cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28938883
title: Corporate mapping in OpenStreetMap – shifting trends in global evolution and small-scale effects

description: Since 2016, corporations are increasingly getting involved in OpenStreetMap (OSM). Large corporations such as Apple, Microsoft, Meta, and Amazon have hired large teams to edit in OSM and contribute map data on a global scale. At the same time, some observers and the OSM mapping communities have expressed concerns about corporate involvement. Previous studies have been able to identify global patterns, but their small-scale effects on other non-corporate or volunteer mappers have been difficult to quantify. The presented analysis attempts to contribute to this debate by analyzing mapping trends for corporate and non-corporate contributors at two scales. First, we investigated the impact of corporate mapping on the global scale between 2016 and 2024. Corporate editors filled in the gaps left by other volunteer mapping efforts mainly in high- and medium-income countries. 36 countries accounted for 88% of all corporate mapping activity. Furthermore, our results reveal an unexpected declining number of overall corporate edits since 2021, despite an apparent increase in the number of active companies. Second, we study the impact of corporate mapping on country- and small-scale mapping. For this analysis, we considered data from the United Arab Emirates, Colombia, Vietnam, and Mexico. Despite concerns in the OSM communities, our results suggest that there seems to be no general tendency for corporate contributions to discourage non-corporate contributions. Still, given the fact that overall corporate edits have been declining, this raises the question if there is a change in the companies’ approach toward OSM. We conclude that future research needs to shed light on this shift by investigating the accompanying effects on spatial data quality and OSM community sustainability.
DOI: 10.6084/m9.figshare.28938883.v1
title: Corporate mapping in OpenStreetMap – shifting trends in global evolution and small-scale effects

description: Since 2016, corporations are increasingly getting involved in OpenStreetMap (OSM). Large corporations such as Apple, Microsoft, Meta, and Amazon have hired large teams to edit in OSM and contribute map data on a global scale. At the same time, some observers and the OSM mapping communities have expressed concerns about corporate involvement. Previous studies have been able to identify global patterns, but their small-scale effects on other non-corporate or volunteer mappers have been difficult to quantify. The presented analysis attempts to contribute to this debate by analyzing mapping trends for corporate and non-corporate contributors at two scales. First, we investigated the impact of corporate mapping on the global scale between 2016 and 2024. Corporate editors filled in the gaps left by other volunteer mapping efforts mainly in high- and medium-income countries. 36 countries accounted for 88% of all corporate mapping activity. Furthermore, our results reveal an unexpected declining number of overall corporate edits since 2021, despite an apparent increase in the number of active companies. Second, we study the impact of corporate mapping on country- and small-scale mapping. For this analysis, we considered data from the United Arab Emirates, Colombia, Vietnam, and Mexico. Despite concerns in the OSM communities, our results suggest that there seems to be no general tendency for corporate contributions to discourage non-corporate contributions. Still, given the fact that overall corporate edits have been declining, this raises the question if there is a change in the companies’ approach toward OSM. We conclude that future research needs to shed light on this shift by investigating the accompanying effects on spatial data quality and OSM community sustainability.
DOI: 10.6084/m9.figshare.28930706
title: Example Video : Finger tapping for bradykinesia detection

description: Example Video for finger tapping task for bradykinesia detection
DOI: 10.15468/dl.stzqvv
title: Occurrence Download

description: A dataset listing the 296 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Invertebrados del Parque Nacional Arrecife Puerto Morelos"
 ]
}

