cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17958996
title: Adverse Weather Dataset

description: This dataset contains motion features and appearance cues extracted from video sequences, specifically designed for early adverse weather classification, detection tasks. The motion features are obtained from optical flow color maps, while the appearance cues are extracted from images of heavy fog, light fog, smoke, snow and clear weather.        

 

The dataset is categorized into five classes: heavy fog, light fog, smoke, snow and clear weather. Each class contains two types of data components: original images and optical flow color maps. In total, the dataset includes 1,990 images, evenly split between the five classes, 389 heavy fog, 401 light fog, 341 smoke, 440 snow and  419 clear weather images. Additionally, each class includes same number of optical flow color maps. The optical flow color maps are generated using a fractional order variational model. To effectively capture both static (appearance-based) and dynamic (motion-based) features. These fused representations serve as input for training deep learning models for early adverse weather detection.
DOI: 10.5281/zenodo.17958997
title: Adverse Weather Dataset

description: This dataset contains motion features and appearance cues extracted from video sequences, specifically designed for early adverse weather classification, detection tasks. The motion features are obtained from optical flow color maps, while the appearance cues are extracted from images of heavy fog, light fog, smoke, snow and clear weather.        

 

The dataset is categorized into five classes: heavy fog, light fog, smoke, snow and clear weather. Each class contains two types of data components: original images and optical flow color maps. In total, the dataset includes 1,990 images, evenly split between the five classes, 389 heavy fog, 401 light fog, 341 smoke, 440 snow and  419 clear weather images. Additionally, each class includes same number of optical flow color maps. The optical flow color maps are generated using a fractional order variational model. To effectively capture both static (appearance-based) and dynamic (motion-based) features. These fused representations serve as input for training deep learning models for early adverse weather detection.
DOI: 10.34740/kaggle/dsv/14188590
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.17026/ar/q0xzjl
title: PAN-00177920 - single looped buckle with separate bar

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177920&lt;/p&gt;
description: Modified: 2025-08-05T13:37:30+02:00
DOI: 10.17026/dans-2z2-m2rd
title: PAN-00134836 - terra sigillata cup type Drag. 24-25 / Consp. 33-34

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00134836&lt;/p&gt;
description: Modified: 2025-05-03T12:14:27+02:00
DOI: 10.7910/dvn/5hovno
title: PDB: 6SF6, Crystal structure P6 epitope of cartilage oligomeric matrix protein (COMP) (311K, 38°C, 100 ns): random seed #1

description: PDB: 6SF6, Crystal structure P6 epitope of cartilage oligomeric matrix protein (COMP) (311K, 38°C, 100 ns): random seed #1. Contains PDBs at every 50ns.
DOI: 10.5281/zenodo.17957970
title: Old Hospital Point - SWAC (LiDAR) - December 16 2025

description: This orthomosaic of Tamuning, Guam was created from 790 images taken on December 16 2025, at 300 ft AGL, with a DJI Matrice 350. The mission was planned using the DJI Pilot application and post-processed using DJI Terra.This project was made possible through funding by the following grant(s): NASA Guam EPSCoR  (80NSSC22M0052), NASA Guam Space Grant  (80NSSC20M0039 / UH Subaward: MA1550) , and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization. All drone imagery was obtained in accordance with FAA guidelines and applicable local laws, with all necessary authorizations secured to ensure safe and legal operation.The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer. Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.5281/zenodo.17957969
title: Old Hospital Point - SWAC (LiDAR) - December 16 2025

