cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16909160
title: Global Colon Hydrotherapy Market 2025 To 2034

description: Colon Hydrotherapy Market Size, Trends and Insights By Product Type (Open System Colon Hydrotherapy Devices, Closed System Colon Hydrotherapy Mechanisms, Portable / Home-Use System), By Component (Colon Hydrotherapy Systems, Speculums & Tubes, Water Filtration & Temperature Control Systems, Accessories & Maintenance Kits), By Application (Constipation & Digestive Disorders, Detoxification & Wellness Programs, Pre-Colonoscopy Bowel Preparation, Weight Loss & Lifestyle Therapies), By End User (Wellness Centers & Spas, Hospitals & Clinics, Specific Gastroenterology Clinics, Home-Use Consumers), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Colon Hydrotherapy Market analysis conducted by the CMI Team, the global Colon hydrotherapy Market is expected to record a CAGR of 5.8% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 2.62 Billion. By 2034, the valuation is anticipated to reach USD 4.36 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72533
DOI: 10.15468/dl.ybs4k7
title: Occurrence Download

description: A dataset containing 20147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Salsola tragus"
 ]
}

 The dataset includes 20147 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025103-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wujntk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mercurialis annua",
 "Country is Angola",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025104-250811113504898/datasets/export for details.
DOI: 10.15468/dl.wefw8a
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paronesimoides calceolus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001181-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hkzkvb
title: Occurrence Download

description: A dataset containing 2510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Camelina sativa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2510 records from 188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001182-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b7wd6m
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "TaxonKey is Puma concolor",
 "Year 1000-2000"
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001183-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/h3xw-jc68
title: "Combined_Ten_Motions_sEMGdata"

description: "10 self-defined human in hand motions"
DOI: 10.15468/dl.am53mu
title: Occurrence Download

description: A dataset containing 142 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buccinum koreana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 142 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001185-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bn9kf
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudostachyum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001184-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18425258
title: forest dynamics
DOI: 10.5281/zenodo.18425257
title: forest dynamics
DOI: 10.25903/ayv2-3t95
title: Role of Pharmacists in Transgender Health

description: <p><strong>Background:</strong></p>
<p>This is a data record for a two-phase study which explored the role of the pharmacist in transgender healthcare by investigating trans and gender diverse people&rsquo;s expectations of pharmacists and by evaluating the attitudes and practice of pharmacists in the provision of this care (Stage One). A sequential exploratory mixed method design was applied in Stage One where first, qualitative interviews with trans and gender diverse people and pharmacists residing in Queensland, Australia were conducted using narrative enquiry. Data were imported into the NVivo data management software and then analyzed, coded and themes were derived. Secondly, interview data informed the development of a survey for pharmacists administered nationally using a Qualtrics platform. The combined data from this first phase informed the design, delivery, and evaluation of a training program for pharmacists and pharmacy students to equip them with knowledge of trans and gender diverse care and provide better health outcomes for this underserved population (Stage Two). Surveys were analyzed using SPSS. Pre-and post-test training surveys completed by the participating pharmacists and pharmacy students evaluated the change in their awareness and knowledge about trans and gender diverse care. Pre-and post-training surveys were analyzed using SPSS. Three-month outcome evaluation interviews with pharmacists explored the impact of the training program on their practice of providing care for trans and gender diverse people. Interview data were analyzed using Braun and Clarke's six step framework for thematic analysis.</p>
<p><strong>This data record contains:</strong></p>
<ul>
<li>Five x word (.doc) files containing the interview guides, survey tools (pre and post survey) and survey questionnaire.</li>
<li>One x .zip file containing PDF versions of each .doc file</li>
</ul>
<p>--//--</p>
<p>Software/equipment used to create/collect the data: Qualtrics, Zoom </p>
<p>Software/equipment used to manipulate/analyse the data: SPSS, NVivo</p>
DOI: 10.15468/dl.qz8ua7
title: Occurrence Download

description: A dataset containing 775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is Zimbabwe",
 "TaxonKey is Buprestidae"
 ]
}

 The dataset includes 775 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001187-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5u9s7r
title: Occurrence Download

description: A dataset containing 1372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Hiptage benghalensis"
 ]
}

