cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bqgs2e
title: Occurrence Download

description: A dataset containing 2197289 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maniola jurtina (Linnaeus, 1758)"
 ]
}

 The dataset includes 2197289 records from 2327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0273955-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uj7m2
title: Occurrence Download

description: A dataset containing 5737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schizachyrium sanguineum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5737 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021072-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5tk5t2
title: Occurrence Download

description: A dataset containing 66383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Battus philenor"
 ]
}

 The dataset includes 66383 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021054-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tc29pj
title: Occurrence Download

description: A dataset containing 524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aristida recurvata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 524 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021073-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rncsda
title: Occurrence Download

description: A dataset containing 234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ctenium cirrhosum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 234 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021075-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ak2evx
title: Occurrence Download

description: A dataset containing 5259 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((110.92007 -37.94923,125.91689 -37.94923,125.91689 -24.17664,110.92007 -24.17664,110.92007 -37.94923))",
 "TaxonKey is Anigozanthos"
 ]
}

 The dataset includes 5259 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021076-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p6nup8
title: Occurrence Download

description: A dataset containing 249 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Eugenia xalapensis"
 ]
}

 The dataset includes 249 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021077-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6gmf55
title: Occurrence Download

description: A dataset containing 4280 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tetragnatha laboriosa"
 ]
}

 The dataset includes 4280 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021078-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bc7nnq
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnopogon doellii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021080-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqqs8c
title: Occurrence Download

description: A dataset containing 553 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies hickelii"
 ]
}

 The dataset includes 553 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021081-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhkmnq
title: Occurrence Download

description: A dataset containing 313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sporobolus aeneus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 313 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021082-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugftaa
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Senecio grandifolius"
 ]
}

 The dataset includes 177 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021083-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.v6ruy8
title: Dataset generated from Esri tool

description: Derived dataset generated by Esri geoprocessing tool using GBIF API
DOI: 10.7910/dvn/hkbzng
title: Replication Data for: Text as Behavior

description: Text analysis typically focuses on content—such as sentiment or topic—but expression is also a form of effortful action. Building on this insight, I propose using simple features of open-ended tasks to study text as behavior. This approach treats expression, such as writing, as cognitively, emotionally and temporally "costly" for subjects but inexpensive for researchers. I show basic statistics like the number of characters can approximate effort and significantly improve estimation of quantities of interest, including the probability of turning out to vote, the likelihood of changing party identification, and psychological states about which a subject may not be fully aware. Further, these methods can convert nonresponse into informative data; validate survey instruments; serve as mechanism checks; be hard for a subject to "game"; work across different languages; and analogize well to real-world situations. In sum, text as behavior can help address a range of issues related to quantifying attitudes and actions.
DOI: 10.15468/dl.xwaukp
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Rubus adenotrichus"
 ]
}

 The dataset includes 26 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021086-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3wpvr
title: Occurrence Download

description: A dataset containing 563 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum assumed WGS84, Coordinate reprojected)",
 "OccurrenceStatus is Present",
 "TaxonKey is Nolina parviflora"
 ]
}

 The dataset includes 563 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021087-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wnf27hv43r
title: Material Culture

description: Here I attach reference data for the article title "Collective Memory and Material Culture: Analyzing Ritual Objects in the Ngikis Ceremony as Shapers of Cultural Meaning"
DOI: 10.17632/wnf27hv43r.1
title: Material Culture

description: Here I attach reference data for the article title "Collective Memory and Material Culture: Analyzing Ritual Objects in the Ngikis Ceremony as Shapers of Cultural Meaning"
DOI: 10.17632/24mph6w8r6
title: FUSCC ST data

description: FUSCC ST data
DOI: 10.17632/24mph6w8r6.1
title: FUSCC ST data

description: FUSCC ST data
DOI: 10.17632/mmfps8bzy4
title: Data and R code for paper "Spatial variability of lithium isotopes in high-erosion sedimentary basins: Insights into the sensitivity of weathering processes"

description: Research data and R code related to "Spatial variability of lithium isotopes in high-erosion sedimentary basins: Insights into the sensitivity of weathering processes"
DOI: 10.17632/mmfps8bzy4.1
title: Data and R code for paper "Spatial variability of lithium isotopes in high-erosion sedimentary basins: Insights into the sensitivity of weathering processes"

description: Research data and R code related to "Spatial variability of lithium isotopes in high-erosion sedimentary basins: Insights into the sensitivity of weathering processes"
DOI: 10.17632/6nhtnmn2yk
title: url phishing

description: The dataset employed in this study is a large-scale, clustered phishing detection dataset designed to support advanced machine learning (ML), deep learning (DL), and hybrid AI-based approaches for identifying phishing and malicious URLs. 

