cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26503667.v1
title: Flexible Modeling of Nonstationary Extremal Dependence using Spatially-Fused LASSO and Ridge Penalties

description: Statistical modeling of a nonstationary spatial extremal dependence structure is challenging. Parametric max-stable processes (MSPs) are common choices for modeling spatially-indexed block maxima, where an assumption of stationarity is usual to make inference feasible. However, this assumption is unrealistic for data observed over a large or complex domain. We develop a computationally-efficient method for estimating extremal dependence using a globally nonstationary but locally-stationary MSP construction, with the spatial domain divided into a fine grid of subregions, each with its own dependence parameters. We use LASSO (<i>L</i><sub>1</sub>) or ridge (<i>L</i><sub>2</sub>) penalties to obtain spatially-smooth parameter estimates. We then develop a novel data-driven algorithm to merge homogeneous neighboring subregions. The algorithm facilitates model parsimony and interpretability. To make our model suitable for high-dimensional data, we exploit a pairwise likelihood to perform inference and discuss its computational and statistical efficiency. We apply our proposed method to model monthly maximum temperature data at over 1400 sites in Nepal and the surrounding Himalayan and sub-Himalayan regions; we show significant improvements in model fit compared to a stationary model. Furthermore, we demonstrate that the estimated merged partition is interpretable from a geographic perspective and leads to better model diagnostics by adequately reducing the number of parameters.
DOI: 10.6084/m9.figshare.26503667.v2
title: Flexible Modeling of Nonstationary Extremal Dependence using Spatially Fused LASSO and Ridge Penalties

description: Statistical modeling of a nonstationary spatial extremal dependence structure is challenging. Parametric max-stable processes (MSPs) are common choices for modeling spatially indexed block maxima, where an assumption of stationarity is usual to make inference feasible. However, this assumption is unrealistic for data observed over a large or complex domain. We develop a computationally efficient method for estimating extremal dependence using a globally nonstationary but locally stationary MSP construction, with the spatial domain divided into a fine grid of subregions, each with its own dependence parameters. We use LASSO (L1) or ridge (L2) penalties to obtain spatially smooth parameter estimates. We then develop a novel data-driven algorithm to merge homogeneous neighboring subregions. The algorithm facilitates model parsimony and interpretability. To make our model suitable for high-dimensional data, we exploit a pairwise likelihood to perform inference and discuss its computational and statistical efficiency. We apply our proposed method to model monthly maximum temperature data at over 1400 sites in Nepal and the surrounding Himalayan and sub-Himalayan regions; we show significant improvements in model fit compared to a stationary model. Furthermore, we demonstrate that the estimated merged partition is interpretable from a geographic perspective and leads to better model diagnostics by adequately reducing the number of parameters.
DOI: 10.15468/dl.jp6nhs
title: Occurrence Download

description: A dataset containing 45836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Guadeloupe",
 "Year 2023-2024"
 ]
}

 The dataset includes 45836 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000171-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/1232
title: Dual-Mobility Hip Implant Liner Tracker Validation Data

description: Dual mobility (DM) implants are being increasingly used for total hip arthroplasties due to additional range of motion and joint stability they afford over more traditional implant types. Currently there are no reported methods for monitoring their motions under realistic operating conditions and therefore, it is challenging to predict how they will function under clinically relevant conditions and what failure modes may exist. This repository contains the validation data and required post-processing scripts for a novel inertial tracking system that directly mounts to the mobile liner of DM implants. The tracker was custom built and based on a low-cost, off-the-shelf inertial measurement unit (IMU) and employed a gradient-decent sensor fusion algorithm for amalgamating nine degree-of-freedom IMU readings into three-axis orientation estimates. Additionally, a novel approach to magnetic interference mitigation using a fixed solenoid and magnetic field simulation was evaluated.
DOI: 10.15468/dl.wwxb2p
title: Occurrence Download

description: A dataset containing 218831 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies alba Mill."
 ]
}

