cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28448453
title: GNSS TEC, GIS and tomography data

description: The data uploaded includes GPS and GLONASS vTEC, latitude, longitude and elevation angle for 10, 11 and 12 January 2024. The TEC is 30-seconds sampled data from 0430 UT to 0730 UT. The data is in 3-dimensions, with first dimension for the number of stations, second dimension for number of epochs (361), and third dimension for number of satellites (32 for GPS and 26 for GLONASS). There are three separate mat files with names gnss_tec_YYYYMMDD.mat for 2024 January 10-12. The variables are named as 'GPSvtec', 'GPSlat', 'GPSlon', 'GPSelev' for GPS data and 'GLOvtec', 'GLOlat', 'GLOlon', 'GLOelev' for GLONASS. The UT epoch is included as "time'.The GIS electron density used for Figure 8 is uploaded in the file gis_tomography_data.mat. The data are stored in the variables "GIS_Ne_YYYY_DOY_hhmmUT_longitude' for both the panels plotted. The altitude and latitude values are included as 'GIS_altitude' and 'GIS_latutude'. The file also includes the tomography data used in figures 8 and 13. The variables names are 'tomo_Ne_YYYY_DOY_hhmmUT_longitude', 'tomo_Ne_YYYY_DOY_hhmmUT_altitude', 'tomo_altitude', and 'tomo_latitude', and 'tomo_longitude'.
DOI: 10.6084/m9.figshare.28448453.v1
title: GNSS TEC, GIS and tomography data

description: The data uploaded includes GPS and GLONASS vTEC, latitude, longitude and elevation angle for 10, 11 and 12 January 2024. The TEC is 30-seconds sampled data from 0430 UT to 0730 UT. The data is in 3-dimensions, with first dimension for the number of stations, second dimension for number of epochs (361), and third dimension for number of satellites (32 for GPS and 26 for GLONASS). There are three separate mat files with names gnss_tec_YYYYMMDD.mat for 2024 January 10-12. The variables are named as 'GPSvtec', 'GPSlat', 'GPSlon', 'GPSelev' for GPS data and 'GLOvtec', 'GLOlat', 'GLOlon', 'GLOelev' for GLONASS. The UT epoch is included as "time'.The GIS electron density used for Figure 8 is uploaded in the file gis_tomography_data.mat. The data are stored in the variables "GIS_Ne_YYYY_DOY_hhmmUT_longitude' for both the panels plotted. The altitude and latitude values are included as 'GIS_altitude' and 'GIS_latutude'. The file also includes the tomography data used in the figure. The variables names are 'tomo_Ne_YYYY_DOY_hhmmUT_longitude', 'tomo_altitude', and 'tomo_latitude'.
DOI: 10.15468/dl.scdfvb
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Prionailurus viverrinus (Bennett, 1833)"
 ]
}

 The dataset includes 279 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002660-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtuupu
title: Occurrence Download

description: A dataset containing 10345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "OccurrenceStatus is Present",
 "TaxonKey is Diploderma Hallowell, 1861"
 ]
}

 The dataset includes 10345 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002661-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14469/hpc/14992
title: Finding Aid for Borate-Catalysed Direct Amidation Reactions of Coordinating Substrates. NMR Data using Web crawler.
DOI: 10.5281/zenodo.14885553
title: Path Loss Prediction for Vehicle-to-Infrastructure Communications via Synesthesia of Machines (SoM)
DOI: 10.5281/zenodo.14885554
title: Path Loss Prediction for Vehicle-to-Infrastructure Communications via Synesthesia of Machines (SoM)
DOI: 10.60893/figshare.ajp.27919521
title: Supplement Number 1

description: A csv fild containing the radial magnetic field vs. height data.
DOI: 10.21227/ara6-br09
title: Bot Detection Features

description: This dataset contains extracted features from tweet histories used for automated bot detection on social media. The features encompass semantic, behavioral, and temporal attributes, including linguistic patterns, tweet frequency, engagement metrics, and account activity trends. The dataset has been processed for use in machine learning-based classification, particularly employing Support Vector Machines (SVM) and k-means clustering for bot vs. human classification. Additionally, it supports uncertainty quantification using conformal prediction, ensuring valid and well-calibrated confidence measures. The dataset enables researchers to explore bot detection methodologies, misinformation spread analysis, and adversarial robustness in social media security. It is provided in a structured format, including labels for bot and human accounts, facilitating further experimentation and benchmarking. This resource is intended to support advancements in social media security, automated content moderation, and adversarial bot analysis.
DOI: 10.5281/zenodo.14719252
title: "Quantifying the Quiet: Exploring Cybercrime on Discord Using Large Language Models": Dataset and Supplementary Materials
DOI: 10.5281/zenodo.14719253
title: "Quantifying the Quiet: Exploring Cybercrime on Discord Using Large Language Models": Dataset and Supplementary Materials
DOI: 10.15468/dl.3svgrb
title: Occurrence Download

description: A dataset containing 507458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "License is one of (CC-BY-NC 4.0, CC0 1.0, CC-BY 4.0)",
 "TaxonKey is Nudibranchia"
 ]
}

