cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5683/sp3/twf2qm
title: Reproducible archive for the thesis intitled: Three Essays on Taxes and Canadian Families

description: &lt;p&gt; This archive contains the codes used to produce all of the analysis included in the three chapters of the thesis. (2023-09-14) &lt;/p&gt;

&lt;p&gt; The code makes use of two sources of data: the Canadian Tax and Credit Simulator (created by Kevin Milligan of UBC) and the Longitudinal Administrative Databank (LAD), a dataset hosted by Statistics Canada. &lt;/p&gt;

&lt;p&gt; To reproduce the analysis, one must obtain a copy of the CTaCS, by contacting professor Milligan: &lt;a href = "https://can01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fsites.google.com%2Fview%2Fkevin-milligan%2Fhome%2Fctacs&data=05%7C01%7CDataServices%40cunet.carleton.ca%7C864b4b68ffbd48526fb308dbbe05b5bf%7C6ad91895de06485ebc51fce126cc8530%7C0%7C0%7C638312706985899410%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=XHOCMk07SEkp1loIDSLaAJEsneplIhU5Xq7kRrxLq4s%3D&reserved=0"&gt;https://sites.google.com/view/kevin-milligan/home/ctacs &lt;/a&gt;&lt;/p&gt;&lt;p&gt; The CTaCS is used in conjunction with the LAD and separately to produce illustrative simulations.&lt;/p&gt;

&lt;p&gt;This archive can be used to reproduce the tables and graphs shown in the thesis, but the underlying source of data, the LAD, must be accessed by interested researchers in one of Statistics Canada's Research Data Centers. The process to gain access to such facilities is detailed here: &lt;a href = "https://can01.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.statcan.gc.ca%2Fen%2Fmicrodata%2Fdata-centres%2Faccess&data=05%7C01%7CDataServices%40cunet.carleton.ca%7C864b4b68ffbd48526fb308dbbe05b5bf%7C6ad91895de06485ebc51fce126cc8530%7C0%7C0%7C638312706985899410%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000%7C%7C%7C&sdata=ByQFlG%2BDsHSEKrpMx4PkJHKmcg5nq9P7GvXikLpJ4OE%3D&reserved=0"&gt;https://www.statcan.gc.ca/en/microdata/data-centres/access&lt;/a&gt;&lt;/p&gt;

&lt;p&gt;The archive contains code in R and Stata.&lt;/p&gt;
DOI: 10.15468/dl.v4mprn
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"IND.26.20_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009438-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18247587
title: Mehlsack, Apotheke (ca. 1924/1947)

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope): https://kalliope-verbund.info/DE-611-BF-70963 [Funktion: Im Findbuch anzeigen]Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.15468/dl.3k86w9
title: Occurrence Download

description: A dataset containing 684 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 2021 Turtle Dove National Survey - Species Data"
 ]
}

 The dataset includes 684 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006185-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4cnccq
title: Occurrence Download

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

 The dataset includes 38 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034504-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eh6w99
title: Occurrence Download

description: A dataset containing 47560 species occurrences available in GBIF matching the query:
{
 "and" : [
 "EarliestEpochOrLowestSeries is Holocene",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 47560 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034503-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hkmru
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Butler University - Algae",
 "Country is Croatia"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034505-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qch5dk
title: Occurrence Download

description: A dataset containing 537 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Michigan Museum of Zoology, Division of Mollusks",
 "Country is Croatia"
 ]
}

 The dataset includes 537 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034508-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b34cwx
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea murbeckii"
 ]
}

 The dataset includes 4 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034509-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c84smb
title: Occurrence Download

description: A dataset containing 17681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bromus tectorum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17681 records from 215 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034507-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtj32r
title: Occurrence Download

description: A dataset containing 12509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Casearia sylvestris"
 ]
}

 The dataset includes 12509 records from 404 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034506-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d53s3
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of California Museum of Paleontology",
 "Country is Croatia"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034510-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vfn64j
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anchoviella perfasciata",
 "Year 1000-2025"
 ]
}

 The dataset includes 157 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034511-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tx7ccb
title: Occurrence Download

description: A dataset containing 511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulis australis",
 "Year 2015-2025"
 ]
}

 The dataset includes 511 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034512-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rrq72
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Tennessee Bryophyte Herbarium",
 "Country is Croatia"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034513-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqb928
title: Occurrence Download

description: A dataset containing 784 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is Indotyphlops braminus"
 ]
}

 The dataset includes 784 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034514-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u4tbu
title: Occurrence Download

description: A dataset containing 76 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulis eurystole",
 "Year 2015-2025"
 ]
}

 The dataset includes 76 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034515-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6mc5ah
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NHMD Herpetology Collection",
 "Country is Croatia"
 ]
}

 The dataset includes 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034516-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jctgnd
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of Cincinnati, Margaret H. Fulford Herbarium - Bryophytes",
 "Country is Croatia"
 ]
}

 The dataset includes 27 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034517-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5h57n
title: Occurrence Download

description: A dataset containing 13173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Castanea dentata"
 ]
}

 The dataset includes 13173 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034518-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd8m3r
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Naturalis Biodiversity Center (NL) - Mammalia",
 "Country is Croatia"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034519-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sut5pn
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catapodium rigidum",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034520-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52mvb9
title: Occurrence Download

description: A dataset containing 1912 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catapodium rigidum",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1912 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034521-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15580884
title: iDust-ut: A Global Wind Erosion Threshold Dataset for Enhanced Dust Forecasting

description: Dataset Description:

This dataset provides global monthly dust emission threshold velocity (ut) at 1°×1° resolution, developed through multi-source data integration including ground observations, satellite retrievals, and reanalysis products.