The specific dataset under consideration, referred to as the Cluster dataset, contains 147,292 individual samples, each corresponding to a unique URL instance. These instances represent both malicious (phishing) and benign (legitimate) URLs collected from multiple heterogeneous sources, ensuring diversity in terms of domain structure, hosting infrastructure, and attack sophistication. The dataset is structured for binary classification, making it suitable for supervised learning paradigms.

Each sample is described by 112 numerical features, all of which are derived from URL strings, domain metadata, DNS records, and network-level observations. The exclusive use of numeric features eliminates the need for extensive encoding or tokenization steps, allowing direct compatibility with a wide range of ML and DL algorithms.

Class Labels and Distribution

The target variable in the dataset is denoted as label, which follows a binary encoding scheme:

Label = 1: Indicates phishing or malicious URLs

Label = 0: Indicates legitimate or benign URLs

Out of the total 147,292 samples, the dataset includes:

61,294 malicious URLs (positive class)

85,998 benign URLs (negative class)

This distribution reflects a moderate class imbalance, with benign URLs slightly dominating the dataset. Such imbalance is typical of real-world cybersecurity datasets, where legitimate traffic generally exceeds malicious activity. The presence of this imbalance makes the dataset particularly useful for evaluating classifier robustness, precision–recall trade-offs, and cost-sensitive learning strategies.
 URL-Centric Feature Design
URLs remain one of the most widely exploited vectors for phishing attacks, serving as entry points for credential theft, malware delivery, and social engineering campaigns. Modern phishing URLs often employ lexical obfuscation, domain impersonation, excessive parameterization, and short-lived infrastructure to evade detection.
To address these challenges, the dataset emphasizes URL-based characteristics that capture both surface-level patterns and deep structural cues associated with malicious intent. The selected features aim to balance interpretability, discriminative power, and computational efficiency, making them suitable for both traditional ML models and complex DL architectures.
Feature Composition and Categorization
The 112 features in the dataset can be broadly categorized into the following groups:
Lexical and Character-Level Features
Structural and Length-Based Features
Directory and Parameter Analysis Features
Domain and Host-Based Features
Network and Infrastructure-Level Features
Security and Certificate-Related Features
DOI: 10.17632/6nhtnmn2yk.2
title: url phishing

description: The dataset employed in this study is a large-scale, clustered phishing detection dataset designed to support advanced machine learning (ML), deep learning (DL), and hybrid AI-based approaches for identifying phishing and malicious URLs. 

The specific dataset under consideration, referred to as the Cluster dataset, contains 147,292 individual samples, each corresponding to a unique URL instance. These instances represent both malicious (phishing) and benign (legitimate) URLs collected from multiple heterogeneous sources, ensuring diversity in terms of domain structure, hosting infrastructure, and attack sophistication. The dataset is structured for binary classification, making it suitable for supervised learning paradigms.

Each sample is described by 112 numerical features, all of which are derived from URL strings, domain metadata, DNS records, and network-level observations. The exclusive use of numeric features eliminates the need for extensive encoding or tokenization steps, allowing direct compatibility with a wide range of ML and DL algorithms.

Class Labels and Distribution

The target variable in the dataset is denoted as label, which follows a binary encoding scheme:

Label = 1: Indicates phishing or malicious URLs

Label = 0: Indicates legitimate or benign URLs

Out of the total 147,292 samples, the dataset includes:

61,294 malicious URLs (positive class)

85,998 benign URLs (negative class)

This distribution reflects a moderate class imbalance, with benign URLs slightly dominating the dataset. Such imbalance is typical of real-world cybersecurity datasets, where legitimate traffic generally exceeds malicious activity. The presence of this imbalance makes the dataset particularly useful for evaluating classifier robustness, precision–recall trade-offs, and cost-sensitive learning strategies.
 URL-Centric Feature Design
URLs remain one of the most widely exploited vectors for phishing attacks, serving as entry points for credential theft, malware delivery, and social engineering campaigns. Modern phishing URLs often employ lexical obfuscation, domain impersonation, excessive parameterization, and short-lived infrastructure to evade detection.
To address these challenges, the dataset emphasizes URL-based characteristics that capture both surface-level patterns and deep structural cues associated with malicious intent. The selected features aim to balance interpretability, discriminative power, and computational efficiency, making them suitable for both traditional ML models and complex DL architectures.
Feature Composition and Categorization
The 112 features in the dataset can be broadly categorized into the following groups:
Lexical and Character-Level Features
Structural and Length-Based Features
Directory and Parameter Analysis Features
Domain and Host-Based Features
Network and Infrastructure-Level Features
Security and Certificate-Related Features
DOI: 10.17632/9y6xkmr3p3
title: MRI of panniculitis following autologous fat grafting

