cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15156/bio/sh0161855.10fu
title: SH0161855.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0161856.10fu
title: SH0161856.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh0161857.10fu
title: SH0161857.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.k5undd
title: Occurrence Download

description: A dataset containing 132 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 132 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024525-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vumw2w
title: Occurrence Download

description: A dataset containing 2065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2065 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024524-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.px4a5w
title: Occurrence Download

description: A dataset containing 773 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wendlandia tinctoria"
 ]
}

 The dataset includes 773 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024526-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ctbrfc3wx4.1
title: Bioactivities of Polyphenols, Polysaccharides, and Oligosaccharides Derived from Two Wild West African Ganoderma Species

description: This dataset supports the findings of the article titled "Bioactivities of Polyphenols, Polysaccharides, and Oligosaccharides Derived from Two Wild West African Ganoderma Species". It contains raw and processed data for antioxidant (DPPH), antibacterial (MIC and inhibition percentages), and anticancer (XTT cell viability) assays of extracts from Ganoderma enigmaticum and Ganoderma mbrekobenum. Supplementary data include total phenolic and carbohydrate content, extraction yields, and sequencing data for species identification using the ITS rDNA region. The dataset may be useful for researchers working on medicinal mushrooms, drug discovery, and natural product pharmacology.
DOI: 10.15468/dl.u2jwnj
title: Occurrence Download

description: A dataset containing 33332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bombus"
 ]
}

 The dataset includes 33332 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024523-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13944574
title: Supplement [consisting of Supplement Information and Supplement Data] to Human-induced carbon stress power upon Earth: Integrated data set, rheological findings and consequences

description: The Supplement to the article Human-induced carbon stress power upon Earth: Integrated data set, rheological findings and consequences by Jonas et al. (2024) consists of two parts: (1) Supplement Information (SI) and (2) Supplement Data (SD). The two parts of the Supplement are made available to facilitate replicating the article’s findings. The Supplement Information (SI) consists of 12 sections; while the Supplement Data (SD), an Excel file, consists of 43 well-organized, fully commented worksheets. Both SI sections and SD worksheets refer to the individual sections of the article as indicated in the table below: 

















Article: 




Section 









Supplement Information: 




Section 









Supplement Data: 




Worksheet 











1. 









Introduction 









--- 









--- 











2. 









Method 









1–4 









--- 











3. 









Data and conversion factors 









5 









--- 











4. 









Data processing 









--- 









--- 











4.1 









Determining a gross range for the global damping 









--- 









--- 











4.1.A 









Deriving the damping for land and ocean 









--- 









1–5 











4.1.B 









Identifying the appropriate order of magnitude for the proportionally-in-scale global damping values 









6–7 









6–21 











4.2 









Determining a narrow range for the global damping 









8 









22–36 











4.3 









Linear-exponential strain 









9–11 









37–39 











4.4 









Data processing: Recap of the advancements 









--- 









--- 











5. 









Main findings 









12 









40–43 











6. 









Account of the findings 









--- 









---
DOI: 10.15468/dl.zudmr7
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platypoecilus variatus"
 ]
}

 The dataset includes 17 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024527-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13944573
title: Supplement [consisting of Supplement Information and Supplement Data] to Human-induced carbon stress power upon Earth: Integrated data set, rheological findings and consequences

description: The Supplement to the article Human-induced carbon stress power upon Earth: Integrated data set, rheological findings and consequences by Jonas et al. (2024) consists of two parts: (1) Supplement Information (SI) and (2) Supplement Data (SD). The two parts of the Supplement are made available to facilitate replicating the article’s findings. The Supplement Information (SI) consists of 12 sections; while the Supplement Data (SD), an Excel file, consists of 43 well-organized, fully commented worksheets. Both SI sections and SD worksheets refer to the individual sections of the article as indicated in the table below: 

















Article: 




Section 









Supplement Information: 




Section 









Supplement Data: 




Worksheet 











1. 









Introduction 









--- 









--- 











2. 









Method 









1–4 









--- 











3. 









Data and conversion factors 









5 









--- 











4. 









Data processing 









--- 









--- 











4.1 









Determining a gross range for the global damping 









--- 









--- 











4.1.A 









Deriving the damping for land and ocean 









--- 









1–5 











4.1.B 









Identifying the appropriate order of magnitude for the proportionally-in-scale global damping values 









6–7 









6–21 











4.2 









Determining a narrow range for the global damping 









8 









22–36 











4.3 









Linear-exponential strain 









9–11 









37–39 











4.4 









Data processing: Recap of the advancements 









--- 









--- 











5. 









