cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5878/ed7t-0576
title: The National SOM Survey 2019
title: Den nationella SOM-undersökningen 2019
title: Riks-SOM 2019

description: In order to identify how the evolution of society affects Swedes’ attitudes and behaviour, the SOM Institute started its National SOM study in 1986. National SOM addresses three areas - society, opinion and mass media - and consists of several parallel surveys. All surveys include a large number of questions related to politics, society, media and social background, but their areas of focus differ.

In 2019, six different questionnaires were distributed.

The main purpose is to establish time series that enable researchers to analyse how various changes in society affect people's attitudes and behaviour.

The SOM Institute also has an online tool for data analysis, where you can work with data from the national SOM surveys directly in your web browser. You can find it at https://som-institutet.se/dataanalys
description: För att kunna förstå hur samhällsutvecklingen påverkar svenska folkets attityder och beteenden, har SOM-institutet sedan 1986 genomfört Riks-SOM. Första mätningen skedde genom samverkan mellan ett par forskningsprojekt vid Göteborgs universitet, men intresset för resultaten blev stort och SOM-institutet etablerades med ansvar att göra en ny undersökning varje höst.

Den nationella SOM-undersökningen fokuserar på tre teman - samhälle, opinion och massmedier. Ett stort antal frågor om politik, samhälle och medier samt social bakgrund finns med i alla undersökningar, men frågeformulären har ibland något olika inriktningar.

Undersökningen genomförs i samverkan med forskare från olika discipliner. I undersökningen deltar också externa parter, via särskilda forskningsprojekt. För 2019 gäller det exempelvis Kulturdepartementet, Myndigheten för vård och omsorgsanalys och Försäkringskassan.

2019 års undersökning utgjordes av sex parallella riksrepresentativa delundersökningar där datainsamlingen genomfördes parallellt enligt en gemensam fältplan. De sex formulären innehåller många gemensamma frågor, men undersökningen innehåller också ett stort antal frågor endast ställda i en eller två av de olika enkäterna. Datainsamlingen genomfördes parallellt och under identiska förhållanden.

En mixed mode undersökningsdesign används, vilket innebär att flera datainsamlingsmetoder används i en och samma frågeundersökning. I SOM-undersökningen samlas data primärt in via postenkäter, men respondenten ges även möjlighet att fylla i en webbenkät.

Huvudsyftet är att etablera tidsserier som gör det möjligt att analysera hur olika samhällsförändringar påverkar människors attityder och beteenden.

SOM-institutet har även ett onlineverktyg för dataanalys, där du kan arbeta med data från de nationella SOM-undersökningarna direkt i din webbläsare. Du hittar det på https://som-institutet.se/dataanalys
DOI: 10.5281/zenodo.18350845
title: 50 Years of IWT Freight Data in the Rhine-Alpine Corridor

description: Scripts to create a collection of open freight transport data sets from EuroStats, Destatis, CBS StatLine and Rijkswaterstaat. See figure below for an overview. We deliver two IWT data sets: one file covers the total annual IWT performance (billion tonkilometers) per EU country from 1970 and the other includes annual IWT volumes (thousand tonnes) per EU country and good type. For IWT volumes to, from and via The Netherlands, the origin and destination information on NUTS-2 level is also included from 1988 onwards. The IWT performance data set is named ‘eu iwt time series tonkm.csv’. The IWT volumes per good type is named ‘eu iwt time series goodtypes.csv’. Both files can be found on the mainpage. The input data sources are also in this repository under GitHub\Freight-Transport-Data\data\sources. The folder structure under 'sources' follows the headings of the figure: CBS, CBS Archive, Destatis and EuroStat. The mappings between the several classifications can be found under 'mappings'. The scripts are all Jupyter Notebook files (.ipynb) and are stored under GitHub\Freight-Transport-Data\src.

Although we attempted to automize the processing as much as possible, some task are conducted manually. The code to retrieve IWT volume data from image files (.jpeg) need to be adjusted manually by the user for every year between 1970-1982 ('retrieve_table_from_multiple_images.ipynb'). The provided code is just an example to retrieve IWT volumes from the image file regarding one year. Since the structure of the images is not consistent over all years and the automatic retrieval is not 100% accurate, manual processing is partly needed in this step.

