cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/mmc4sdmnrc.1
title: SQL Injection Attack Dataset

description: The carefully built dataset presented in this paper is intended to be used in the training of supervised machine learning algorithms that identify SQLI threats. We manually gathered datasets from Kaggle and GitHub. There are 47,464 distinct SQL queries in it, including both legitimate and malicious ones. All of the components related to SQL queries are contained in each entry of this dataset, including semicolons, single quotes, intermediate data, text fragments, and SQL keywords. Each row in the dataset has a binary label, where attack SQL queries are indicated by 1 and normal queries by 0. The dataset is built with 25,800 benign queries and 21,664 destructive queries (see Fig. 6). The single-column display of this binary labeling facilitates the identification of the kind of query. This work’s second primary contribution is the creation of a 19-feature numeric training dataset. Through feature homogeneity across the dataset, this study aims to raise machine learning algorithm accuracy and precision. 18 useful numerical features were extracted from typical SQLi datasets as the first step in the development process. The source code of every query in the chosen original dataset was used to create these features. The design of the dataset consists of one dependent feature, which acts as the label designating the type of query (0 for normal and 1 for malicious), and eighteen independent characteristics. Constants, punctuation, logical operators, the duration of the question, and the number of nested queries are among the purely numerical data that are extracted. As a result, there are 47,464 records in the improved dataset, and each record has 18 extracted attributes.
DOI: 10.17632/84k2j684dd
title: Supplementary Data for "Exposure to intravenous immunoglobulin is associated with increased mortality in patients on immune checkpoint inhibitors: a population-based cohort study."

description: Supplementary data
DOI: 10.17632/84k2j684dd.1
title: Supplementary Data for "Exposure to intravenous immunoglobulin is associated with increased mortality in patients on immune checkpoint inhibitors: a population-based cohort study."

description: Supplementary data
DOI: 10.17632/dfxp6wt8sv
title: Ameliorative Role of Some Herbal Powders and Vitamins in Enhancing the Effectiveness of Antibacterial Agents and Performance of Broiler Chicken's

description: data excel contain all data that in my research and my data show all tests and Knowledge about impact of herbal mixture on decries heat stress and effect on pathogen bacteria like E. coli 0157H7 and salmonella .
DOI: 10.17632/dfxp6wt8sv.1
title: Ameliorative Role of Some Herbal Powders and Vitamins in Enhancing the Effectiveness of Antibacterial Agents and Performance of Broiler Chicken's

description: data excel contain all data that in my research and my data show all tests and Knowledge about impact of herbal mixture on decries heat stress and effect on pathogen bacteria like E. coli 0157H7 and salmonella .
DOI: 10.17632/46k9wgrjvn
title: Rational Advertising Appeals - Survey conducted on Gen Z in Bengaluru India - 2025

description: Rational Advertising Appeals - Survey conducted on Gen Z in Bengaluru, India

This data has been collected as part of a study conducted, which is under process of publication. The data has been collected from Gen Z in 2025 year
DOI: 10.17632/46k9wgrjvn.1
title: Rational Advertising Appeals - Survey conducted on Gen Z in Bengaluru India - 2025

description: Rational Advertising Appeals - Survey conducted on Gen Z in Bengaluru, India

This data has been collected as part of a study conducted, which is under process of publication. The data has been collected from Gen Z in 2025 year
DOI: 10.17632/f6y5m7skz5.3
title: Predator's paradise