description: This orthomosaic of Tamuning, Guam was created from 790 images taken on December 16 2025, at 300 ft AGL, with a DJI Matrice 350. The mission was planned using the DJI Pilot application and post-processed using DJI Terra.This project was made possible through funding by the following grant(s): NASA Guam EPSCoR  (80NSSC22M0052), NASA Guam Space Grant  (80NSSC20M0039 / UH Subaward: MA1550) , and PI-CASC (G19AC00087).
description: Disclaimer: The following aerial imagery is intended solely for research purposes related to the assessment of the captured area. It is strictly prohibited to distribute this imagery to any unauthorized individuals or third-party entities without prior authorization. All drone imagery was obtained in accordance with FAA guidelines and applicable local laws, with all necessary authorizations secured to ensure safe and legal operation.The University of Guam Drone Corps funded by NASA Guam Space Grant and NASA Guam EPSCoR retain all rights to the aerial imagery, including but not limited to copyrights and intellectual property rights. Any unauthorized modification, reproduction, or distribution of the imagery is strictly prohibited.By using this data, you acknowledge and agree to abide by the terms and conditions set forth in this disclaimer. Privacy Disclaimer: The aerial imagery captured for assessment may inadvertently include images of private property and individuals. While every effort has been made to respect privacy, it is possible that identifiable information or sensitive locations may be visible in the imagery. University of Guam Drone Corps and related parties disclaim any responsibility for the unintentional collection or dissemination of such information. The recipient(s) of this imagery are urged to handle it with due care and take necessary precautions to protect the privacy rights of individuals and comply with applicable privacy laws and regulations.
DOI: 10.17026/ar/6jwff5
title: PAN-00180954 - coarse ware pot type Stuart 201A/C

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00180954&lt;/p&gt;
description: Modified: 2025-10-14T10:47:40+02:00
DOI: 10.5281/zenodo.17959132
title: Thrombocytopenic Purpura in Children

description: Immune thrombocytopenic purpura (ITP) is an acquired autoimmune disorder characterized by isolated low platelet counts in children. It commonly appears after viral infections and often resolves spontaneously. This article summarizes recent literature regarding its epidemiology, pathophysiology, diagnosis, management, and prognosis, emphasizing recent guideline updates and new therapeutic developments.
DOI: 10.5281/zenodo.17959131
title: Thrombocytopenic Purpura in Children

description: Immune thrombocytopenic purpura (ITP) is an acquired autoimmune disorder characterized by isolated low platelet counts in children. It commonly appears after viral infections and often resolves spontaneously. This article summarizes recent literature regarding its epidemiology, pathophysiology, diagnosis, management, and prognosis, emphasizing recent guideline updates and new therapeutic developments.
DOI: 10.5281/zenodo.17958964
title: Motion enhances camouflage: Retinal evidence for flicker fusion camouflage in jumping spiders

description: This is the dataset for

Min Tan, Alex M. Winsor, Long Yu, Eunice J. Tan, Elizabeth M. Jakob, Daiqin Li. (2025). Motion enhances camouflage: Retinal evidence for flicker fusion camouflage in jumping spiders.

Funding sources

This study was supported by the grants from the National Natural Science Foundation of China (32270531 to DLi and 32301291 to LYu), the Singapore Ministry of Education Academic Research Fund (AcRF) to DLi (A-8001085-00-00), the National Science Foundation award (1656714 to EMJakob), and the Oscar and Jan Francke Student Research Fund of the International Society of Arachnology to MTan.

Overview for Tan_et_al_data_and_codes

Folder List:

Codes_Tan_et_al: This folder contains the R code (in software) for data analyses and figures.

Data_Tan_et_al: This folder contains the dataset (file type "csv").

Methodological information

The data was collected following the protocol described in Tan et al. (2025).

The data was analysed with R 4.4.2.

Specific information

More details for each folder can be found within the folders.
description: Camouflage is often assumed to fail once prey begins moving, yet motion can also enhance concealment by exploiting the sensory limits of predator visual systems. Flicker fusion camouflage (FFC) predicts that high-contrast patterns blur into uniform fields at high speeds, thus reducing detectability. We provide direct mechanistic evidence for FFC using retinal tracking in the jumping spider Menemerus bivittatus, a predator with a highly modular visual system. Using computer-generated stimuli that varied in pattern, speed, size, and contrast, combined with anterior lateral eye (ALE) masking, we show that fast-moving thin stripes strongly suppressed retinal responsiveness—but only for small stimuli—revealing a size-dependent constraint on FFC. Stripes with low-contrast further impaired retinal tracking compared to high-contrast stripes, indicating that signal salience modulates motion processing. ALE-masking experiments confirmed that motion-sensitive ALEs are critical mediators of this effect. Together, these findings establish FFC as an ecologically plausible form of motion-based camouflage and reveal how prey pattern, movement, and predator sensory architecture jointly shape visual detectability. Our results highlight the importance of considering motion in visual camouflage research and provide new insights into the sensory ecology of predator-prey coevolution under dynamic conditions.
DOI: 10.5281/zenodo.17958965
title: Motion enhances camouflage: Retinal evidence for flicker fusion camouflage in jumping spiders