 The dataset includes 507458 records from 850 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002658-250218110819086/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.25765143
title: Managing disrupted supply chains in Swedish hospitals during the COVID-19 pandemic

description: The COVID-19 pandemic has disrupted global supply chains and caused widespread shortages of healthcare supplies. This mixed-methods study examined the management of supply shortages in Swedish hospitals during the COVID-19 pandemic. The key findings are that the shortage of supplies was initially severe owing to low regional and national contingency inventory levels, a lack of knowledge of supply chain management, and cost-saving measures. The perceived consequences of the shortage of personal protective equipment persisted in emergency and inpatient departments, in the later waves. Although pharmaceutical shortages later decreased, hospital managers were disappointed that they persisted. This study also highlights the effectiveness of consensus-based hourly supply agreements between service organisations and unit managers, which makes the prioritisation of the limited supply more dynamic. Despite these challenges, hospitals were able to adapt to the supply chain disruptions caused by the pandemic; however, the results emphasise the importance of preparedness for future pandemics.
DOI: 10.6084/m9.figshare.25765143.v1
title: Managing disrupted supply chains in Swedish hospitals during the COVID-19 pandemic

description: The COVID-19 pandemic has disrupted global supply chains and caused widespread shortages of healthcare supplies. This mixed-methods study examined the management of supply shortages in Swedish hospitals during the COVID-19 pandemic. The key findings are that the shortage of supplies was initially severe owing to low regional and national contingency inventory levels, a lack of knowledge of supply chain management, and cost-saving measures. The perceived consequences of the shortage of personal protective equipment persisted in emergency and inpatient departments, in the later waves. Although pharmaceutical shortages later decreased, hospital managers were disappointed that they persisted. This study also highlights the effectiveness of consensus-based hourly supply agreements between service organisations and unit managers, which makes the prioritisation of the limited supply more dynamic. Despite these challenges, hospitals were able to adapt to the supply chain disruptions caused by the pandemic; however, the results emphasise the importance of preparedness for future pandemics.
DOI: 10.15468/dl.tf523p
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "DatasetKey is one of (EOD – eBird Observation Dataset, The observations of the Great Bustards and Baiji dolphin in China of the year 2018, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, CBCGDF CCAfa Volunteer Observation Archive, MVZ Egg and Nest Collection (Arctos))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Otis tarda Linnaeus, 1758"
 ]
}

 The dataset includes 523 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002662-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14898173
title: Global Polyisoprene Rubber Market 2025 To 2034

description: Polyisoprene Rubber Market Size, Trends and Insights By Type (Natural Polyisoprene Rubber, Synthetic Polyisoprene Rubber), By Application (Tires and Automotive, Footwear, Industrial Goods, Medical Products, Consumer Goods, Others), By Manufacturing Process (Solution Polymerization, Emulsion Polymerization), By Raw Material (Natural Latex, Synthetic Latex), By Distribution Channel (Online, Offline), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the current market research conducted by the CMI Team, the global Polyisoprene Rubber Market is expected to record a CAGR of 5.96% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 2.98 Billion. By 2033, the valuation is anticipated to reach USD 4.73 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=56593
DOI: 10.5281/zenodo.14898174
title: Global Polyisoprene Rubber Market 2025 To 2034

description: Polyisoprene Rubber Market Size, Trends and Insights By Type (Natural Polyisoprene Rubber, Synthetic Polyisoprene Rubber), By Application (Tires and Automotive, Footwear, Industrial Goods, Medical Products, Consumer Goods, Others), By Manufacturing Process (Solution Polymerization, Emulsion Polymerization), By Raw Material (Natural Latex, Synthetic Latex), By Distribution Channel (Online, Offline), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

