cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/v2nsjsf22w
title: A Tutorial on the GMM Method  (Um tutorial sobre o método GMM)

description: Our paper can be used as a guide for those interested in learning about the GMM method with applications in Finance. These files can be used by readers who wish to follow the tutorial using the same data as the authors. 
1) Before using the files with the datasets and the code, have a look at the readme file for further instructions.
2)  file GMM_CKLS.R  is based on the paper by Chan, Karolyi, Longstaff and Sanders (1992) and applies the GMM method to estimate the parameters of the SDE that describes the behavior of short-term continuous interest rates.
3) file GMM_CCAPM.R applies the GMM method on data comprised of 10 portfolios built according to the market value of shares traded on NYSE
4) files Data_CCAPM and Data_CKLS contain the dataset that needs to be uploaded with the code.
DOI: 10.6084/m9.figshare.24579100.v1
title: Dataset: Survey on Identifying Web Developer Awareness of Attack Attempts

description: This is the dataset that accompanies the chapter in Tolga Ünlü's PhD thesis titled "Questionnaire-based Survey on Developers’ Attack-Awareness".Additionally, a subset of the data was presented in the following manuscript: Sahin, M., Ünlü, T., Hébert, C., Shepherd, L.A., Coull, N. and Mc Lean, C., 2022, May. Measuring developers’ web security awareness from attack and defense perspectives. In <i>2022 IEEE Security and Privacy Workshops (SPW)</i> (pp. 31-43). IEEE.A Questionnaire-based survey was conducted, including three sections of questions covering demographics, participants familiarity with security controls, especially input validation controls, whether they understand attack attempts and what part of a HTTP request is under a clients’ control. A scenario was provided to evaluate the participants’ awareness of attack attempts indicated by input validation failures. The participants’ responses were analysed to understand how various aspects of input validation controls (e.g., the type of validations performed, the parts of a HTTP request that are validated) are considered which can impact how and whether developers can integrate attack-awareness capabilities.
DOI: 10.6084/m9.figshare.26162269.v3
title: <b>A </b><b>global dataset of directional </b><b>migration </b><b>networks of migratory birds</b>

description: The migration of birds plays a crucial role in connecting different ecosystems, facilitating the spread of diverse pathogens, which poses a significant threat to public health. At present, the realtime monitoring of bird migration is growing. However, the extent of connectivity between migratory areas of birds remains uncertain. Herein, we conducted a systematic review of Chinese and English literature published between 1993 and 2023 to extract detailed spatiotemporal information on various bird species, which allowed us to identify migration times, starting points, terminations, and pathways of them at a subnational level, resulting in the creation of a global dataset of bird migration networks encompassing 42,844 geo-referenced records. These records cover 112 bird species and their 1,454 migratory routes across 189 countries or territories. Our dataset provides a comprehensive overview of the global distribution of bird migrations across different families, revealing the geographical patterns of diverse migration behaviors. This facilitates further investigations into the underlying drivers of bird migration, as well as alterations in migration routes and their impacts on ecosystems.
DOI: 10.17632/7mkwr8k8cd
title: EEG and Behavioral dataset Lobo et al. study

description: EEG and behavioral dataset (full processed) acquired at Federal Fluminense University in Brazil consisting of EEG and behavioral responses following the presentation of pictures depicting mutilated bodies (potential threat) and people in daily life (neutral) to participants (n = 38) who have been through a very traumatic experience (victms of urban violence). For more details see the manuscript entitled "Hidden wounds of violence: abnormal motor oscillatory brain activity is related to posttraumatic stress symptoms".
DOI: 10.34740/kaggle/dsv/12022844
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.10310855.v1
title: Supplementary Material for: Endobronchial Ultrasound for the Diagnosis of Centrally Located Lung Tumors: A Systematic Review and Meta-Analysis