description: This is the dataset for

Min Tan, Alex M. Winsor, Long Yu, Eunice J. Tan, Elizabeth M. Jakob, Daiqin Li. (2025). Motion enhances camouflage: Retinal evidence for flicker fusion camouflage in jumping spiders.

Funding sources

This study was supported by the grants from the National Natural Science Foundation of China (32270531 to DLi and 32301291 to LYu), the Singapore Ministry of Education Academic Research Fund (AcRF) to DLi (A-8001085-00-00), the National Science Foundation award (1656714 to EMJakob), and the Oscar and Jan Francke Student Research Fund of the International Society of Arachnology to MTan.

Overview for Tan_et_al_data_and_codes

Folder List:

Codes_Tan_et_al: This folder contains the R code (in software) for data analyses and figures.

Data_Tan_et_al: This folder contains the dataset (file type "csv").

Methodological information

The data was collected following the protocol described in Tan et al. (2025).

The data was analysed with R 4.4.2.

Specific information

More details for each folder can be found within the folders.
description: Camouflage is often assumed to fail once prey begins moving, yet motion can also enhance concealment by exploiting the sensory limits of predator visual systems. Flicker fusion camouflage (FFC) predicts that high-contrast patterns blur into uniform fields at high speeds, thus reducing detectability. We provide direct mechanistic evidence for FFC using retinal tracking in the jumping spider Menemerus bivittatus, a predator with a highly modular visual system. Using computer-generated stimuli that varied in pattern, speed, size, and contrast, combined with anterior lateral eye (ALE) masking, we show that fast-moving thin stripes strongly suppressed retinal responsiveness—but only for small stimuli—revealing a size-dependent constraint on FFC. Stripes with low-contrast further impaired retinal tracking compared to high-contrast stripes, indicating that signal salience modulates motion processing. ALE-masking experiments confirmed that motion-sensitive ALEs are critical mediators of this effect. Together, these findings establish FFC as an ecologically plausible form of motion-based camouflage and reveal how prey pattern, movement, and predator sensory architecture jointly shape visual detectability. Our results highlight the importance of considering motion in visual camouflage research and provide new insights into the sensory ecology of predator-prey coevolution under dynamic conditions.
DOI: 10.7910/dvn/offwjt
title: PDB: 6SF6, Crystal structure P6 epitope of cartilage oligomeric matrix protein (COMP) (310K, 37°C, 100 ns): random seed #1

description: PDB: 6SF6, Crystal structure P6 epitope of cartilage oligomeric matrix protein (COMP) (310K, 37°C, 100 ns): random seed #1. Contains PDBs at every 50ns.
DOI: 10.15468/dl.4ucdks
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseuduvaria macrophylla (Oliv.) Merr.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055047-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcygeb
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Algansea aphanea Barbour & Miller, 1978"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006744-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-221159
title: The Magazine of the Romanian Pentecostal Church, 1974, vol. 22, no. 5-6 = Buletinul Cultului Penticostal din Romania, 1974, anul XXII, nr 5-6

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, official publication of the Romanian Pentecostal Church during communist times. It has been published between 1953 and 1989.
DOI: 10.25549/pcra-c14-221371
title: The Magazine of the Romanian Pentecostal Church, 1976, vol. 24, no. 1-2 = Buletinul Cultului Penticostal din Romania, 1976, anul XXIV, nr 1-2

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, oficial publication of the Romanian Penticostal Church during communist times. It has been published between 1953-1989.
DOI: 10.15468/dl.2ebwn6
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Strigops habroptila G.R.Gray, 1845, Strigops habroptilus G.R.Gray, 1845)"
 ]
}

 The dataset includes 103 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054946-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jdgeys
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chiroptera",
 "Country is Maldives"
 ]
}