Main findings 









12 









40–43 











6. 









Account of the findings 









--- 









---
DOI: 10.15468/dl.z8za37
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Amphisbaena medemi"
 ]
}

 The dataset includes 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024528-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/xptd2ss44w
title: Stevensite carbonation data

description: Research data from manuscript titled Microbial and abiotic approaches to carbonating stevensite: what works and what doesn’t
DOI: 10.17632/xptd2ss44w.1
title: Stevensite carbonation data

description: Research data from manuscript titled Microbial and abiotic approaches to carbonating stevensite: what works and what doesn’t
DOI: 10.17632/y55vbwcwm2
title: Indoor Air Quality, Hygiene Practices and the Antimicrobial Resistance Profiles of Airborne Bacteria in Selected Areas of a Tertiary Health Facility in Ibadan, Nigeria

description: Title:
Indoor Air Quality, Hygiene Practices, and the Antimicrobial Resistance Profiles of Airborne Bacteria in a Tertiary Health Facility in Ibadan, Nigeria
Research Hypothesis:
This study was guided by the hypothesis that poor hygiene practices, inadequate sanitary conditions, high occupancy levels, high activity rates, and certain environmental factors such as temperature and humidity contribute to increased bacterial loads and elevated antimicrobial resistance profiles of airborne bacteria within healthcare facilities.
DOI: 10.17632/y55vbwcwm2.1
title: Indoor Air Quality, Hygiene Practices and the Antimicrobial Resistance Profiles of Airborne Bacteria in Selected Areas of a Tertiary Health Facility in Ibadan, Nigeria

description: Title:
Indoor Air Quality, Hygiene Practices, and the Antimicrobial Resistance Profiles of Airborne Bacteria in a Tertiary Health Facility in Ibadan, Nigeria
Research Hypothesis:
This study was guided by the hypothesis that poor hygiene practices, inadequate sanitary conditions, high occupancy levels, high activity rates, and certain environmental factors such as temperature and humidity contribute to increased bacterial loads and elevated antimicrobial resistance profiles of airborne bacteria within healthcare facilities.
DOI: 10.15468/dl.bbm9fb
title: Occurrence Download

description: A dataset containing 201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster lucidus",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 201 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024529-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3wgp9c6nwk
title: Percutaneous nephrostomy antibiotic prophylaxis dataset

description: To evaluate the association of nephrostomy-related UTI with antibiotic prophylaxis in cancer patients.
DOI: 10.17632/3wgp9c6nwk.3
title: Percutaneous nephrostomy antibiotic prophylaxis dataset

description: To evaluate the association of nephrostomy-related UTI with antibiotic prophylaxis in cancer patients.
DOI: 10.15468/dl.pk6jrf
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Finland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 139 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024532-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fdxst56tcj.4
title: InGesture Dataset

description: The InGesture dataset provides high-resolution (200 Hz) inertial sensor data for hand gesture recognition, focusing on the challenge of distinguishing fluid intake from seven other kinematically similar gestures. Data were collected from 50 participants (34 male, 16 female, aged 18-67) across 65 recording sessions.

An inertial sensor (WT901BLECL5 IMU) was placed on each participant's dominant wrist, and gestures were annotated in real-time with a synchronized mobile app to ensure high temporal accuracy. The full dataset contains de labeled gesture instances.

To facilitate use, the data is provided in two complementary formats:
1. Continuous Recordings:
CSV files containing the full recording of each session (~10 minutes), ideal for segmentation and sequence modeling tasks.
Columns: timestamp, accX/Y/Z (accelerometer), asX/Y/Z (gyroscope), and label (gesture code).

2. Segmented Gestures:
Individual CSV files, where each file represents a single, pre-segmented gesture instance, ready for use in classification models.
Columns: timestamp, x/y/z (accelerometer), gx/gy/gz (gyroscope). The filename indicates the gesture (e.g., fluid_intake_1_800.csv).

Gesture Classes (Labels):
0: Free Condition / Other 
1: Fluid Intake 
2: Answering Phone 
3: Scratching Head 
4: Passing Hand over Face 
5: Adjusting Glasses 
6: Holding Chin 
7: Stretching with Hands behind Neck 

Additional Resources:
To accelerate analysis, the repository includes:
A Jupyter Notebook with Python code for loading, processing, and visualizing the data.
A detailed metadata file with participant demographics (age, sex, height, weight) and session details (e.g., container type used), allowing for robust, stratified analysis.
DOI: 10.15468/dl.c7r95x
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 24 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024530-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6a6yth
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Bolivia (Plurinational State of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024531-250717081556266/datasets/export for details.
DOI: 10.15468/dl.jk4f9w
title: Occurrence Download

description: A dataset containing 555455 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eudyptula minor"
 ]
}

