cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31224532.v1
title: <b>Supplementary Materials: Experimental Evaluation of ChatGPT for Test Case Generation and Quality Analysis through Test Smells in Software Testing Education</b>

description: This dataset contains all supplementary materials from the experimental study "Evaluation of LLM Use in Test Case Generation from User Stories: An Experimental Study in Educational Context with Test Smell Analysis". The study investigated the educational application of Large Language Models (LLMs), specifically ChatGPT, for test case generation from user stories and subsequent quality analysis through test smells.The repository is organized into two main folders:1. <b>Experiment Artifacts</b><b>Phase 1:</b> Scanned responses from participants, distributed scripts, and activity guides for manual test case generation and ChatGPT-assisted generation.<b>Phase 2:</b> Scanned responses, identification and correction worksheets for test smells, and instructional materials used during the test smell analysis session.2. <b>Results Analysis</b><b>Collected Data:</b> Raw data files containing participant evaluations, test smell identifications, and questionnaire responses.<b>Quantitative Analysis:</b> Complete statistical analysis performed using Google Colab and Python, including scripts for data processing, visualization, and statistical tests.<b>Qualitative Analysis:</b> Thematic analysis of open-ended responses, participant feedback, and observational notes from the experimental sessions.Experimental Context:The study involved 25 undergraduate technology students across three consecutive sessions. Participants first generated test cases manually, then with ChatGPT assistance, and finally analyzed test smells using a structured catalog. The materials support transparency, reproducibility, and further research in LLM applications for software testing education.File Formats:Scanned PDF documents (participant responses)Python scripts (.py) and Jupyter notebooks (.ipynb)CSV data filesInstructional materials (PDF)Analysis reportsThese materials enable researchers and educators to replicate the study, examine the raw data, or adapt the experimental design for similar investigations in software engineering education.
DOI: 10.5281/zenodo.18452052
title: Dataset on Discourses of Development and Displacement: The Ilısu Dam Case

description: This dataset was compiled for the master’s thesis titled “Constructing Development and Displacement: A Critical Discourse Analysisof the Ilısu Dam in Southeastern Anatolia.”

It contains coded qualitative data derived from official government statements and NGO publications, analyzed using Critical Discourse Analysis (CDA).

The dataset is made publicly available to support methodological transparency and future research.
DOI: 10.5281/zenodo.18452051
title: Dataset on Discourses of Development and Displacement: The Ilısu Dam Case

description: This dataset was compiled for the master’s thesis titled “Constructing Development and Displacement: A Critical Discourse Analysisof the Ilısu Dam in Southeastern Anatolia.”

It contains coded qualitative data derived from official government statements and NGO publications, analyzed using Critical Discourse Analysis (CDA).

The dataset is made publicly available to support methodological transparency and future research.
DOI: 10.6084/m9.figshare.31224565
title: Data & scripts for "The Impact of Gene Flow on Cophylogenetic Reconciliation"

description: Data & scripts for "The Impact of Gene Flow on Cophylogenetic Reconciliation"
DOI: 10.6084/m9.figshare.31224565.v1
title: Data & scripts for "The Impact of Gene Flow on Cophylogenetic Reconciliation"

description: Data & scripts for "The Impact of Gene Flow on Cophylogenetic Reconciliation"
DOI: 10.15468/dl.yh9dp6
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dracontomelon duperreanum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 64 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005794-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18433705
title: Raw single-end RNA-seq FASTQ from murine neutrophils (Il1r2 WT vs KO)