The same applies for the generation of the time series for The Netherlands between 1970-1987, using the processed image files as input ('generate_time_series_nl.ipynb'). From 1982-1987, goods types on domestic transport were published on 4 NST-R digits, before 1982 on 3 NST-R digits. Goods types on international transport were published on 2 digits. Therefore, there are two different piece of codes to prepare for the mapping from NST-R to NST2007. The user can simply uncomment the piece, referring to different period

The goods type imputation also requires some manual adjusting in the code for France, Poland, Romania, Bulgaria and Croatia ('iwt_eu_goodtype_historical_imputed.ipynb'). The user has to enter the country manually, for which the imputation should be executed. Since the missing values for the goods types vary between the countries, the imputation period need also to be entered manually in the code. The imputation periods per country can be derived from Figure 2 in the paper.

Some steps refer to figures in our data paper, so the reader is facilitated to reproduce these figures if needed.
DOI: 10.5281/zenodo.18350844
title: 50 Years of IWT Freight Data in the Rhine-Alpine Corridor

description: Scripts to create a collection of open freight transport data sets from EuroStats, Destatis, CBS StatLine and Rijkswaterstaat. See figure below for an overview. We deliver two IWT data sets: one file covers the total annual IWT performance (billion tonkilometers) per EU country from 1970 and the other includes annual IWT volumes (thousand tonnes) per EU country and good type. For IWT volumes to, from and via The Netherlands, the origin and destination information on NUTS-2 level is also included from 1988 onwards. The IWT performance data set is named ‘eu iwt time series tonkm.csv’. The IWT volumes per good type is named ‘eu iwt time series goodtypes.csv’. Both files can be found on the mainpage. The input data sources are also in this repository under GitHub\Freight-Transport-Data\data\sources. The folder structure under 'sources' follows the headings of the figure: CBS, CBS Archive, Destatis and EuroStat. The mappings between the several classifications can be found under 'mappings'. The scripts are all Jupyter Notebook files (.ipynb) and are stored under GitHub\Freight-Transport-Data\src.

Although we attempted to automize the processing as much as possible, some task are conducted manually. The code to retrieve IWT volume data from image files (.jpeg) need to be adjusted manually by the user for every year between 1970-1982 ('retrieve_table_from_multiple_images.ipynb'). The provided code is just an example to retrieve IWT volumes from the image file regarding one year. Since the structure of the images is not consistent over all years and the automatic retrieval is not 100% accurate, manual processing is partly needed in this step.

The same applies for the generation of the time series for The Netherlands between 1970-1987, using the processed image files as input ('generate_time_series_nl.ipynb'). From 1982-1987, goods types on domestic transport were published on 4 NST-R digits, before 1982 on 3 NST-R digits. Goods types on international transport were published on 2 digits. Therefore, there are two different piece of codes to prepare for the mapping from NST-R to NST2007. The user can simply uncomment the piece, referring to different period

The goods type imputation also requires some manual adjusting in the code for France, Poland, Romania, Bulgaria and Croatia ('iwt_eu_goodtype_historical_imputed.ipynb'). The user has to enter the country manually, for which the imputation should be executed. Since the missing values for the goods types vary between the countries, the imputation period need also to be entered manually in the code. The imputation periods per country can be derived from Figure 2 in the paper.

Some steps refer to figures in our data paper, so the reader is facilitated to reproduce these figures if needed.
DOI: 10.11588/data/49bqmc
title: Psychotherapy Transcription Standards [data]
title: A call for psychotherapeutically informed transcription rules

description: The datasets contains the newly developed psycholotheraupeutically informed transcription rules we developed within our study.
These transcription rules can be used to transcribe psychotherapeutic settings or can be implemented into AI.

