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

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Epilobium komarovianum",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041142-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/gt1z-rsq0-1513
title: WSR-88D KBUF Level2 data in cfradial format. Daily tar archives with CIDD/JADE directory structure.. Version 1.0

description: This data set contains WSR-88D KBUF Level2 data collected during the Ontario Winter Lake-effect Systems (OWLeS) project from 1 December 2013 through 1 February 2014. These data are in cfradial format and are available as daily tar files. Please see the related link for more information on cfradial format. Note: this is a large data set. Archive file sizes range from 20 to 160 MB/day.
DOI: 10.15468/dl.cupgy4
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-187.71352 -31.11270,-32.28648 -31.11270,-32.28648 31.11270,-187.71352 31.11270,-187.71352 -31.11270))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Matisia cordata"
 ]
}

 The dataset includes 498 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041145-250920141307145/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/13245145
title: Market Prices of Commodities in South Tangerang
DOI: 10.34740/kaggle/dsv/13245149
title: Balochi Language to English Translation Dataset
DOI: 10.15468/dl.5crnws
title: Occurrence Download

description: A dataset containing 1741 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sporobolus heterolepis)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1741 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041146-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf2bs7
title: Occurrence Download

description: A dataset containing 2463843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "Year is 2001"
 ]
}

 The dataset includes 2463843 records from 503 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041069-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/hgs0-yzt3-ds14
title: WSR-88D KCCX Level2 data in cfradial format. Daily tar archives with CIDD/JADE directory structure.. Version 1.0

description: This data set contains WSR-88D KCCX Level2 data collected during the Ontario Winter Lake-effect Systems (OWLeS) project from 1 December 2013 through 1 February 2014. These data are in cfradial format and are available as daily tar files. Please see the related link for more information on cfradial format. Note: this is a large data set. Archive file sizes range from 15 to 160 MB/day.
DOI: 10.26023/5564-b9dv-f314
title: WSR-88D KENX Level2 data in cfradial format. Daily tar archives with CIDD/JADE directory structure.. Version 1.0

description: This data set contains WSR-88D KENX Level2 data collected during the Ontario Winter Lake-effect Systems (OWLeS) project from 1 December 2013 through 1 February 2014. These data are in cfradial format and are available as daily tar files. Please see the related link for more information on cfradial format. Note: this is a large data set. Archive file sizes range from 15 to 160 MB/day.
DOI: 10.15468/dl.b83qs2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "OccurrenceStatus is Present",
 "TaxonKey is Copaifera rondonii"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041148-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b8g86e
title: Occurrence Download

description: A dataset containing 513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1968",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 513 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041150-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3y7n33
title: Occurrence Download

description: A dataset containing 12190 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is United States of America",
 "DatasetKey is VectorBase (Bioinformatics Resource for Invertebrate Vectors of Human Pathogens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Sex is Female",
 "TaxonKey is Aedes aegypti",
 "Year 1895-2025"
 ]
}

 The dataset includes 12190 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041152-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vrwcbq
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera acutifolia",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041153-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skc5xp
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera acutifolia",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041154-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/cs31-pbpe-es0c
title: WSR-88D KTYX Level2 data in cfradial format. Daily tar archives with CIDD/JADE directory structure.. Version 1.0

description: This data set contains WSR-88D KTYX Level2 data collected during the Ontario Winter Lake-effect Systems (OWLeS) project from 1 December 2013 through 1 February 2014. These data are in cfradial format and are available as daily tar files. Please see the related link for more information on cfradial format. Note: this is a large data set. Archive file sizes range from 15 to 160 MB/day.
DOI: 10.7910/dvn/upohgi
title: Replication Data for: Quasi-2D-Ising-type magnetic critical behavior in trigonal Cr1.27Te2

description: Data related to the published paper.
DOI: 10.5281/zenodo.17253504
title: cirDNA End-Motif Frequencies (2- and 4-mers) from sWGS

description: Processed end-motif frequency tables (2- and 4-mers) from cfDNA shallow WGS. Rows are motifs (ACGT lexicographic), columns are samples; values are per-sample fractions (and counts where provided). Methods: fragment 5′ boundary from paired-end alignments (min reference_start/max reference_end), motifs from reference genome at boundary; primary alignments, proper pairs; duplicates and vendor QC-fail excluded; MAPQ ≥ 30; GRCh38.
DOI: 10.5281/zenodo.17253503
title: cirDNA End-Motif Frequencies (2- and 4-mers) from sWGS

description: Processed end-motif frequency tables (2- and 4-mers) from cfDNA shallow WGS. Rows are motifs (ACGT lexicographic), columns are samples; values are per-sample fractions (and counts where provided). Methods: fragment 5′ boundary from paired-end alignments (min reference_start/max reference_end), motifs from reference genome at boundary; primary alignments, proper pairs; duplicates and vendor QC-fail excluded; MAPQ ≥ 30; GRCh38.
DOI: 10.15468/dl.p48ur7
title: Occurrence Download

description: A dataset containing 3652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Poecilia",
 "Year 2010-2025"
 ]
}

