cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18503918
title: BOBUR LIRIK ASARLARIDA ANTONOMAZIYA: LINGVOPOETIK TAHLIL

description: Maqolada Zahiriddin Muhammad Bobur lirik asarlarida qo‘llangan antonomaziyalarning lingvopoetik xususiyatlarini tahlil qilishga bag‘ishlangan. Ishda Bobur g‘azallarida uchraydigan shaxs nomlarining antonomaziya hodisasi asosida qanday badiiy-estetik, semantik va ramziy ma’nolarni yuzaga keltirishi ilmiy jihatdan yoritilgan. Tadqiqot jarayonida Farhod, Majnun, Xizr, Masih kabi tarixiy, diniy va adabiy-qissaviy shaxs nomlarining muayyan sifat, holat va tushunchalarni ifodalovchi badiiy vositaga aylanish jarayoni lingvopoetik nuqtayi nazardan tahlil qilinadi. Tadqiqot natijalari Bobur lirikasida antonomaziyalarning obrazlilikni kuchaytirish, tasavvufiy-falsafiy mazmunni chuqurlashtirishdagi o‘rnini aniqlashga xizmat qiladi.
DOI: 10.15468/dl.6x4ema
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Alternanthera philoxeroides"
 ]
}

 The dataset includes 72 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016121-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18371426
title: Conversation with Ana Santorun Ardone on the Tower of Hercules

description: Ana Santorun Ardone discusses her role as director of the UNESCO-listed Tower of Hercules in A Coruña. She offers her insightful opinion on why contemporary oral narratives have not developed around the Tower of Hercules today. The discussion focuses on how several aspects, such as the monument's urban integration and a movement of myth rationalisation, prevented the formation of popular legends, unlike rural sites with sufficient communities for oral tradition and cultural performances.The conversation addresses practical research resources and academic networks, with Ana Santorun providing key scholarly contacts and confirming her authorship of the Tower's website content. She describes the important role of A Coruña's citizens in the UNESCO nomination process and the subsequent attempts to revive an association about the lighthouse.The conversation also addresses current institutional priorities, including perception studies, whilst clarifying routine UNESCO administrative procedures regarding documentation and guidelines for the site.
DOI: 10.5281/zenodo.18371427
title: Conversation with Ana Santorun Ardone on the Tower of Hercules

description: Ana Santorun Ardone discusses her role as director of the UNESCO-listed Tower of Hercules in A Coruña. She offers her insightful opinion on why contemporary oral narratives have not developed around the Tower of Hercules today. The discussion focuses on how several aspects, such as the monument's urban integration and a movement of myth rationalisation, prevented the formation of popular legends, unlike rural sites with sufficient communities for oral tradition and cultural performances.The conversation addresses practical research resources and academic networks, with Ana Santorun providing key scholarly contacts and confirming her authorship of the Tower's website content. She describes the important role of A Coruña's citizens in the UNESCO nomination process and the subsequent attempts to revive an association about the lighthouse.The conversation also addresses current institutional priorities, including perception studies, whilst clarifying routine UNESCO administrative procedures regarding documentation and guidelines for the site.
DOI: 10.15468/dl.hgf58d
title: Occurrence Download

description: A dataset listing the 213 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((11.53999 46.21381,11.61643 46.21381,11.61643 46.27885,11.53999 46.27885,11.53999 46.21381))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 213 records were derived from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016107-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ukq5z
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iguanura wallichiana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 133 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016122-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18503934
title: XALQ PEDAGOGIKASI ASOSIDA TALABALARNING MA'NAVIY-AXLOQIY TARBIYASINI TAKOMILLASHTIRISH MEXANIZMLARI