description: Large predators typically hunt relatively large prey with high failure rates and at high costs. In contrast, small predators generally hunt relatively small, abundant prey at lower failure rates, incurring relatively lower costs. Bats are small predators with high metabolic rates during flight and most species hunt large numbers of abundant, small insects. However, nine different bat species have evolved true carnivory, targeting large, less abundant vertebrate prey. This rare hunting style among bats raises the fundamental conundrum of how these very small predators with limited energy stores and high absolute energy requirements can successfully employ a hunting strategy that usually involves prolonged searching and high-energy chasing at low success rates. Here, we address this question by quantifying the hunting behavior of 20 wild carnivorous fringe-lipped bats (Trachops cirrhosus) with sound and movement biologging tags. We equipped 20 Trachops cirrhosus bats (8 females, 12 males) with sound- and movement- tags in March 2023 and in October 2023. The tags used in this study recorded continuous data for ~5.5 hrs during one night of foraging, amounting to the first half of the bats’ nightly activity periods. Recordings generally started with the bats’ activity period, either at emergence time (via a timer) when bats had been captured and tagged in their day roosts (9 bats) or at time of release, when bats had been captured and tagged during emergence (11 bats), therefore all recording intervals covered the onset of the foraging period. Audio data was recorded with an ultrasonic microphone (FG-3329; Knowles Electronics, Itaska, IL, USA) at a sampling rate of 187.5 kHz, with 16-bit resolution, a 10 kHz 1-pole analog high-pass filter, and a clipping level of 121 dB re 20 μPa pk. Movement data was recorded with triaxial accelerometers sampling at 1000 Hz with a clipping level of 8 g. All accelerometer data was calibrated, converted into acceleration units (m/s2), and decimated to 100 Hz. The orientation of the bats was recorded with triaxial magnetometers sampling at 50 Hz. 
Long mastication times of up to 84 minutes after a kill show that these bats can target prey as large as their own body size. Unlike much larger predators, they do so with extreme efficiency: the bats spent only a fraction of the night in flight (median 11%, quartiles 7-14%) and complemented short search and pursuit times with high rates of hunting success (50%, 35-62%), capitalizing on a combination of eavesdropping on prey sounds and hang-and-wait ambush predation. The unusual low-risk/high-gain strategy of these predatory bats critically relies on high prey densities in pristine ecosystems. The dwindling sizes of intact ecosystems and dramatic decline in biodiversity raise great concern for the Anthropocene fate of these specialized predators.
DOI: 10.17632/dpbzzttprx
title: Welfare Sustainability Pressure Index for European Countries

description: This dataset contains all the variables needed to examine the evolution of welfare state in Europe (2010-2023).
DOI: 10.17632/dpbzzttprx.1
title: Welfare Sustainability Pressure Index for European Countries

description: This dataset contains all the variables needed to examine the evolution of welfare state in Europe (2010-2023).
DOI: 10.17632/xyrbbx3ws8
title: Doubts or Debts? A serious game study on how uncertainty under scarcity affects delay of gratification.

description: In this repository, you can find the pre-registration archive, which includes the research goals, hypotheses, and predictions. Additionally, we have included the dataset.
DOI: 10.17632/xyrbbx3ws8.1
title: Doubts or Debts? A serious game study on how uncertainty under scarcity affects delay of gratification.

description: In this repository, you can find the pre-registration archive, which includes the research goals, hypotheses, and predictions. Additionally, we have included the dataset.
DOI: 10.15468/dl.nxr7rq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mangifera indica",
 "Country is Eswatini",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019111-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/577b3kfrsh
title: Île-de-France synthetic population and activity-travel diaries for contact network estimation

description: This dataset contains synthetic population output files from the pipeline framework by Hörl and Balac (2021). It currently includes data on households and home locations, with additional data on persons and activity locations to be added in future versions. These datasets serve as inputs for generating the contact networks.
Reference: https://www.sciencedirect.com/science/article/pii/S0968090X21003016
DOI: 10.15468/dl.9sd4hq
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Odontarrhena corymbosoidea"
 ]
}

 The dataset includes 71 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019112-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/577b3kfrsh.1
title: Île-de-France synthetic population and activity-travel diaries for contact network estimation

description: This dataset contains synthetic population output files from the pipeline framework by Hörl and Balac (2021). It currently includes data on households and home locations, with additional data on persons and activity locations to be added in future versions. These datasets serve as inputs for generating the contact networks.
Reference: https://www.sciencedirect.com/science/article/pii/S0968090X21003016
DOI: 10.15468/dl.kt5sjr
title: Occurrence Download

description: A dataset containing 1050 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dufourea malacothricis"
 ]
}

 The dataset includes 1050 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019113-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xv9ygwtfpr.4
title: Carbon in an Arctic coastal system: sea-ice meltwater inputs, organic carbon transformations, and CO₂ linkages
DOI: 10.17632/wcpwbbvtg5.1
title: Distinct brain-wide neural dynamics predict social approach behavior

description: "Distinct brain-wide neural dynamics predict social approach behavior" 
Imri Lifshitz (1), Netta Livneh (1), Maayan Moshkovitz (1), Abeer Karmi(1), Lilach Avitan (1*)
 
