cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cyn42j
title: Occurrence Download

description: A dataset containing 137 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Coranus woodroffei P.Putshkov, 1982",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 137 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089358-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s9m22n
title: Occurrence Download

description: A dataset containing 2046 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Phyllotreta striolata (Fabricius, 1803)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 2046 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089360-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h48n4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chindongo saulosi (Konings, 1990))",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089361-240626123714530/datasets/export for details.
DOI: 10.15468/dl.zquw26
title: Occurrence Download

description: A dataset containing 80 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Coranus aethiops Jakovlev, 1893",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 80 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089362-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hsxtw
title: Occurrence Download

description: A dataset containing 2597 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Phyllotreta undulata Kutschera, 1860",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 2597 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089363-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ex8x2f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oxynoemacheilus seyhanensis (Bănărescu, 1968))",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089364-240626123714530/datasets/export for details.
DOI: 10.15468/dl.7hts4n
title: Occurrence Download

description: A dataset containing 60 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Pachycoleus waltli Fieber, 1860",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 60 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089365-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/ds/5559214
title: IMDb India : Top250 dataset 🎫
DOI: 10.15468/dl.r5jjsh
title: Occurrence Download

description: A dataset containing 879 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Macrodactylus subspinosus (Fabricius, 1775)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 879 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089366-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umr82j
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhododendron tintinnabellum Danet"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089367-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.em8t56
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caspiomyzon hellenicus (Vladykov, Renaud, Kott & Economidis, 1982))",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2000",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 100",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089368-240626123714530/datasets/export for details.
DOI: 10.15468/dl.8d6tg8
title: Occurrence Download

description: A dataset containing 17043712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves",
 "Year 2003-2023"
 ]
}

 The dataset includes 17043712 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089339-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ezjjz
title: Occurrence Download

description: A dataset containing 2060 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)"
 ]
 }
 }
 ]
 },
 "SpeciesKey is Metatropis rufescens (Herrich-Schaeffer, 1835)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2023"
 ]
}

 The dataset includes 2060 records from 92 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089369-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/10366/bzapoz
title: rt_jp.tab

description: Household data
DOI: 10.7910/10366/dvsmp2
title: rt_kr.tab

description: Household data
DOI: 10.7910/10366/f4fsco
title: rt_pm2.tab

description: Household data
DOI: 10.7910/10366/otjd18
title: rt_mi.tab

description: Household data
DOI: 10.7910/10366/uzfx83
title: rt_lr.tab

description: Household data
DOI: 10.7910/10366/cl5gpa
title: rt_pm1.tab

description: Household data
DOI: 10.7910/10366/dixaod
title: rt_pn.tab

description: Household data
DOI: 10.7910/10366/gsatoq
title: rt_pm2a.tab

description: Household data
DOI: 10.7910/10366/hcm9fp
title: rt_pm4.tab

description: Household data
DOI: 10.7910/10366/hhq62s
title: rt_pb.tab

description: Household data
DOI: 10.7910/10366/nk94bu
title: rt_sm2b.tab

description: Household data
DOI: 10.7910/10366/w2ebtd
title: rt_ps.tab

description: Household data
DOI: 10.7910/10366/5kedz3
title: rt_tk.tab

description: Household data
DOI: 10.7910/10366/ap6jgt
title: rt_sm1b.tab

description: Household data
DOI: 10.7910/10366/av8t0z
title: rt_ts2.tab

description: Household data
DOI: 10.7910/10366/d2kap7
title: rt_ts1.tab

description: Household data
DOI: 10.7910/10366/gjz6lf
title: rt_ts3.tab

description: Household data
DOI: 10.7910/10366/hxs2us
title: rt_tf.tab

description: Household data
DOI: 10.7910/10366/o9whuq
title: rt_sm1a.tab

description: Household data
DOI: 10.7910/10366/xngc2r
title: rt_sm2a.tab

description: Household data
DOI: 10.7910/10366/iprnyh
title: PDFCDF.gph

description: Stata program file to produce graphs
DOI: 10.7910/10366/r2eoa1
title: tableundfpmfirststage.out

description: Table 9 from the paper for this study
DOI: 10.7910/10366/rwmjxm
title: rt_ts5.tab

description: Household data
DOI: 10.7910/10366/uzznqg
title: 070306analysisjpe.do

description: JPE data program to reproduce the tables in this study
DOI: 10.7910/10366/vgmk9u
title: rt_ts6.tab

