cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3y5kws
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((119.67107 29.67066,121.09322 29.67066,121.09322 30.79252,119.67107 30.79252,119.67107 29.67066))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Berberidaceae"
 ]
}

 The dataset includes 173 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044707-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5sgmdy
title: Occurrence Download

description: A dataset containing 2987 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "DatasetKey is Observation.org, Nature data from around the World",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Castor fiber",
 "Year is 2019"
 ]
}

 The dataset includes 2987 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044709-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17879998
title: Raw data - Bioactivity Assessment of Functionalized TiO2 Powder with Dihydroquercetin

description: The time-dependent antimicrobial ability of pristine TiO2 (20 mg/mL) and TiO2/DHQ (1–20 mg/mL) against E. coli under visible-light excitation (457 nm); control: experiments without photocatalyst.

Kubelka–Munk transformations of DRS data for the pristine TiO2 (Aeroxide® P25) powder and TiO2-based ICT complex with DHQ. Additionally, images of TiO2 and TiO2/DHQ, as well as the spectral profile of the emitted light used in antimicrobial tests, are included.
DOI: 10.5281/zenodo.17879999
title: Raw data - Bioactivity Assessment of Functionalized TiO2 Powder with Dihydroquercetin

description: The time-dependent antimicrobial ability of pristine TiO2 (20 mg/mL) and TiO2/DHQ (1–20 mg/mL) against E. coli under visible-light excitation (457 nm); control: experiments without photocatalyst.

Kubelka–Munk transformations of DRS data for the pristine TiO2 (Aeroxide® P25) powder and TiO2-based ICT complex with DHQ. Additionally, images of TiO2 and TiO2/DHQ, as well as the spectral profile of the emitted light used in antimicrobial tests, are included.
DOI: 10.15468/dl.avw4me
title: Occurrence Download

description: A dataset containing 11126441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters is less than or equal to 500.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 1991-2000"
 ]
}

 The dataset includes 11126441 records from 882 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044679-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkq82g
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zygophyllum waterlotii"
 ]
}

 The dataset includes 114 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044710-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17806241
title: Supplementary Information: Translation Ambiguity Induced by m5C Modification in mRNA

description: The sims_files folder contains input files (.tpr) and output coordinates (.gro) of the Molecular Dynamics (MD) simulations. For each tautomer of m5C (IO1,IO2 and AO), conformational state of the ribosome (CR, AC_open, AC_closed), and simulation step (solvent equilibration, release of position restraints, production run) the input and output files of the 10 independent replica are included. 

The force_field_modified_params folder includes residue topologies (.rtp file) and hydrogen data bank (.hdb) of the AO, IO1 and IO2 tautomers of m5C.

The Figure 5D and S6 folders contain the data used to generate the corresponding figures in the paper.
DOI: 10.5281/zenodo.17806242
title: Supplementary Information: Translation Ambiguity Induced by m5C Modification in mRNA

description: The sims_files folder contains input files (.tpr) and output coordinates (.gro) of the Molecular Dynamics (MD) simulations. For each tautomer of m5C (IO1,IO2 and AO), conformational state of the ribosome (CR, AC_open, AC_closed), and simulation step (solvent equilibration, release of position restraints, production run) the input and output files of the 10 independent replica are included. 

The force_field_modified_params folder includes residue topologies (.rtp file) and hydrogen data bank (.hdb) of the AO, IO1 and IO2 tautomers of m5C.