 The dataset includes 218831 records from 858 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000143-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3929a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((148.74455 -34.736305, 148.74455 -34.738551, 148.749042 -34.738551, 148.749042 -34.745288, 148.751288 -34.745288, 148.751288 -34.736305, 148.74455 -34.736305))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061119-240626123714530/datasets/export for details.
DOI: 10.15468/dl.psmfm8
title: Occurrence Download

description: A dataset containing 150166979 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Occurrence evidence)",
 "Continent is Europe",
 "Year 2011-2015"
 ]
}

 The dataset includes 150166979 records from 7411 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061112-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e0siuu
title: Occurrence Download

description: A dataset containing 3264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Flacourtia indica (Burm.fil.) Merr."
 ]
}

 The dataset includes 3264 records from 131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006724-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6vlca
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nashia inaguensis Millsp."
 ]
}

 The dataset includes 49 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004049-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hefs6
title: Occurrence Download

description: A dataset containing 77773 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.30156 18.99261,-99.06595 18.96378,-99.056 19.06368,-99.28911 19.08806,-99.30156 18.99261))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 77773 records from 287 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057527-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsw8m4
title: Occurrence Download

description: A dataset containing 746 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterocarpus soyauxii Taub."
 ]
}

 The dataset includes 746 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080156-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzcbv4
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Salpichroa origanifolia (Lam.) Baill."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027392-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oa60u8
title: Occurrence Download

description: A dataset listing the 313840 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((99.07837 9.07537,101.20239 5.87095,102.64885 6.27385,102.90523 11.66045,100.95064 13.55268,99.47204 13.69296,99.07837 9.07537))"
 ]
}

 The dataset's 313840 records were derived from 248 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000422-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h25qd
title: Occurrence Download

description: A dataset listing the 464394 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 1334-2020"
 ]
}

 The dataset's 464394 records were derived from 7590 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087488-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.abuy8r
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dalea lutea (Cav.) Willd.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 69 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014809-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t9wrga
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dalea schiblii R.Medina & M.Sousa)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014810-250127130748423/datasets/export for details.
DOI: 10.15468/dl.rgcbdx
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmanthus fruticosus Rose)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 106 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014811-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4n9f7
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium amplifolium Hemsl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014812-250127130748423/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.28349609
title: Source_Data.xlsx

description: Source data for the figures of "Dynamics of evoked responses in hippocampal pathways are encoded by the duration of vigilance states. Marchal et al., Nature Communications, 2025"
DOI: 10.15468/dl.k2zsqk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium angustatum (Rose & Standl.) Standl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014813-250127130748423/datasets/export for details.
DOI: 10.15468/dl.pnpwqg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium bellum (S.F.Blake) B.G.Schub.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014814-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsq5rj
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium cajanifolium (Kunth) DC.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 6 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014815-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqs2sd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium canaliculatum B.G.Schub.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014816-250127130748423/datasets/export for details.
DOI: 10.15468/dl.kaqbf5
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium cinereum (Kunth) DC.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014817-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zpfy6d
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium conzattii Greenm.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014818-250127130748423/datasets/export for details.
DOI: 10.15468/dl.x3wscn
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium densiflorum Hemsl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014819-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kzr3ph
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Desmodium ghiesbreghtii Hemsl.)",
 "BasisOfRecord is one of (Human Observation, Observation, Living Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Continent is North America"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014820-250127130748423/datasets/export for details.
DOI: 10.5281/zenodo.13777130
title: Molecular Dynamics simulation of NMDA receptor TCN-213 with GluN1/2A ABD

description: Molecular Dynamics simulation files of NMDA receptor TCN-213 with GluN1/2A ABD
DOI: 10.5281/zenodo.13777129
title: Molecular Dynamics simulation of NMDA receptor TCN-213 with GluN1/2A ABD

description: Molecular Dynamics simulation files of NMDA receptor TCN-213 with GluN1/2A ABD
DOI: 10.5281/zenodo.14808160
title: All-atom Gromacs Trajectories of Bfre and Sulfur
DOI: 10.5281/zenodo.14808161
title: All-atom Gromacs Trajectories of Bfre and Sulfur
DOI: 10.6084/m9.figshare.28349570
title: stats.csv