description: <b><i>Introduction:</i></b> Obtaining a tissue diagnosis of centrally located lung tumors in patients presenting without endobronchial abnormalities is challenging, and therefore a considerable diagnostic problem. <b><i>Objective:</i></b> The objective of this study was to evaluate the performance of linear endobronchial ultrasound guided-transbronchial-needle aspiration (EBUS-TBNA) for the diagnosis of centrally located lung tumors. <b><i>Methods:</i></b> We performed a systematic review (PROSPERO, CRD42017080968) and searched MEDLINE, Embase, BIOSIS Previews, and Web of Science till November 18, 2018 for studies that evaluated the yield and/or sensitivity of EBUS-TBNA for diagnosing centrally located lung tumors. We assessed the study quality using QUADAS-2 and performed random-effects meta-analysis. <b><i>Results:</i></b> A total of 5,657 manuscripts were identified; of these 14 were considered for the study, including 1,175 patients who underwent EBUS-TBNA for diagnosing an intrapulmonary tumor. All studies had a high risk of bias or applicability concerns, predominately regarding patient selection. The average yield of EBUS-TBNA for diagnosing centrally located lung tumors was 0.89 (95% CI 0.84–0.92) and average sensitivity for diagnosing malignant tumors was 0.91 (95% CI 0.88–0.94). Among studies reporting this information, EBUS-related complications occurred in 5.4% of patients (42/721). <b><i>Conclusion:</i></b> EBUS-TBNA has a high yield and sensitivity for diagnosing centrally located lung tumors and is safe in selected patients. Prospective studies are recommended to evaluate the routine use of this procedure for diagnosing intrapulmonary tumors.
DOI: 10.6084/m9.figshare.19106747.v1
title: Wadi Qattafi Mapping Data

description: This is the mapping output of a drone survey in the eastern Badia region of Jordan.
DOI: 10.6084/m9.figshare.24041406.v1
title: <b>Plant Biodiversity Database of the Indian Himalayan Region</b>

description: The database deals with the native plants of the Indian Himalayan Region (IHR) – home to two global biodiversity hotspots in India: the Himalaya and the Indo-Burma. The database, currently comprises of 11,743 native plant species distributed among the 13 provinces of IHR. The database is based on an extensive quantitative synthesis of 324 floristic studies published between 1872 to 2022. The database follows the scientific nomenclature as per the World Flora Online (2022) (https://www.worldfloraonline.org/). The database includes curated information on species richness, provincial distribution, life-history traits (growth form, lifespan), endemic and threatened status of the plants of IHR.
DOI: 10.6084/m9.figshare.28255265.v1
title: CTI Dataset

description: Tri-Modal Imaging (CTI) dataset, an anonymized, multimodal, and annotated collection of medical images from Beijing Tongren Hospital (2013-2019) encompassing Fluorescence Angiography (FA), Indocyanine Green Angiography (ICGA), and Ocular Ultrasound (US) images. The construction of this dataset was approved by the Ethics Committee of Beijing Tongren Hospital. The CTI dataset includes images from patients diagnosed with benign hemangioma, secondary metastatic carcinoma to the eye, or primary choroidal melanoma, comprising a total of 750 subjects, with 344 female subjects having an average age of 47.3 ± 13.0 years and 406 male subjects having an average age of 47.0 ± 13.5years. Specific for each category, there are 542 patients with choroidal melanoma (FA: 379, ICGA: 359, US: 377), 128 patients with choroidal hemangioma (FA: 90, ICGA: 78, US: 99), and 80 patients with choroidal metastatic carcinoma (FA: 50, ICGA: 49, US: 71). The numbers indicate the quantity of imaging studies for each specific imaging modality. Note that not every patient has images across all modalities.
DOI: 10.6084/m9.figshare.28477868.v1
title: Stability of the fcc phase in shocked nickel up to 325 GPa

description: We examined the stability of fcc-Ni under dynamic compression along the principal Hugoniot. Provided here are the raw X-ray diffraction images and VISAR streak camera images collected during the shots reported in the manuscript, "Stability of the fcc phase in shocked nickel up to 325 GPa."
DOI: 10.6084/m9.figshare.28741742.v3
title: RC beam repair using conventional cementitious mortar

