cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18195131
title: Uncovering controlling factors on rock glacier velocities in the Pamir-Karakoram-Kunlun region using explainable machine learning

description: This dataset includes the data and codes used in the study "Uncovering controlling factors on rock glacier velocities in the Pamir-Karakoram-Kunlun region using explainable machine learning".

Below are the content of each directory in this dataset:

1. data_preparation



PKK_RoG.xlsx: attribute table of the analyzed rock glaciers in the Pamir-Karakoram-Kunlun region

data_preparation.ipynb: code for forming modeling samples from PKK_RoG.xlsx

data: modeling samples, output from data_preparation.ipynb


2. topoclimate_characteristics



plot_topoclimate.ipynb: codes for plotting the topographic and climatic distributions of glacier- and talus-connected rock glaciers


3. machine_learning_modeling



SVM.ipynb: codes for performing machine learning modeling using Support Vector Machine

XGBoost.ipynb: codes for performing machine learning modeling using Extreme Gradient Boost

RF.ipynb: codes performing machine learning modeling using Random Forest

BPNN.ipynb: codes for performing machine learning modeling using Back Propagation Neural Network


4. SHAP_analysis



SVM_SHAP.ipynb: codes for performing SHAP analysis based on the output from Support Vector Machine model

XGBoost_SHAP.ipynb: codes for performing SHAP analysis based on the output from Extreme Gradient Boost model

RF_SHAP.ipynb: codes for performing SHAP analysis based on the output from Random Forest model

BPNN_SHAP.ipynb: codes for performing SHAP analysis based on the output from Back Propagation Neural Network model
DOI: 10.15156/bio/sh0157541.10fu
title: SH0157541.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.5281/zenodo.18195130
title: Uncovering controlling factors on rock glacier velocities in the Pamir-Karakoram-Kunlun region using explainable machine learning

description: This dataset includes the data and codes used in the study "Uncovering controlling factors on rock glacier velocities in the Pamir-Karakoram-Kunlun region using explainable machine learning".

Below are the content of each directory in this dataset:

1. data_preparation



PKK_RoG.xlsx: attribute table of the analyzed rock glaciers in the Pamir-Karakoram-Kunlun region

data_preparation.ipynb: code for forming modeling samples from PKK_RoG.xlsx

data: modeling samples, output from data_preparation.ipynb


2. topoclimate_characteristics



plot_topoclimate.ipynb: codes for plotting the topographic and climatic distributions of glacier- and talus-connected rock glaciers


3. machine_learning_modeling



SVM.ipynb: codes for performing machine learning modeling using Support Vector Machine

XGBoost.ipynb: codes for performing machine learning modeling using Extreme Gradient Boost

RF.ipynb: codes performing machine learning modeling using Random Forest

BPNN.ipynb: codes for performing machine learning modeling using Back Propagation Neural Network


4. SHAP_analysis



SVM_SHAP.ipynb: codes for performing SHAP analysis based on the output from Support Vector Machine model

XGBoost_SHAP.ipynb: codes for performing SHAP analysis based on the output from Extreme Gradient Boost model

RF_SHAP.ipynb: codes for performing SHAP analysis based on the output from Random Forest model

BPNN_SHAP.ipynb: codes for performing SHAP analysis based on the output from Back Propagation Neural Network model
DOI: 10.15468/dl.bxhpr8
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011386-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b83akw
title: Occurrence Download

description: A dataset containing 1653804944 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1653804944 records from 18754 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005225-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/gs4a-w211
title: "Dataset of equivalent impedance method"

description: "This data set is the drawing data of paper entitled \u201cA Calculation method of Apparent Resistivity for Electromagnetic Sounding\u201d"
DOI: 10.15468/dl.w3ez5r
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Turkmenistan",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadriidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 47 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080765-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18180672
title: Dataset for "KnowYourCG: Facilitating base-level sparse methylome interpretation" --- EPIC

description: this holds KYCG knowledgebases for EPIC arrays
DOI: 10.15468/dl.n3ehq6
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Saccharina japonica"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080768-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d79uzt
title: Occurrence Download

description: A dataset containing 270 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tajikistan",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Charadriidae",
 "Year 2002-2025"
 ]
}

 The dataset includes 270 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080766-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18499196
title: Arizona Large Sample Hydrology Data (1950–2023)

description: Arizona Large Sample Hydrology Data provides daily hydrometeorological time series derived from ERA5-Land, observed streamflow, static basin attributes, and basin shapefiles for 315 Arizona basins spanning 1950–2023. The dataset is designed for large-sample hydrology and deep learning–based streamflow modeling, including LSTM and Transformer architectures.
DOI: 10.5281/zenodo.18499197
title: Arizona Large Sample Hydrology Data (1950–2023)

description: Arizona Large Sample Hydrology Data provides daily hydrometeorological time series derived from ERA5-Land, observed streamflow, static basin attributes, and basin shapefiles for 315 Arizona basins spanning 1950–2023. The dataset is designed for large-sample hydrology and deep learning–based streamflow modeling, including LSTM and Transformer architectures.
DOI: 10.15468/dl.2u5pk9
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Symphyotrichum robynsianum"
 ]
}

 The dataset includes 341 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015036-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8ebmj
title: Occurrence Download

description: A dataset containing 291 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-132.15404 38.02351,-117.63484 37.52979,-117.53359 37.8673,-117.09819 54.81512,-132.15404 55.01004,-132.15404 38.02351))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pekania pennanti"
 ]
}