The Figure 5D and S6 folders contain the data used to generate the corresponding figures in the paper.
DOI: 10.15468/dl.q3exn3
title: Occurrence Download

description: A dataset containing 18069 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Synallaxis subpudica"
 ]
}

 The dataset includes 18069 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044708-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.faxavy
title: Occurrence Download

description: A dataset containing 786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Psychoda divaricata"
 ]
}

 The dataset includes 786 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052932-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr4n3c
title: Occurrence Download

description: A dataset containing 832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Dendrocopos major",
 "BasisOfRecord is Specimen",
 "Country is one of (Russian Federation)"
 ]
}

 The dataset includes 832 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052931-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6eq62m
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petunia axillaris",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 59 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052934-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13027086
title: Forex Exchange Rates Since 2004 (Updated Daily)
DOI: 10.15468/dl.nu3xj5
title: Occurrence Download

description: A dataset containing 30072 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepomis auritus"
 ]
}

 The dataset includes 30072 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052936-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.572nra
title: Occurrence Download

description: A dataset containing 184583 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silene nutans"
 ]
}

 The dataset includes 184583 records from 1254 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052870-250827131500795/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.30102754
title: <b>Career Choices and Influencing Factors among Undergraduate Medical Students of a Private Medical College, Karachi</b>d

description: Introduction:The global imbalance in physician specialization presents a growing challenge, as the career preferences of medical graduates often fail to align with the healthcare needs of communities. These disparities can lead to underrepresentation in certain critical specialties. Understanding the factors that influence medical students’ career choices is essential for informing workforce planning and ensuring a more equitable distribution of future healthcare providers.Objectives:The objective of this study was to assess the career preferences and the influencing factors among third-, fourth-, and final-year undergraduate medical students at a private medical college in Karachi.Methods:A cross-sectional study was conducted among third-, fourth-, and final-year medical students at Liaquat College of Medicine and Dentistry over a 6-month period post IRB approval. A stratified probability sampling technique was employed to ensure representative selection across academic years. The calculated sample size for the study was 215 participants. Data will be collected through a self-administered questionnaire, addressing career preferences and factors influencing choices. Ethical considerations involve written informed consent, ensuring data anonymity and confidentiality. Results:A total of 214 medical students participated in the study, with a mean age of 22.4 ± 1.74 years. Of them, 128 (59.8%) were female and 86 (40.2%) were male. The majority were enrolled in the final year 78 (36.4%) and fourth year 92 (43.0%) of the MBBS program. Most fathers were graduates 79 (36.9%) and worked in non-medical professions 177 (82.7%), while a significant proportion of mothers 70 (32.7%) were housewives. Overall, 177 (82.7%) students reported a high degree of satisfaction with choosing the medical profession. The most frequently selected specialties for future careers were general surgery 44 (20.6%), obstetrics and gynecology 18 (8.4%), and orthopedics 16 (7.5%). Regarding preferred postgraduate qualifications, FCPS was cited by 95 (44.4%) students, and USMLE by 70 (32.7%). The most commonly reported encouraging factors influencing career choice included academic interest 182 (85.0%), lifestyle 166 (77.6%), public appreciation of doctors 162 (75.7%), application of skills 160 (74.8%), salary 157 (73.4%), and social standing 156 (72.9%). In contrast, discouraging factors included the long duration of training 138 (64.5%), inadequate training programs 134 (62.6%), lack of competent supervisors 130 (60.7%), personal life concerns 125 (58.4%), and extended working hours 123 (57.5%).Conclusion: General surgery, obstetrics and gynecology, and orthopedics were the most preferred specialties, with FCPS and USMLE as top postgraduate choices. Career decisions were mainly influenced by lifestyle and academic interest, while poor training quality and lengthy duration were major barriers. These findings call for targeted reforms in medical education and career planning.<br>
DOI: 10.6084/m9.figshare.30102754.v1
title: <b>Career Choices and Influencing Factors among Undergraduate Medical Students of a Private Medical College, Karachi</b>d