description: Maqolada talabalarning ma’naviy-axloqiy tarbiyasini xalq pedagogikasi asosida takomillashtirish mexanizmlari o‘rganilgan. Zamonaviy oliy ta’limda talabalarda axloqiy qadriyatlar, fuqarolik mas’uliyati va milliy ongni shakllantirish muhim hisoblanadi. Xalq pedagogikasi milliy an’analar, nasihatlar, hikoyalar va amaliy tajribalarni o‘z ichiga olgan holda talabalarda ma’naviy-axloqiy sifatlarni singdirishning samarali vositasidir. Tadqiqot doirasida hikoya va rivoyatlar, rolli o‘yinlar, murabbiylik va jamoat faoliyatlari kabi amaliy mexanizmlar sinovdan o‘tkazilgan. Tadqiqot natijalari shuni ko‘rsatadiki, xalq pedagogikasini tizimli qo‘llash orqali talabalarda axloqiy ong, muloqot ko‘nikmalari va fuqarolik mas’uliyati oshadi, natijada jamiyatga mas’uliyatli, ma’naviy barkamol shaxslar yetishadi.
DOI: 10.5281/zenodo.18503935
title: XALQ PEDAGOGIKASI ASOSIDA TALABALARNING MA'NAVIY-AXLOQIY TARBIYASINI TAKOMILLASHTIRISH MEXANIZMLARI

description: Maqolada talabalarning ma’naviy-axloqiy tarbiyasini xalq pedagogikasi asosida takomillashtirish mexanizmlari o‘rganilgan. Zamonaviy oliy ta’limda talabalarda axloqiy qadriyatlar, fuqarolik mas’uliyati va milliy ongni shakllantirish muhim hisoblanadi. Xalq pedagogikasi milliy an’analar, nasihatlar, hikoyalar va amaliy tajribalarni o‘z ichiga olgan holda talabalarda ma’naviy-axloqiy sifatlarni singdirishning samarali vositasidir. Tadqiqot doirasida hikoya va rivoyatlar, rolli o‘yinlar, murabbiylik va jamoat faoliyatlari kabi amaliy mexanizmlar sinovdan o‘tkazilgan. Tadqiqot natijalari shuni ko‘rsatadiki, xalq pedagogikasini tizimli qo‘llash orqali talabalarda axloqiy ong, muloqot ko‘nikmalari va fuqarolik mas’uliyati oshadi, natijada jamiyatga mas’uliyatli, ma’naviy barkamol shaxslar yetishadi.
DOI: 10.15468/dl.6maxjg
title: Occurrence Download

description: A dataset containing 5898 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.2341 0.68163,-91.72607 0.75834,-91.86698 -1.35801,-89.18792 -1.60742,-89.2341 0.68163))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Zalophus wollebaeki",
 "Year 2000-2026"
 ]
}

 The dataset includes 5898 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016123-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17724419
title: Models results for article: Lithospheric Models Supported by the Caribbean and Levant Examples Help Rethink Transpression at Plate Boundaries

description: 3D Numerical models results of the article: Lithospheric Models Supported by the Caribbean and Levant Examples Help Rethink Transpression at Plate Boundaries.
DOI: 10.5281/zenodo.17724420
title: Models results for article: Lithospheric Models Supported by the Caribbean and Levant Examples Help Rethink Transpression at Plate Boundaries

description: 3D Numerical models results of the article: Lithospheric Models Supported by the Caribbean and Levant Examples Help Rethink Transpression at Plate Boundaries.
DOI: 10.5281/zenodo.18376325
title: Conversation with Antonio Sandoval Rey on the Tower of Hercules

description: Writer and environmental communicator Antonio Sandoval Rey discusses his literary work "A Torre" [The Tower], a travelogue exploring the UNESCO-listed lighthouse of the Tower of Hercules in A Coruña through the lens of natural writing and sense of place. He explains his approach of walking the landscape whilst engaging in an interior monologue, creating layered connections between personal memory, literary references, and ecological observation.Sandoval emphasises dialogue with landscape over academic systematisation, advocating for engagement through art and personal experience to reveal a site's totemic significance. The conversation addresses the transformation of the lighthouse's surroundings from an agricultural-pastoral landscape to an urban garden, the concept of baseline loss in ecology and heritage, and the relationship between legends and lived experience.Sandoval reflects on how legendary figures such as Breogán and Hercules function as characters and references rather than myths in contemporary consciousness, noting the absence of ritual celebration. He explores A Coruña's distinctive identity as a commercial port city with limited religious hierarchy, linking the Tower's function as a lighthouse to civic freedom and, in particular, to examples of women’s relatively greater liberty in the city.
DOI: 10.5281/zenodo.18376326
title: Conversation with Antonio Sandoval Rey on the Tower of Hercules

