves as the primary training and validation set with 4,875 entries (originally 5,210), containing AG and Kd-derived entries with explicit chain sequences. Additional datasets include AB-Bind (691 entries from 1,101 raw), SKEMPI 2.0 (387 entries from 7,085 raw), SAbDab (579 entries from 3,241 raw), and Benchmark (264 entries from 2,014 raw).All data are provided in sequence format, with preprocessing steps applied to retain only wild-type antigen-antibody complexes with available chain sequences and measured binding affinities. The dataset follows a 6:2:2 training-validation-testing split ratio for the main datasets, while the Benchmark dataset serves as an independent test set to ensure robust model evaluation with less than 30% sequence identity to training antigens.This curated dataset enables researchers to develop and evaluate machine learning models for predicting antigen-antibody binding affinity, supporting computational immunology and therapeutic antibody design applications."
DOI: 10.5281/zenodo.17197984
title: R code to analyse simulated data that is similar to the dataset used in paper 'Arithmetic development: the long-term effects of adaptive technology'

description: This R code can be used to simulate data that resembles the original dataset used in the paper 'Arithmetic development: the long-term effects of adaptive technology' that is not published yet.  Here, the code for performing SEM growth curve analyses for multiple groups, used in the paper, are included.
DOI: 10.5281/zenodo.17197985
title: R code to analyse simulated data that is similar to the dataset used in paper 'Arithmetic development: the long-term effects of adaptive technology'

description: This R code can be used to simulate data that resembles the original dataset used in the paper 'Arithmetic development: the long-term effects of adaptive technology' that is not published yet.  Here, the code for performing SEM growth curve analyses for multiple groups, used in the paper, are included.
DOI: 10.6084/m9.figshare.29474795.v1
title: Data for Excitation mechanisms of lunar semi-diurnal tides in the MLT region over Yinchuan (38.8°N, 106.8°E) during the Arctic winters

description: The meteor radar data and all calculation and analysis results presented in the manuscript.
DOI: 10.15468/dl.m9suzt
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Zoysia tenuifolia)"
 ]
}

 The dataset includes 35 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014768-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17156609
title: Rapid and Extensive Expansion of Shrub Encroachment into Grassland in Xilin Gol League, China.

description: Shrub encroached into grasslands threatens grassland ecosystems and negatively affects human land use and livelihood. However, existing research on this subject is limited, having focused on small areas, thus hindering a comprehensive understanding of the diverse patterns of large-scale shrub invasions into grasslands. In recent decades, a significant encroachment of shrubs into Xilin Gol grassland has been observed in China, resulting in considerable damage to the grasslands. Therefore, we aimed to investigate the rapid expansion of shrub-encroached grassland (SEG) from 1990 to 2020 in the Xilin Gol League, Inner Mongolia Autonomous Region, China, using long-term Landsat images.

We classified land use/cover into seven types: arable land, bare land, forest, grassland, shrub-encroached grassland, built-up, and water. We obtained great accuracies in classification results (user accuracy, producer accuracy and overall accuracy are all > 0.8 and Kappa coefficient > 0.78) among seven study periods (1990, 1995, 2000, 2005, 2010, 2015, and 2020). More details about the dataset can be seen as following:



Lv, X., Liu, J., Balzter, H., Dong, Z., Li, J., Zhang, W., and Guo, Y. (2024). Rapid and extensive expansion of shrub encroachment into grassland in Xilin Gol League, China, and its driving forces. Int. J. Appl. Earth Obs. Geoinf., 132, 104009.https://doi.org/10.1016/j.jag.2024.104009


The dataset is organized in GeoTIFF format, WGS 1984 UTM Zone 50N (EPSG:32650), a universal Transverse Mercator corrdinate systembased on the WGS84 datum with units in meters and pixel size is 30m.