cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18441090
title: Dataset for "Toward Leveraging Intrinsic Point Cloud Features in 3D Adversarial Attacks" paper

description: This dataset accompanies the paper “Toward Leveraging Intrinsic Point Cloud Features in 3D Adversarial Attacks” and provides the data used in the experimental analysis.

This dataset provides point-wise geometric features and saliency information extracted from the ModelNet40 test set, used for analyzing adversarial point cloud attacks. The dataset includes two NumPy (.npy) files containing handcrafted geometric features and model-based saliency scores for each 3D point.



modelnet40_test_xyz_f1to14.npy

This file contains point-wise geometric feature data extracted from the ModelNet40 test set, comprising 2468 point clouds.

For each 3D point:

• Columns 1–3 store the normalized Cartesian coordinates (x, y, z).

• Columns 4–17 correspond to the fourteen handcrafted geometric features f₁ to f₁₄ defined in the paper.

Among these features, f14 (distance from the centroid) is used as the the proposed adversarial drop attack according to paper.

Higher values indicate stronger geometric feature presence for the corresponding point.





modelnet40_test_saliency_4models.npy

This file contains point-wise saliency scores computed on the ModelNet40 test set for four different DNN architectures.

For each 3D point:

• Columns 1–3 store the normalized Cartesian coordinates (x, y, z).

• Columns 4–7 store saliency scores computed using:

• PointNet

• PointNet++

• DGCNN

• PointConv

, respectively.

 Higher values indicate higher adversarial relevance of the corresponding point
DOI: 10.5281/zenodo.18441091
title: Dataset for "Toward Leveraging Intrinsic Point Cloud Features in 3D Adversarial Attacks" paper

description: This dataset accompanies the paper “Toward Leveraging Intrinsic Point Cloud Features in 3D Adversarial Attacks” and provides the data used in the experimental analysis.

This dataset provides point-wise geometric features and saliency information extracted from the ModelNet40 test set, used for analyzing adversarial point cloud attacks. The dataset includes two NumPy (.npy) files containing handcrafted geometric features and model-based saliency scores for each 3D point.



modelnet40_test_xyz_f1to14.npy

This file contains point-wise geometric feature data extracted from the ModelNet40 test set, comprising 2468 point clouds.

For each 3D point:

• Columns 1–3 store the normalized Cartesian coordinates (x, y, z).

• Columns 4–17 correspond to the fourteen handcrafted geometric features f₁ to f₁₄ defined in the paper.

Among these features, f14 (distance from the centroid) is used as the the proposed adversarial drop attack according to paper.

Higher values indicate stronger geometric feature presence for the corresponding point.





modelnet40_test_saliency_4models.npy

This file contains point-wise saliency scores computed on the ModelNet40 test set for four different DNN architectures.

For each 3D point:

• Columns 1–3 store the normalized Cartesian coordinates (x, y, z).

• Columns 4–7 store saliency scores computed using:

• PointNet

• PointNet++

• DGCNN

• PointConv

, respectively.

 Higher values indicate higher adversarial relevance of the corresponding point
DOI: 10.5281/zenodo.18441451
title: Climate- and climate-structural-adjusted credit risk and bankruptcy prediction models across firm size categories in developing countries: evidence from firm-level balance sheets

description: These datasets were used to empirically evaluating climate-structural-adjusted credit risk and developed context specific bankruptcy prediction models across firm-size categories in developing countries, using firm-level balance-sheet data from the World Bank Enterprise Survey (WBES).
DOI: 10.5281/zenodo.18441452
title: Climate- and climate-structural-adjusted credit risk and bankruptcy prediction models across firm size categories in developing countries: evidence from firm-level balance sheets

description: These datasets were used to empirically evaluating climate-structural-adjusted credit risk and developed context specific bankruptcy prediction models across firm-size categories in developing countries, using firm-level balance-sheet data from the World Bank Enterprise Survey (WBES).
DOI: 10.15468/dl.fdctpz
title: Occurrence Download