description: Writer and environmental communicator Antonio Sandoval Rey discusses his literary work "A Torre" [The Tower], a travelogue exploring the UNESCO-listed lighthouse of the Tower of Hercules in A Coruña through the lens of natural writing and sense of place. He explains his approach of walking the landscape whilst engaging in an interior monologue, creating layered connections between personal memory, literary references, and ecological observation.Sandoval emphasises dialogue with landscape over academic systematisation, advocating for engagement through art and personal experience to reveal a site's totemic significance. The conversation addresses the transformation of the lighthouse's surroundings from an agricultural-pastoral landscape to an urban garden, the concept of baseline loss in ecology and heritage, and the relationship between legends and lived experience.Sandoval reflects on how legendary figures such as Breogán and Hercules function as characters and references rather than myths in contemporary consciousness, noting the absence of ritual celebration. He explores A Coruña's distinctive identity as a commercial port city with limited religious hierarchy, linking the Tower's function as a lighthouse to civic freedom and, in particular, to examples of women’s relatively greater liberty in the city.
DOI: 10.15468/dl.guva3g
title: Occurrence Download

description: A dataset containing 252 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.29_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mergus merganser",
 "Year 2016-2026"
 ]
}

 The dataset includes 252 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016124-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18503954
title: ZAHMATKASH ADABIYOTSHUNOS OLIM SHERALI TURDIYEV ILMIY MEROSI YO'NALISHLARI

description: Ushbu maqola o‘zbek adabiyotshunosligi va jadidshunoslik sohasida muhim iz qoldirgan olim Sherali Turdiyevning ilmiy merosi, uning adabiyotshunoslikda tadqiqot yo‘nalishlari, metodologik yondashuvlari va natijalari tahlil qilinadi. Maqolada Turdiyevning hayot yo‘li, asarlarining ilmiy ahamiyati va ustozi sifatida o‘zbek adabiy merosini qayta kashf etganligi yoritiladi. Maqola ilmiy adabiyotlar, arxiv materiallari hamda ilmiy maqolalar asosida tayyorlandi.
DOI: 10.5281/zenodo.18503955
title: ZAHMATKASH ADABIYOTSHUNOS OLIM SHERALI TURDIYEV ILMIY MEROSI YO'NALISHLARI

description: Ushbu maqola o‘zbek adabiyotshunosligi va jadidshunoslik sohasida muhim iz qoldirgan olim Sherali Turdiyevning ilmiy merosi, uning adabiyotshunoslikda tadqiqot yo‘nalishlari, metodologik yondashuvlari va natijalari tahlil qilinadi. Maqolada Turdiyevning hayot yo‘li, asarlarining ilmiy ahamiyati va ustozi sifatida o‘zbek adabiy merosini qayta kashf etganligi yoritiladi. Maqola ilmiy adabiyotlar, arxiv materiallari hamda ilmiy maqolalar asosida tayyorlandi.
DOI: 10.15468/dl.febtqc
title: Occurrence Download

description: A dataset containing 947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Iriartea deltoidea",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 947 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016125-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/q4mdwd
title: Replication Data for Sparsity-constrained Gaussian Copula Graphical Models

description: This Dataset contains R scripts and R objects (.RData) to reproduce the simulation study and the real-data analysis reported in the paper, including tables and figures. The dataset includes: (i) code to generate synthetic data under the considered Gaussian copula graphical model settings; (ii) estimation routines and model selection (e.g., EBIC-based tuning); (iii) scripts to reproduce the empirical application and produce the corresponding outputs; and (iv) results saved as .RData to allow rebuilding paper outputs without rerunning computationally expensive steps.
DOI: 10.5523/bris.8zfi5llx241k1yiz1gjthsy8g
title: phosphines data
title: phosphines

description: Mass spectrometry data for paper "Chip-Based Nanospray Ionisation Mass Spectrometry for the Routine Analysis of Intact Reactive Phosphine Ligands and Phosphino Organometallic Complexes"
DOI: 10.6084/m9.figshare.31277320
title: Muscle alignment of Chroogomphus ITS rDNA sequences