description: This dataset contains raw single-end RNA sequencing (RNA-seq) data (compressed FASTQ files) generated from Mus musculus neutrophils, comparing Il1r2 wild-type (WT, n=3) and Il1r2 knockout (KO, n=4) samples. Sample information (genotype and replicate) is provided in samples_metadata.csv.
description: Interleukin-1 (IL-1) plays dual functions in cancer, by promoting cancer-related inflammation and progression, but also influencing leukocyte functional activation. IL-1 receptor 2 (IL-1R2) functions as an IL-1 decoy receptor, inhibiting IL-1 activity. Here, we investigated the contribution of IL-1R2 in tuning IL-1-dependent effects in mouse cancer models, including colorectal cancer, lung cancer, primary and metastatic transplantable or chemically induced sarcoma. Unexpectedly, since the prominent role of IL-1 is pro-tumoral, IL-1R2 deficiency was selectively associated with reduced sarcoma growth, whereas it was irrelevant in other pre-clinical models investigated. Although the mild impact on tumor growth, IL-1R2 deficiency was associated with a massive infiltration of neutrophils in the tumor, neutrophilia, and increased extramedullary emergency granulopoiesis. Neutrophils were crucial for tumor control in IL-1R2-deficient mice. Immunophenotypic and transcriptional profiling of sarcoma-infiltrating neutrophils revealed that IL-1R2 deficiency was associated with higher expression of activation or maturation markers, and gene expression reprogramming, with downregulation of pathways associated with pro-tumoral functions. In sarcoma patients, the IL-1R2 deficiency gene signature correlated with better clinical outcomes.

Thus, this study shows that IL-1R2 tunes IL-1-driven cancer-associated emergency granulopoiesis and neutrophil functional activation in an anti-tumor mode in sarcomas, and reveals the anti-tumor potential of neutrophils in this tumor.
DOI: 10.5281/zenodo.18433704
title: Raw single-end RNA-seq FASTQ from murine neutrophils (Il1r2 WT vs KO)

description: This dataset contains raw single-end RNA sequencing (RNA-seq) data (compressed FASTQ files) generated from Mus musculus neutrophils, comparing Il1r2 wild-type (WT, n=3) and Il1r2 knockout (KO, n=4) samples. Sample information (genotype and replicate) is provided in samples_metadata.csv.
description: Interleukin-1 (IL-1) plays dual functions in cancer, by promoting cancer-related inflammation and progression, but also influencing leukocyte functional activation. IL-1 receptor 2 (IL-1R2) functions as an IL-1 decoy receptor, inhibiting IL-1 activity. Here, we investigated the contribution of IL-1R2 in tuning IL-1-dependent effects in mouse cancer models, including colorectal cancer, lung cancer, primary and metastatic transplantable or chemically induced sarcoma. Unexpectedly, since the prominent role of IL-1 is pro-tumoral, IL-1R2 deficiency was selectively associated with reduced sarcoma growth, whereas it was irrelevant in other pre-clinical models investigated. Although the mild impact on tumor growth, IL-1R2 deficiency was associated with a massive infiltration of neutrophils in the tumor, neutrophilia, and increased extramedullary emergency granulopoiesis. Neutrophils were crucial for tumor control in IL-1R2-deficient mice. Immunophenotypic and transcriptional profiling of sarcoma-infiltrating neutrophils revealed that IL-1R2 deficiency was associated with higher expression of activation or maturation markers, and gene expression reprogramming, with downregulation of pathways associated with pro-tumoral functions. In sarcoma patients, the IL-1R2 deficiency gene signature correlated with better clinical outcomes.

Thus, this study shows that IL-1R2 tunes IL-1-driven cancer-associated emergency granulopoiesis and neutrophil functional activation in an anti-tumor mode in sarcomas, and reveals the anti-tumor potential of neutrophils in this tumor.
DOI: 10.15468/dl.va4bkp
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Drimycarpus racemosus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 41 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005795-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.23969.67680
title: Ivri appendix page 4 of 4
DOI: 10.15468/dl.w48u3q
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euroschinus papuanus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 91 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005797-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6xcpz
title: Occurrence Download

description: A dataset containing 6104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.02299 15.03347,-88.6958 -3.52644,-77.14741 -61.26838,-58.99994 -57.14395,-47.03911 -38.1716,-25.17967 -3.52644,-73.02299 15.03347))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coffea arabica"
 ]
}