As per the current market research conducted by the CMI Team, the global Polyisoprene Rubber Market is expected to record a CAGR of 5.96% from 2024 to 2033. In 2024, the market size is projected to reach a valuation of USD 2.98 Billion. By 2033, the valuation is anticipated to reach USD 4.73 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=56593
DOI: 10.5281/zenodo.14898171
title: Ethnobotanical survey of medicinal plants used for the treatment of diarrhoea and dysentery by the Tribals of Mahoba district (Uttar Pradesh), India

description: The present study is the first hand information regarding the ethanobotanical use of plants on diarrhoea and dysentery by the tribals of Mahoba district (U.P.) India. It is inhabited by different tribals who possess vast knowledge about uses of a good number of plant species for curing various ailments, where modern medicine and hospital are still unvariable within their reach. Diarrhoea and dysentery are the main water borne disease considered to be endemic in many regions of the world that bring the major health threats to the world population, both in tropical and subtropical poor countries. Questionnaire surveys, participatory observations and field visits are made to elicit information on the uses of various plants. This survey includes 23 ethanomedicinal plants of 21 genera belonging to 15 families, featured in popular antidiarrhoeal and antidysentery activities. Botanical name, family, local name, parts used and ethanobotanical uses of the plants are reported briefly. Some useful species are under serious threat due to unsustainable activities. Hence, a proper documentation of useful plants with their present status and local traditional knowledge as well as practices is urgently needed. Effort should also be initiated to implement appropriate conservation measures for preservation and sustainable use of these useful species.
DOI: 10.5281/zenodo.14898172
title: Ethnobotanical survey of medicinal plants used for the treatment of diarrhoea and dysentery by the Tribals of Mahoba district (Uttar Pradesh), India

description: The present study is the first hand information regarding the ethanobotanical use of plants on diarrhoea and dysentery by the tribals of Mahoba district (U.P.) India. It is inhabited by different tribals who possess vast knowledge about uses of a good number of plant species for curing various ailments, where modern medicine and hospital are still unvariable within their reach. Diarrhoea and dysentery are the main water borne disease considered to be endemic in many regions of the world that bring the major health threats to the world population, both in tropical and subtropical poor countries. Questionnaire surveys, participatory observations and field visits are made to elicit information on the uses of various plants. This survey includes 23 ethanomedicinal plants of 21 genera belonging to 15 families, featured in popular antidiarrhoeal and antidysentery activities. Botanical name, family, local name, parts used and ethanobotanical uses of the plants are reported briefly. Some useful species are under serious threat due to unsustainable activities. Hence, a proper documentation of useful plants with their present status and local traditional knowledge as well as practices is urgently needed. Effort should also be initiated to implement appropriate conservation measures for preservation and sustainable use of these useful species.
DOI: 10.5281/zenodo.14898177
title: Global Fiber Optic Cable Market 2025 To 2034

description: Fiber Optic Cable Market Size, Trends and Insights By Mode (Single mode, Multi mode), By Type (Glass optical fiber, Plastic optical fiber), By Application (Telecom, Automobile, Medical Equipment, Power Utilities, Aerospace & Defense, Industrial Automation & Control, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Fiber Optic Cable Market size was valued at USD 13,453.1 Million in 2025 and is expected to reach USD 36,475.45 Million by 2034 at a CAGR of 11.72% during the forecast period 2025 – 2034.

Fiber optic technology is a modern innovation developed due to rigorous study around the world. Through extensive research and development, many connector manufacturers are expanding their product lines to connect highly secure and precisely aligned fiber optic channels.

The joint efforts of various businesses innovating fiber networks to reduce operations and maintenance (O&M) and construction and optical distribution network (ODN) costs will have a significant impact on the fiber optic cable market throughout the forecast period. The increasing government initiative for the installation of fiber optic cables is contributing to the market growth.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61804
DOI: 10.5281/zenodo.14898178
title: Global Fiber Optic Cable Market 2025 To 2034

description: Fiber Optic Cable Market Size, Trends and Insights By Mode (Single mode, Multi mode), By Type (Glass optical fiber, Plastic optical fiber), By Application (Telecom, Automobile, Medical Equipment, Power Utilities, Aerospace & Defense, Industrial Automation & Control, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Fiber Optic Cable Market size was valued at USD 13,453.1 Million in 2025 and is expected to reach USD 36,475.45 Million by 2034 at a CAGR of 11.72% during the forecast period 2025 – 2034.

Fiber optic technology is a modern innovation developed due to rigorous study around the world. Through extensive research and development, many connector manufacturers are expanding their product lines to connect highly secure and precisely aligned fiber optic channels.

The joint efforts of various businesses innovating fiber networks to reduce operations and maintenance (O&M) and construction and optical distribution network (ODN) costs will have a significant impact on the fiber optic cable market throughout the forecast period. The increasing government initiative for the installation of fiber optic cables is contributing to the market growth.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61804
DOI: 10.6084/m9.figshare.28448858.v1
title: Double domes of mesoscopic localized anisotropic lattice strain in HCP-Ag<sub>75</sub>Al<sub>25</sub> under high pressure