 The dataset's 296 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018287-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15161/oar.it/hx04p-3ng40
title: Dataset for: Stochastic Reconstruction of Gappy Lagrangian Turbulent Signals by Conditional Generative Diffusion Models

description: This dataset supports the research presented in "Stochastic Reconstruction of Gappy Lagrangian Turbulent Signals by Conditional Generative Diffusion Models" (https://arxiv.org/abs/2410.23971). Details on how to access and process the data can be found in the code repository: https://github.com/SmartTURB/C-DM-lagr.
DOI: 10.15161/oar.it/qzz78-rs819
title: Dataset for: Stochastic Reconstruction of Gappy Lagrangian Turbulent Signals by Conditional Generative Diffusion Models

description: This dataset supports the research presented in "Stochastic Reconstruction of Gappy Lagrangian Turbulent Signals by Conditional Generative Diffusion Models" (https://arxiv.org/abs/2410.23971). Details on how to access and process the data can be found in the code repository: https://github.com/SmartTURB/C-DM-lagr.
DOI: 10.34740/kaggle/dsv/11643153
title: Grain dataset for visual selection
DOI: 10.15468/dl.hnemfc
title: Occurrence Download

description: A dataset containing 79 records in GBIF matching the query:
SELECT "year", GBIF_EEARGCode( 1000, decimalLatitude, decimalLongitude, COALESCE(coordinateUncertaintyInMeters, 1000) ) AS eeaCellCode, classKey, class, genusKey, genus, COUNT(*) AS occurrences, MIN(COALESCE(coordinateUncertaintyInMeters, 1000)) AS minCoordinateUncertaintyInMeters, MIN(GBIF_TemporalUncertainty(eventDate, null)) AS minTemporalUncertainty FROM occurrence WHERE occurrenceStatus = 'PRESENT' AND genusKey IN (2284443, 2202786, 2161911, 2161467, 7652364, 2176168, 3092125, 2771094, 8782549, 2457378, 2453882, 2457825, 2454645, 2465626, 2466496, 2459675, 2444141, 2444221, 2447418, 2441658, 2442664, 3266899, 2473221, 2445496, 5221394, 2443339, 4553469) AND countrycode = 'BE' AND "year" &gt;= 1900 AND hasCoordinate = TRUE AND genusKey IS NOT NULL AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID') AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH') AND (LOWER(identificationVerificationStatus) NOT IN ( 'unverified', 'unvalidated', 'not validated', 'under validation', 'not able to validate', 'control could not be conclusive due to insufficient knowledge', 'uncertain', 'unconfirmed', 'unconfirmed - not reviewed', 'validation requested' ) OR identificationVerificationStatus IS NULL) AND COALESCE(coordinateUncertaintyInMeters, 1000) &lt;= 10000 GROUP BY "year", eeaCellCode, classKey, class, genusKey, genus ORDER BY "year" DESC, eeaCellCode ASC, genusKey ASC;

 The dataset's 79 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018285-250426092105405/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.28938869
title: 附录：龙岗第四纪玄武岩的岩石成因及动力学意义：来自全岩主微量元素及Sr-Nd-Pb同位素的制约.pdf

description: <b>龙岗第四纪玄武岩的岩石成因及地球动力学意义</b><b>——</b><b>CONSTRAINTS FROM THE WHOLE-ROCK MAJOR AND TRACE ELEMENTS AND Sr‑Nd‑Pb ISOTOPES</b>
DOI: 10.15468/dl.9s2h4x
title: Occurrence Download