description: The raw experimental data supporting the findings of this study are available on Figshare, and the data are also available from the corresponding author upon reasonable request.
DOI: 10.6084/m9.figshare.6957197.v1
title: Analyzed HEK293, K562, and HCT116 Repair Outcomes

description: Here are all analyzed files and scripts used to analyze previously published DNA repair data form VanOverbeek et al 2016.
DOI: 10.6084/m9.figshare.24471919.v3
title: Data for Spatiotemporal co-optimization of agricultural management practices

description: Spatiotemporal co-optimization of agricultural management practices towards climate-smart crop production.
DOI: 10.6084/m9.figshare.29108273.v1
title: SpecDatasets

description: The study was on the spectral aspects of intervocalic and word-initial ejectives.
DOI: 10.6084/m9.figshare.3249310.v1
title: A two-neuron system for adaptive goal-directed decision-making in Lymnaea

description: During goal-directed decision-making, animals must integrate information from the external environment and their internal state to maximize resource localization while minimizing energy expenditure. How this complex problem is solved by the nervous system, remains poorly understood. Here, using a combined behavioral and neurophysiological approach, we demonstrate that the mollusk Lymnaea performs a sophisticated form of decision-making during food-searching behavior using a core system comprised of just two neuron types. The first, a command-like cell, reports the presence of food and the second, a multifunctional interneuron, encodes motivational state, acting as a gain controller for adaptive behavior in the absence of food. Using an in vitro analog of the decision-making process, we show that the system employs an energy-management strategy, switching between a low and a high-use mode depending on the outcome of the decision. Our study reveals a parsimonious mechanism that drives a complex adaptive decision-making process. The first file contains data for behavioral experiments investigating appetitive biting behavior in <i>Lymnaea</i> in the absence of food. The second file contains data for electrophysiological experiments described in the paper. The data is organized according to the figures in the paper.
DOI: 10.17632/6ykd26nw7b
title: Data for: Optimisation of ultrasound-assisted enzymatic extraction conditions of umami compounds from fish by-products and investigation of umami mechanism of novel umami peptides

description: oprimisation data and data for molecular docking
DOI: 10.15468/dl.q5avac
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthocephalus lizus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000188-260129131611470/datasets/export for details.
DOI: 10.15468/dl.rbqmjs
title: Occurrence Download

description: A dataset containing 40915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Oxyura leucocephala",
 "Year 2010-2026"
 ]
}

 The dataset includes 40915 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000187-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31189956
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: A full list of wells and their classifications.
DOI: 10.6084/m9.figshare.31189956.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: A full list of wells and their classifications.
DOI: 10.6084/m9.figshare.31189959
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle D thickness.
DOI: 10.6084/m9.figshare.31189959.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle D thickness.
DOI: 10.5281/zenodo.18416980
title: Table 1 in Harttia absaberi, a new species of loricariid catfish (Siluriformes: Loricariidae: Loricariinae) from the upper rio Paraná basin, Brazil

description: Table 1. Morphometrics and counts of plates of type specimens of Harttia absaberi. N = number of specimens, Min = minimum value, Max = maximum value.
HolotypeNMinMaxMeanStandard Length60.42344.174.1-Percents of Standard LengthHead length22.72321.024.722.8Body depth11.4239.414.111.5Body width at dorsal-fin origin15.92313.219.515.7Body width at anal-fin origin11.62310.012.411.2Predorsal length33.72330.136.032.9Post-dorsal length59.12354.160.857.9Post-anal length52.32346.154.251.0Dorsal-fin length19.52316.420.519.0Pectoral-fin length19.02316.922.219.2Ventral-fin length16.92314.719.917.2Anal-fin length15.72314.917.816.0Trunk length77.32375.379.077.2Percents of Head LengthHead width86.12379.390.184.0Orbital diameter16.62314.719.717.5Interorbital distance26.92324.931.027.4Snout length59.12356.162.758.0CountsLateral line plates2822272928Thoracic plates10226108Dorsal-Caudal plates1622161817Anal-Caudal plates1522141815
description: Published as part of Oyakawa, Osvaldo Takeshi, Fichberg, Ilana & Langeani, Francisco, 2013, Harttia absaberi, a new species of loricariid catfish (Siluriformes: Loricariidae: Loricariinae) from the upper rio Paraná basin, Brazil, pp. 782 in Neotropical Ichthyology 11 (4) on page 782, DOI: 10.1590/S1679-62252013000400005, http://zenodo.org/record/12651567
DOI: 10.5281/zenodo.18416981
title: Table 1 in Harttia absaberi, a new species of loricariid catfish (Siluriformes: Loricariidae: Loricariinae) from the upper rio Paraná basin, Brazil