 The dataset includes 291 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015037-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wzf47m
title: Occurrence Download

description: A dataset containing 32544 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, scientificname, decimallatitude, decimallongitude, eventdate, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -37.42857426825602
 AND decimallatitude &lt;= -33.06103686093294
 AND decimallongitude &gt;= -69.0769461528656
 AND decimallongitude &lt;= -61.227281977041976
 AND GBIF_Within('POLYGON ((-61.227282 -37.428574, -61.227282 -33.061037, -69.076946 -33.061037, -69.076946 -37.428574, -61.227282 -37.428574))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 32544 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015032-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d55884
title: Occurrence Download

description: A dataset containing 13053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trigona spinipes",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 13053 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015039-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc3zsc6
title: CCDC 118958: Experimental Crystal Structure Determination

description: Related Article: V.Amendola, L.Fabbrizzi, L.Linati, C.Mangano, P.Pallavicini, V.Pedrazzini, M.Zema|1999|Chem.-Eur.J.|5|3679|doi:10.1002/(SICI)1521-3765(19991203)5:12<3679::AID-CHEM3679>3.0.CO;2-J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc3zsd7
title: CCDC 118959: Experimental Crystal Structure Determination

description: Related Article: V.Amendola, L.Fabbrizzi, L.Linati, C.Mangano, P.Pallavicini, V.Pedrazzini, M.Zema|1999|Chem.-Eur.J.|5|3679|doi:10.1002/(SICI)1521-3765(19991203)5:12<3679::AID-CHEM3679>3.0.CO;2-J
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4mbbd
title: CCDC 137743: Experimental Crystal Structure Determination

description: Related Article: Yu-Hua Zhang, Shu-Lin Wu, Qing-Shan Li, Yuan-Qi Yin, Xiao-Ying Huang|1999|J.Chem.Res.||550|doi:10.1039/a902080b
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc48pln
title: CCDC 127521: Experimental Crystal Structure Determination

description: Related Article: M.Driess, M.Faulhaber, K.Merz|1999|Z.Anorg.Allg.Chem.|625|2192|doi:10.1002/(SICI)1521-3749(199912)625:12<2192::AID-ZAAC2192>3.0.CO;2-1
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4d52r
title: CCDC 130853: Experimental Crystal Structure Determination

description: Related Article: H.Werner, J.Bank, P.Steinert, W.Wolfsberger|1999|Z.Anorg.Allg.Chem.|625|2178|doi:10.1002/(SICI)1521-3749(199912)625:12<2178::AID-ZAAC2178>3.0.CO;2-6
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4g14r
title: CCDC 132653: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, M.Pulm, I.Richter, B.Wagner, R.Willeke|1999|Z.Anorg.Allg.Chem.|625|2169|doi:10.1002/(SICI)1521-3749(199912)625:12<2169::AID-ZAAC2169>3.3.CO;2-U
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4g15s
title: CCDC 132654: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, M.Pulm, I.Richter, B.Wagner, R.Willeke|1999|Z.Anorg.Allg.Chem.|625|2169|doi:10.1002/(SICI)1521-3749(199912)625:12<2169::AID-ZAAC2169>3.3.CO;2-U
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4g16t
title: CCDC 132655: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, M.Pulm, I.Richter, B.Wagner, R.Willeke|1999|Z.Anorg.Allg.Chem.|625|2169|doi:10.1002/(SICI)1521-3749(199912)625:12<2169::AID-ZAAC2169>3.3.CO;2-U
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4cyv8
title: CCDC 130660: Experimental Crystal Structure Determination

description: Related Article: O.E.Woisetschlager, A.Geisbauer, K.Polborn, K.Sunkel, W.Beck|1999|Z.Anorg.Allg.Chem.|625|2164|doi:10.1002/(SICI)1521-3749(199912)625:12<2164::AID-ZAAC2164>3.3.CO;2-N
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4g17v
title: CCDC 132656: Experimental Crystal Structure Determination

description: Related Article: R.Tacke, M.Pulm, I.Richter, B.Wagner, R.Willeke|1999|Z.Anorg.Allg.Chem.|625|2169|doi:10.1002/(SICI)1521-3749(199912)625:12<2169::AID-ZAAC2169>3.3.CO;2-U
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc4949v
title: CCDC 127946: Experimental Crystal Structure Determination

description: Related Article: U.Radius, A.Friedrich|1999|Z.Anorg.Allg.Chem.|625|2154|doi:10.1002/(SICI)1521-3749(199912)625:12<2154::AID-ZAAC2154>3.0.CO;2-Y
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.nmucq6
title: Occurrence Download

description: A dataset containing 2194 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Modelos predictivos de distribución geográfica para Spizella wortheni, Cynomys mexicanus, Vulpes macrotis zinseri y Taxidea taxus berlandieri"
 ]
}

 The dataset includes 2194 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008002-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16218523
title: Exploring Self-Identity in Fashion Choices : Experimental Insights on Price and Quality Perceptions in Global vs. Local Brands

description: This Survey aims to gauge student's perceptions of price and quality against their local and global fashion choices.
DOI: 10.5281/zenodo.16218524
title: Exploring Self-Identity in Fashion Choices : Experimental Insights on Price and Quality Perceptions in Global vs. Local Brands

description: This Survey aims to gauge student's perceptions of price and quality against their local and global fashion choices.
DOI: 10.15468/dl.d2vvnr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physella acuta",
 "Country is North Macedonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017801-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6a9597
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratina adenophora",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 644 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017803-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zm2md
title: Occurrence Download

description: A dataset containing 559 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physella acuta",
 "Country is Portugal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 559 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017802-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vx47eg
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trigonopoma gracile"
 ]
}

 The dataset includes 183 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017804-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsnaw2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Eulachnus bluncki"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017806-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vxrvxm
title: Occurrence Download

description: A dataset containing 3125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Eucalyptus globulus"
 ]
}

 The dataset includes 3125 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017807-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vh4mch
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADO0069"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017808-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcbnxk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017810-250717081556266/datasets/export for details.