We further provide the RMarkdown files for our four case studies. Due to restrictions by the ethical board commitee, the videografed psychotherapy sessions and questionnaires can not be shared. Thus, we provide the RMarkdown files which both contain our code and the corresponding results.
description: R, 4.3.2
DOI: 10.21950/aqmknd
title: Federico-Tena World Population Historical Database : Nigeria

description: Project developed by Giovanni Federico (New York University Abu Dhabi) and Antonio Tena Junguito (Universidad Carlos III de Madrid). Dataset: Nigeria
description: Microsoft Excel
description: Web site: <strong>https://www.uc3m.es/investigacion/federico-tena-population</strong>



<strong>SEE MAP</strong>
DOI: 10.5281/zenodo.18374529
title: "RENTGEN NURLARI VA UNING TADBIQI'' MAVZUSINI O'QITISHDA STEAM YONDASHUVINING PEDAGOGIK IMKONIYATLARI

description: Ushbu maqolada umumta’lim maktablari va akademik litseylar fizika kursida “Rentgen nurlari va uning tadbiqi” mavzusini o‘qitishda STEAM (Science, Technology, Engineering, Art, Mathematics) yondashuvining pedagogik va didaktik imkoniyatlari tahlil qilinadi. STEAM yondashuvi asosida tashkil etilgan darslar o‘quvchilarning fanlararo bilimlarini integratsiyalash, muammoli vaziyatlarni hal etish, ijodiy va tanqidiy fikrlash ko‘nikmalarini rivojlantirishga xizmat qilishi asoslab beriladi.
DOI: 10.5281/zenodo.18374530
title: "RENTGEN NURLARI VA UNING TADBIQI'' MAVZUSINI O'QITISHDA STEAM YONDASHUVINING PEDAGOGIK IMKONIYATLARI

description: Ushbu maqolada umumta’lim maktablari va akademik litseylar fizika kursida “Rentgen nurlari va uning tadbiqi” mavzusini o‘qitishda STEAM (Science, Technology, Engineering, Art, Mathematics) yondashuvining pedagogik va didaktik imkoniyatlari tahlil qilinadi. STEAM yondashuvi asosida tashkil etilgan darslar o‘quvchilarning fanlararo bilimlarini integratsiyalash, muammoli vaziyatlarni hal etish, ijodiy va tanqidiy fikrlash ko‘nikmalarini rivojlantirishga xizmat qilishi asoslab beriladi.
DOI: 10.6084/m9.figshare.31148926
title: Dataset : VAP risk factors and outcome

description: Evolution of risk factors, pharmacological management and outcomes of ventilator associated pneumonia at a tertiary care hospital : A prospective cohort study
DOI: 10.6084/m9.figshare.31148926.v1
title: Dataset : VAP risk factors and outcome

description: Evolution of risk factors, pharmacological management and outcomes of ventilator associated pneumonia at a tertiary care hospital : A prospective cohort study
DOI: 10.5281/zenodo.18374555
title: VISUALIZATION OF RADIOACTIVE RADIATION USING MIND MAPS AND DEVELOPMENT OF STUDENTS' HOLISTIC THINKING SKILLS

description: This article explores the didactic potential of using mind map technology to teach radioactive radiation in physics education. Visualization of complex and abstract concepts through mind maps enhances students’ understanding and supports the development of holistic thinking skills. The study demonstrates that mind maps help learners establish logical connections, analyze cause-and-effect relationships, and integrate theoretical knowledge with real-life applications.
DOI: 10.5281/zenodo.18374556
title: VISUALIZATION OF RADIOACTIVE RADIATION USING MIND MAPS AND DEVELOPMENT OF STUDENTS' HOLISTIC THINKING SKILLS

description: This article explores the didactic potential of using mind map technology to teach radioactive radiation in physics education. Visualization of complex and abstract concepts through mind maps enhances students’ understanding and supports the development of holistic thinking skills. The study demonstrates that mind maps help learners establish logical connections, analyze cause-and-effect relationships, and integrate theoretical knowledge with real-life applications.
DOI: 10.5281/zenodo.18373570
title: Data:The maximum values of biomechanical signals during various activities
DOI: 10.5281/zenodo.18373571
title: Data:The maximum values of biomechanical signals during various activities
DOI: 10.6084/m9.figshare.31148941
title: PDC30 therapeutic mechanisms for dementia caregivers

