cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6592300
title: High resolution landslide susceptibility mapping using ensemble machine learning and geospatial big data

description: Landslide susceptibility represents the potential of slope failure for given geo-environmental conditions. The existing landslide susceptibility maps suffer from several limitations, such as being based on limited data, heuristic methodologies, low spatial resolution, and small areas of interest. In this study, we overcome all these limitations by developing a probabilistic framework that combines imbalance handling and ensemble machine learning for landslide susceptibility mapping. We employ a combination of One -Sided Selection and Support Vector Machine Synthetic Minority Oversampling Technique (SVMSMOTE) to eliminate class imbalance and develop smaller representative data from big data for model training. A blending ensemble approach using hyperparameter tuned Artificial Neural Networks, Random Forests, and Support Vector Machine, is employed to reduce the uncertainty associated with a single model. The methodology provides the landslide susceptibility probability and a landslide susceptibility class. A thorough evaluation of the framework is performed using receiver operating characteristic curves, confusion matrices, and the derivatives of confusion matrices. This framework is used to develop India's first national-scale machine learning based landslide susceptibility map. The landslide database is carefully curated from global and local inventories, and the landslide conditioning factors are selected from a multitude of geophysical and climatological variables. The Indian Landslide Susceptibility Map (ILSM) is developed at a resolution of 0.001° (∼100 m) and is classified into five classes: very low, low, medium, high, and very high. We report an accuracy of 95.73 %, sensitivity of 97.08 %, and matthews correlation coefficient (MCC) of 0.915 on test data, demonstrating the accuracy, robustness, and generalizability of the framework for landslide identification. The model classified 4.75 % area in India as very highly susceptible to landslides and detected new landslide susceptible zones in the Eastern Ghats, hitherto unreported in the government landslide records. The ILSM is expected to aid policymaking in disaster risk reduction and developing landslide prediction models.
DOI: 10.5281/zenodo.6592301
title: Developing an Indian Landslide Susceptibility Map (ILSM) using Ensemble Machine Learning

description: machine learning-based landslide susceptibility analysis for India
DOI: 10.15468/dl.6xz8cc
title: Occurrence Download

description: A dataset containing 1902340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is iNaturalist Research-grade Observations",
 "License is CC-BY 4.0",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1902340 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049723-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yrm8fm
title: Occurrence Download

description: A dataset containing 12019 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Museo Argentino de Ciencias Naturales \"Bernardino Rivadavia\" (MACN). Ameghino National Collection (MACNA)"
 ]
}

 The dataset includes 12019 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049745-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3safw5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.75516 -33.128313, 149.75516 -33.13505, 149.757406 -33.13505, 149.757406 -33.128313, 149.75516 -33.128313)), ((149.757406 -33.13505, 149.757406 -33.141788, 149.75516 -33.141788, 149.75516 -33.148525, 149.757406 -33.148525, 149.757406 -33.150771, 149.761897 -33.150771, 149.761897 -33.148525, 149.764143 -33.148525, 149.764143 -33.144034, 149.761897 -33.144034, 149.761897 -33.13505, 149.757406 -33.13505)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049746-240626123714530/datasets/export for details.
DOI: 10.48366/r712470
title: Comparison on Dynamic Facet Generation approaches

description: Dynamic facet generation is used in information retrieval to create facet-value pairs dynamically, allowing efficient exploration of information. Unlike static facets, which rely on predefined metadata, dynamic facets generate facet-value pairs based on the actual content. This comparison explores various approaches to dynamic facet generation.
DOI: 10.15468/dl.2ascgf
title: Occurrence Download

description: A dataset containing 12019 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Museo Argentino de Ciencias Naturales \"Bernardino Rivadavia\" (MACN). Ameghino National Collection (MACNA)"
 ]
}

 The dataset includes 12019 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049747-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgrw6j
title: Occurrence Download

description: A dataset containing 1212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tettigonia caudata (Charpentier, 1845)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1212 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049748-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/zpk224cnn8.1
title: Supplemental Table 1. Acne podcast quotes

description: Supplemental Table 1. Acne podcast quotes
For manuscript, "Acne and Eczema education on podcasts: A descriptive analysis"
DOI: 10.17632/yxst2psvg6.1
title: Supplemental Table 2. Eczema podcast quotes

description: Supplemental Table 2. Eczema podcast quotes
For manuscript, " Acne and Eczema education on podcasts: A descriptive analysis"
DOI: 10.15468/dl.a2kncj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((148.549166 -33.132805, 148.551412 -33.132805, 148.551412 -33.130559, 148.549166 -33.130559, 148.549166 -33.132805)), ((148.549166 -33.132805, 148.544674 -33.132805, 148.544674 -33.137296, 148.549166 -33.137296, 148.549166 -33.132805)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049749-240626123714530/datasets/export for details.
DOI: 10.15468/dl.acmnfs
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Computarización de la Colección Nacional de Crustáceos del Instituto de Biología, UNAM y elaboración de su catálogo",
 "Geometry POLYGON((-94.55106 14.19522,-90.19588 14.19522,-90.19588 18.02633,-94.55106 18.02633,-94.55106 14.19522))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pseudothelphusidae"
 ]
}