 The dataset includes 3652 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041151-250920141307145/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/13245171
title: Booru.org Top Leaderboard
DOI: 10.26023/j7yp-swcq-a007
title: ASOS 1-Minute Data. Version 1.0

description: This data set contains page 1 and page 2 Automated Surface Observing System (ASOS) one minute data. The page 1 data are in data set DSI 6405 and page 2 data are in data set DSI 6406. All files are named by 4 letter station name, 4 digit year and 2 digit month. This data set includes data from the entire ASOS network including those in the 50 U.S. states and a few international locations at military bases. Data is in 4 tar files. Two are for December 2013 and two for January 2014. Each month is split into Page One (6405) and Page Two (6406). See the documentation files below for a description of the Parameters contained in each of the two Pages. Note tar file sizes which will appear when ordering. This data set was supplied by NOAA/NCDC. NCAR/EOL has conducted no processing or quality control on these data and they are provided as is.
DOI: 10.7910/dvn/9qckz3
title: Continuum of Care and FIPS Codes Match

description: Matched Continuum of Care (CoC) to FIPS codes for all principal cities from 2019-2022. FIPS data from Census designations and CoC data from HUD Point in Time and CoC designations (see sheet 3 for complete data sources and links).
DOI: 10.15468/dl.nbyvkr
title: Occurrence Download

description: A dataset containing 437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera acutifolia",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 437 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041155-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pda73k
title: Occurrence Download

description: A dataset containing 284 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.38919 -20.97056,-14.61081 -20.97056,-14.61081 12.97056,-99.38919 12.97056,-99.38919 -20.97056))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Couma utilis"
 ]
}

 The dataset includes 284 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041158-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/rtf3-a0n3-e20p
title: ASOS 5-Minute Data. Version 1.0

description: This data set contains Automated Surface Observing System (ASOS) 5 minute data. The individual station files are contained in a single tar file for each of the two months, December 2013 and January 2014. This data set includes data from the entire ASOS network including those in the 50 United states and a few international locations at military bases. Data are in 2 tar files, one for December 2013 and one for January 2014. This data set was supplied by NOAA/NCDC. NCAR/EOL has conducted no processing or quality control on these data and they are provided as is.
DOI: 10.15468/dl.884n38
title: Occurrence Download

description: A dataset containing 5363 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna Íctica Nativa Continental de Chile"
 ]
}

 The dataset includes 5363 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041160-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60520/ieda/114175
title: Elemental Concentration data and 7 Metal Stable isotope Ratios reported in "Development of a Method to Measure Seven Metal Stable Isotope Ratios in Small Carbonaceous Chondrite Samples"

description: This archive includes elemental concentration data and multiple stable metal isotope ratios for multiple splits of meteorite ALH 83100. The purpose of this work was to develop a method to purify several elements from a single, small split of meteoritic material and collect high precision stable isotopic data. The data is associated with a manuscript titled "Development of a Method to Measure Seven Metal Stable Isotope Ratios in Small Carbonaceous Chondrite Samples" that is under review at the time of submission.
DOI: 10.15468/dl.zq8j4e
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1968",
 "Continent is North America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 322 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041161-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/sflveh
title: Entertainment Media Motivations & Conspiracy Beliefs

description: A cross-sectional convenience sample (N=399), which includes the following items:

15-item generic conspiracist beliefs scale (Brotherton et al., 2013)
12-item entertainment media motivations (Oliver & Raney, 2011)
12-item narrative engageability scale (Blandzic et al., 2019)
14-item entertainment media enjoyment (genre enjoyment)
DOI: 10.15468/dl.qpn6k9
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lieinix lala",
 "Year 1965-2015"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041162-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26023/2fjm-vdyy-307
title: SUNY-Oswego Mobile Surface Snow Observations Data. Version 1.0

description: This dataset contains SUNY Oswego Mobile Surface Snow Observations Data collected from 7 December 2013 to January 2014. SUNY Oswego positioned 1-4 snow teams in most long lake-axis-parallel (LLAP) lake-effect events observed during the Ontario Winter Lake-effect Systems (OWLeS) project. Teams were positioned along the most intense axis of the forecasted band position and recorded snow fall depth and liquid water content (LWC) at hourly and 6-hourly periods. They also measured current conditions with a Kestrel mobile weather station and any other notable observations (e.g., hydrometeor type). These data are in Excel format (xlsx).
DOI: 10.5281/zenodo.17253568
title: MOOC Renewal Dataset and Code for VIKOR Optimization

description: his dataset and code archive supports the research article titled "Optimizing MOOC Renewal Decisions with VIKOR for Evidence-Based and Sustainable Course Design."

