cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nw3rv9
title: Occurrence Download

description: A dataset containing 852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((-87.6 24.5,-79.7 24.5,-79.7 31,-87.6 31,-87.6 24.5))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Regulus satrapa Lichtenstein, 1823",
 "Year 2023-2023"
 ]
}

 The dataset includes 852 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017829-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48579/pro/hbwlwp/ysok4c
title: zacamReadme.txt

description: :unav
DOI: 10.48579/pro/hbwlwp
title: Données de frise chronologique pour la Zone Atelier Santé Environnement Camargue

description: Des données hétérogènes décrivant l'évolution de la Zone Atelier Santé Environnement Camargue ont été collectées, réunies, puis représentées sous la forme d'une frise chronologique à l'occasion de la rédaction du chapitre ZACAM de l'ouvrage "Zones Ateliers, Un réseau de co-recherches sur les socio-écosystèmes : historique et perspectives". Ces données sont organisées selon les classes suivantes : "Faits externes', "Construction et développement", "Gouvernance et communication", "Thèmes de recherche", "Disciplines mobilisée", acteurs de la "Transdiciplinarité". Le protocole suivi est identique pour toutes les Zones Ateliers.
DOI: 10.48579/pro/hbwlwp/bv1ouh
title: zacamFrise.png

description: :unav
DOI: 10.48579/pro/hbwlwp/wrxqp8
title: zacamFrise.csv

description: :unav
DOI: 10.6084/m9.figshare.27242136.v1
title: Supplementary table 4

description: Metadata of 225 protein sequences used for initial exploratory investigations of hydropathy profiles.
DOI: 10.6084/m9.figshare.27242136
title: Supplementary table 4

description: Metadata of 225 protein sequences used for initial exploratory investigations of hydropathy profiles.
DOI: 10.15468/dl.qf5h3t
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Atholus corvinus (Germar, 1817)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 34 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017830-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21989/d9/fittts/h3bes9
title: pa_reimb_hrr_2007.xls
DOI: 10.21989/d9/fittts/bvtkmx
title: pa_reimb_hsa_2008.xls
DOI: 10.21989/d9/fittts/tcgyea
title: pa_reimb_state_2007.xls
DOI: 10.21989/d9/fittts/fc0ofb
title: 1998_reimb_table_hsa.xls
DOI: 10.15468/dl.2ngkaa
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Carcinops pumilio (Erichson, 1834)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 463 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017831-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/mk54-kg51
title: Scylla I: A pure-parallel, multi-wavelength imaging survey of the ULLYSES fields in the LMC and SMC

description: Named after the multi-headed monster from the myth of Ulysses, Scylla is a Hubble Space Telescope (HST) survey of the stellar populations, interstellar medium and star formation in the LMC and SMC. As a pure-parallel complement to the spectroscopic Ultraviolet (UV) Legacy Library of Young Stars as Essential Standards (ULLYSES) survey, Scylla surveyed fields parallel to ULLYSES targets with maximum photometric coverage from the near UV to the near-infrared (IR) with Wide Field Camera 3 (WFC3). All fields have been imaged in at least two filters - F475W and F814W. 64% of fields have been imaged in at least three and as many as seven WFC3 filters spanning the UV to IR. On average, Scylla reaches 50% completeness at mF225W = 26.0, mF275W = 26.2, mF336W = 26.9, mF475W = 27.8, mF814W = 25.5, mF110W = 24.7, and mF160W = 24.0 Vega magnitudes in its photometric catalogs, which is faintward of the ancient main sequence turnoff in all filters. Here the team provides images and photometric catalogs from the survey. These represent the widest-area coverage of the MCs with HST photometry to date.
DOI: 10.15468/dl.jd29hk
title: Occurrence Download

description: A dataset containing 9138 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus maritimus Phipps, 1774"
 ]
}

 The dataset includes 9138 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017832-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21989/d9/mwpi6r/dhmkjq
title: 1999_mortality_state.xls
DOI: 10.21989/d9/mwpi6r/8juy1a
title: 1999_mortality_hrr.xls
DOI: 10.15468/dl.9pw836
title: Occurrence Download

description: A dataset containing 3147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Uperoleia crassa Tyler, Davies & Martin, 1981"
 ]
}

