cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/m9kz-bw61
title: Multiple scenarios, multiple weather conditions, multiple lighting conditions and multiple wildfire objects Synthetic Forest Wildfire Dataset (M4SFWD)

description: Forest wildfires are one of the most catastrophic natural disasters, which poses a severe threat to both the ecosystem and human life. Therefore, it is imperative to implement technology to prevent and control forest wildfires. The combination of unmanned aerial vehicles (UAVs) and object detection algorithms provides a quick and accurate method to monitor large-scale forest areas. Nevertheless, most available datasets on forest wildfires comprise single-mode ground-fixed-angle pictures that inadequately represent the intricate terrain, high humidity, low visibility meteorological conditions, and multiscale light flux densities of forest wildfires. To address these limitations, we developed the Multiple scenarios, Multiple weather conditions, Multiple lighting levels and Multiple wildfire objects Synthetic Forest Wildfire Dataset (M4SFWD), which provides remote sensing data on forest fires across diverse terrain types, weather conditions, light flux densities as well as different numbers of wildfire objects. Researchers can employ this dataset to improve the efficacy of fire and smoke detection algorithms, promoting continuous forest monitoring.This paper presents a Multi-Faceted Synthetic Forest Wildfire Dataset based on Unreal Engine 5. We first constructed eight forest scenes with different terrains, weather conditions, and texture effects. We also simulated the light flux density at different times of the day by utilizing real-time ray tracing technology, which created realistic lighting and shadows. Secondly, we introduced a range of wildfire targets with varying scales and numbers into each scenario to enable multiple-angle shooting simulations from a UAV’s viewpoint. During evening hours and in foggy conditions, many objects resemble wildfires. To enhance the dataset’s precision and reliability for fire and smoke detection, 3,974 images were undergone pixel-level manual annotation using tools like labelImg. This annotation yielded 17,763 bounding boxes, which were subsequently statistically analyzed to ascertain their positions and proportions. Finally, we assessed the applicability of M4SFWD in single-stage, two-stage, and lightweight object detection algorithms by inputting the dataset into various algorithms with different parameter sizes. Based on the experimental results’ visualization, M4SFWD exhibited superior performance in scenarios with standard light flux density and large-scale wildfire objects. However, due to its complex contextual information and multiscale object features, false detections and missed detections occurred in other complex multi-faceted scenarios. Thus, optimizing the existing object detection algorithms will be necessary for future research.
DOI: 10.15468/dl.x9qysv
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Cambodia, Myanmar, Viet Nam, Malaysia, Thailand, Lao People’s Democratic Republic)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hopea odorata Roxb."
 ]
}

 The dataset includes 122 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021227-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pm53t8
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus anderssonii (Müll.Hal.) A.Jaeger"
 ]
}

 The dataset includes 246 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021229-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rz2tkg
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deltochilum luederwaldti Pereira & Andretta, 1955"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021230-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26190/unsworks/30295
title: Dataset for quorum sensing antimicrobial polymer nanocomposite coatings

description: The dataset pertains to the molecular weight of the synthesised polymers, antimicrobial activity in the supernatant, analysis of surface adhered cells on different analogues.
description: Data was obtained using different spectroscopy and image analysis using electron microscopy, and analysed and plotted using the Prism for publication.
DOI: 10.15468/dl.7d2392
title: Occurrence Download

description: A dataset containing 10795454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "Year 2020-2024"
 ]
}

 The dataset includes 10795454 records from 212 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021224-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfxe5z
title: Occurrence Download

description: A dataset containing 917 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus arctocarpus (Hornsch.) Mitt."
 ]
}

 The dataset includes 917 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021231-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12723558
title: Kssdtree testing dataset

description: The 29 unassembled E.coli/Shigella genomes (ES29, ES29_fastq.tar) simulated by DWGSIM.
DOI: 10.5281/zenodo.12730077
title: Kssdtree unassembled testing datasets

description: The 29 unassembled E.coli/Shigella genomes (ES29, ES29_fastq.tar) simulated by DWGSIM.

An unassembled prokaryotic genome (PROK1, PROK1_fastq.tar).
DOI: 10.5281/zenodo.12723557
title: Kssdtree unassembled testing datasets

description: The 29 unassembled E.coli/Shigella genomes (ES29, ES29_fastq.tar) simulated by DWGSIM.