 The dataset includes 555455 records from 135 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024429-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/s54n4tyyz4.1
title: Global Day-Ahead Electricity Price Dataset

description: This dataset presents a unified, cross-continental time-series day-ahead electricity prices compiled from major wholesale markets across Asia, Europe, North America, South America, and Oceania. The dataset offers a standardized format that supports time-series forecasting and enables robust comparative analysis across diverse global electricity markets.
DOI: 10.17632/hhf4ksfpwd.1
title: Supplemental Materials: Adverse events of topical treatments for rosacea: A systematic review of randomized controlled trials

description: Supplemental Tables 1-3 for "Adverse events of topical treatments for rosacea: A systematic review of randomized controlled trials"
DOI: 10.15468/dl.9by887
title: Occurrence Download

description: A dataset containing 4752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4752 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024536-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62ftwt
title: Occurrence Download

description: A dataset containing 1275 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rockhausenia pygmaea"
 ]
}

 The dataset includes 1275 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024535-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/72h6tht2c8
title: Analysis of variability and epigenetic age prediction across microarray and methylation sequencing technologies

description: The variability and accuracy of epigenetic aging clocks are dependent on the choice of clock and the underlying technology utilized for methylation measurement. Using 100 technical replicate samples from two adult buccal cohorts, we compared technical methylation variability and signal strength between the Infinium MethylationEPIC v2.0 array and the Twist Human Methylome Panel across 753,648 shared CpGs. Twist methylation sequencing showed skewed methylation distributions and fewer highly correlated CpGs than MethylationEPIC arrays. Variance analysis revealed a skew toward higher signal strength in MethylationEPIC datasets with a subset of CpGs showing high signal strength in both methylation sequencing and array datasets. Despite these biases, four principal component (PC) trained epigenetic clocks (pcHorvath1, pcHorvath2, pcHannum, and pcDNAm PhenoAge) were robust across both technologies, even with missing data. While pcHannum and pcDNAm PhenoAge had similar replicate errors across both technologies, pcHorvath1 was more reproducible on arrays while pcHorvath2 was more reproducible on methylation sequencing. Furthermore, original non-PC versions of these clocks were significantly less reproducible in Twist datasets and displayed obvious differences in age prediction compared to their PC-trained versions across both technologies. For example, mean replicate error for the original, non-PC DNAm PhenoAge clock jumped from 3.850 years in arrays to 6.156 years in methylation sequencing. This underscores the need for careful selection of epigenetic clocks and technology-specific adjustments when optimizing for accuracy and reproducibility. It further emphasizes the importance of correcting for technical noise which, if left unaddressed, is substantial. 

Files include metadata sheets, methylation beta tables, and methylation bedGraph files.
DOI: 10.17632/72h6tht2c8.1
title: Analysis of variability and epigenetic age prediction across microarray and methylation sequencing technologies

description: The variability and accuracy of epigenetic aging clocks are dependent on the choice of clock and the underlying technology utilized for methylation measurement. Using 100 technical replicate samples from two adult buccal cohorts, we compared technical methylation variability and signal strength between the Infinium MethylationEPIC v2.0 array and the Twist Human Methylome Panel across 753,648 shared CpGs. Twist methylation sequencing showed skewed methylation distributions and fewer highly correlated CpGs than MethylationEPIC arrays. Variance analysis revealed a skew toward higher signal strength in MethylationEPIC datasets with a subset of CpGs showing high signal strength in both methylation sequencing and array datasets. Despite these biases, four principal component (PC) trained epigenetic clocks (pcHorvath1, pcHorvath2, pcHannum, and pcDNAm PhenoAge) were robust across both technologies, even with missing data. While pcHannum and pcDNAm PhenoAge had similar replicate errors across both technologies, pcHorvath1 was more reproducible on arrays while pcHorvath2 was more reproducible on methylation sequencing. Furthermore, original non-PC versions of these clocks were significantly less reproducible in Twist datasets and displayed obvious differences in age prediction compared to their PC-trained versions across both technologies. For example, mean replicate error for the original, non-PC DNAm PhenoAge clock jumped from 3.850 years in arrays to 6.156 years in methylation sequencing. This underscores the need for careful selection of epigenetic clocks and technology-specific adjustments when optimizing for accuracy and reproducibility. It further emphasizes the importance of correcting for technical noise which, if left unaddressed, is substantial. 

Files include metadata sheets, methylation beta tables, and methylation bedGraph files.