description: Table 1. Morphometrics and counts of plates of type specimens of Harttia absaberi. N = number of specimens, Min = minimum value, Max = maximum value.
HolotypeNMinMaxMeanStandard Length60.42344.174.1-Percents of Standard LengthHead length22.72321.024.722.8Body depth11.4239.414.111.5Body width at dorsal-fin origin15.92313.219.515.7Body width at anal-fin origin11.62310.012.411.2Predorsal length33.72330.136.032.9Post-dorsal length59.12354.160.857.9Post-anal length52.32346.154.251.0Dorsal-fin length19.52316.420.519.0Pectoral-fin length19.02316.922.219.2Ventral-fin length16.92314.719.917.2Anal-fin length15.72314.917.816.0Trunk length77.32375.379.077.2Percents of Head LengthHead width86.12379.390.184.0Orbital diameter16.62314.719.717.5Interorbital distance26.92324.931.027.4Snout length59.12356.162.758.0CountsLateral line plates2822272928Thoracic plates10226108Dorsal-Caudal plates1622161817Anal-Caudal plates1522141815
description: Published as part of Oyakawa, Osvaldo Takeshi, Fichberg, Ilana & Langeani, Francisco, 2013, Harttia absaberi, a new species of loricariid catfish (Siluriformes: Loricariidae: Loricariinae) from the upper rio Paraná basin, Brazil, pp. 782 in Neotropical Ichthyology 11 (4) on page 782, DOI: 10.1590/S1679-62252013000400005, http://zenodo.org/record/12651567
DOI: 10.6084/m9.figshare.31189962
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle B thickness.
DOI: 10.6084/m9.figshare.31189962.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle B thickness.
DOI: 10.6084/m9.figshare.31189965
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for overall thickness.
DOI: 10.6084/m9.figshare.31189965.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for overall thickness.
DOI: 10.6084/m9.figshare.31189968
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle A thickness.
DOI: 10.6084/m9.figshare.31189968.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle A thickness.
DOI: 10.6084/m9.figshare.31189971
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle E thickness.
DOI: 10.6084/m9.figshare.31189971.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle E thickness.
DOI: 10.6084/m9.figshare.31189974
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle C thickness.
DOI: 10.6084/m9.figshare.31189974.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Raster file for cycle C thickness.
DOI: 10.6084/m9.figshare.31189977
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Shape files.
DOI: 10.6084/m9.figshare.31189977.v1
title: Evaluation of the Röt Halite Member as a top seal for carbon dioxide storage in the Southern North Sea

description: Shape files.
DOI: 10.5281/zenodo.18403311
title: Dataset for Tzung-En Hsieh's PhD works
DOI: 10.5281/zenodo.18403312
title: Dataset for Tzung-En Hsieh's PhD works
DOI: 10.15468/dl.w89w7s
title: Occurrence Download

description: A dataset containing 2720 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gonostegia triandra",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2720 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000189-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18417307
title: MAXSUS TA'LIM TIZIMIDA KONSEPTUAL HAMKORLIK (OILA-MUTAXASSIS-BOLA MODELI MISOLIDA)