An unassembled prokaryotic genome (PROK1, PROK1_fastq.tar).
DOI: 10.15468/dl.usq4ze
title: Occurrence Download

description: A dataset containing 1703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "TaxonKey is Cinnamomum yabunikkei H.Ohba"
 ]
}

 The dataset includes 1703 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021233-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6txea3
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus areodictyon (Müll.Hal.) Mitt."
 ]
}

 The dataset includes 420 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021234-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-07.3170154/2396815
title: Data for EMSL Project 61049 from July 2024
DOI: 10.25582/data.2024-07.3170162/2396816
title: Data for EMSL Project 61049 from July 2024
DOI: 10.25582/data.2024-07.3170172/2396817
title: Data for EMSL Project 61049 from July 2024
DOI: 10.25582/data.2024-07.3170341/2396818
title: Data for EMSL Project 61049 from July 2024
DOI: 10.18141/2396854
title: Energy Communities IWG Site Review Tool

description: The Energy Communities IWG's new Site Review Tool is a resource for manufacturers and investors interested in developing or expanding clean energy supply chain projects in energy communities and nationwide. The interactive map provides access to publicly available information on brownfields, facilities, nearby infrastructure, and community attributes, including federal incentives. The site review tool empowers community leaders and developers to promote investment into communities and encourages users to learn and explore the diverse range of investment options. This tool can be useful for applicants to identify relevant information about their project that is requested in DOE grant and tax credit submissions, including 48C energy community status and whether a project is located in a disadvantaged community. More information on this tool can be found at: https://energycommunities.gov/iwg-site-review-tool/ Disclaimer: This mapping tool may not be relied upon by taxpayers to substantiate a tax return position or for determining whether certain penalties apply and will not be used by the IRS for examination purposes. The mapping tool does not reflect the application of the law to a specific taxpayer's situation, and the applicable Internal Revenue Code provisions ultimately control.
DOI: 10.15468/dl.3qq2ne
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonchocarpus sumiderensis M.Sousa"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021235-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18141/2396894
title: test Energy Communities IWG Site Review Tool

description: The Energy Communities IWG's new Site Review Tool is a resource for manufacturers and investors interested in developing or expanding clean energy supply chain projects in energy communities and nationwide. The interactive map provides access to publicly available information on brownfields, facilities, nearby infrastructure, and community attributes, including federal incentives. The site review tool empowers community leaders and developers to promote investment into communities and encourages users to learn and explore the diverse range of investment options. This tool can be useful for applicants to identify relevant information about their project that is requested in DOE grant and tax credit submissions, including 48C energy community status and whether a project is located in a disadvantaged community. More information on this tool can be found at: https://energycommunities.gov/iwg-site-review-tool/ Disclaimer: This mapping tool may not be relied upon by taxpayers to substantiate a tax return position or for determining whether certain penalties apply and will not be used by the IRS for examination purposes. The mapping tool does not reflect the application of the law to a specific taxpayer's situation, and the applicable Internal Revenue Code provisions ultimately control.
DOI: 10.6084/m9.figshare.26264672
title: American Palaemon COI MSA

description: An MSA formed using sequences collected as a part of the thesis "PHYLOGENY AND BIOGEOGRAPHY OF PALAEMON SPECIES (CRUSTACEA, DECAPODA, PALAEMONIDAE) IN THE NORTHERN GULF OF MEXICO," as well as publicly available sequences, all belonging to the <i>Palaemon</i><i> </i>genus. All sequences were collected from <i>Palaemon</i> members found in North or Central America, along or near the East Coast. All sequences belong to the mitochondrial gene cytochrome oxidase subunit 1 (CO1). A <i>Macrobrachium nipponense</i> sequence was used as an outgroup to this MSA
DOI: 10.6084/m9.figshare.26264672.v1
title: American Palaemon COI MSA

description: An MSA formed using sequences collected as a part of the thesis "PHYLOGENY AND BIOGEOGRAPHY OF PALAEMON SPECIES (CRUSTACEA, DECAPODA, PALAEMONIDAE) IN THE NORTHERN GULF OF MEXICO," as well as publicly available sequences, all belonging to the <i>Palaemon</i><i> </i>genus. All sequences were collected from <i>Palaemon</i> members found in North or Central America, along or near the East Coast. All sequences belong to the mitochondrial gene cytochrome oxidase subunit 1 (CO1). A <i>Macrobrachium nipponense</i> sequence was used as an outgroup to this MSA
DOI: 10.15468/dl.j5msg2
title: Occurrence Download

description: A dataset containing 9182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Schinus terebinthifolia Raddi"
 ]
}

 The dataset includes 9182 records from 217 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021236-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xefqkz
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Schinus terebinthifolia Raddi"
 ]
}

 The dataset includes 489 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021237-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hqbbsv
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Paraguay",
 "TaxonKey is Schinus terebinthifolia Raddi"
 ]
}

 The dataset includes 207 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021238-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh3reb
title: Occurrence Download

description: A dataset containing 382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus argyrocaulon (Müll.Hal.) Broth."
 ]
}

 The dataset includes 382 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021239-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8m44sa
title: Occurrence Download

description: A dataset containing 794 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pleuricospora A.Gray"
 ]
}

 The dataset includes 794 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021240-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jc7vy7
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus bryotropii J.-P.Frahm"
 ]
}