description: Introduction:The global imbalance in physician specialization presents a growing challenge, as the career preferences of medical graduates often fail to align with the healthcare needs of communities. These disparities can lead to underrepresentation in certain critical specialties. Understanding the factors that influence medical students’ career choices is essential for informing workforce planning and ensuring a more equitable distribution of future healthcare providers.Objectives:The objective of this study was to assess the career preferences and the influencing factors among third-, fourth-, and final-year undergraduate medical students at a private medical college in Karachi.Methods:A cross-sectional study was conducted among third-, fourth-, and final-year medical students at Liaquat College of Medicine and Dentistry over a 6-month period post IRB approval. A stratified probability sampling technique was employed to ensure representative selection across academic years. The calculated sample size for the study was 215 participants. Data will be collected through a self-administered questionnaire, addressing career preferences and factors influencing choices. Ethical considerations involve written informed consent, ensuring data anonymity and confidentiality. Results:A total of 214 medical students participated in the study, with a mean age of 22.4 ± 1.74 years. Of them, 128 (59.8%) were female and 86 (40.2%) were male. The majority were enrolled in the final year 78 (36.4%) and fourth year 92 (43.0%) of the MBBS program. Most fathers were graduates 79 (36.9%) and worked in non-medical professions 177 (82.7%), while a significant proportion of mothers 70 (32.7%) were housewives. Overall, 177 (82.7%) students reported a high degree of satisfaction with choosing the medical profession. The most frequently selected specialties for future careers were general surgery 44 (20.6%), obstetrics and gynecology 18 (8.4%), and orthopedics 16 (7.5%). Regarding preferred postgraduate qualifications, FCPS was cited by 95 (44.4%) students, and USMLE by 70 (32.7%). The most commonly reported encouraging factors influencing career choice included academic interest 182 (85.0%), lifestyle 166 (77.6%), public appreciation of doctors 162 (75.7%), application of skills 160 (74.8%), salary 157 (73.4%), and social standing 156 (72.9%). In contrast, discouraging factors included the long duration of training 138 (64.5%), inadequate training programs 134 (62.6%), lack of competent supervisors 130 (60.7%), personal life concerns 125 (58.4%), and extended working hours 123 (57.5%).Conclusion: General surgery, obstetrics and gynecology, and orthopedics were the most preferred specialties, with FCPS and USMLE as top postgraduate choices. Career decisions were mainly influenced by lifestyle and academic interest, while poor training quality and lengthy duration were major barriers. These findings call for targeted reforms in medical education and career planning.<br>
DOI: 10.5281/zenodo.17098037
title: Project HF‑EOLUS. Task 1. Puertos del Estado Vilano Buoy Data Bundle (GeoParquet + STAC)

description: This Zenodo record contains the static STAC catalog for the HF-EOLUS ingestion of Puertos del Estado (PdE) buoy wind observations for the Vilano buoy, along with the helper SQL and scripts used to produce the data. The pipeline consolidates per‑buoy time series (wind speed and direction) into analysis‑ready GeoParquet and describes them with STAC for discovery and interoperability. For more details, see the repository.

Data Source



Puertos del Estado is providing the historical buoy data for the “Vilano” buoy (2011–2023). Data were retrieved via the Puertos del Estado Portus oceanographic data portal (https://portus.puertos.es) in November 2024. Puertos del Estado requests that it be acknowledged as the data source in any use of the data.






Processing

After being uploaded to AWS S3, Raw CSV observations for the Vilano buoy are converted to per‑buoy GeoParquet using AWS Athena CTAS (see ctas.sql). The orchestration script pipeline.sh leverages the HF‑EOLUS processing scripts archived at https://doi.org/10.5281/zenodo.17097948 to add geospatial metadata to the Parquet output and to generate the static STAC catalog.



Contents



ctas.sql: Athena CTAS statements for CSV→Parquet conversion

pipeline.sh: Orchestration script for ingestion and metadata generation

stac_properties_collection.json: STAC collection‑level properties

stac_properties_item.json: STAC item‑level properties

buoy_ingestion.tar.gz: Compressed archive of the STAC catalog and associated GeoParquet asset(s)


Acknowledgements

This work has been funded by the HF‑EOLUS project (TED2021‑129551B‑I00), financed by MICIU/AEI /10.13039/501100011033 and by the European Union NextGenerationEU/PRTR - BDNS 598843 - Component 17 - Investment I3. Members of the Marine Research Centre (CIM) of the University of Vigo have participated in the development. We thank Puertos del Estado for providing public access to the buoy data.