Contents:



Contains complete source code for dataset generation (genut.zip)

iDust-ut dataset derived from multi-source observations and reanalysis (ut.zip)

Model-adaptive ut dataset for iDust, CAMS, ERA5, and MERRA-2 with 10-meter wind speed bias compensation(ut.zip)


Key Features:



iDust-ut validated against field observations (R=0.93, RMSE=0.8 m/s)

Model-adaptive ut for improved dust forecasting

Ready-to-use NetCDF4 format with CF-compliant metadata
DOI: 10.15468/dl.engvnu
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catapodium rigidum",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034522-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8eaefz
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The Fungal Collection of Helga Große-Brauckmann at the Botanische Staatssammlung München",
 "Country is Croatia"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034523-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uqhepy
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bulgaria",
 "TaxonKey is Centaurea neiceffii"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034524-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uskj8
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Museums Victoria provider for OZCAM",
 "Country is Croatia"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034525-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uw2xbf
title: Occurrence Download

description: A dataset containing 163204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "LatestEpochOrHighestSeries is Pleistocene",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 163204 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034480-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zfr2k
title: Occurrence Download

description: A dataset containing 34340 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulis mordax",
 "Year 2015-2025"
 ]
}

 The dataset includes 34340 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034526-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyd9p2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bryophyte herbarium, UiB",
 "Country is Croatia"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034527-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gpunec
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catapodium rigidum",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034528-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4atwzd
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Catapodium rigidum",
 "Country is Bulgaria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034529-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbxxfv
title: Occurrence Download

description: A dataset containing 3700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Natural History Museum, Vienna - Herbarium W",
 "Country is Croatia"
 ]
}

 The dataset includes 3700 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034532-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5pqq36
title: Occurrence Download

description: A dataset containing 1727 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Engraulis ringens",
 "Year 2015-2025"
 ]
}

 The dataset includes 1727 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034531-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16931824
title: Dataset of Istanbul Smart City Apps: User Feedback from Google Play

description: This dataset contains user reviews of smart city mobile applications used in Istanbul, collected from the Google Play Store between 2023 and 2025. It combines user feedback on widely adopted applications such as Istanbulkart (digital transportation card app) and other related smart city services.

The dataset includes over 10,000 anonymized reviews with associated metadata such as:





Review ID (unique identifier)




User Name (as provided on Google Play)




Review Content (textual feedback in Turkish)




Score (1–5 rating)




Thumbs Up Count (helpfulness votes)




App Version and Review Version




Timestamp of review submission




Application Name



The reviews reflect real-world user experiences regarding usability, system integration, payment processes, authentication, interface quality, and overall satisfaction with Istanbul’s smart city applications.

This dataset can be used for:





Natural Language Processing (NLP) research (topic modeling, sentiment analysis, opinion mining)




Smart city service evaluation and user experience (UX) studies




Machine learning experiments on multilingual short-text analysis




Policy and decision-making support for public transportation and digital city services



Data were collected exclusively from publicly available sources on Google Play Store. No private or personally sensitive information is included beyond what users publicly shared in their reviews.
DOI: 10.5281/zenodo.16931825
title: Dataset of Istanbul Smart City Apps: User Feedback from Google Play

description: This dataset contains user reviews of smart city mobile applications used in Istanbul, collected from the Google Play Store between 2023 and 2025. It combines user feedback on widely adopted applications such as Istanbulkart (digital transportation card app) and other related smart city services.

The dataset includes over 10,000 anonymized reviews with associated metadata such as:





Review ID (unique identifier)




User Name (as provided on Google Play)




Review Content (textual feedback in Turkish)




Score (1–5 rating)




Thumbs Up Count (helpfulness votes)




App Version and Review Version




Timestamp of review submission




Application Name



The reviews reflect real-world user experiences regarding usability, system integration, payment processes, authentication, interface quality, and overall satisfaction with Istanbul’s smart city applications.

This dataset can be used for:





Natural Language Processing (NLP) research (topic modeling, sentiment analysis, opinion mining)




Smart city service evaluation and user experience (UX) studies




Machine learning experiments on multilingual short-text analysis




Policy and decision-making support for public transportation and digital city services



Data were collected exclusively from publicly available sources on Google Play Store. No private or personally sensitive information is included beyond what users publicly shared in their reviews.