 The dataset includes 1372 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001186-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hykkcs
title: Occurrence Download

description: A dataset containing 704 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capsella rubella",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 704 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001188-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.4661925
title: A copy of website at https://www.naenamarray2020.info

description: This is the full copy of the website 'https://www.naenamarray2020.info'
DOI: 10.15468/dl.w53wyp
title: Occurrence Download

description: A dataset containing 2746 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lunella smaragda",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2746 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001189-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kk78n
title: Occurrence Download

description: A dataset containing 892423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Larus dominicanus"
 ]
}

 The dataset includes 892423 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001149-260129131611470/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.31168849
title: Measurement data of "Functional nanoparticles for magnetic removal of critical phthalates from water"

description: Removal of phthalate esters from water via functional magnetic nanoparticles
DOI: 10.6084/m9.figshare.31168849.v1
title: Measurement data of "Functional nanoparticles for magnetic removal of critical phthalates from water"

description: Removal of phthalate esters from water via functional magnetic nanoparticles
DOI: 10.15468/dl.8g7urd
title: Occurrence Download

description: A dataset containing 931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schizostachyum",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 931 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001190-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gypnjb
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Burara jaina"
 ]
}

 The dataset includes 342 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001191-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18334403
title: Temporary Persistent Scatterers Identified with InSAR in Shenzhen's Qianhai Area

description: This dataset is built upon 126 ascending-orbit Sentinel-1 SAR images acquired from January 2019 to April 2022. The study area spans approximately 20 km² and is located within two bursts of the standard Sentinel-1 product.

Dataset:



The starting point of the TPS.

The endpoint of the TPS. 

Different types of TPS.
DOI: 10.5281/zenodo.18334402
title: Temporary Persistent Scatterers Identified with InSAR in Shenzhen's Qianhai Area

description: This dataset is built upon 126 ascending-orbit Sentinel-1 SAR images acquired from January 2019 to April 2022. The study area spans approximately 20 km² and is located within two bursts of the standard Sentinel-1 product.

Dataset:



The starting point of the TPS.

The endpoint of the TPS. 

Different types of TPS.
DOI: 10.15468/dl.zmfwsd
title: Occurrence Download

description: A dataset containing 92 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chinese Taipei",
 "TaxonKey is Bibasis jaina"
 ]
}

 The dataset includes 92 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001192-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mjk2nh
title: Occurrence Download

description: A dataset containing 225 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is one of (CC0 1.0, CC-BY 4.0)",
 "OccurrenceStatus is Present",
 "TaxonKey is Alnus formosana",
 "Year 2000-2026"
 ]
}

 The dataset includes 225 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001193-260129131611470/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.31198876
title: Evaluation of anemia in non-enhanced and contrast-enhanced dual-energy CT using electron density imaging

description: Evaluation of anemia in non-enhanced and contrast-enhanced dual-energy CT using electron density imaging
DOI: 10.6084/m9.figshare.31198876.v1
title: Evaluation of anemia in non-enhanced and contrast-enhanced dual-energy CT using electron density imaging

description: Evaluation of anemia in non-enhanced and contrast-enhanced dual-energy CT using electron density imaging
DOI: 10.15468/dl.jnsuqb
title: Occurrence Download

description: A dataset containing 3919 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine bellidifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3919 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001195-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uw4zx
title: Occurrence Download

description: A dataset containing 310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vexillum crocatum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 310 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001196-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdb3m7
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001197-260129131611470/datasets/export for details.
DOI: 10.5281/zenodo.17972105
title: HRIC: A High-Resolution Remote Sensing Interchange Classification Dataset

description: High-accuracy classification of interchange structures from remote sensing imagery is crucial for urban transportation planning, intelligent transportation systems, and autonomous driving technologies. However, current research on classifying high-resolution remote sensing images of interchanges remains limited, particularly due to the lack of dedicated high-resolution datasets. To address this issue, this study constructs a high-resolution interchange classification dataset (HRIC dataset) using Gaofen-2 and Jilin-1 satellite imagery with a spatial resolution of 0.5–0.75 meters. The dataset covers six common types of urban interchanges, including cloverleaf interchange, diamond interchange, roundabout interchange, T-interchange, trumpet interchange, and turbine interchange. Based on this dataset, we evaluate the performance of multiple deep learning models on the interchange classification task and propose a structural feature–enhanced classification framework tailored for accurate interchange recognition. The framework incorporates core structural modeling concepts from the STAR module into the ResNet18 backbone to strengthen structural feature representation, while integrating the ELA attention mechanism to enhance sensitivity to local features. Experimental results demonstrate that the optimized model achieves strong performance in identifying various interchange structures, reaching an overall classification accuracy of 79.10%. This study provides an effective method for the automatic recognition and analysis of complex transportation infrastructure, and lays a foundation for future research on road segmentation and topological structure extraction.
DOI: 10.5281/zenodo.17972106
title: HRIC: A High-Resolution Remote Sensing Interchange Classification Dataset