 The dataset includes 71 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021241-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/5375158
title: 2023 Global Prosperity Index w/ region politics
DOI: 10.6084/m9.figshare.26264711
title: interact_2

description: interact_2
DOI: 10.15468/dl.g9bgcd
title: Occurrence Download

description: A dataset containing 742 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "PublishingOrg is one of (6c147991-c3bf-453d-a778-3bea9a534804)",
 "DatasetKey is one of (Colección Hidrobiológica del Museo de Historia Natural de la Universidad Industrial de Santander)"
 ]
 }
 ]
}

 The dataset includes 742 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021243-240626123714530/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.26264711.v1
title: interact_2

description: interact_2
DOI: 10.15468/dl.fuvtvm
title: Occurrence Download

description: A dataset containing 2208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Symplocos sumuntia Buch.-Ham. ex D.Don)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2208 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021244-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e2jc9
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nesidiocoris tenuis (Reuter, 1895)"
 ]
}

 The dataset includes 513 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021245-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vqq2nk
title: Occurrence Download

description: A dataset containing 32810292 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 32810292 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021242-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8cgbv
title: Occurrence Download

description: A dataset containing 743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus cavifolius Mitt."
 ]
}

 The dataset includes 743 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021246-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y584u8
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "TaxonKey is Begonia palmata D.Don"
 ]
}

 The dataset includes 70 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021247-240626123714530/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.26264744
title: interact_kt

description: interact_kt
DOI: 10.6084/m9.figshare.26264744.v1
title: interact_kt

description: interact_kt
DOI: 10.15468/dl.ycktfc
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Campylopus cleefii J.-P.Frahm"
 ]
}

 The dataset includes 94 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021248-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.12730120
title: Neurobehavioral Synchrony and Social Cognition Development

description: Social cognition develops through a complex interplay between neural maturation and environmental factors, yet the neurobehavioral mechanisms underlying this process remain unclear. Using a naturalistic fMRI paradigm, we investigated the effects of age and parental caregiving on social brain development and Theory of Mind (ToM) in 50 mother-child dyads. The functional maturity of social brain networks was positively associated with age, while mother-child neural synchronization during movie viewing was related to dyadic relationship quality. Crucially, parenting and child factors interactively shaped social cognition outcomes, mediated by ToM abilities. Our findings demonstrate the dynamic interplay of neurocognitive development and interpersonal synchrony in early childhood social cognition, and provide novel evidence for Bandura's theory of social learning and reciprocal determinism. This integrative approach, bridging brain, behavior, and parenting environment, advances our understanding of the complex mechanisms shaping social cognition. The insights gained can inform personalized interventions promoting social competence, emphasizing the critical importance of nurturing parental relationships in facilitating healthy social development.
DOI: 10.5281/zenodo.12730121
title: Neurobehavioral Synchrony and Social Cognition Development

description: Social cognition develops through a complex interplay between neural maturation and environmental factors, yet the neurobehavioral mechanisms underlying this process remain unclear. Using a naturalistic fMRI paradigm, we investigated the effects of age and parental caregiving on social brain development and Theory of Mind (ToM) in 50 mother-child dyads. The functional maturity of social brain networks was positively associated with age, while mother-child neural synchronization during movie viewing was related to dyadic relationship quality. Crucially, parenting and child factors interactively shaped social cognition outcomes, mediated by ToM abilities. Our findings demonstrate the dynamic interplay of neurocognitive development and interpersonal synchrony in early childhood social cognition, and provide novel evidence for Bandura's theory of social learning and reciprocal determinism. This integrative approach, bridging brain, behavior, and parenting environment, advances our understanding of the complex mechanisms shaping social cognition. The insights gained can inform personalized interventions promoting social competence, emphasizing the critical importance of nurturing parental relationships in facilitating healthy social development.
DOI: 10.6084/m9.figshare.26264756
title: interact_4

description: interact_4
DOI: 10.6084/m9.figshare.26264702
title: Palaemon H3 MSA

description: An MSA formed using sequences collected as a part of the thesis "PHYLOGENY AND BIOGEOGRAPHY OF PALAEMON SPECIES (CRUSTACEA, DECAPODA, PALAEMONIDAE) IN THE NORTHERN GULF OF MEXICO," as well as publicly available sequences, all belonging to the <i>Palaemon</i><i> </i>genus. All sequences were collected from <i>Palaemon</i> members found in North or Central America, along or near the East Coast. All sequences belong to the nuclear gene histone H3. A <i>Macrobrachium nipponense</i> sequence was used as an outgroup to this MSA
DOI: 10.6084/m9.figshare.26264702.v1
title: Palaemon H3 MSA

description: An MSA formed using sequences collected as a part of the thesis "PHYLOGENY AND BIOGEOGRAPHY OF PALAEMON SPECIES (CRUSTACEA, DECAPODA, PALAEMONIDAE) IN THE NORTHERN GULF OF MEXICO," as well as publicly available sequences, all belonging to the <i>Palaemon</i><i> </i>genus. All sequences were collected from <i>Palaemon</i> members found in North or Central America, along or near the East Coast. All sequences belong to the nuclear gene histone H3. A <i>Macrobrachium nipponense</i> sequence was used as an outgroup to this MSA