description: A dataset containing 11850888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11850888 records from 4381 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003380-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18738/t8/2fcvxs
title: Carta sobre bienes para dos nuevas misiones cerca de San Francisco, 1776 marzo 1
title: Letter regarding goods for two new missions near San Francisco, 1776 March 1

description: Carta al presidente de las misiones de la Nueva California, Junípero Serra, mencionando que se enviarán los efectos solicitados al síndico de San Fernando para las dos nuevas misiones que se están fundando cerca de San Francisco. El remitente menciona que la Real Hacienda va asumir los gastos de transporte de estos efectos por tierra y mar. Se ha dado orden al Factor de San Blas, Don Manuel Ramon de Goya, para que, en coordinación con el síndico, ajuste y pague los costos de los fletes. —— Letter to the President of the Missions of New California, Junípero Serra, mentioning that the requested goods will be sent to the syndic of San Fernando for the two new missions being founded near San Francisco. The sender mentions that the Royal Treasury will cover the expenses of transporting these goods by land and sea. Orders have been given to the Factor of San Blas, Don Manuel Ramon de Goya, to, in coordination with the syndic, settle and pay the freight costs. 1 f. (2 p.)
description: FromThePage, 21.9
description: Alejo Rojas Leiva transcribió este documento el 11 de febrero de 2022 a través de la plataforma FromThePage de las Bibliotecas de la Universidad de Texas. Eduardo H. Gorobets Martins y Albert A. Palacios corrigieron, finalizaron y exportaron las transcripciones de FromThePage el 1 de octubre de 2023. El manuscrito esta clasificado como WBS 156 en la Colección William B. Stephens, Benson Latin American Collection, LLILAS Benson Latin American Studies and Collections, The University of Texas en Austin. —— Alejo Rojas Leiva transcribed document on 2022 February 22 through UT Libraries' FromThePage instance. Eduardo H. Gorobets Martins and Albert A. Palacios corrected, finalized, and exported the FromThePage transcriptions on 2023 October 1. Item is WBS 156 in the William B. Stephens Collection, Benson Latin American Collection, LLILAS Benson Latin American Studies and Collections, The University of Texas at Austin.
DOI: 10.18738/t8/4xq3kl
title: Texas Winter Bat Habitat Data

description: Dataset Averages: Dataset contains average values for ambient air temperature, bat skin temperature, substrate temperature, and vapor pressure deficit by species for each site. Data also contains ecoregion location. Datasets Cave1_30, Cave2_43, Culvert1_44, and Culvert2_19: Datasets contain Internal air temperature averages per hour and external temperature averages per hour. These data were used to create Figure 2.
DOI: 10.18738/t8/6gdweg
title: VEN 18A

description: X-ray computed tomography data for igneous rock core sample VEN 18A
DOI: 10.18738/t8/9aziel
title: DFDP-2 Sonic log

description: reprocessed sonic log from the Deep Fault Drilling Project Phase 2 borehole
DOI: 10.18738/t8/81f04q
title: Hamlet's First Quarto

description: Data for Hamlet's First Quarto
DOI: 10.18738/t8/apmodv
title: S492 WT

description: Wildtype song from bird Silver 492
DOI: 10.18738/t8/bkz5ux
title: Callaghan and Sylvester Multiple Enactment Dataset

description: This dataset allows for the replication of the multiple autism insurance mandate enactment data in Callaghan and Sylvester 2019 (Plos One).
DOI: 10.15468/dl.283zm6
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Japan",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, December, November)",
 "TaxonKey is Prunus persica (L.) Stokes",
 "Year 1000-2025"
 ]
}

 The dataset includes 33 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016507-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t48kkm
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Entandrophragma bussei",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005972-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gnytw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Guarea pubescens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005974-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3v4kz
title: Occurrence Download

description: A dataset containing 2586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Hedychium flavescens"
 ]
}