 The dataset includes 6104 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005798-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/31224568
title: Field data

description: Alternaria field data
DOI: 10.26188/31224568.v1
title: Field data

description: Alternaria field data
DOI: 10.15468/dl.f9puny
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Faguetia falcata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 38 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005799-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4vvwn
title: Occurrence Download

description: A dataset containing 2080 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-3.22598 51.08822,-2.92792 51.08822,-2.92792 51.23752,-3.22598 51.23752,-3.22598 51.08822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Numenius arquata"
 ]
}

 The dataset includes 2080 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005800-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p86k4p
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fegimanra africana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005801-260129131611470/datasets/export for details.
DOI: 10.26188/31224574
title: Alternaria field data 2023 field sites

description: Alternaria field data
DOI: 10.26188/31224574.v1
title: Alternaria field data 2023 field sites

description: Alternaria field data
DOI: 10.15468/dl.4x5kud
title: Occurrence Download

description: A dataset listing the 1034 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Nauru",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 1034 records were derived from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005796-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e220321v1-198291
title: Data and Code for: Mental Accounts and Consumption Sensitivity Across the Distribution of Liquid Assets

description: These files contain the programs and data for the journal article "Mental Accounts and Consumption Sensitivity Across the
Distribution of Liquid Assets",
American Economic Journal: Macroeconomics.<br><br>
description: Bank account holders at a large US financial institution; representative surveys of US households.
description: Confidential data from a financial institution are not provided with these 
files. The files contain a description of how to access this datasets and the code used to process it (see README).<br>
DOI: 10.26188/31224577
title: Alternaria data 2024 Powerhouse

description: Alternaria data from Powerhouse 2024 experiments
DOI: 10.26188/31224577.v1
title: Alternaria data 2024 Powerhouse

description: Alternaria data from Powerhouse 2024 experiments
DOI: 10.15468/dl.jnp9zv
title: Occurrence Download

description: A dataset containing 143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gluta renghas",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 143 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005802-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqye3f
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-84.33657 10.06065,-84.12195 10.06065,-84.12195 10.20063,-84.33657 10.20063,-84.33657 10.06065))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Anolis"
 ]
}

 The dataset includes 91 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005803-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/31224580
title: Alternaria field data 2013-2022

description: Alternaria field monitoring data 2013-2022
DOI: 10.26188/31224580.v1
title: Alternaria field data 2013-2022

description: Alternaria field monitoring data 2013-2022
DOI: 10.15468/dl.pd7n4f
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Haplorhus peruviana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005805-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rdpu4
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Kajikia audax"
 ]
}

 The dataset includes 102 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005806-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14502760
title: Gotham Dataset 2025: A Reproducible Large-Scale IoT Network Dataset for Intrusion Detection and Security Research

description: 📌 Overview

This dataset provides a realistic, large-scale benchmark for developing and evaluating decentralised Intrusion Detection Systems (IDS) and Federated Learning (FL) algorithms in Internet of Things (IoT) environments.

Generated using the open-source Gotham testbed, the dataset captures network traffic at the interface level of 78 heterogeneous IoT devices within a virtualised smart city. Unlike traditional datasets that aggregate traffic centrally, this dataset preserves the granular, non-Independent and Identically Distributed (non-IID) nature of edge data, making it uniquely suitable for validating distributed AI privacy-preserving security mechanisms.

📂 Dataset Contents

The dataset is organised by device ID. Each file contains packet features extracted from the network interface of a specific IoT node.

Attack Types Included:





Mirai Botnet: Full kill-chain simulation (Scanning, Brute Force, Infection, Volumetric Flooding).




Merlin C2: HTTP/1.1, HTTP/2, and HTTP/3 (QUIC) command and control traffic.




Network Reconnaissance: Masscan (TCP) and Nmap (UDP) sweeping at varying rates.