description: Household data
DOI: 10.7910/10366/wtbktj
title: rt_ts4.tab

description: Household data
DOI: 10.25345/c5ph65
title: MassIVE MSV000085244 - Supplemental for the manuscript "Towards comprehensive PFAS annotation using FluoroMatch Software and Intelligent LC-HRMS/MS Acquisition Methods"
title: This dataset contains the .raw files (PFAS analyzed in extracts from MSW leachate and foam from agitated leachate). It also contains the first release of the FluoroMatch software. Thousands of per- and polyfluoroalkyl substances (PFAS) exist in the environment which pose a potential health hazard. Suspect and non-target screening with liquid chromatography (LC) high-resolution tandem mass spectrometry (HRMS/MS) can be used for comprehensive characterization of PFAS. However, to date, no automated PFAS data analysis software exists to mine these extensive datasets. Therefore, we introduce FluoroMatch, which automates file conversion (vendor neutral), peak picking, blank feature filtering, PFAS annotation based on precursor and fragment masses, and annotation ranking. The software library currently contains ~7,000 PFAS fragmentation patterns based on rules derived from standards and literature and the software automates a process for users to add additional compounds. The use of intelligent data-acquisition methods (specifically iterative exclusion) nearly doubled the number of annotations. Software application is demonstrated by examining partitioning of PFAS into the foam phase of agitated landfill leachate, which may serve as mechanism for removal of PFAS from waste streams. FluoroMatch had wide coverage, returning 27 PFAS annotations for landfill leachate samples, explaining 75% of the all-ion fragmentation CF2 related fragments.
DOI: 10.7910/10366/0wi5jr
title: README.pdf

description: Detailed information on some of the files associated with JPE data
DOI: 10.7910/10366/3zgine
title: tableinvitemeanssd.out

description: Table 12 from the paper for this study
DOI: 10.7910/10366/b4ffdn
title: tableauditnep.out

description: Table 8 from the paper for this study
DOI: 10.7910/10366/d0cnky
title: CDF.gph

description: Stata program file to produce graphs
DOI: 10.7910/10366/gud5vd
title: PDF.gph

description: Stata program file to produce graphs
DOI: 10.7910/10366/ho8ape
title: tableauditsumstats.out

description: Table 3 from the paper for this study
DOI: 10.7910/10366/rcwepc
title: tableauditresults.out

description: Table 6 from the paper for this study
DOI: 10.7910/10366/96h1sh
title: tableinvitemeans.out

description: Table 11 from the paper for this study
DOI: 10.7910/10366/a62wxs
title: tableauditpricequantities.out

description: Table 5 from the paper for this study
DOI: 10.7910/10366/bzrfbc
title: tablecommentmeans.out

description: Table 12 from the paper for this study
DOI: 10.7910/10366/k18bab
title: tableauditmeans.out

description: Table 4 from the paper for this study
DOI: 10.7910/10366/knq0xy
title: jperoaddata.tab

description: Main data on villages and roads. One observation per village.
DOI: 10.7910/10366/sjeoyn
title: tabletreatmentsrandom.out

description: Table 2 from the paper for this study
DOI: 10.7910/10366/t4lsdf
title: PDFCDF.eps

description: Graphs associated with this study
DOI: 10.7910/10366/w8znt1
title: tablecommentmeanssd.out

description: Table 11 from the paper for this study
DOI: 10.7910/10366/zlo9vg
title: tableundfpmprobres.out

description: Table 10 from the paper for this study
DOI: 10.7910/10366/cgywhi
title: jpeauditdata.tab

description: Data on auditors’ final reports
DOI: 10.7910/10366/hsq8v8
title: jperandomizationdata.tab

description: Data for checking that treatments were random. One observation per village
DOI: 10.7910/10366/mcey3r
title: sk_psp4.tab

description: Exit survey
DOI: 10.7910/10366/oz7miw
title: Road survey questionnaire-E-2.zip

description: Questionnaires
DOI: 10.7910/10366/qjfnmn
title: jpeproblemdata.tab

description: Data on problems at meetings. One observation per meeting
DOI: 10.7910/10366/ruw2o2
title: sk_cov.tab

description: Exit survey
DOI: 10.7910/10366/scz6xq
title: jpehouseholddata.tab

description: Household survey, one observation per household
DOI: 10.7910/10366/tsb3hj
title: sk_psp3.tab

description: Exit survey
DOI: 10.7910/10366/y6fsdu
title: jpemeetingdata.tab

description: Data from village meetings, one observation per meeting
DOI: 10.7910/10366/7dib3s
title: sk_psp5.tab

description: Exit Survey
DOI: 10.7910/10366/erhfqe
title: P4 survey questionnaire-E-4.zip

description: Questionnaires
DOI: 10.7910/10366/pwhqyq
title: sk_psp2.tab

description: Exit Survey
DOI: 10.5519/qd.1cyo36yh
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (42 records)
DOI: 10.21227/vpse-q909
title: free dataset from news/message boards/blogs about CoronaVirus (4 month of data - 5.2M posts)

description: Free dataset from news/message boards/blogs about CoronaVirus (4 month of data - 5.2M posts). The time frame of the data is Dec/2019 - March/2020. The posts are in English mentioning at least one of the following: "Covid" OR CoronaVirus OR "Corona Virus".
DOI: 10.21227/w93e-jj96
title: Computational fluid dynamics (CFD) data for a proposed STT missile