description:  Mazkur maqolada muallif tomonidan maxsus ta’lim tizimida autizm spektri buzilgan bolalar bilan korreksion-pedagogik jarayonda «oila-mutaxassis-bola» hamkorligi modelining mazmuni, tuzilishi va pedagogik ahamiyati tahlil qilingan. Shuningdek samarali korreksion ta’sirni ta’minlovchi muhim omil sifatida oilaning faol ishtirokiga asoslangan hamkorlik modeli asoslangan. Ushbu model bolaning rivojlanish dinamikasini takomillashtirish, muloqot va ijtimoiy moslashuv ko‘nikmalarini shakllantirishning muhim pedagogik mexanizmi sifatida ilmiy jihatdan asoslangan.
DOI: 10.5281/zenodo.18417306
title: MAXSUS TA'LIM TIZIMIDA KONSEPTUAL HAMKORLIK (OILA-MUTAXASSIS-BOLA MODELI MISOLIDA)

description:  Mazkur maqolada muallif tomonidan maxsus ta’lim tizimida autizm spektri buzilgan bolalar bilan korreksion-pedagogik jarayonda «oila-mutaxassis-bola» hamkorligi modelining mazmuni, tuzilishi va pedagogik ahamiyati tahlil qilingan. Shuningdek samarali korreksion ta’sirni ta’minlovchi muhim omil sifatida oilaning faol ishtirokiga asoslangan hamkorlik modeli asoslangan. Ushbu model bolaning rivojlanish dinamikasini takomillashtirish, muloqot va ijtimoiy moslashuv ko‘nikmalarini shakllantirishning muhim pedagogik mexanizmi sifatida ilmiy jihatdan asoslangan.
DOI: 10.15468/dl.3dw7kx
title: Occurrence Download

description: A dataset containing 570 records in GBIF matching the query:
SELECT
 '592' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 61.2993700571118
 AND decimalLatitude &lt;= 66.79314043790278
 AND decimalLongitude &gt;= 110.74594076660424
 AND decimalLongitude &lt;= 134.70058844448118
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 570 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000171-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18416659
title: WorldPT: A Structured Dataset of Fictional Worlds in Portuguese

description: WorldPT: A Structured Dataset of Fictional Worlds in Portuguese is a curated and fully structured dataset designed for the study, generation, and analysis of fictional universes (worldbuilding). The dataset organizes narrative elements into multiple interconnected categories, including characters, locations, cultures, events, organizations, technologies, magic systems, religions, races, and more, each stored as standardized JSON files written entirely in Portuguese.

Each world is represented as an independent directory containing entities with consistent metadata fields such as unique ID, title, genre, narrative text, content type, data source, and automatically detected cross-entity relationships. This relational structure enables the dataset to be used for knowledge graph construction, narrative network analysis, AI world generation, and computational creativity research.

WorldPT serves as a reference resource for researchers and developers interested in natural language processing (NLP), semantic modeling, and artificial intelligence applied to storytelling and worldbuilding, especially in the context of the Portuguese language, where such resources remain scarce.
DOI: 10.5281/zenodo.18416660
title: WorldPT: A Structured Dataset of Fictional Worlds in Portuguese

description: WorldPT: A Structured Dataset of Fictional Worlds in Portuguese is a curated and fully structured dataset designed for the study, generation, and analysis of fictional universes (worldbuilding). The dataset organizes narrative elements into multiple interconnected categories, including characters, locations, cultures, events, organizations, technologies, magic systems, religions, races, and more, each stored as standardized JSON files written entirely in Portuguese.

Each world is represented as an independent directory containing entities with consistent metadata fields such as unique ID, title, genre, narrative text, content type, data source, and automatically detected cross-entity relationships. This relational structure enables the dataset to be used for knowledge graph construction, narrative network analysis, AI world generation, and computational creativity research.

WorldPT serves as a reference resource for researchers and developers interested in natural language processing (NLP), semantic modeling, and artificial intelligence applied to storytelling and worldbuilding, especially in the context of the Portuguese language, where such resources remain scarce.