 The dataset includes 3147 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017834-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11632187
title: Supplementary Material from: Extreme mantle heterogeneity revealed by geochemical investigation of in-situ lavas at the central Mohns Ridge, Arctic Mid-Ocean Ridges

description: Geochemical data (major and trace elements + Pb, Sr and Nd isotopes) from the Mohns and Knipovich Ridges generated during the study: Extreme mantle heterogeneity revealed by geochemical investigation of in-situ lavas at the central Mohns Ridge, Arctic Mid-Ocean Ridges
DOI: 10.5281/zenodo.13939872
title: Supplementary Material from: Extreme mantle heterogeneity revealed by geochemical investigation of in-situ lavas at the central Mohns Ridge, Arctic Mid-Ocean Ridges

description: Geochemical data (major and trace elements + Pb, Sr and Nd isotopes) from the Mohns and Knipovich Ridges generated during the study: Extreme mantle heterogeneity revealed by geochemical investigation of in-situ lavas at the central Mohns Ridge, Arctic Mid-Ocean Ridges
DOI: 10.6084/m9.figshare.27242142
title: Supplementary table 4

description: Metadata of 225 protein sequences used for initial exploratory investigations of hydropathy profiles.
DOI: 10.6084/m9.figshare.27242142.v1
title: Supplementary table 4

description: Metadata of 225 protein sequences used for initial exploratory investigations of hydropathy profiles.
DOI: 10.15468/dl.ye8z7g
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-124.90236 21.86069,-99.09975 21.86069,-99.09975 32.17731,-124.90236 32.17731,-124.90236 21.86069))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dictyota dichotoma (Huds.) J.V.Lamour."
 ]
}

 The dataset includes 186 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017833-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.46yepb
title: Occurrence Download

description: A dataset containing 108 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Cylister elongatum (Thunberg, 1787)",
 "PhylumKey is Arthropoda",
 "Year is greater than or equal to 1992",
 "Year is less than or equal to 2012",
 "Geometry POLYGON((-26 34, 42 34, 42 70, -26 70, -26 34))"
 ]
}

 The dataset includes 108 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017835-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/2wpc5skh2h.1
title: Assessing the Developmental Impact of Private DFIs on SME Performance: Evidence from Matched Firm-Level Data in Kenya

description: Research Hypothesis, Dataset Description, and Interpretation
Research Hypothesis
The dataset was constructed to test the hypothesis that:
H1: SMEs receiving financing from Private Development Finance Institutions (PDFIs) experience higher employment growth, stronger revenue performance, and higher survival probability compared with similar firms that do not receive PDFI financing.
This hypothesis is grounded in Financial Market Imperfection Theory, which argues that SMEs face credit rationing due to information asymmetries and limited collateral, and Development Finance Theory, which posits that mission-driven financiers can alleviate these constraints through catalytic capital and technical support.
What the Data Show
The dataset contains 657 firm-level observations, of which 268 are PDFI-financed firms and 389 are matched non-PDFI firms, reflecting realistic Kenyan SME characteristics.
Key variables include:
• Employment Growth (percentage change)
• Revenue Growth (percentage change)
• Survival Probability (0–1)
• Matching weights (CEM_Weight and PSM_Weight)
Preliminary analysis generated from this dataset indicates that:
• PDFI-financed firms exhibit higher average employment growth (≈12.4%) vs. control firms (≈5.8%).
• PDFI-backed firms show stronger revenue growth (≈18.7% vs. 9.5%).
• PDFI-financed SMEs demonstrate a higher probability of survival (0.89 vs. 0.78).
These trends support the hypothesis that catalytic financing improves SME performance.
Interpretation and Usage
The dataset is structured to enable replication of:
• Quasi-experimental causal inference methods
(Coarsened Exact Matching—CEM; Propensity Score Matching—PSM)
• Weighted regressions for employment, revenue, and survival outcomes
• Robustness checks across multiple matching estimators
Users can interpret the variables as representing realistic SME performance metrics commonly found in African enterprise datasets. The matching weights allow researchers to directly apply causal inference models without reconstructing the matching process.
The dataset is ideal for:
• Teaching econometrics
• Demonstrating causal inference methods
• Simulating development finance impacts
• Replicating tables in the associated manuscript (Tables 4–7)
Because the dataset is hypothetical but empirically structured, users should not treat results as representative of actual Kenyan firms; instead, it should be used for methodological or training purposes.
DOI: 10.17632/dg3pssn9kf
title: Lactate derived from cancer-associated fibroblasts promotes alternative splicing and castration resistance in prostate cancer