Disclaimer

This content is provided "as is", without warranties of any kind. Users are responsible for verifying fitness for purpose and for complying with the licensing and attribution requirements of upstream Puertos del Estado data.
DOI: 10.5281/zenodo.17098038
title: Project HF‑EOLUS. Task 1. Puertos del Estado Vilano Buoy Data Bundle (GeoParquet + STAC)

description: This Zenodo record contains the static STAC catalog for the HF-EOLUS ingestion of Puertos del Estado (PdE) buoy wind observations for the Vilano buoy, along with the helper SQL and scripts used to produce the data. The pipeline consolidates per‑buoy time series (wind speed and direction) into analysis‑ready GeoParquet and describes them with STAC for discovery and interoperability. For more details, see the repository.

Data Source



Puertos del Estado is providing the historical buoy data for the “Vilano” buoy (2011–2023). Data were retrieved via the Puertos del Estado Portus oceanographic data portal (https://portus.puertos.es) in November 2024. Puertos del Estado requests that it be acknowledged as the data source in any use of the data.






Processing

After being uploaded to AWS S3, Raw CSV observations for the Vilano buoy are converted to per‑buoy GeoParquet using AWS Athena CTAS (see ctas.sql). The orchestration script pipeline.sh leverages the HF‑EOLUS processing scripts archived at https://doi.org/10.5281/zenodo.17097948 to add geospatial metadata to the Parquet output and to generate the static STAC catalog.



Contents



ctas.sql: Athena CTAS statements for CSV→Parquet conversion

pipeline.sh: Orchestration script for ingestion and metadata generation

stac_properties_collection.json: STAC collection‑level properties

stac_properties_item.json: STAC item‑level properties

buoy_ingestion.tar.gz: Compressed archive of the STAC catalog and associated GeoParquet asset(s)


Acknowledgements

This work has been funded by the HF‑EOLUS project (TED2021‑129551B‑I00), financed by MICIU/AEI /10.13039/501100011033 and by the European Union NextGenerationEU/PRTR - BDNS 598843 - Component 17 - Investment I3. Members of the Marine Research Centre (CIM) of the University of Vigo have participated in the development. We thank Puertos del Estado for providing public access to the buoy data.

Disclaimer

This content is provided "as is", without warranties of any kind. Users are responsible for verifying fitness for purpose and for complying with the licensing and attribution requirements of upstream Puertos del Estado data.
DOI: 10.15468/dl.2cgjez
title: Occurrence Download

description: A dataset containing 29414 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sisymbrium loeselii"
 ]
}

 The dataset includes 29414 records from 461 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052937-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.feunsk
title: Occurrence Download

description: A dataset containing 264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 264 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169174-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ukcoq
title: Occurrence Download

description: A dataset containing 669 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleopeltis polylepis (Roem. ex Kunze) T.Moore"
 ]
}

 The dataset includes 669 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031650-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xtrdtr
title: Occurrence Download

description: A dataset containing 29145 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Alisma lanceolatum With.",
 "TaxonKey is Alisma gramineum Lej."
 ]
}

 The dataset includes 29145 records from 408 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206762-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yas27n
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Dendropsophus riveroi (Cochran & Goin, 1970)"
 ]
}

 The dataset includes 236 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025685-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.udnbts
title: Occurrence Download

description: A dataset containing 71569 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bacillariophyta"
 ]
}

 The dataset includes 71569 records from 333 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0179309-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7lplx5
title: Occurrence Download

description: A dataset containing 7500 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mangifera indica L."
 ]
}

 The dataset includes 7500 records from 317 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031651-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmu4sr
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bulbophyllum manobulbum Schltr."
 ]
}

 The dataset includes 9 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064682-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsr65q
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gopherus flavomarginatus Legler, 1959"
 ]
}

 The dataset includes 46 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206764-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.