cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17140767
title: Life Cycle Assessment Dataset For Haemodialysis in Utrecht, Netherlands

description: The dataset provides a detailed breakdown of the processes and procedures involved in haemodialysis (HD) or haemodiafiltration (HDF) care, focusing on the operational pathways, roles, and activities required to deliver treatment effectively. It documents:





Vascular Access Procedures: Data on patient assessments for vascular access (arteriovenous fistulas or central venous catheters), the surgical creation of access points, and ongoing monitoring of these accesses.




Dialysis Machine Preparation and Patient Connection: Information on the preparation of HD machines by nurses, the connection and disconnection of patients, and the operational setup for each session.




Routine and Emergency Monitoring: Insights into routine nephrologist visits during dialysis, monthly patient evaluations, and emergency examinations for complications like blood flow or infection issues.




Water and Dialysate Management: Records on the preparation, monitoring, and quality control of dialysis water and dialysate solutions.




Operational Tasks: Documentation of non-clinical work, such as machine and room turnover, and administrative responsibilities managed by nurses outside regular shifts.



This dataset captures the full workflow of HD care, emphasizing the procedural steps, resource allocation, and clinical oversight needed to ensure safe and effective treatment. It serves as a foundational resource for analyzing the environmental, resource, and operational impacts of haemodialysis care.
DOI: 10.57760/sciencedb.jcst.00011
title: IID Dataset
title: IID Dataset

description: To facilitate an in-depth understanding of IID is sues, in this paper, we establish a descriptive frame work for presenting the image displaying procedures of IID issues intuitively. In this descriptive frame work, an IID issue can be represented as a code slice annotated with its triggering conditions, conse quences, image processing functional modules, and er ror code description. Based on the descriptive frame work, we conduct an empirical study towards charac terizing IID issues in mobile apps. We carefully local ize 216 IID issues (in 41 apps) from 2 674 issue re ports and pull requests in 243 well-maintained open source Android apps in F-Droid, and extract these IID issues' annotated code slices.
description: To facilitate an in-depth understanding of IID is sues, in this paper, we establish a descriptive frame work for presenting the image displaying procedures of IID issues intuitively. In this descriptive frame work, an IID issue can be represented as a code slice annotated with its triggering conditions, conse quences, image processing functional modules, and er ror code description. Based on the descriptive frame work, we conduct an empirical study towards charac terizing IID issues in mobile apps. We carefully local ize 216 IID issues (in 41 apps) from 2 674 issue re ports and pull requests in 243 well-maintained open source Android apps in F-Droid, and extract these IID issues' annotated code slices.
DOI: 10.15468/dl.f6zphr
title: Occurrence Download

description: A dataset containing 5318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year is 1944"
 ]
}

 The dataset includes 5318 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010138-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hfvjm3
title: Occurrence Download

description: A dataset containing 7552 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anopheles arabiensis"
 ]
}

 The dataset includes 7552 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010137-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7abhkn
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Copionodon orthiocarinatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010140-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17127265
title: CornOrb: A Multimodal Dataset of Orbscan Corneal Topography and Clinical Annotations for Keratoconus Detection
title: A Public Multimodal Dataset of Orbscan Topography Images and Clinical Features

description: This dataset contains 1,454 eyes from 744 patients (889 normal, 565 keratoconus) collected with the Orbscan 3 device in Algerian ophthalmology centers. For each eye, four corneal maps are provided (Axial, Anterior, Posterior, Pachymetry), alongside structured clinical annotations (age, sex, astigmatism, K max, pachymetry, asphericity, diagnostic label). All data are anonymized and pre-processed into standardized PNG images and CSV files, directly usable for deep learning research. This resource provides one of the first multimodal Orbscan-based keratoconus datasets from North Africa, supporting AI development in ophthalmology and reproducibility in medical imaging.
DOI: 10.5281/zenodo.17121301
title: CornOrb: A Multimodal Dataset of Orbscan Corneal Topography and Clinical Annotations for Keratoconus Detection
title: A Public Multimodal Dataset of Orbscan Topography Images and Clinical Features

description: This dataset contains 1,454 eyes from 744 patients (889 normal, 565 keratoconus) collected with the Orbscan 3 device in Algerian ophthalmology centers. For each eye, four corneal maps are provided (Axial, Anterior, Posterior, Pachymetry), alongside structured clinical annotations (age, sex, astigmatism, K max, pachymetry, asphericity, diagnostic label). All data are anonymized and pre-processed into standardized PNG images and CSV files, directly usable for deep learning research. This resource provides one of the first multimodal Orbscan-based keratoconus datasets from North Africa, supporting AI development in ophthalmology and reproducibility in medical imaging.
DOI: 10.15468/dl.877d7y
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nodipecten subnodosus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 71 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010142-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v5ygy9
title: Occurrence Download

description: A dataset containing 1007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telekia speciosa",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1007 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010143-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24q54k
title: Occurrence Download

description: A dataset containing 1134 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telekia speciosa",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1134 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010141-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4u89n2
title: Occurrence Download

description: A dataset containing 9863 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-91.48918 5.67519,-56.09623 5.67519,-56.09623 30.24087,-91.48918 30.24087,-91.48918 5.67519))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mithracidae"
 ]
}