description: Investigating the therapeutic mechanisms of a new online psychoeducational intervention called Positive Dementia Caregiving in 30 Days (PDC30)
DOI: 10.6084/m9.figshare.31148941.v1
title: PDC30 therapeutic mechanisms for dementia caregivers

description: Investigating the therapeutic mechanisms of a new online psychoeducational intervention called Positive Dementia Caregiving in 30 Days (PDC30)
DOI: 10.21950/4gfpmc
title: Federico-Tena World Population Historical Database : Northern Rhodesia (Zambia)

description: Project developed by Giovanni Federico (New York University Abu Dhabi) and Antonio Tena Junguito (Universidad Carlos III de Madrid). Dataset: Northern Rhodesia (Zambia)
description: Microsoft Excel
description: Web site: <strong>https://www.uc3m.es/investigacion/federico-tena-population</strong>



<strong>SEE MAP</strong>
DOI: 10.5281/zenodo.18374577
title: PIROLIZ QATRONIDAN ANTRAXINON OLISHNING TEXNOLOGIK ASOSLARI

description: Ushbu maqolada piroliz qatronidan antraxinon olishning texnologik asoslari, jarayon bosqichlari va parametrlarini optimallashtirish masalalari tahlil qilinadi. Piroliz qatroni tarkibidagi aromatik birikmalarni ekstraksiya, kimyoviy va termik konversiya orqali yuqori tozalikka ega antraxinonga aylantirish usullari ko‘rib chiqilgan. Tadqiqot natijalari jarayonning samaradorligi, mahsulot hosildorligi va ekologik xavfsizlikni oshirishga qaratilgan texnologik yechimlarni taklif qiladi. Shu bilan birga, jarayon parametrlarini optimallashtirish, energiya samaradorligini oshirish va chiqindilarni kamaytirish muhim afzalliklar sifatida qayd etilgan.
DOI: 10.5281/zenodo.18374578
title: PIROLIZ QATRONIDAN ANTRAXINON OLISHNING TEXNOLOGIK ASOSLARI

description: Ushbu maqolada piroliz qatronidan antraxinon olishning texnologik asoslari, jarayon bosqichlari va parametrlarini optimallashtirish masalalari tahlil qilinadi. Piroliz qatroni tarkibidagi aromatik birikmalarni ekstraksiya, kimyoviy va termik konversiya orqali yuqori tozalikka ega antraxinonga aylantirish usullari ko‘rib chiqilgan. Tadqiqot natijalari jarayonning samaradorligi, mahsulot hosildorligi va ekologik xavfsizlikni oshirishga qaratilgan texnologik yechimlarni taklif qiladi. Shu bilan birga, jarayon parametrlarini optimallashtirish, energiya samaradorligini oshirish va chiqindilarni kamaytirish muhim afzalliklar sifatida qayd etilgan.
DOI: 10.5281/zenodo.15743267
title: Dataset of "Analysis of a Hopf Bifurcation in a Neural System by Impedance Spectroscopy"

description: This dataset contains the raw data supporting the article "Analysis of a Hopf Bifurcation in a Neural System by Impedance Spectroscopy".For a detailed description of files and methods, see the accompanying Readme.txt.
DOI: 10.5281/zenodo.15743266
title: Dataset of "Analysis of a Hopf Bifurcation in a Neural System by Impedance Spectroscopy"

description: This dataset contains the raw data supporting the article "Analysis of a Hopf Bifurcation in a Neural System by Impedance Spectroscopy".For a detailed description of files and methods, see the accompanying Readme.txt.
DOI: 10.5281/zenodo.18373948
title: Data: Changes of biomechanical signals in various activities with time
DOI: 10.5281/zenodo.18373947
title: Data: Changes of biomechanical signals in various activities with time
DOI: 10.34740/kaggle/dsv/14623929
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18374593
title: MAXSUS JISMONIY MASHQLAR ASOSIDA VOLLEYBOLCHILARNING JISMONIY ISH QOBILYATINI BAHOLASH VA KORREKSIYALASH