 The dataset includes 82 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049751-240626123714530/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.26496640
title: Images of sargassum with and without beach perspective

description: Dataset of images containing sargassum in two types: with and without beach perspective. This dataset was used in the publication "Automatic classification of images with beach linear perspective using convolutional neural networks" (https://doi.org/10.1109/ENC56672.2022.9882952)
DOI: 10.6084/m9.figshare.26496640.v1
title: Images of sargassum with and without beach perspective

description: Dataset of images containing sargassum in two types: with and without beach perspective. This dataset was used in the publication "Automatic classification of images with beach linear perspective using convolutional neural networks" (https://doi.org/10.1109/ENC56672.2022.9882952)
DOI: 10.15468/dl.jsd6mj
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.431765 -33.13505, 149.431765 -33.139542, 149.434011 -33.139542, 149.434011 -33.141788, 149.438502 -33.141788, 149.438502 -33.13505, 149.431765 -33.13505)), ((149.438502 -33.141788, 149.438502 -33.144034, 149.440748 -33.144034, 149.440748 -33.141788, 149.438502 -33.141788)), ((149.440748 -33.144034, 149.440748 -33.148525, 149.442994 -33.148525, 149.442994 -33.144034, 149.440748 -33.144034)))"
 ]
}

 The dataset includes 120 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049752-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fb64yr
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Velascoa recondita Calderón & Rzed."
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049753-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c4m7tr
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (The New York Botanical Garden Herbarium (NY), NMNH Extant Specimen Records (USNM, US), Meise Botanic Garden Herbarium (BR))",
 "TaxonKey is Gongylanthus liebmannianus (Lindenb. & Gottsche) Steph."
 ]
}

 The dataset includes 14 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049754-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5en332
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON (((149.791093 -33.139542, 149.793338 -33.139542, 149.793338 -33.128313, 149.791093 -33.128313, 149.791093 -33.139542)), ((149.791093 -33.139542, 149.786601 -33.139542, 149.786601 -33.13505, 149.784355 -33.13505, 149.784355 -33.144034, 149.786601 -33.144034, 149.786601 -33.148525, 149.788847 -33.148525, 149.788847 -33.144034, 149.795584 -33.144034, 149.795584 -33.141788, 149.791093 -33.141788, 149.791093 -33.139542)))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049755-240626123714530/datasets/export for details.
DOI: 10.15468/dl.58ay2w
title: Occurrence Download

description: A dataset containing 734756 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Continent is South America",
 "TaxonKey is Ramphastidae"
 ]
}

 The dataset includes 734756 records from 422 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049731-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rvfu23
title: Occurrence Download

description: A dataset containing 310498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tettigonia viridissima (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 310498 records from 2886 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049750-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yx6li8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carangoides fulvoguttatus (Forsskål, 1775)",
 "Country is India"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008588-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgmp24
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens urticoides H.Perrier"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029444-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uerxwy
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Endiandra immersa Arifiani"
 ]
}

 The dataset includes 28 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041276-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q8bkz2
title: Occurrence Download

description: A dataset containing 46738 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polygonatum odoratum (Mill.) Druce"
 ]
}

 The dataset includes 46738 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008588-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egjg8p
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Polistes canadensis (Linnaeus, 1758)"
 ]
}

 The dataset includes 57 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040473-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q42uaz
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydnophytum longiflorum A.Gray"
 ]
}

 The dataset includes 76 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029424-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxn0eu
title: Occurrence Download

description: A dataset containing 17135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phoenicopterus roseus Pallas, 1811"
 ]
}

 The dataset includes 17135 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008589-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6yjhzq
title: Occurrence Download

description: A dataset containing 13 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 Pachycephala orpheus Jardine, 1849"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051002-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sh98dj
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhodeus sinensis Günther, 1868",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 46 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029439-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hmeozj
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphiggurus mexicanus mexicanus",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-99.00 16.11,-99.00 20.27,-92.11 20.27,-92.11 16.11,-99.00 16.11))"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008589-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yz3cm2
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actinodaphne nitida Teschner"
 ]
}

 The dataset includes 204 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015667-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4xnqm
title: Occurrence Download

description: A dataset containing 1824 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peumus boldus Molina"
 ]
}

 The dataset includes 1824 records from 103 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029481-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wwsuxk
title: Occurrence Download

description: A dataset containing 909 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Erythrina vespertilio Benth."
 ]
}

 The dataset includes 909 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008589-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69mymc
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aquilonastra minor (Hayashi, 1974)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041447-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg8zgn
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens vebrowniae Eb.Fisch., Wohlh. & Raheliv."
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029485-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrgaup
title: Occurrence Download

description: A dataset containing 4903151 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Reptilia"
 ]
}

 The dataset includes 4903151 records from 764 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008590-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9vedg
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leopardus jacobitus (Cornalia, 1865)"
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008614-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uskcnh
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hieracium syncolanthum Omang"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029534-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wb6zh5
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Batasio travancoria Hora & Law, 1941"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008590-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e427ja
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hemispingus melanotis (P.L.Sclater, 1855)"
 ]
}

 The dataset includes 327 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008616-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sc5dtz
title: Occurrence Download

description: A dataset containing 2133 species occurrences available in GBIF matching the query:
{
 "InstitutionKey" : [
 "is d6a17653-6a7a-4c64-8229-2ed4f2db4abb"
 ]
}

 The dataset includes 2133 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029557-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0lhlqw
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marmosops paulensis (Tate, 1931)",
 "Country is Brazil"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008590-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.