 The dataset includes 2586 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005975-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yeszmj
title: Occurrence Download

description: A dataset containing 12371 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular plants of the Amur River Basin, Russia: specimen based occurrence dataset of 100 selected species",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12371 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005973-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mv92f
title: Occurrence Download

description: A dataset containing 7819 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is EX",
 "TaxonKey is Animalia",
 "Year 1999-2026"
 ]
}

 The dataset includes 7819 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005976-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqkjca
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Vascular plants of the Amur River Basin, Russia: specimen based occurrence dataset of 100 selected species",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stellera chamaejasme"
 ]
}

 The dataset includes 105 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005979-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v2s4bc
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heckeldora staudtii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 393 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005977-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qc469x
title: Occurrence Download

description: A dataset containing 3054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-100.47465 19.8704,-99.89377 19.18896,-99.55914 19.22418,-99.32128 19.9136,-99.94919 20.45009,-100.47465 19.8704))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 3054 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005978-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuhd5v
title: Occurrence Download

description: A dataset containing 3090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((112.1 -0.175,122.392 -0.175,122.392 13.967,112.1 13.967,112.1 -0.175))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acanthuridae"
 ]
}

 The dataset includes 3090 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005980-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37vscw
title: Occurrence Download

description: A dataset containing 211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heynea trijuga",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 211 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005981-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.utt7p8
title: Occurrence Download

description: A dataset containing 138146137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 138146137 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005946-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hvrsee
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Humbertioturraea grandidieri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 50 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005983-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njwpwq
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Khaya anthotheca",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 287 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005984-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4yynd
title: Occurrence Download

description: A dataset containing 5012 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 PRINTF('%04d-%02d-%02d', "year", "month", "day") yearmonthday,
 COUNT(*) occurrences,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 GBIF_STRINGARRAYCONTAINS(occurrence.classifications['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c'], '4553358', TRUE)
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.classificationdetails['d7dddbf4-2cf0-4f39-9b2a-bb099caae36c']['specieskey'] &lt;&gt; '' AND occurrence."year" IS NOT NULL AND occurrence."month" IS NOT NULL AND occurrence."day" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 PRINTF('%04d-%02d-%02d', "year", "month", "day")

 The dataset's 5012 records were derived from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005947-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.677f5p
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lansium domesticum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 235 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005985-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gaxpyj
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lepidotrichilia volkensii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 80 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005987-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.d79sdu
title: Cervus nippon download

description: Retrieving Cervus nippon data
DOI: 10.15468/dl.rkeepy
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leplaea cedrata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 342 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005991-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8hqjbb
title: Occurrence Download

description: A dataset containing 3352 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stellera chamaejasme"
 ]
}

 The dataset includes 3352 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005990-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9ftxx
title: Occurrence Download

description: A dataset containing 9739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Nothofagus cunninghamii"
 ]
}

 The dataset includes 9739 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005994-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avqge3
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leplaea laurentii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 143 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005995-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18160031
title: Dataset of 14 Squall Line Cases

description: The dataset of 14 squall line cases studied by research "Statistical Characteristics and Enhancement Effect of Convective Merging during Squall Line Organization in the Beijing Montrapolitan Region".
DOI: 10.5281/zenodo.18160030
title: Dataset of 14 Squall Line Cases

description: The dataset of 14 squall line cases studied by research "Statistical Characteristics and Enhancement Effect of Convective Merging during Squall Line Organization in the Beijing Montrapolitan Region".
DOI: 10.15468/dl.c6j6nk
title: Occurrence Download

description: A dataset containing 4946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Harbour seal (Phoca vitulina) counts and haulout locations in the Strait of Georgia, British Columbia coast",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4946 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005998-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6phnh
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-119.104 33.914,-118.333 33.914,-118.333 34.3,-119.104 34.3,-119.104 33.914))",
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis latrans",
 "Year is 2020"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005997-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.