description: In this research, we report a new discovery of anomalous localized anisotropic lattice strain under uniaxial non-hydrostatic pressure to 40 GPa studied with micro-focused synchrotron X-ray diffraction. With experiments on our synthesized nanocrystalline granular material, a phase-stable HCP-Ag<sub>75</sub>Al<sub>25</sub> alloy, the analyzed results show direct evidence that reaching a critical value of localized anisotropy in the lattice strain leads to grain fracture. This discovery of the evolution in such anomalous anisotropic strain further reveals the link between micro- and macroscopic anisotropic mechanical behaviors of granular materials through a mesoscopic way and may set a reference for further studies on materials anisotropy or designing new materials with specific anisotropic mechanical properties.
DOI: 10.6084/m9.figshare.28448858
title: Double domes of mesoscopic localized anisotropic lattice strain in HCP-Ag<sub>75</sub>Al<sub>25</sub> under high pressure

description: In this research, we report a new discovery of anomalous localized anisotropic lattice strain under uniaxial non-hydrostatic pressure to 40 GPa studied with micro-focused synchrotron X-ray diffraction. With experiments on our synthesized nanocrystalline granular material, a phase-stable HCP-Ag<sub>75</sub>Al<sub>25</sub> alloy, the analyzed results show direct evidence that reaching a critical value of localized anisotropy in the lattice strain leads to grain fracture. This discovery of the evolution in such anomalous anisotropic strain further reveals the link between micro- and macroscopic anisotropic mechanical behaviors of granular materials through a mesoscopic way and may set a reference for further studies on materials anisotropy or designing new materials with specific anisotropic mechanical properties.
DOI: 10.6084/m9.figshare.28425032
title: <b>Non-parametric spatiotemporal trends in fire: an approach to identify fire regimes variations and predict seasonal effects of fire in Iran</b>

description: <b>Non-parametric spatiotemporal trends in fire: an approach to identify fire regimes variations and predict seasonal effects of fire in Iran</b>
DOI: 10.6084/m9.figshare.28425032.v4
title: <b>Non-parametric spatiotemporal trends in fire: an approach to identify fire regimes variations and predict seasonal effects of fire in Iran</b>

description: <b>Non-parametric spatiotemporal trends in fire: an approach to identify fire regimes variations and predict seasonal effects of fire in Iran</b>
DOI: 10.6084/m9.figshare.28425032.v3
title: <b>Non-parametric spatiotemporal trends in fire: an approach to identify fire regimes variations and predict seasonal effects of fire in Iran</b>

description: <b>Non-parametric spatiotemporal trends in fire: an approach to identify fire regimes variations and predict seasonal effects of fire in Iran</b>
DOI: 10.15468/dl.2msdhe
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Duttaphrynus himalayanus (Günther, 1864)",
 "Year 2011-2025"
 ]
}

 The dataset includes 87 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002663-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14897894
title: Javanese Character Sewaka Script (JVCSS)

description: Javanese Character Sewaka Script (JVCSS) is a dataset of handwritten Javanese character images produced from Serat Sewaka Manuscript formatted in MNIST-like format. This dataset is a subset version of object detection dataset - Handwritten Javanese Character Sewaka Detection (HJCS_DETC) dataset. The image are extracted from the main image into single image and pre-processed with grayscaling, blurring, thresholding, resizing and padding to produced uniformly image into 32 x 32 pixels. It contains 20 characters of basic Javanese characters (wyanjana) and have different number of image in each characters varied by the number of characters that appeared in the real document. It may have imbalanced data distribution among the classes. The dataset contains training and test set separated by the source of the image documents.
DOI: 10.5281/zenodo.14897895
title: Javanese Character Sewaka Script (JVCSS)

description: Javanese Character Sewaka Script (JVCSS) is a dataset of handwritten Javanese character images produced from Serat Sewaka Manuscript formatted in MNIST-like format. This dataset is a subset version of object detection dataset - Handwritten Javanese Character Sewaka Detection (HJCS_DETC) dataset. The image are extracted from the main image into single image and pre-processed with grayscaling, blurring, thresholding, resizing and padding to produced uniformly image into 32 x 32 pixels. It contains 20 characters of basic Javanese characters (wyanjana) and have different number of image in each characters varied by the number of characters that appeared in the real document. It may have imbalanced data distribution among the classes. The dataset contains training and test set separated by the source of the image documents.
DOI: 10.15468/dl.qqnxyr
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 173 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002665-250218110819086/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcjtjd
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present",
 "TaxonKey is Panthera uncia (Schreber, 1775)"
 ]
}

 The dataset includes 173 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002664-250218110819086/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.28359555.v2
title: Table S2 from Proximal Partners of the Organellar N-terminal Acetyltransferase NAA60: Insights into Golgi Structure and Transmembrane Protein Topology

description: BioID Interaction Profiling: Comparing the Proxeomes of Golgi-Localized NAA60, SLC35A1, and SLC35C2