description: High-accuracy classification of interchange structures from remote sensing imagery is crucial for urban transportation planning, intelligent transportation systems, and autonomous driving technologies. However, current research on classifying high-resolution remote sensing images of interchanges remains limited, particularly due to the lack of dedicated high-resolution datasets. To address this issue, this study constructs a high-resolution interchange classification dataset (HRIC dataset) using Gaofen-2 and Jilin-1 satellite imagery with a spatial resolution of 0.5–0.75 meters. The dataset covers six common types of urban interchanges, including cloverleaf interchange, diamond interchange, roundabout interchange, T-interchange, trumpet interchange, and turbine interchange. Based on this dataset, we evaluate the performance of multiple deep learning models on the interchange classification task and propose a structural feature–enhanced classification framework tailored for accurate interchange recognition. The framework incorporates core structural modeling concepts from the STAR module into the ResNet18 backbone to strengthen structural feature representation, while integrating the ELA attention mechanism to enhance sensitivity to local features. Experimental results demonstrate that the optimized model achieves strong performance in identifying various interchange structures, reaching an overall classification accuracy of 79.10%. This study provides an effective method for the automatic recognition and analysis of complex transportation infrastructure, and lays a foundation for future research on road segmentation and topological structure extraction.
DOI: 10.15468/dl.vamhbm
title: Occurrence Download

description: A dataset containing 1532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Cyatheaceae"
 ]
}

 The dataset includes 1532 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001198-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n7k65q
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hexaplex stainforthi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 254 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001201-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ruk2ux
title: Occurrence Download

description: A dataset containing 864 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardamine resedifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 864 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001200-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/3k6kwd
title: Spiniferomonas sibirica sp. nov. (Chrysophyceae, Chromulinales), a new silica-scaled freshwater flagellate

description: This dataset contains the digitized treatments in Plazi based on the original journal article Bessudova, Anna Y., Firsova, Alena D., Likhoshway, Yelena V. (2025): Spiniferomonas sibirica sp. nov. (Chrysophyceae, Chromulinales), a new silica-scaled freshwater flagellate. Phytotaxa 722 (1): 87-91, DOI: 10.11646/phytotaxa.722.1.9, URL: https://doi.org/10.11646/phytotaxa.722.1.9AbstractA new species, Spiniferomonas sibirica, has been described using scanning and transmission electron microscopy. It is characterized by a unique combination of three types of plate-scales, each with a single lacuna: elliptical and/or rounded, and rounded-to-ovoid with an incomplete bridge. The morphological relationship of the new taxon with other Spiniferomonas species is discussed. S. sibirica was discovered in the mouths of the main tributaries of the Angara River in Siberia in May, with water temperatures ranging from 11.3 to 14.6 ℃ and pH values of 7.8 to 8.4.
DOI: 10.21227/wsbz-7051
title: "Q-Advantage Integrated Human-Guided Reinforcement Learning for Safe End-to-End Autonomous Driving"

description: "This dataset contains the full implementation of the proposed Q-Advantage Integrated Human-Guided Reinforcement Learning (QIHG-RL) framework. The package includes PyTorch-based training scripts, model architectures, the Q-advantage integration module, prioritized replay buffer, and evaluation tools used in the experiments reported in the manuscript. The code enables full reproducibility of the experiments across the three safety-critical autonomous driving tasks."
DOI: 10.15468/dl.n49bw4
title: Occurrence Download

description: A dataset containing 134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chloothamnus",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 134 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001202-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wjeqjb
title: Occurrence Download

description: A dataset containing 800 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Podolestes"
 ]
}

 The dataset includes 800 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001204-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxjm33
title: Occurrence Download

description: A dataset containing 2418455 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Araceae"
 ]
}

 The dataset includes 2418455 records from 5017 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001125-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.