description: (A) Patchy areas of hyperintense signal on T2-weighted images are observed within the subcutaneous soft tissues of the bilateral inguinal regions and gluteal areas.
(B, C) At 1 month and 6 months after treatment, respectively, the abnormal subcutaneous signals in the bilateral inguinal and gluteal regions demonstrate progressive resolution compared with baseline.”MRI, magnetic resonance imaging.
DOI: 10.17632/9y6xkmr3p3.1
title: MRI of panniculitis following autologous fat grafting

description: (A) Patchy areas of hyperintense signal on T2-weighted images are observed within the subcutaneous soft tissues of the bilateral inguinal regions and gluteal areas.
(B, C) At 1 month and 6 months after treatment, respectively, the abnormal subcutaneous signals in the bilateral inguinal and gluteal regions demonstrate progressive resolution compared with baseline.”MRI, magnetic resonance imaging.
DOI: 10.15468/dl.bd33w8
title: Occurrence Download

description: A dataset containing 1279 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassicutis cichlasomae"
 ]
}

 The dataset includes 1279 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021089-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/49n9kg6kh3
title: Dermatologist-Performed Ultrasound for Regional Lymph Node Surveillance in High-Stage Cutaneous Squamous Cell Carcinoma: A Prospective Diagnostic Accuracy Study: Supplemental Materials

description: Supplemental Materials for the manuscript titled, "Dermatologist-Performed Ultrasound for Regional Lymph Node Surveillance in High-Stage Cutaneous Squamous Cell Carcinoma: A Prospective Diagnostic Accuracy Study"
DOI: 10.17632/49n9kg6kh3.2
title: Dermatologist-Performed Ultrasound for Regional Lymph Node Surveillance in High-Stage Cutaneous Squamous Cell Carcinoma: A Prospective Diagnostic Accuracy Study: Supplemental Materials

description: Supplemental Materials for the manuscript titled, "Dermatologist-Performed Ultrasound for Regional Lymph Node Surveillance in High-Stage Cutaneous Squamous Cell Carcinoma: A Prospective Diagnostic Accuracy Study"
DOI: 10.15468/dl.9cx588
title: Occurrence Download

description: A dataset containing 1279 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassicutis cichlasomae"
 ]
}

 The dataset includes 1279 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021090-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/w7c6xpsrwb
title: Alternative splicing of Scn9a exon 5: mechanistic insights and therapeutic potential in pain disorders

description: Raw Data and Statistical Analysis for "Alternative splicing of Scn9a exon 5: mechanistic insights and therapeutic potential in pain disorders"
Abstract: Alternative splicing is a fundamental mechanism of gene regulation that generates transcriptomic and proteomic diversity, and its dysregulation is widely implicated in human diseases. The voltage-gated sodium channel (VGSC) NaV1.7, encoded by SCN9A, plays an essential role in nociceptive signaling, and alterations in its activity are closely associated with inherited pain disorders. In particular, alternative splicing of mutually exclusive exons, 5N and 5A, occurs in human, represents a key regulator of pain sensation in both growth and pathological processes. In this study, we examined the splicing regulatory landscape of exon 5N/5A in the mouse Scn9a gene and identified two potent splicing silencers, including ESS18, which is predominately regulated by the RNA-binding protein HuR. We further discovered a previously unreported Scn9a-Δ5 isoform whose exon 5 skipping induces nonsense-mediated decay, thereby reducing NaV1.7 expression. Based on these findings, we designed a series of MOE/PS-modified antisense oligonucleotides (ASOs) targeting exon 5N/5A and adjacent regions. Among these, ASO 5N (24–43) robustly promoted exon 5 skipping in vitro. Intracerebroventricular administration of this ASO in adult mice significantly enhanced tolerance to thermal and mechanical stimuli, correlating with extensive exon 5 skipping across multiple central nervous system regions. Our results reveal key cis-regulatory elements controlling Scn9a exon 5 splicing and demonstrate the therapeutic potential of exon-skipping ASOs for modulating NaV1.7 expression in pain management.
Key words: NaV1.7; SCN9A; Exon 5N/5A; Alternative splicing; Chronic pain; ASO
Overview: This dataset contains the original, uncropped images and the complete statistical analysis associated with the seven main figures of the related manuscript. All data provided here are the primary sources used to generate the final figures presented in the publication.
Data Structure and Content: The dataset is organized into 8 primary folders and a excel documents corresponding to Figure 1-7 and S1. Each folder contains original uncropped Images. The excel document (statistical analysis. xls) contains all the statistical analysis and raw numerical Data.
Experimental Conditions: For detailed experimental protocols and metadata associated with these images, please refer to the "Materials and Methods" section of the main manuscript.