description: Raw data of WB&PCR&Colony Formation
DOI: 10.17632/dg3pssn9kf.1
title: Lactate derived from cancer-associated fibroblasts promotes alternative splicing and castration resistance in prostate cancer

description: Raw data of WB&PCR&Colony Formation
DOI: 10.17632/h6sr8xwpv5
title: Raman Spectroscopy Detects Molecular Variations between Idiopathic and Non-Idiopathic Human Interstitial Lung Disease Biopsies to Assist in Diagnosis_Supplementary

description: Supplementary material to "Raman Spectroscopy Detects Molecular Variations between Idiopathic and Non-Idiopathic Human Interstitial Lung Disease Biopsies to Assist in Diagnosis"
DOI: 10.17632/h6sr8xwpv5.2
title: Raman Spectroscopy Detects Molecular Variations between Idiopathic and Non-Idiopathic Human Interstitial Lung Disease Biopsies to Assist in Diagnosis_Supplementary

description: Supplementary material to "Raman Spectroscopy Detects Molecular Variations between Idiopathic and Non-Idiopathic Human Interstitial Lung Disease Biopsies to Assist in Diagnosis"
DOI: 10.17632/xynx5w858r
title: Discovery of young submarine volcanism in the Cook Islands: New constraints on the location of the Rarotonga hotspot

description: Supplementary Tables.
DOI: 10.17632/xynx5w858r.1
title: Discovery of young submarine volcanism in the Cook Islands: New constraints on the location of the Rarotonga hotspot

description: Supplementary Tables.
DOI: 10.17632/f2574hn637
title: Honorato et al Emergomyces EVs_Proteomic analysis

description: Quantitative analysis of protein EVs and Gene Ontology (GO) evaluations of extracelular vesicles released by the fungus Emergomyces africanus.
DOI: 10.17632/f2574hn637.1
title: Honorato et al Emergomyces EVs_Proteomic analysis

description: Quantitative analysis of protein EVs and Gene Ontology (GO) evaluations of extracelular vesicles released by the fungus Emergomyces africanus.
DOI: 10.17632/gft2rrtd7r.5
title: Supplemental materials for study "Impact of the methotrexate co-prescription on the persistence of TNF inhibitors in psoriasis: a cohort study on the French National Health Data System"

description: This supplemental material provides additional methodological details, definitions, and results supporting the main analysis.

Data Source: Describes the French national health data system (SNDS), and approvals for study.

Marginal Structural Models (MSMs) with Inverse Probability Treatment Weighting (IPTW): Provides a detailed explanation of the statistical modeling framework used to estimate the causal effect of concomitant methotrexate (MTX) on TNFi persistence, including model specification, weight construction, stabilization, and truncation procedures.

Supplemental Tables I–VI:

Table I: Lists the ATC codes and definitions used to identify medication exposures.

Table II: Describes algorithms for identifying comorbidities and related diagnoses from administrative data.

Table III: Summarizes baseline characteristics of the study population across MTX exposure levels.

Table IV: Presents detailed distributions of continuous and categorical MTX exposure across dosing regimens and calculation methods over trimesters.

Table V: Reports results from sensitivity analyses assessing the robustness of the main findings under alternative definitions of MTX exposure.

Table VI: Provides subgroup analyses evaluating the impact of concomitant MTX use on adalimumab persistence.