 The dataset includes 9863 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010145-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4bm2u
title: Occurrence Download

description: A dataset containing 980 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telekia speciosa",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 980 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010144-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2x6xm6
title: Occurrence Download

description: A dataset containing 7941 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Year is 1945"
 ]
}

 The dataset includes 7941 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010147-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17140556
title: argentiere_dust_forcing

description: FORCING_XXX for the forcing files, namelist (i.e., model input parameter files) in the namelist_argentiere.zip file.
DOI: 10.5281/zenodo.17140557
title: argentiere_dust_forcing

description: FORCING_XXX for the forcing files, namelist (i.e., model input parameter files) in the namelist_argentiere.zip file.
DOI: 10.15468/dl.v9e5af
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cyprinodon riverendi)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010150-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63bdxt
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Royal Botanic Gardens, Kew - Fungarium Specimens",
 "RecordedBy is one of (I. Senior, I. Senior (P.F. Cannon P1338), I. Senior LAFF3889)"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010151-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n3kafg
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Patinopecten caurinus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010152-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17046940
title: Data underlying the article "Amplitude- and phase-programmable dual-color photonic chip for high-contrast structured illumination microscopy"

description: In this dataset, we present the data which is illustrated in the research article "Amplitude- and phase-programmable dual-color photonic chip for high-contrast structured illumination microscopy", which has currently been submitted to Photonics Research.

The following datasets are present:



Nanobeads images: measurement of PS-Speck P7220 sub-diffraction beads for contrast estimation.

Chip characterization curves: splitting ratio - voltage characteristic curve, both at 561 nm and 638 nm, and dephasing - voltage characteristic curves, with both stability and repeatability measurements.

HiLo microscopy measurement of Invitrogen prepared slide #3: raw data with uniform and structured illumination, uniform MIP of the z-stack, HiLo stack reconstruction and corresponding MIP.

Dual color SIM microscopy measurement of MCF7 cells: raw images with structured pattern at 6 different pattern position, widefield reconstruction and SIM reconstruction, all with both 561 nm and 638 nm illumination wavelength.

Images showing pattern generation both at 561 and 638 nm illumination wavelength on top of a fixed sample of MCF7 cells.
DOI: 10.5281/zenodo.17046939
title: Data underlying the article "Amplitude- and phase-programmable dual-color photonic chip for high-contrast structured illumination microscopy"

description: In this dataset, we present the data which is illustrated in the research article "Amplitude- and phase-programmable dual-color photonic chip for high-contrast structured illumination microscopy", which has currently been submitted to Photonics Research.

The following datasets are present:



Nanobeads images: measurement of PS-Speck P7220 sub-diffraction beads for contrast estimation.

Chip characterization curves: splitting ratio - voltage characteristic curve, both at 561 nm and 638 nm, and dephasing - voltage characteristic curves, with both stability and repeatability measurements.

HiLo microscopy measurement of Invitrogen prepared slide #3: raw data with uniform and structured illumination, uniform MIP of the z-stack, HiLo stack reconstruction and corresponding MIP.

Dual color SIM microscopy measurement of MCF7 cells: raw images with structured pattern at 6 different pattern position, widefield reconstruction and SIM reconstruction, all with both 561 nm and 638 nm illumination wavelength.

Images showing pattern generation both at 561 and 638 nm illumination wavelength on top of a fixed sample of MCF7 cells.
DOI: 10.5281/zenodo.17140819
title: mod apk in digital era

description: This is the importance of mod apk in the digital era, officially taken from https://ytsgold.com
DOI: 10.5281/zenodo.17140820
title: mod apk in digital era

