cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14184223
title: Data and code for Decoding dynamic landslide hazard processes for a massive refugee camp (KTP) in Bangladesh

description: The codes have been implemented using R 4.4.0. Landslide priority zonation using Monte Carlo simulation is implemented in Google Colab.

A Dynamic Landslide Hazard Assessment has been conducted using a Generalized Additive Model (GAM). The results of the GAM are also compared with standard machine learning algorithms (MLs): NNET, RF, LDA, xgBoost, and SVM.

The code is jointly developed by Dewan Haque and Ritu Roy, with collaboration from many others. The GAM code is an update from the study published by Zhice, F. (2023), https://doi.org/10.5281/zenodo.10395153, adapted to apply it across settings. The ML code has been developed from scratch.

The required data from intensive fieldwork and satellite image analysis is uploaded here to reproduce the results. Additionally, R Markdown files are provided.

The ReadMe file here, as well as on GitHub, will be useful for further instructions.

GitHub Link: https://github.com/Dewan-cpu/Decoding-Landslide-Hazard-Assessment
DOI: 10.15468/dl.vhkkc5
title: Occurrence Download

description: A dataset containing 10786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elminia longicauda)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 10786 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093259-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5r98s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nyassachromis serenus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093260-250717081556266/datasets/export for details.
DOI: 10.15468/dl.mtr6hb
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rorippa austriaca",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 163 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093261-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3gxxfp
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drymaria cordata",
 "Country is Bhutan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093262-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmnn7z
title: Occurrence Download

description: A dataset containing 1988 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrothelypteris torresiana",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1988 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093263-250717081556266/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.28749980
title: Factors of importance to instability in canine limb press models: a systematic review and meta-analysis

description: A systematic review and meta-analysis of data pertaining to canine ex vivo limb press models with a static test mode and axial limb loading.File includes:Data extraction templateTable 1 - demographic dataTables 2 & 3 - tested limb angles, gait, axial loads, and angles under loading conditionsTable 4 - muscles simulated and reported magnitudes of simulated muscle forcesTables 5 & 6 - reported translations and internal rotations after transection of cranial cruciate ligament, and after either TPLO or TTA Cited sources for loads and/or anglesMap of study locationsData for meta-analysis (highlighted, on right of page)R-code for running the meta-analyses performed in this review
DOI: 10.6084/m9.figshare.28749980.v1
title: Factors of importance to instability in canine limb press models: a systematic review and meta-analysis

description: A systematic review and meta-analysis of data pertaining to canine ex vivo limb press models with a static test mode and axial limb loading.File includes:Data extraction templateTable 1 - demographic dataTables 2 & 3 - tested limb angles, gait, axial loads, and angles under loading conditionsTable 4 - muscles simulated and reported magnitudes of simulated muscle forcesTables 5 & 6 - reported translations and internal rotations after transection of cranial cruciate ligament, and after either TPLO or TTA Cited sources for loads and/or anglesMap of study locationsData for meta-analysis (highlighted, on right of page)R-code for running the meta-analyses performed in this review
DOI: 10.15468/dl.4hhqrv
title: Occurrence Download

description: A dataset containing 2889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elminia albonotata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2889 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093264-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.garu87
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alnus incana",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 58 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093265-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzcg3v
title: Occurrence Download

description: A dataset containing 663 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drymaria cordata",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 663 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093266-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4frpzr
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyphessobrycon bayleyi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093268-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9bajm
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Helenium amarum",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093269-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uy9nrh
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elvira chionura)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 19 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093271-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bqvjtk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia kentiana",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093270-250717081556266/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.29815175.v1
title: DLS,ZETA,FT-IR

description: Citrus lemons purchased in autumn, winter, spring, and summer were manually juiced. The juice was filtered through filter paper and a 100 μm nylon mesh. The sample underwent sequential centrifugation at 4°C: 2000 × g for 10 min, 6000 × g for 20 min, and 10000 × g for 40 min. The supernatant was filtered through a 0.45 μm syringe filter. PEG6000 was added to a final concentration of 10% (w/v), and the mixture was incubated overnight at 4°C. The next day, samples were centrifuged at 10000 × g for 30 min. The precipitate was resuspended in PBS and stored at -80°C.Samples of nanovesicles were diluted 1:7 in deionized water to measure the zeta potential. A zeta compact analyzer (CAD Instruments, France) was then used to measure the samples' surface charge at 25°C. Three separate measurements were made for each sample, and the average value was recorded. This method ensures accurate assessment of the nanovesicles' surface charge and colloidal stability . To analyze the nanovesicle size, the DLS technique was employed. Initially, the nanovesicle containing solution was diluted with physiological saline (NaCl) in a 1:2 ratio. Subsequently, a small volume of the diluted sample was deposited onto the particle size analyzer (VASCO, Cordouan Technologies, France). The analysis was performed at room temperature (25°C) and with three repetitions. Particle size distribution and average hydrodynamic diameter of nanovesicles were calculated and reported by the device software. This method allows precise measurement of particles in the nanometer range.FT-IR spectroscopy was conducted using a Thermo nicolet series 112 FT-IR spectrometers (USA) to identify the functional groups present in the extracted nanovesicles. The spectra were recorded in the wavenumber range of 400 to 4000 cm⁻¹ . Potassium bromide (KBr) pellets containing the dried nanovesicles were prepared and placed in the sample holder of the FT-IR spectrometer. Infrared light was passed through the pellets, and the absorption spectra corresponding to the characteristic functional groups in the nanovesicles were obtained and analyzed.
DOI: 10.6084/m9.figshare.29815175
title: DLS,ZETA,FT-IR