Supplemental Figure 1: Displays a directed acyclic graph (DAG) illustrating the hypothesized relationships among biologic persistence, concomitant MTX use, and time-varying confounders.
DOI: 10.17632/6zfsc9xsz8
title: BremsLib v2.0.8

description: BremsLib v2.0 is a library of double- and single differential cross sections (DDCS and SDCS) of electron-atom bremsstrahlung. It is a major update of BremsLib v1.0.5, which was published in 2019. BremsLib v2.0 contains the data for 86300 combinations of three physical parameters: atomic number Z, incident electron energy T1, and bremsstrahlung photon energy k. All values of Z from 1 to 100 are represented. The range of values of T1 is from 10 eV to 30 MeV for non-zero k, or from 10 eV to 100 MeV for k = 0. The range of values of k is from 0 to 0.9999*T1. The library data were calculated by the relativistic partial-wave method, except at Z = 1 or Z = 2, T1 - k &gt;= 0.5 MeV, and k &gt; 0 (simultaneously), when the screened Born approximation was used. The target atom is described by Kohn-Sham interaction potential. Radial dependence of proton density inside the nucleus is modeled by the Fermi distribution. The cross sections calculated using the point-nucleus approximation are also included.
 In comparison with BremsLib v1.0.5, the high-energy endpoint of the incident electron energy range has been increased from 3 MeV to 30 MeV, an additional grid value of k (equal to 0.975*T1) has been inserted at all values of T1, and all the previously-published data have been recalculated, with the point-nucleus approximation replaced by the Fermi distribution of proton density at sufficiently high energies of the incident electron. Although the changes in the values of the previously-published cross sections are insignificant (except at high Z and energies greater than 1 MeV, when the realistic radial distribution of nuclear charge density makes a difference), their uncertainties have been made more reliable. In the soft-photon limit, those uncertainties have been in some cases reduced by several orders of magnitude because of a more efficient calculation method based on the Low soft-photon theorem, which has been applied in the case of zero k at all values of T1 up to 100 MeV.
 The distribution package of BremsLib v2.0 is in the .ZIP file "BremsLib_v2.0.zip" containing three folders:
(a) main data folder "BremsLib_v2.0" with the values of DDCS and SDCS corresponding to 86300 combinations of the physical parameters Z, T1 and k,
(b) folder "Interpolate_DCS" with the code and documentation of the program Interpolate_DCS (v1.0.7) for data retrieval and interpolation,
(c) folder "Brems" with the code and documentation of the program BREMS (v1.5.8.9), which was used for generation of the library data at non-zero k.

 The mentioned data and codes are used as supplementary material to the following article: 
A. Poškus, At. Data Nucl. Data Tables, vol. 166 (2025), 101734, https://doi.org/10.1016/j.adt.2025.101734

 In comparison with BremsLib v2.0.7, the only change is correction of a few typos and omissions in the documentation (files BremsLib_v2.0.pdf and Interpolate_DCS.pdf). The data and codes have not been modified.
DOI: 10.17632/6zfsc9xsz8.9
title: BremsLib v2.0.8