description: The main objectives of our study are: to assess the potential of the CHIRPS rainfall product, characterize meteorological droughts during the growing season (March-May) from 1993 to 2022 and project the influence of climate scenarios on drought patterns in the future (2023-2052) in the lowlands of the East Bale Zone. The Standardized Precipitation Index (SPI) has been calculated through remote sensing (CHIRPS), Canadian Earth System model version5 (CanESM5) & National Center for Environmental Prediction Department of Energy Predictors. Furthermore, the monthly near-future rainfall was downscaled using a statistical downscaling model (SDSM4.2) under Shared Socio-economic Pathways (SSP2-4.5) and SSP5-8.5 scenarios and then rasterized by inverse distance weighted interpolation.
DOI: 10.15468/dl.uqk4pj
title: Occurrence Download

description: A dataset containing 3534289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passer montanus (Linnaeus, 1758)"
 ]
}

 The dataset includes 3534289 records from 1638 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014765-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.19458.30402
title: YPO4:Pr3+(1.0%) Optical Data and Spectra
DOI: 10.13140/rg.2.2.30258.63685
title: APOTEX CANADIAN COMPANY PROFESSOR TAREQ ALASADI
DOI: 10.13140/rg.2.2.29786.77767
title: Structuring a publishable paper by Emerald Publishing
DOI: 10.15468/dl.eqmddw
title: Occurrence Download

description: A dataset containing 12596 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((15 30,22.5 30,22.5 37.5,15 37.5,15 30))"
 ]
}

 The dataset includes 12596 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041513-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rz3cyg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((75 -15,82.5 -15,82.5 -7.5,75 -7.5,75 -15))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041515-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17395317
title: Data from: Environmental drivers of abyssal benthic megafaunal biodiversity in the south-central Clarion-Clipperton Zone, Pacific Ocean

description: This dataset contains the raw data supporting the findings of the study titled "Environmental drivers of abyssal benthic megafaunal biodiversity in the south-central Clarion-Clipperton Zone, Pacific Ocean".
DOI: 10.5281/zenodo.17395318
title: Data from: Environmental drivers of abyssal benthic megafaunal biodiversity in the south-central Clarion-Clipperton Zone, Pacific Ocean

description: This dataset contains the raw data supporting the findings of the study titled "Environmental drivers of abyssal benthic megafaunal biodiversity in the south-central Clarion-Clipperton Zone, Pacific Ocean".
DOI: 10.13140/rg.2.2.10991.05281
title: Screenshot 20210102 191341 com.android.chrome
DOI: 10.15468/dl.vanz7a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amphibia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-97.5 0,-90 0,-90 7.5,-97.5 7.5,-97.5 0))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041512-251009101135966/datasets/export for details.
DOI: 10.13140/rg.2.2.19169.94566
title: 10 BEST SECONDARY TECHNOLOGY SCHOOLS IN NEW YORK
DOI: 10.13140/rg.2.2.12196.91520
title: Forest sector in Canadian economy Professor Tareq alasadi ‫يعد‬ ‫الكندي؟‬ ‫القتصاد‬ ‫في‬ ‫يساهم‬ ‫الغابات‬ ‫قطاع‬ ‫الكندي‬ ‫القتصاد‬ ‫من‬ ‫ما‬ ‫م‬ ‫مه‬ ‫ءا‬ ‫م‬ ‫جز‬ ‫الغابات‬ ‫قطاع‬ ‫من‬ ‫والمجتمعات‬ ‫الناس‬ ‫لزدهار‬ ‫يا‬ ‫م‬ ‫رئيس‬ ‫را‬ ‫م‬ ‫ومصد‬
DOI: 10.13140/rg.2.2.13035.77604
title: Raw data for measurement invariance of IGI
DOI: 10.13140/rg.2.2.34846.15681
title: Trace elements in human and disease Professor Tareq alasadi (
DOI: 10.13140/rg.2.2.25933.26088
title: Glossary of Architecture in 'Afan Oromo'