description: Ushbu maqola voleybolchilarning jismoniy ish qobiliyatini baholash va uni maxsus jismoniy mashqlar yordamida optimallashtirish masalalarini o‘rganishga qaratilgan. Tadqiqot davomida sportchilarning kuch, tezkorlik, chidamlilik, koordinatsiya va moslashuvchanlik kabi jismoniy ko‘rsatkichlari tahlil qilindi. Natijalar maxsus mashqlar dasturi sportchilarning ish qobiliyatini sezilarli darajada oshirishi va jarohatlardan himoya qilishda samarali ekanini ko‘rsatdi. Tadqiqot shuningdek, individual yondashuv, psixologik tayyorgarlik va zamonaviy texnologiyalarni qo‘llashning ahamiyatini ta’kidladi.
DOI: 10.5281/zenodo.18374592
title: MAXSUS JISMONIY MASHQLAR ASOSIDA VOLLEYBOLCHILARNING JISMONIY ISH QOBILYATINI BAHOLASH VA KORREKSIYALASH

description: Ushbu maqola voleybolchilarning jismoniy ish qobiliyatini baholash va uni maxsus jismoniy mashqlar yordamida optimallashtirish masalalarini o‘rganishga qaratilgan. Tadqiqot davomida sportchilarning kuch, tezkorlik, chidamlilik, koordinatsiya va moslashuvchanlik kabi jismoniy ko‘rsatkichlari tahlil qilindi. Natijalar maxsus mashqlar dasturi sportchilarning ish qobiliyatini sezilarli darajada oshirishi va jarohatlardan himoya qilishda samarali ekanini ko‘rsatdi. Tadqiqot shuningdek, individual yondashuv, psixologik tayyorgarlik va zamonaviy texnologiyalarni qo‘llashning ahamiyatini ta’kidladi.
DOI: 10.6084/m9.figshare.31148965
title: Soil water content

description: In this study, we conducted four years of field observations (2018-2021) of the soil water content for five afforestation tree species, namely, <i>Populus simonii Carr, Mongolian pine</i><i>,</i><i> Siberian elm </i>(SE)<i>, Caragana korshinskii Kom </i>(CK)<i>,</i> and mixed species of<i> </i>SE/CK on the Bashang Plateau in semi-arid area of northern China, with natural grassland as the control<i>.</i>
DOI: 10.6084/m9.figshare.31148965.v1
title: Soil water content

description: In this study, we conducted four years of field observations (2018-2021) of the soil water content for five afforestation tree species, namely, <i>Populus simonii Carr, Mongolian pine</i><i>,</i><i> Siberian elm </i>(SE)<i>, Caragana korshinskii Kom </i>(CK)<i>,</i> and mixed species of<i> </i>SE/CK on the Bashang Plateau in semi-arid area of northern China, with natural grassland as the control<i>.</i>
DOI: 10.5281/zenodo.18047613
title: Reorganized MIDOG++: A Patch-level Dataset for Mitotic Figure Detection and Segmentation

description: Dataset Summary 

This repository provides a reorganized, patch-level version of the MIDOG++ (Mitosis Domain Generalization) dataset. It is formatted for object detection (YOLO) and instance segmentation.

The data is derived from all 503 high-resolution Regions of Interest (ROIs) included in the original collection, spanning diverse cancer types across human and canine tissue. All ROIs were tiled into standardized 512x512 pixel patches.  

Data Processing & Features

Exhaustive Tiling: All 503 ROIs were processed without discarding tissue areas.

Zero-Loss Padding: Black padding was applied to edge patches where ROI dimensions were not perfectly divisible by 512, preserving 100% of the original spatial data.

Annotated Labels: Each patch includes a corresponding YOLO-format annotation file.

CellSAM Masks: Mitotic figure masks were generated using a CellSAM pipeline and preprocessed to provide fine-grained morphological boundaries.

Repository Structure

MIDOGpp_Patches/: Image patches (PNG).

MIDOGpp_Labels/: YOLO-format .txt annotation files.

MIDOGpp_Masks/: Binary .png masks (0: Background, 255: Mitosis).

metadata.csv: Master file mapping patches to Patient IDs and mask availability.
DOI: 10.5281/zenodo.18047614
title: Reorganized MIDOG++: A Patch-level Dataset for Mitotic Figure Detection and Segmentation

description: Dataset Summary 

This repository provides a reorganized, patch-level version of the MIDOG++ (Mitosis Domain Generalization) dataset. It is formatted for object detection (YOLO) and instance segmentation.