description: This is the importance of mod apk in the digital era, officially taken from https://ytsgold.com
DOI: 10.15468/dl.83nsbz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is one of (Carex nigra, Carex ovalis, Carex pallescens, Carex pendula, Carex remota, Carex strigosa, Carex sylvatica, Carpinus betulus, Castanea sativa, Centaurea nigra, Centaurium erythraea, Cerastium fontanum, Cerastium glomeratum, Chamerion angustifolium, Chrysosplenium oppositifolium, Circaea lutetiana, Cirsium arvense, Cirsium palustre, Cirsium vulgare, Conopodium majus, Convallaria majalis, Convolvulus arvensis, Cornus sanguinea, Coronopus didymus, Corylus avellana, Crassula helmsii, Crataegus monogyna, Crataegus x media, Crepis capillaris, Cygnosurus cristatus, Cymbalaria muralis, Cytisus scoparius, Dactylis glomerata, Dactylorhiza fuchsii, Dactylorhiza praetermissa, Deschampsia cespitosa, Deschampsia flexuosa, Digitalis purpurea, Dryopteris aemula, Dryopteris affinis, Dryopteris carthusiana, Dryopteris dilatata, Dryopteris filix-mas, Elodea canadensis, Elodea nuttallii, Epilobium brunnescens, Epilobium ciliatum, Epilobium hirsutum, Epilobium montanum, Epilobium obscurum)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010105-250914085247600/datasets/export for details.
DOI: 10.15468/dl.czytsq
title: Occurrence Download

description: A dataset containing 81 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telekia speciosa",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 81 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010153-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eggns4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Aglaothamnion tenuissimum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010094-250914085247600/datasets/export for details.
DOI: 10.15468/dl.phxfet
title: Occurrence Download

description: A dataset containing 2384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telekia speciosa",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2384 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010154-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.es6v9r
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Telekia speciosa",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 38 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010155-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5c3uvh
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pecten albicans",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010157-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a3e7ys
title: Occurrence Download

description: A dataset containing 3066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lagopus muta",
 "Country is Austria"
 ]
}

 The dataset includes 3066 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010158-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60629/30xz-2251
title: Appendix to the article Status of climate change adaptation planning in cities in the Wielkopolska Province

description: <p>Adaptation planning in Polish cities has been optional and has focused mainly on the largest cities with more than 100,000 residents. The enactment of the Act of November 27, 2024, amending the Law – Environmental Protection Law and certain other laws, introduces an obligation for all cities with 20,000 residents and more to have a climate change adaptation plan. The question arises: Will the new planning obligation pose a major challenge for cities in the province? This study examined the status of climate change adaptation planning in all 119 cities in the Wielkopolska Province. The material for the study consisted of resolutions of City Councils published on the official websites of City Offices or in the Public Information Bulletin from 01.01.2015 to 30.06.2025 on climate change adaptation planning. The obligation to have a municipal climate change adaptation plan (MPA) by January 2, 2028, applies to 17 cities (according to the population as of 31.12.2024), which accounts for 14% of all cities in the Wielkopolska Province. In this group, the two largest cities – Poznań and Kalisz – have a municipal adaptation plan enacted in accordance with the Act of November 27, 2024, another 14 cities have an adaptation document prepared or are in the process of preparing one, and one city has not started the procedure for preparing a plan. Making it mandatory to have a municipal adaptation plan has significantly increased the number of cities starting to prepare MPAs. However, making adaptation planning dependent on city size perpetuates the existing relationship between city size and the advancement of climate change adaptation planning. A declining urban population may reduce the number of cities in the province required to have a municipal adaptation plan.</p>
DOI: 10.6084/m9.figshare.26335063
title: Supplementary tables relating to analysis of sports volunteering rates in English local areas.

description: <b>Imputation and analysis of sports volunteering rates in English local areas using Sport England's ActiveLives survey</b><br>This data concerns rates of sports volunteering in English local areas, using data from Sport England's ActiveLives survey.This repository contains a spreadsheet (in Microsoft Excel format) consisting of five sheets.<b>ST1. Per-month</b> contains local-area statistics for estimation of per-month volunteering rates<b>ST2. Per-year</b> contains local-area statistics for estimation of per-year volunteering ratesST3. Univariate_associations contains outcomes of association tests for various predictors with volunteering rates. ST4. Coefficient_associations contains details of L1-penalised regression models for volunteering status used for imputationST5. Local_area_calibration contains an assessment of calibration of predictive models used for imputation.
DOI: 10.6084/m9.figshare.26335063.v1
title: Supplementary tables relating to analysis of sports volunteering rates in English local areas.

description: <b>Imputation and analysis of sports volunteering rates in English local areas using Sport England's ActiveLives survey</b><br>This data concerns rates of sports volunteering in English local areas, using data from Sport England's ActiveLives survey.This repository contains a spreadsheet (in Microsoft Excel format) consisting of five sheets.<b>ST1. Per-month</b> contains local-area statistics for estimation of per-month volunteering rates<b>ST2. Per-year</b> contains local-area statistics for estimation of per-year volunteering ratesST3. Univariate_associations contains outcomes of association tests for various predictors with volunteering rates. ST4. Coefficient_associations contains details of L1-penalised regression models for volunteering status used for imputationST5. Local_area_calibration contains an assessment of calibration of predictive models used for imputation.