Amplification: CoAP reflection attacks generate DDoS traffic.




Denial of Service: UDP Floods, TCP SYN/ACK Floods, DNS Water Torture.



🛠 Usage

This folder contains CSV files derived from the Raw Data. Each CSV file includes feature vectors extracted from network packets, converting unstructured packet data into a structured format ready for machine learning or statistical analysis.





For Centralised Learning: Concatenate all CSV files.




For Federated Learning: Treat each CSV file (or cluster of files) as a local client's private dataset to test aggregation algorithms (e.g., FedAvg) under realistic skew.
DOI: 10.5281/zenodo.14502759
title: Gotham Dataset 2025: A Reproducible Large-Scale IoT Network Dataset for Intrusion Detection and Security Research

description: 📌 Overview

This dataset provides a realistic, large-scale benchmark for developing and evaluating decentralised Intrusion Detection Systems (IDS) and Federated Learning (FL) algorithms in Internet of Things (IoT) environments.

Generated using the open-source Gotham testbed, the dataset captures network traffic at the interface level of 78 heterogeneous IoT devices within a virtualised smart city. Unlike traditional datasets that aggregate traffic centrally, this dataset preserves the granular, non-Independent and Identically Distributed (non-IID) nature of edge data, making it uniquely suitable for validating distributed AI privacy-preserving security mechanisms.

📂 Dataset Contents

The dataset is organised by device ID. Each file contains packet features extracted from the network interface of a specific IoT node.

Attack Types Included:





Mirai Botnet: Full kill-chain simulation (Scanning, Brute Force, Infection, Volumetric Flooding).




Merlin C2: HTTP/1.1, HTTP/2, and HTTP/3 (QUIC) command and control traffic.




Network Reconnaissance: Masscan (TCP) and Nmap (UDP) sweeping at varying rates.




Amplification: CoAP reflection attacks generate DDoS traffic.




Denial of Service: UDP Floods, TCP SYN/ACK Floods, DNS Water Torture.



🛠 Usage

This folder contains CSV files derived from the Raw Data. Each CSV file includes feature vectors extracted from network packets, converting unstructured packet data into a structured format ready for machine learning or statistical analysis.





For Centralised Learning: Concatenate all CSV files.




For Federated Learning: Treat each CSV file (or cluster of files) as a local client's private dataset to test aggregation algorithms (e.g., FedAvg) under realistic skew.
DOI: 10.26188/31224571
title: Alternaria trial data 2024

description: Alternaria field trial data 2024
DOI: 10.26188/31224571.v1
title: Alternaria trial data 2024

description: Alternaria field trial data 2024
DOI: 10.15468/dl.pqj324
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Harpephyllum caffrum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 165 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005808-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5t5zp
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-3.22598 51.08822,-2.92792 51.08822,-2.92792 51.23752,-3.22598 51.23752,-3.22598 51.08822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thecla betulae"
 ]
}

 The dataset includes 30 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005809-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/31224586.v1
title: Alternaria field trials 2025

description: Alternaria pod infection trial data 2025
DOI: 10.26188/31224586
title: Alternaria field trials 2025

description: Alternaria pod infection trial data 2025
DOI: 10.15468/dl.8f63sw
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heeria argentea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 92 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005810-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/31224589
title: Alternaria pod yield weights 2025

description: Alternaria pod infection weights 2025
DOI: 10.26188/31224589.v1
title: Alternaria pod yield weights 2025

description: Alternaria pod infection weights 2025
DOI: 10.15468/dl.wcu2s9
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Laurophyllus capensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 99 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005811-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.74frut
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Loxopterygium gardneri",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 9 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005814-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hp3zps
title: Occurrence Download

description: A dataset containing 11116224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2010-2026"
 ]
}

 The dataset includes 11116224 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005807-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/31224598
title: Alternaria gene sequences

description: Gene sequences of ITS, ATPase and gdp of Alternaria isolates