 The dataset includes 127 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023973-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scwqeb
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Passiflora boticarioana Cervi"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006744-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-221182
title: The Magazine of the Romanian Pentecostal Church, 1974, vol. 22, no. 7-8 = Buletinul Cultului Penticostal din Romania, 1974, anul XXII, nr 7-8

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, official publication of the Romanian Pentecostal Church during communist times. It has been published between 1953 and 1989.
DOI: 10.25549/pcra-c14-221161
title: The Magazine of the Romanian Pentecostal Church, 1974, vol. 22, no. 5-6 = Buletinul Cultului Penticostal din Romania, 1974, anul XXII, nr 5-6

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, official publication of the Romanian Pentecostal Church during communist times. It has been published between 1953 and 1989.
DOI: 10.15468/dl.edfypp
title: Occurrence Download

description: A dataset containing 558 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diglyphus isaea (Walker, 1838)"
 ]
}

 The dataset includes 558 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049281-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6wevi
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa adenantheroides (M.Martens & Galeotti) Benth."
 ]
}

 The dataset includes 263 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006744-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vymwhb
title: Occurrence Download

description: A dataset containing 542 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mycteroperca fusca (Lowe, 1838)"
 ]
}

 The dataset includes 542 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054976-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-221487
title: The Magazine of the Romanian Pentecostal Church, 1976, vol. 24, no. 11-12 = Buletinul Cultului Penticostal din Romania, 1976, anul XXIV, nr 11-12

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, oficial publication of the Romanian Penticostal Church during communist times. It has been published between 1953-1989.
DOI: 10.25549/pcra-c14-219525
title: The Magazine of the Romanian Pentecostal Church, 1956, vol. 4, no. 6 = Buletinul Cultului Penticostal din Romania, 1956, anul IV, nr 6

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, official publication of the Romanian Pentecostal Church during communist times. It has been published between 1953 and 1989.
DOI: 10.15468/dl.j5wk99
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Poa schistacea Edgar & Connor"
 ]
}

 The dataset includes 39 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088389-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yb7cqq
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((61.85092 35.48702,60.31621 32.50075,61.90641 30.28887,63.30455 29.41777,61.30334 26.02415,62.81579 24.71312,66.31264 24.61045,68.18904 23.91632,70.13821 25.10131,72.7147 28.28247,76.44118 27.99804,83.62537 25.64054,88.05546 22.24914,90.42053 20.87772,93.45358 16.57832,97.24042 15.37332,99.63797 15.89032,101.16772 17.41907,102.9274 21.10208,105.35665 26.94946,102.94267 34.28404,74.16571 37.24391,61.85092 35.48702))",
 "TaxonKey is Ludwigia hyssopifolia (G.Don) Exell"
 ]
}

 The dataset includes 37 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055060-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-219490
title: The Magazine of the Romanian Pentecostal Church, 1956, vol. 4, no. 4-5 = Buletinul Cultului Penticostal din Romania, 1956, anul IV, nr 4-5

description: [description english/roman)] The Magazine of the Pentecostal Church is the periodical, official publication of the Romanian Pentecostal Church during communist times. It has been published between 1953 and 1989.
DOI: 10.15468/dl.xo9hj7
title: Occurrence Download

description: A dataset listing the 558096394 species recorded in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-140.80078 -9.66797,-63.45703 -9.66797,-63.45703 77.87109,-140.80078 77.87109,-140.80078 -9.66797))"
 ]
}

 The dataset's 558096394 records were derived from 4942 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006744-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnyxu8
title: Occurrence Download

description: A dataset containing 9033 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Pteridophyta"
 ]
}

 The dataset includes 9033 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066088-241126133413365/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.28191098
title: Suppl. table 1

description: Table S1 summarizes the PCR primers used for SCGN genotype identification and the measurement of GIP and SCGN mRNA. It includes the forward and reverse primer sequences and the corresponding PCR product sizes for each assay.
DOI: 10.6084/m9.figshare.28191098.v1
title: Suppl. table 1

description: Table S1 summarizes the PCR primers used for SCGN genotype identification and the measurement of GIP and SCGN mRNA. It includes the forward and reverse primer sequences and the corresponding PCR product sizes for each assay.