description: A dataset containing 58976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dioscorea acanthogene Rusby, Jacquemontia nodiflora (Desr.) G.Don, Gomphrena vermicularis L., Ibatia maritima (Jacq.) Decne., Pterocaulon virgatum (L.) DC., Xanthium chinense Mill., Euploca humilis (L.) Feuillet, Camonea umbellata (L.) A.R.Simões & Staples, Distimake aegyptius (L.) A.R.Simões & Staples, Distimake quinquefolius (L.) A.R.Simões & Staples, Ipomoea indica (Burm.) Merr.)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 58976 records from 798 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018280-250426092105405/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/13355275
title: Antutu Benchmark
DOI: 10.5255/ukda-sn-7638-6
title: Understanding Society: Innovation Panel, Waves 1-13, 2008-2020: Special Licence Access, Census 2011 Middle Layer Super Output Areas
title: Understanding Society, 2008- : Special Licence Access
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. &lt;p class="x_x_MsoNormal"&gt;The &lt;i&gt;Understanding Society: Innovation Panel: Special Licence Access, Census 2011 Middle Layer Super Output Areas&lt;/i&gt; dataset contains Middle Layer Super Output Areas (MSOAs) geographic variables for each wave of &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; to date, and a household identification serial number for file matching to the main &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; data. These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access' section below). Those users who wish to make an application for these data should contact the HelpDesk for further details.&lt;br&gt; &lt;br&gt; &lt;b&gt;Census 2001 and 2011 MSOA access restrictions&lt;/b&gt;&lt;br&gt; Census 2001-defined MSOA geographic variables are also available under Special Licence access conditions to match to Understanding Society data - see SN 7637. Please note that, to minimise the risk of disclosure, users may access one or the other of SN 7637: &lt;i&gt;Understanding Society: Innovation Panel, Special Licence Access, Census 2001 Middle Layer Super Output Areas&lt;/i&gt; and SN 7638: &lt;i&gt;Understanding Society: Innovation Panel, Special Licence Access, Census 2011 Middle Layer Super Output Areas&lt;/i&gt; but not both.&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;span style="font-weight: bold;"&gt;Latest edition information&lt;/span&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;/p&gt; &lt;p class="x_MsoNormal"&gt;For the sixth edition (October 2021), data for Wave 13 were deposited.&lt;span&gt;&lt;/span&gt;&lt;/p&gt; &lt;p&gt;&lt;/p&gt;
DOI: 10.5255/ukda-sn-7639-6
title: Understanding Society: Innovation Panel, Waves 1-13, 2008-2020: Special Licence Access, Census 2011 Output Area Classification
title: Understanding Society, 2008- : Special Licence Access
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. &lt;p class="x_x_MsoNormal"&gt;The &lt;i&gt;Understanding Society: Innovation Panel: Special Licence Access, Census 2011 Output Area Classification&lt;/i&gt; dataset contains Output Areas (OAC11) geographic variables for each wave of &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; to date, and a household identification serial number for file matching to the main &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; data. It should be noted that these are the classifications and not the codes themselves. These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access' section below). Those users who wish to make an application for these data should contact the HelpDesk for further details.&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;span style="font-weight: bold;"&gt;Latest edition information&lt;/span&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;/p&gt; &lt;p class="x_MsoNormal"&gt;For the sixth edition (October 2021), data for Wave 13 were deposited.&lt;span&gt;&lt;/span&gt;&lt;/p&gt; &lt;p&gt;&lt;br&gt; &lt;br&gt; &lt;/p&gt;
DOI: 10.5255/ukda-sn-7640-6
title: Understanding Society: Innovation Panel, Waves 1-13, 2008-2020: Special Licence Access, Census 2011 Rural-Urban Indicators
title: Understanding Society, 2008- : Special Licence Access
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. &lt;p class="x_x_MsoNormal"&gt;The &lt;i&gt;Understanding Society: Innovation Panel: Special Licence Access, Census 2011 Rural-Urban Indicators&lt;/i&gt; dataset contains Census 2011 Rural-Urban Indicators geographic variables for each wave of &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; to date, and a household identification serial number for file matching to the main &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; data. These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access' section below). Those users who wish to make an application for these data should contact the HelpDesk for further details.&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;span style="font-weight: bold;"&gt;Latest edition information&lt;/span&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;/p&gt; &lt;p class="x_MsoNormal"&gt;For the sixth edition (October 2021), data for Wave 13 were deposited.&lt;span&gt;&lt;/span&gt;&lt;/p&gt; &lt;p&gt;&lt;br&gt; &lt;br&gt; &lt;/p&gt;
DOI: 10.5255/ukda-sn-7641-6
title: Understanding Society: Innovation Panel, Waves 1-13, 2008-2020: Special Licence Access, Census 2001 Rural-Urban Indicators
title: Understanding Society, 2008- : Special Licence Access
title: United Kingdom Household Longitudinal Study; UKHLS