description: This sequence alignment supports the taxonomic description of a new lineage within the genus Chroogomphus (Fungi, Dikarya, Basidiomycota, Boletales, Gomphidiaceae), introduced as C. stroborum.
DOI: 10.6084/m9.figshare.31277320.v1
title: Muscle alignment of Chroogomphus ITS rDNA sequences

description: This sequence alignment supports the taxonomic description of a new lineage within the genus Chroogomphus (Fungi, Dikarya, Basidiomycota, Boletales, Gomphidiaceae), introduced as C. stroborum.
DOI: 10.5281/zenodo.18503054
title: Fault Detection Using Model-Based Approaches: A Case Study on a Fluid Mechanics Test Bench - Training Data and Model Weights

description: About

This dataset is part of the publication Kruse et al., Fault Detection Using Model-Based Approaches: A Case Study on a Fluid Mechanics Test Bench. 2026. It includes raw wind tunnel data, synthetically generated datasets, and trained LSTM model weights (exported from KERAS). This dataset is licensed under CC BY 4.0.

Publication abstract

This study examines the development of a method for fault detection, applied to the calibration of a five-hole probe in an aerodynamic test bench. The method is based on model-based prediction of measurement values, with two different model types investigated for modelling the underlying system: a physics-based model, based on equations for a Greitzer Compression System, and a data-driven model, based on a long short-term memory (LSTM) neural network. The fault detection performance is evaluated using a novel benchmarking method by generating synthetic faults. The results show that the neural network is capable of predicting system behaviour more accurately, with a median deviation below 1\%, and detecting faults more reliably, with an $f_1$ score of 0.91. A hybrid approach, combining both methods, is also investigated and demonstrates comparable performance in predicting system behaviour compared to the data-driven model while requiring fewer training data. The effects of varying error detection thresholds are also investigated and indicate a lower sensitivity of error detection quality for the data-driven modelling approach.

Data Content

The published data is provided as a zip-file. It includes the following:



data_real: real data, measured on a calibration wind tunnel, used for training, threshold determination and benchmarking; raw text

data_synthetic: synthetically generated data using the physic-based model, used for training of the hybrid model; raw text

trained_nns: complete neural networks



training_data_variation: data-driven model trained on 1 to 7 (real) datasets, threshold factor theta = 1.05

threshold_variation: data-driven model trained on 7 (real) datasets, threshold factor theta varied from 1.02 to 1.50

hybrid_model: hybrid model trained on either 6 datasets (synthetic only) or 8 datasets (6 synthetic and 2 real), also includes a hybrid model trained on 8 datasets with manually adjusted threshold values

*.info: raw text, includes information about hyperparameters, input and output features, normalization values

*.keras: Keras model file, can be imported into Python following this guide

*.thresh: raw text, includes threshold values for the output features for their respective fan speed bins
DOI: 10.5281/zenodo.18503053
title: Fault Detection Using Model-Based Approaches: A Case Study on a Fluid Mechanics Test Bench - Training Data and Model Weights

description: About

This dataset is part of the publication Kruse et al., Fault Detection Using Model-Based Approaches: A Case Study on a Fluid Mechanics Test Bench. 2026. It includes raw wind tunnel data, synthetically generated datasets, and trained LSTM model weights (exported from KERAS). This dataset is licensed under CC BY 4.0.

Publication abstract

This study examines the development of a method for fault detection, applied to the calibration of a five-hole probe in an aerodynamic test bench. The method is based on model-based prediction of measurement values, with two different model types investigated for modelling the underlying system: a physics-based model, based on equations for a Greitzer Compression System, and a data-driven model, based on a long short-term memory (LSTM) neural network. The fault detection performance is evaluated using a novel benchmarking method by generating synthetic faults. The results show that the neural network is capable of predicting system behaviour more accurately, with a median deviation below 1\%, and detecting faults more reliably, with an $f_1$ score of 0.91. A hybrid approach, combining both methods, is also investigated and demonstrates comparable performance in predicting system behaviour compared to the data-driven model while requiring fewer training data. The effects of varying error detection thresholds are also investigated and indicate a lower sensitivity of error detection quality for the data-driven modelling approach.