description: BremsLib v2.0 is a library of double- and single differential cross sections (DDCS and SDCS) of electron-atom bremsstrahlung. It is a major update of BremsLib v1.0.5, which was published in 2019. BremsLib v2.0 contains the data for 86300 combinations of three physical parameters: atomic number Z, incident electron energy T1, and bremsstrahlung photon energy k. All values of Z from 1 to 100 are represented. The range of values of T1 is from 10 eV to 30 MeV for non-zero k, or from 10 eV to 100 MeV for k = 0. The range of values of k is from 0 to 0.9999*T1. The library data were calculated by the relativistic partial-wave method, except at Z = 1 or Z = 2, T1 - k &gt;= 0.5 MeV, and k &gt; 0 (simultaneously), when the screened Born approximation was used. The target atom is described by Kohn-Sham interaction potential. Radial dependence of proton density inside the nucleus is modeled by the Fermi distribution. The cross sections calculated using the point-nucleus approximation are also included.
 In comparison with BremsLib v1.0.5, the high-energy endpoint of the incident electron energy range has been increased from 3 MeV to 30 MeV, an additional grid value of k (equal to 0.975*T1) has been inserted at all values of T1, and all the previously-published data have been recalculated, with the point-nucleus approximation replaced by the Fermi distribution of proton density at sufficiently high energies of the incident electron. Although the changes in the values of the previously-published cross sections are insignificant (except at high Z and energies greater than 1 MeV, when the realistic radial distribution of nuclear charge density makes a difference), their uncertainties have been made more reliable. In the soft-photon limit, those uncertainties have been in some cases reduced by several orders of magnitude because of a more efficient calculation method based on the Low soft-photon theorem, which has been applied in the case of zero k at all values of T1 up to 100 MeV.
 The distribution package of BremsLib v2.0 is in the .ZIP file "BremsLib_v2.0.zip" containing three folders:
(a) main data folder "BremsLib_v2.0" with the values of DDCS and SDCS corresponding to 86300 combinations of the physical parameters Z, T1 and k,
(b) folder "Interpolate_DCS" with the code and documentation of the program Interpolate_DCS (v1.0.7) for data retrieval and interpolation,
(c) folder "Brems" with the code and documentation of the program BREMS (v1.5.8.9), which was used for generation of the library data at non-zero k.

 The mentioned data and codes are used as supplementary material to the following article: 
A. Poškus, At. Data Nucl. Data Tables, vol. 166 (2025), 101734, https://doi.org/10.1016/j.adt.2025.101734

 In comparison with BremsLib v2.0.7, the only change is correction of a few typos and omissions in the documentation (files BremsLib_v2.0.pdf and Interpolate_DCS.pdf). The data and codes have not been modified.
DOI: 10.17632/fmbs4kp9wz
title: CompPhish

description: About the dataset : 
A comprehensive phishing dataset which includes labelled phishing as well as legitimate URLs along with their respective HTML codes. Each URL and its HTML code file is associated with the same serial number. The dataset size is 15,358 samples, where 7,204 samples are phishing, and 8,154 are legitimate.
 
Data Collection: 
Phishing URLs are collected from PhishTank and OpenPhish repositories and legitimate URLs from the DataForSEO Top-1000 websites list. The HTML codes of the URLs are downloaded by using the Python Programming Language after visiting the URL while it is active.

Label Information:
Labels 0 for legitimate and 1 for phishing are used. 

Information about Features:
70 features are extracted from the raw URLs and their HTML codes. These features cover various types of phishing attacks: URL-based phishing attacks, brand-jacking, phishing sites hosted on compromised domains (PSHCD), and auto-downloadable malicious files links. 

Usage:
The processed dataset can be used by researchers for further analysis by applying various ML algorithms or feature selection techniques to achieve considerable results. The raw URLs and their HTML source code can also be used for extracting novel features and proposing novel detection methodologies.
DOI: 10.17632/fmbs4kp9wz.1
title: CompPhish

description: About the dataset : 
A comprehensive phishing dataset which includes labelled phishing as well as legitimate URLs along with their respective HTML codes. Each URL and its HTML code file is associated with the same serial number. The dataset size is 15,358 samples, where 7,204 samples are phishing, and 8,154 are legitimate.
 
Data Collection: 
Phishing URLs are collected from PhishTank and OpenPhish repositories and legitimate URLs from the DataForSEO Top-1000 websites list. The HTML codes of the URLs are downloaded by using the Python Programming Language after visiting the URL while it is active.

Label Information:
Labels 0 for legitimate and 1 for phishing are used. 

Information about Features:
70 features are extracted from the raw URLs and their HTML codes. These features cover various types of phishing attacks: URL-based phishing attacks, brand-jacking, phishing sites hosted on compromised domains (PSHCD), and auto-downloadable malicious files links. 

Usage:
The processed dataset can be used by researchers for further analysis by applying various ML algorithms or feature selection techniques to achieve considerable results. The raw URLs and their HTML source code can also be used for extracting novel features and proposing novel detection methodologies.