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. &lt;p class="x_x_MsoNormal"&gt;The &lt;i&gt;Understanding Society: Innovation Panel: Special Licence Access, Census 2001 Rural-Urban Indicators&lt;/i&gt; dataset contains Census 2001 Rural-Urban Indicators geographic variables for each wave of &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; to date, and a household identification serial number for file matching to the main &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; data. These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access' section below). Those users who wish to make an application for these data should contact the HelpDesk for further details.&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;span style="font-weight: bold;"&gt;Latest edition information&lt;/span&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;/p&gt; &lt;p class="x_MsoNormal"&gt;For the sixth edition (October 2021), data for Wave 13 were deposited.&lt;span&gt;&lt;/span&gt;&lt;/p&gt; &lt;p&gt;&lt;br&gt; &lt;br&gt; &lt;/p&gt;
DOI: 10.5255/ukda-sn-8472-3
title: Understanding Society: Innovation Panel, Waves 1-13, 2008-2020: Special Licence Access, Interviewer Characteristics
title: Understanding Society, 2008- : Special Licence Access

description: &lt;span style="font-style: italic;"&gt;Understanding Society&lt;/span&gt; (the UK Household Longitudinal Study), which began in 2009, is conducted by the Institute for Social and Economic Research (ISER) at the University of Essex, and the survey research organisations Kantar Public and NatCen. It builds on and incorporates, the British Household Panel Survey (BHPS), which began in 1991. &lt;p class="x_x_MsoNormal"&gt;&lt;span&gt;The &lt;i&gt;Understanding Society: Innovation Panel: Special Licence Access, Interviewer Characteristics&lt;/i&gt; dataset contains details on interviewers for all waves of &lt;i&gt;Understanding Society: Innovation Panel&lt;/i&gt; to date together with an interviewer serial number for file matching to the main &lt;i&gt;Understanding Society: Innovation Panel &lt;/i&gt;data (held at the UK Data Archive under SN 6849 and SN 7083). These data have more restrictive access conditions than those available under the standard End User Licence (see 'Access' section below). Those users who wish to make an application for these data should contact the HelpDesk for further details.&lt;/span&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;span style="font-weight: bold;"&gt;Latest edition information&lt;/span&gt;&lt;/p&gt; &lt;p class="x_x_MsoNormal"&gt;&lt;/p&gt; &lt;p class="x_MsoNormal"&gt;For the third edition (October 2021), data for Wave 13 were deposited.&lt;span&gt;&lt;/span&gt;&lt;/p&gt; &lt;p&gt;&lt;/p&gt; &lt;p&gt;&lt;br&gt; &lt;/p&gt;
DOI: 10.25549/inscriptifact-ouc110595903
title: Persepolis Fortification Aramaic Text 323, PFAT 323

description: [Text Description:] Administrative text with seal PFATS 0020*. ❧ [Text or Publication Number Note:] PFAT 323, Bowman 323 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFATS 0020* on obverse, upper edge, reverse, bottom edge, flat edge. ❧ [Physical Object Note:] Damage on round edge.
DOI: 10.25549/jrbm-c91-1287
title: Kankai ibun, vol. 7, 1807

description: Kankai ibun, [1807], volume 7 = Description and travel of circumnavigation of seas, [1807], volume 7 = 環海 異聞 七 文化 4. Volume seven of a manuscript by Gentaku Ōtsuki and Kōkyō Shimura who drew from four Japanese fishermen the story of their voyage around the world during repeated interviews. The Kankai Ibun is an account of their journey when they were sent off-course en route to the capital, Edo. The fishermen were rescued by a Russian ship and taken to late 18th / early 19th century Europe and, most especially, Russia.; The cargo ship, Wakamiyamaru, left from the port of Ishimaki in Sendai-han, today’s Miyagi Prefecture, in Japan carrying rice and lumber with 16 crew members for Edo, today’s Tokyo, on November 27th, 1793. Shipwrecked and drifted in the Pacific Ocean for half a year, they finally landed in one of the islands of the Andreanof Islands, a part of the Aleutian Islands on May 10th, 1794. They were transferred to Irkutsk by Russians where they stayed until the spring of 1803. They were then called in by Alexander I of Russia to St. Petersburg where they stayed from April to June in 1803, and from where they started their journey back home. They were included in the Rezanov mission on the first Russian global circumnavigation by a ship Nadezhda. It took them 16 months to reach the port of Nagasaki, Japan in September, 1804 since they left in June, 1803. Of the sixteen, five crewmen got on board. Four returned home in Sendai; one, who had become an interpreter, returned to Russia with Rezanov.
DOI: 10.25549/inscriptifact-ouc110595872
title: Persepolis Fortification Aramaic Text 321, PFAT 321