Data Content

The published data is provided as a zip-file. It includes the following:



data_real: real data, measured on a calibration wind tunnel, used for training, threshold determination and benchmarking; raw text

data_synthetic: synthetically generated data using the physic-based model, used for training of the hybrid model; raw text

trained_nns: complete neural networks



training_data_variation: data-driven model trained on 1 to 7 (real) datasets, threshold factor theta = 1.05

threshold_variation: data-driven model trained on 7 (real) datasets, threshold factor theta varied from 1.02 to 1.50

hybrid_model: hybrid model trained on either 6 datasets (synthetic only) or 8 datasets (6 synthetic and 2 real), also includes a hybrid model trained on 8 datasets with manually adjusted threshold values

*.info: raw text, includes information about hyperparameters, input and output features, normalization values

*.keras: Keras model file, can be imported into Python following this guide

*.thresh: raw text, includes threshold values for the output features for their respective fan speed bins
DOI: 10.5281/zenodo.18503982
title: ДИН ПСИХОЛОГИЯСИДА КАТАРСИС ВА ТАСАЛЛИ ФЕНОМЕНЛАРИНИНГ НАЗАРИЙ-ИЛМИЙ ТАҲЛИЛИ

description: Мазкур мақолада дин психологиясининг шаклланиши ва ривожланиш қонуниятлари, унинг замонавий психология тизимидаги ўрни илмий-назарий жиҳатдан таҳлил қилинган. Тадқиқотда дин психологиясининг объекти ва предмети аниқланиб, катарсис ва тасалли феноменларининг инсон руҳий барқарорлигига таъсир механизмлари очиб берилган. Шунингдек, дин психологиясининг фанлараро интеграция шароитидаги амалий аҳамияти ҳамда унинг ижтимоий барқарорлик ва руҳий саломатликни таъминлашдаги роли асослаб берилган.
DOI: 10.5281/zenodo.18503983
title: ДИН ПСИХОЛОГИЯСИДА КАТАРСИС ВА ТАСАЛЛИ ФЕНОМЕНЛАРИНИНГ НАЗАРИЙ-ИЛМИЙ ТАҲЛИЛИ

description: Мазкур мақолада дин психологиясининг шаклланиши ва ривожланиш қонуниятлари, унинг замонавий психология тизимидаги ўрни илмий-назарий жиҳатдан таҳлил қилинган. Тадқиқотда дин психологиясининг объекти ва предмети аниқланиб, катарсис ва тасалли феноменларининг инсон руҳий барқарорлигига таъсир механизмлари очиб берилган. Шунингдек, дин психологиясининг фанлараро интеграция шароитидаги амалий аҳамияти ҳамда унинг ижтимоий барқарорлик ва руҳий саломатликни таъминлашдаги роли асослаб берилган.
DOI: 10.24403/jp.1530268
title: Weltwissen im Skatformat : Research Master: Studierende der Hochschule Hannover entwickeln ein innovatives Kartenspiel zur Auflockerung von Rechercheschulungen
DOI: 10.15468/dl.39mz99
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Itaya amicorum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 54 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016126-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f3nxdp
title: Occurrence Download

description: A dataset containing 4005778 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((7.11393 46.33745,5.08399 45.87685,4.41964 45.15272,4.45655 44.31373,4.97326 44.07557,5.78524 43.96941,6.48649 43.96941,7.92591 44.02252,8.51643 44.76096,8.73788 45.4642,8.33189 46.13321,7.11393 46.33745))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is one of (Aves, Squamata, Mammalia, Plantae, Amphibia, Emydidae, Insecta)",
 "Year 2016-2026"
 ]
}

 The dataset includes 4005778 records from 1131 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016117-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzuwhk
title: Occurrence Download

description: A dataset containing 311 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.2_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Troglodytes troglodytes",
 "Year is 2022"
 ]
}

 The dataset includes 311 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016127-260129131611470/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.31277098
title: IJGIS-2025-1021 Reproducibility Package (Anonymous)

description: Anonymous data and code package to reproduce the figures, tables, and reported metrics in manuscript IJGIS-2025-1021. The archive contains scripts and outputs organized by figure/table, along with shared inputs (processed dataset and saved model) required for reproduction.