(1) Edmond and Lily Safra Center for Brain Sciences, The Hebrew University of Jerusalem, 9190401, Israel. 
*Corresponding author. Email:lilach.avitan@mail.huji.ac.il
DOI: 10.15468/dl.a597qj
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senecio jacobaea",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 207 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019114-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yq2m5z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senecio jacobaea",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019115-250711103210423/datasets/export for details.
DOI: 10.17632/2svx5p9kyz
title: Outcrops Baikal rift zone

description: The dataset represents a set of outrop images collected in the zone of intense tectonic deformations of the Baikal rift zone. The dataset contains original images and edges of fragements in shapefile format. config.json containes image configurations with pixel counts ('pix') and their corresponding real-world distances in meters ('m').
DOI: 10.17632/2svx5p9kyz.1
title: Outcrops Baikal rift zone

description: The dataset represents a set of outrop images collected in the zone of intense tectonic deformations of the Baikal rift zone. The dataset contains original images and edges of fragements in shapefile format. config.json containes image configurations with pixel counts ('pix') and their corresponding real-world distances in meters ('m').
DOI: 10.17632/bn4m92v3dr
title: Integrating Programming an AI in Primary Education: A Systematic Review of Opportunities, Challenges, and SDG 4 Contributions

description: This dataset supports the systematic review reported in the manuscript entitled “Integrating Programming and AI in Primary Education: A Systematic Review of Opportunities, Challenges, and SDG 4 Contributions.” It comprises comprehensive tables that document the key characteristics of empirical studies and international policy reports published between 2021 and 2025, focused on the implementation of programming and artificial intelligence (AI) in primary education.
The dataset includes details such as study titles, objectives, methodologies, sample characteristics, countries of implementation, thematic areas analyzed (including cognitive and socioemotional development, equity and inclusion, teacher training, curriculum integration, and digital safety/privacy), as well as explicit links to Sustainable Development Goal 4 (SDG 4) targets related to quality education, equity, and relevance.
Data was extracted through a rigorous screening and coding process, using predefined inclusion and exclusion criteria, guided by PRISMA standards for systematic reviews. This structured approach ensures transparency and reproducibility.
This dataset may be valuable for researchers conducting further meta-analyses or comparative studies on digital education, computational thinking, and AI in school settings. It also serves as a reference for policymakers and educators interested in understanding global trends and evidence-based practices to foster innovation and inclusion through digital education from the earliest years of schooling.
DOI: 10.17632/bn4m92v3dr.1
title: Integrating Programming an AI in Primary Education: A Systematic Review of Opportunities, Challenges, and SDG 4 Contributions

description: This dataset supports the systematic review reported in the manuscript entitled “Integrating Programming and AI in Primary Education: A Systematic Review of Opportunities, Challenges, and SDG 4 Contributions.” It comprises comprehensive tables that document the key characteristics of empirical studies and international policy reports published between 2021 and 2025, focused on the implementation of programming and artificial intelligence (AI) in primary education.
The dataset includes details such as study titles, objectives, methodologies, sample characteristics, countries of implementation, thematic areas analyzed (including cognitive and socioemotional development, equity and inclusion, teacher training, curriculum integration, and digital safety/privacy), as well as explicit links to Sustainable Development Goal 4 (SDG 4) targets related to quality education, equity, and relevance.
Data was extracted through a rigorous screening and coding process, using predefined inclusion and exclusion criteria, guided by PRISMA standards for systematic reviews. This structured approach ensures transparency and reproducibility.
This dataset may be valuable for researchers conducting further meta-analyses or comparative studies on digital education, computational thinking, and AI in school settings. It also serves as a reference for policymakers and educators interested in understanding global trends and evidence-based practices to foster innovation and inclusion through digital education from the earliest years of schooling.
DOI: 10.17632/3pmyf5vghd
title: Low-cost open-source camera view splitter (quadscope) for flow diagnostics

description: This repository contains design CAD files for a low-cost camera view splitter (quadscope) system, along with an optional spectral filter holder. 

1. Two different designs are provided for the quadscope: camera view splitter ('Quadscope_ViewSplitter_Type_01.SLDPRT' and 'Quadscope_ViewSplitter_Type_02_Tomography.SLDPRT'). 
 A. 'Quadscope_ViewSplitter_Type_01.SLDPRT' design is for a four-view splitter with minimum parallax, allowing the unit to replicate the camera view for multivariate imaging. 
 B. 'Quadscope_ViewSplitter_Type_02_Tomography.SLDPRT' design allows tomographic imaging with the viewing angle set by the user by choosing an appropriate location of the guiding mirror from the view splitter or the distance between the target and the quadscope: view splitter (Object distance). The parallax will be significant here, which is needed for the tomography technique.

2. The quadscope: guiding mirror ('Quadscope_GuidingMirror_Adapter.SLDPRT') redirects the light coming from the target to the respective channels of the quadscope: view splitter. Four of these are needed for the quadscope: view splitter.