description: [Text Description:] Administrative text with seals PFATS 0317s; PFATS 0032; PFATS 0318. ❧ [Text or Publication Number Note:] PFAT 321, Bowman 321 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink traces and incised inscription. Seal impressions PFATS 0317s on obverse; PFATS 0032 on reverse; PFATS 0318 on flat edge.
DOI: 10.5255/ukda-sn-7973-5
title: Longitudinal Small Business Survey, 2015-2020
title: LSBS

description: &lt;p&gt;The&lt;span&gt; &lt;span style="font-style: italic;"&gt;Longitudinal Small Business Survey&lt;/span&gt;&lt;/span&gt; (LSBS) is a large-scale telephone survey of small business owners and managers, commissioned by the Department for Business, Energy and Industrial Strategy (BEIS). This survey is the latest in a series of annual and biennial Small Business Surveys (SBS) dating back to 2003.&lt;/p&gt; &lt;p&gt;From 2015, the survey methodology changed to include a longitudinal tracking element. A large sample size was recruited in Year One (2015) to establish a panel of businesses to be re-surveyed in subsequent years. This will allow a detailed analysis of how combinations of factors affect business performance.&lt;/p&gt; &lt;p&gt;The LSBS is intended to:&lt;/p&gt; &lt;ul&gt; &lt;li&gt;Improve the understanding of what drives and constrains business performance and growth by addressing evidence gaps relating to the lags between many business activities and associated performance outcomes;&lt;/li&gt;&lt;li&gt;Provide improved data on current business performance and the factors that affect this. The larger survey size will provide more reliable findings for key sub-groups of the business population and in relation to activities such as seeking finance which are only relevant to part of the sample.&lt;/li&gt;&lt;/ul&gt; &lt;p&gt;The data available covers all respondents over the course of the six years so far. The 2014 datasets, covering the businesses surveyed, businesses with no employees and SMEs with employees, are available via the UK Data Service and held under &lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/studies/study?id=7814" target="_blank"&gt; SN 7814&lt;/a&gt;. Further information and research reports are available on the GOV.UK &lt;a href="https://www.gov.uk/government/collections/small-business-survey-reports" target="_blank"&gt; Small Business Survey reports webpage&lt;/a&gt;.&lt;br&gt; &lt;br&gt; &lt;span&gt;&lt;span style="font-style: italic;"&gt;Controlled Access Version&lt;/span&gt;&lt;br&gt;&lt;/span&gt;A Controlled Access version of the LSBS is available from the UK Data Archive, subject to stringent access conditions. Extra variables include postcode district, 2, 3 and 4 digit SIC codes and Inter-Departmental Business Register (IDBR) reference numbers for linking to other business surveys. Small Business Survey data files for 2010 and 2012 containing 4 digit SIC codes and IDBR reference numbers are available under SN 6856. Users are strongly advised to check whether the safeguarded version is sufficient for their needs before considering an application for the Controlled Access version.&lt;br&gt;&lt;br&gt;&lt;span style="font-style: italic;"&gt;New Edition Information&lt;br&gt;&lt;/span&gt;For the fifth edition (October 2021), the data and documentation have been updated to include Year Six, completed during 2020. The study now consists of only one data file which includes both panel and cross-sectional data for years 2015-2020.&lt;/p&gt;