The data is derived from all 503 high-resolution Regions of Interest (ROIs) included in the original collection, spanning diverse cancer types across human and canine tissue. All ROIs were tiled into standardized 512x512 pixel patches.  

Data Processing & Features

Exhaustive Tiling: All 503 ROIs were processed without discarding tissue areas.

Zero-Loss Padding: Black padding was applied to edge patches where ROI dimensions were not perfectly divisible by 512, preserving 100% of the original spatial data.

Annotated Labels: Each patch includes a corresponding YOLO-format annotation file.

CellSAM Masks: Mitotic figure masks were generated using a CellSAM pipeline and preprocessed to provide fine-grained morphological boundaries.

Repository Structure

MIDOGpp_Patches/: Image patches (PNG).

MIDOGpp_Labels/: YOLO-format .txt annotation files.

MIDOGpp_Masks/: Binary .png masks (0: Background, 255: Mitosis).

metadata.csv: Master file mapping patches to Patient IDs and mask availability.
DOI: 10.5281/zenodo.18374609
title: ФОРМИРОВАНИЕ КОММУНИКАТИВНОЙ КОМПЕТЕНЦИИ ВОСПИТАТЕЛЕЙ ДОШКОЛЬНЫХ ОРГАНИЗАЦИЙ НА ОСНОВЕ ИННОВАЦИОННЫХ ТЕХНОЛОГИЙ

description: В статье рассматривается формирование коммуникативной компетенции воспитателей дошкольных организаций на основе инновационных технологий. Анализируются теоретические подходы, современные методы и инструменты, способствующие развитию коммуникативных навыков педагогов, включая интерактивные платформы, мультимедийные ресурсы и проектную деятельность. Обсуждаются результаты исследований, демонстрирующие эффективность интеграции инновационных технологий в профессиональную подготовку воспитателей, а также значимость комплексного подхода, объединяющего теорию, практику и цифровые инструменты для повышения качества образовательного процесса.
DOI: 10.5281/zenodo.18374608
title: ФОРМИРОВАНИЕ КОММУНИКАТИВНОЙ КОМПЕТЕНЦИИ ВОСПИТАТЕЛЕЙ ДОШКОЛЬНЫХ ОРГАНИЗАЦИЙ НА ОСНОВЕ ИННОВАЦИОННЫХ ТЕХНОЛОГИЙ

description: В статье рассматривается формирование коммуникативной компетенции воспитателей дошкольных организаций на основе инновационных технологий. Анализируются теоретические подходы, современные методы и инструменты, способствующие развитию коммуникативных навыков педагогов, включая интерактивные платформы, мультимедийные ресурсы и проектную деятельность. Обсуждаются результаты исследований, демонстрирующие эффективность интеграции инновационных технологий в профессиональную подготовку воспитателей, а также значимость комплексного подхода, объединяющего теорию, практику и цифровые инструменты для повышения качества образовательного процесса.
DOI: 10.5281/zenodo.18374630
title: JISMONIY TARBIYA VA SPORTNI INSON KAPITALINI RIVOJLANTIRISHDA VA MAMLAKAT XAVFSIZLIGINI TA'MINLASHDAGI O'RNI

description: Ushbu maqolada jismoniy tarbiya va sportning inson kapitalini rivojlantirish va davlat xavfsizligini ta’minlashdagi roli ilmiy-tahliliy asosda o‘rganiladi. Tadqiqot natijalari shuni ko‘rsatdiki, muntazam jismoniy mashqlar va sport yoshlarning sog‘liq, kognitiv va ijtimoiy ko‘nikmalarini rivojlantirishga xizmat qiladi, shuningdek, milliy xavfsizlikni mustahkamlashga hissa qo‘shadi. Maqolada milliy va xalqaro adabiyotlar, statistik ma’lumotlar va amaliy tajribalar tahlil qilinib, jismoniy tarbiya va sportni tizimli rivojlantirish orqali inson kapitalini oshirish va davlat xavfsizligini ta’minlash bo‘yicha tavsiyalar berilgan.