description: Citrus lemons purchased in autumn, winter, spring, and summer were manually juiced. The juice was filtered through filter paper and a 100 μm nylon mesh. The sample underwent sequential centrifugation at 4°C: 2000 × g for 10 min, 6000 × g for 20 min, and 10000 × g for 40 min. The supernatant was filtered through a 0.45 μm syringe filter. PEG6000 was added to a final concentration of 10% (w/v), and the mixture was incubated overnight at 4°C. The next day, samples were centrifuged at 10000 × g for 30 min. The precipitate was resuspended in PBS and stored at -80°C.Samples of nanovesicles were diluted 1:7 in deionized water to measure the zeta potential. A zeta compact analyzer (CAD Instruments, France) was then used to measure the samples' surface charge at 25°C. Three separate measurements were made for each sample, and the average value was recorded. This method ensures accurate assessment of the nanovesicles' surface charge and colloidal stability . To analyze the nanovesicle size, the DLS technique was employed. Initially, the nanovesicle containing solution was diluted with physiological saline (NaCl) in a 1:2 ratio. Subsequently, a small volume of the diluted sample was deposited onto the particle size analyzer (VASCO, Cordouan Technologies, France). The analysis was performed at room temperature (25°C) and with three repetitions. Particle size distribution and average hydrodynamic diameter of nanovesicles were calculated and reported by the device software. This method allows precise measurement of particles in the nanometer range.FT-IR spectroscopy was conducted using a Thermo nicolet series 112 FT-IR spectrometers (USA) to identify the functional groups present in the extracted nanovesicles. The spectra were recorded in the wavenumber range of 400 to 4000 cm⁻¹ . Potassium bromide (KBr) pellets containing the dried nanovesicles were prepared and placed in the sample holder of the FT-IR spectrometer. Infrared light was passed through the pellets, and the absorption spectra corresponding to the characteristic functional groups in the nanovesicles were obtained and analyzed.
DOI: 10.15468/dl.7cev7r
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drymaria cordata",
 "Country is Burundi",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093272-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tshckk
title: Occurrence Download

description: A dataset containing 1594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gunnera tinctoria",
 "Country is Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1594 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093273-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fgy59r
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drymaria cordata",
 "Country is Cameroon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 178 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093274-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dpxzxk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hemibarbus umbrifer)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093275-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vkrnve
title: Occurrence Download

description: A dataset containing 1094 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Elminia nigromitrata)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 1094 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093276-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pnqb2
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ligustrum lucidum",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093277-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5tk9u
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Melitaea aetherie"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093278-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.39h5hg
title: Occurrence Download

description: A dataset containing 7687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phedimus spurius",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7687 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0093279-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs3hfd
title: Occurrence Download

description: A dataset containing 154809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Fiji",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 154809 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004167-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.witfdy
title: Occurrence Download

description: A dataset containing 8 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 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064013-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bonk65
title: Occurrence Download

description: A dataset containing 737176118 species occurrences available in GBIF matching the query:
{
 "Year" : [
 "1989-2018"
 ]
}

 The dataset includes 737176118 records from 15075 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003483-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cs6qew
title: Occurrence Download

description: A dataset containing 968 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Lithobates maculatus"
 ]
}

 The dataset includes 968 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022242-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8fb4yp
title: Occurrence Download

description: A dataset containing 111878 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falconiformes)",
 "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((-110 20,-100 20,-100 30,-110 30,-110 20))"
 ]
}

 The dataset includes 111878 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022185-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5mz972
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Accipitriformes)",
 "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((90 -70,100 -70,100 -60,90 -60,90 -70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022244-251009101135966/datasets/export for details.
DOI: 10.15468/dl.2vqbpf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trogoniformes)",
 "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((-150 -30,-140 -30,-140 -20,-150 -20,-150 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022245-251009101135966/datasets/export for details.
DOI: 10.5281/zenodo.17355323
title: Dataset for "Moon-originating Ions Measured by Kaguya at Various Altitudes in the Magnetotail Lobes"

description: Datasets for figures in the manuscript.
DOI: 10.15468/dl.r4grb6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Accipitriformes)",
 "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((-30 -70,-20 -70,-20 -60,-30 -60,-30 -70))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022246-251009101135966/datasets/export for details.
DOI: 10.15468/dl.npnjer
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trogoniformes)",
 "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((80 -30,90 -30,90 -20,80 -20,80 -30))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022247-251009101135966/datasets/export for details.