It contains real learner feedback from a SWAYAM-based MOOC (N=437), used to evaluate and rank 26 candidate course updates. The study applies the VIKOR multi-criteria decision-making (MCDM) method, comparing it with a greedy value-effort heuristic and an instructor-defined plan, under varying budget constraints.

Included are CSV files representing raw learner-derived inputs, normalized decision matrices, baseline comparisons, and ranked selections. Additionally, the code for computing VIKOR scores, generating rankings, and visualizing outcomes is provided in Python/Jupyter format.

This open dataset is intended to support reproducibility, promote transparent instructional design decisions in MOOC platforms, and facilitate further research in learner-centric course improvement frameworks.

Keywords: MOOC renewal, VIKOR, learner analytics, decision-making, MCDM, instructional design, SWAYAM, educational technology.
DOI: 10.5281/zenodo.17253569
title: MOOC Renewal Dataset and Code for VIKOR Optimization

description: his dataset and code archive supports the research article titled "Optimizing MOOC Renewal Decisions with VIKOR for Evidence-Based and Sustainable Course Design."

It contains real learner feedback from a SWAYAM-based MOOC (N=437), used to evaluate and rank 26 candidate course updates. The study applies the VIKOR multi-criteria decision-making (MCDM) method, comparing it with a greedy value-effort heuristic and an instructor-defined plan, under varying budget constraints.

Included are CSV files representing raw learner-derived inputs, normalized decision matrices, baseline comparisons, and ranked selections. Additionally, the code for computing VIKOR scores, generating rankings, and visualizing outcomes is provided in Python/Jupyter format.

This open dataset is intended to support reproducibility, promote transparent instructional design decisions in MOOC platforms, and facilitate further research in learner-centric course improvement frameworks.

Keywords: MOOC renewal, VIKOR, learner analytics, decision-making, MCDM, instructional design, SWAYAM, educational technology.
DOI: 10.26023/pst8-bwt6-670j
title: OWLeS: National Weather Service High Resolution Radiosonde Data. Version 1.0

description: The National Oceanic and Atmospheric Administration (NOAA) National Weather Service (NWS) routinely releases radiosondes two times per day (00 and 12 UTC) and does occasional special releases at other times of day (usually 18 UTC) from sites across the United States. This data set includes the quality controlled NWS soundings released from 8 stations located within the Ontario Winter Lake-effect Systems (OWLeS) domain for the OWLeS field phase (1 December 2013 to 31 January 2014). The sites included are Albany (NY), Buffalo (NY), Detroit/White Lake (MI), Gaylord (MI), Green Bay (WI), International Falls (MN), Chanhassen (MN), and Pittsburgh (PA). A total of 991 quality controlled, high resolution (1-second) soundings are contained in this data set.
DOI: 10.15468/olcyq4
title: MVZ Bird Observations (Arctos)

description: The MVZ maintains an online catalog of bird observations vouchered with media, fieldnotes, or other documentation. These records are curated with the same minimal data standards as vouchered specimens.
DOI: 10.26023/1rxb-b0bx-d00
title: OWLeS: SUNY-Oswego Mobile Radiosonde Data. Version 1.0

description: The State University of New York at Oswego (SUNY-Oswego) operated a mobile radiosonde system during lake-effect systems on Lake Ontario. SUNY-Oswego operations were on the east and southeast end of Lake Ontario. This data set includes the quality controlled SUNY-Oswego soundings released for the Ontario Winter Lake-effect Systems (OWLeS) field phase (7 December 2013 to 28 January 2014). A total of 51 quality controlled, high resolution (1-second) soundings are contained in the final OWLeS data set.
DOI: 10.71622/data_277865
title: Stability of hollandite-type structure from subducting feldspars: Implications for element transport into the deep mantle
DOI: 10.15468/dl.uwmxnc
title: Occurrence Download

description: A dataset containing 106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oenothera albipercurva",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 106 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041164-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/rnbjhx
title: Replication Data for: Room temperature magnetocaloric effects in monoclinic Cr3Te4

description: Data related to the published paper.
DOI: 10.15468/dl.86p62d
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Moema piriana"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041166-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjg85y
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041163-250920141307145/datasets/export for details.
DOI: 10.15468/dl.8rbfpj
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diplocephalus lusiscus"
 ]
}

 The dataset includes 46 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041167-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tj6tn9
title: Occurrence Download

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

 The dataset includes 81 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041165-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rxfve
title: Occurrence Download

description: A dataset containing 679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1969",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 679 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041168-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.