3. Spectral filter holder ('Spectral_Filter_Holder_Back_Plate.SLDPRT' and 'Spectral_Filter_Holder_Front_Plate.SLDPRT') is capable of housing two 50 mm diameter (thickness approx. 5 mm) spectral filters, allowing multi-spectral imaging of the target when used along with the quadscope assembly (View splitter and guiding mirrors assembly). This can be used either for multi-color pyrometry or simultaneous multi-species chemiluminescence or laser-induced fluorescence (LIF). 

Corresponding 'XX.stl' files required for 3D printing are also provided in this repository. After 3D printing the above holders, the assembly can be completed by adding the corresponding mirrors and filters specified in the paper.
DOI: 10.17632/3pmyf5vghd.1
title: Low-cost open-source camera view splitter (quadscope) for flow diagnostics

description: This repository contains design CAD files for a low-cost camera view splitter (quadscope) system, along with an optional spectral filter holder. 

1. Two different designs are provided for the quadscope: camera view splitter ('Quadscope_ViewSplitter_Type_01.SLDPRT' and 'Quadscope_ViewSplitter_Type_02_Tomography.SLDPRT'). 
 A. 'Quadscope_ViewSplitter_Type_01.SLDPRT' design is for a four-view splitter with minimum parallax, allowing the unit to replicate the camera view for multivariate imaging. 
 B. 'Quadscope_ViewSplitter_Type_02_Tomography.SLDPRT' design allows tomographic imaging with the viewing angle set by the user by choosing an appropriate location of the guiding mirror from the view splitter or the distance between the target and the quadscope: view splitter (Object distance). The parallax will be significant here, which is needed for the tomography technique.

2. The quadscope: guiding mirror ('Quadscope_GuidingMirror_Adapter.SLDPRT') redirects the light coming from the target to the respective channels of the quadscope: view splitter. Four of these are needed for the quadscope: view splitter.

3. Spectral filter holder ('Spectral_Filter_Holder_Back_Plate.SLDPRT' and 'Spectral_Filter_Holder_Front_Plate.SLDPRT') is capable of housing two 50 mm diameter (thickness approx. 5 mm) spectral filters, allowing multi-spectral imaging of the target when used along with the quadscope assembly (View splitter and guiding mirrors assembly). This can be used either for multi-color pyrometry or simultaneous multi-species chemiluminescence or laser-induced fluorescence (LIF). 

Corresponding 'XX.stl' files required for 3D printing are also provided in this repository. After 3D printing the above holders, the assembly can be completed by adding the corresponding mirrors and filters specified in the paper.
DOI: 10.17632/ks7hpxdgpr
title: Dominância Fiscal e Monetária no Brasil: Uma análise a partir modelos DSGE e Machine Learning - Material Suplementar

description: Apêndice Online do Artigo: À beira do Abismo Fiscal
DOI: 10.17632/ks7hpxdgpr.2
title: Dominância Fiscal e Monetária no Brasil: Uma análise a partir modelos DSGE e Machine Learning - Material Suplementar

description: Apêndice Online do Artigo: À beira do Abismo Fiscal
DOI: 10.17632/22mdz5p3mp
title: Supplementary Table 1: Wound Healing Outcomes in Skin Cancer Patients on Sirolimus: Insights from Dermatologic Surgery

description: Supplementary Table 1. Complication rates by defect depth (dermis/fat, fascia, muscle, cartilage/bone) for tumors treated with sirolimus and tacrolimus. Includes relative risks and overall trends across increasing defect depths.
DOI: 10.17632/22mdz5p3mp.1
title: Supplementary Table 1: Wound Healing Outcomes in Skin Cancer Patients on Sirolimus: Insights from Dermatologic Surgery

description: Supplementary Table 1. Complication rates by defect depth (dermis/fat, fascia, muscle, cartilage/bone) for tumors treated with sirolimus and tacrolimus. Includes relative risks and overall trends across increasing defect depths.
DOI: 10.15468/dl.5vrbaq
title: Occurrence Download

description: A dataset containing 11591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Cladonia rangiferina, Cladonia rangiferina)"
 ]
}

 The dataset includes 11591 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019116-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f52x86
title: Occurrence Download

description: A dataset containing 296829709 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-10 50, -10 55, 0 55, 0 50, -10 50))"
 ]
}

 The dataset includes 296829709 records from 6730 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002492-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq8gd8
title: Occurrence Download

description: A dataset listing the 38 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Uruguay",
 "TaxonKey is Austrolebias Costa, 1998"
 ]
}

 The dataset's 38 records were derived from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216796-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ehkygh
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006082-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jp5eev
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sesuvium crithmoides Welw."
 ]
}

 The dataset includes 43 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0126803-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.