description: The data is about the aerodynamic CFD data for a kind of STT missile.
DOI: 10.5066/p9x2ohnx
title: Distributed lakebed temperature data, Haskell Lake, Wisconsin, July 28 - Aug 1, 2016

description: This data release consists of lakebed temperature data collected at the sediment-water interface at the north end of Haskell Lake, Lac du Flambeau Reservation, Wisconsin. Data were collected using a fiber-optic distributed temperature sensor (DTS) during a 5 day period from July 27 to August 1, 2016. Established procedures were followed to estimate lakebed temperatures from the raw DTS data and calibration baths of known temperatures. This data release includes the raw DTS (Stokes and anti-Stokes intensity) data, a shape file of the DTS cable location, photos from the field deployment, and python code for reproducing the full workflow described as part of U.S. Geological Survey Scientific Investigations Report 2020-XXXX (https://doi.org/10.3133/sir2019####). The python code is contained in Jupyter Notebooks that can be executed with an included portable python distribution. See Readme.txt for instructions.
DOI: 10.17632/xvp68wsd2p.3
title: Supplementary dataset: Aridification signatures from middle–late Eocene pollen indicate widespread drying across the Tibetan Plateau after 40 Ma

description: Raw pollen counts and full pollen diagram from the RZ section, Nangqian Basin, Tibet, China
DOI: 10.17632/4gfm8jp6dr.1
title: An airway protection program revealed by sweeping genetic control of vagal afferents
DOI: 10.5063/f1f47mhp
title: Leaf and reproductive litterfall from Laupahoehoe, Hawaii from October 2009 to March 2018

description: The Laupāhoehoe Forest Dynamic Plot (FDP; 19°55’ N, 155°17’ W), part of the Forest Global Earth Observatory (ForestGEO) network (https://forestgeo.si.edu/) and Hawaiʻi Permanent Plot Network (HIPPNET) network (http://www.hippnet.hawaii.edu/), is a tropical montane wet forest located at 1120 m in elevation on the Island of Hawaiʻi (see Ostertag et al., 2014 for detailed site information). To monitor reproductive and leaf phenology, sixty-four litter traps within a 4-hectare plot were placed in a regular grid, 10-meters apart. Reproductive (fruit and seeds) and leaf litterfall were censused each month. This record contains 65 months of seed litterfall and 32 months of community leaf litterfall over a discontinuous period. HIPPNET data are curated on an ongoing basis and expanded with data from subsequent censuses; interested data users should contact HIPPNET via the CTFS-ForestGEO website.
DOI: 10.5281/zenodo.3743351
title: Dataset: Timing Predictability in HPC

description: Legend for filenames: m_*: multinode c_*: CPU g_*: GPU *_C*: C-class bechmarks *_N*: Network *_S*: Stresser
DOI: 10.5281/zenodo.3743352
title: Dataset: Timing Predictability in HPC

description: Legend for filenames: m_*: multinode c_*: CPU g_*: GPU *_C*: C-class bechmarks *_N*: Network *_S*: Stresser
DOI: 10.5063/f19c6vsz
title: Leaf and reproductive litterfall from Laupahoehoe, Hawaii from October 2009 to March 2018

description: The Laupāhoehoe Forest Dynamic Plot (FDP; 19°55’ N, 155°17’ W), part of the Forest Global Earth Observatory (ForestGEO) network (https://forestgeo.si.edu/) and Hawaiʻi Permanent Plot Network (HIPPNET) network (http://www.hippnet.hawaii.edu/), is a tropical montane wet forest located at 1120 m in elevation on the Island of Hawaiʻi (see Ostertag et al., 2014 for detailed site information). To monitor reproductive and leaf phenology, sixty-four litter traps within a 4-hectare plot were placed in a regular grid, 10-meters apart. Reproductive (fruit and seeds) and leaf litterfall were censused each month. This record contains 65 months of seed litterfall and 32 months of community leaf litterfall over a discontinuous period. HIPPNET data are curated on an ongoing basis and expanded with data from subsequent censuses; interested data users should contact HIPPNET via the CTFS-ForestGEO website.
DOI: 10.25345/c5jt5n
title: MassIVE MSV000085245 - Sargassum_species_Indonesia_fred
title: Sargassum sample Indonesia sea Extracted in Indonesia
DOI: 10.18739/a2b56d49c
title: Length, area, vegetation types and expected disturbance level of proposed 2019 seismic trails in Arctic National Wildlife Refuge 1002 Area, Alaska

description: This table quantifies the length, area, vegetation types and expected disturbance level of the trails that would have been created by the proposed 2019 seismic exploration of the 1002 Area of the Arctic National Wildlife Refuge. The estimates are based on a) vegetation maps of the Arctic NWR, b) USFWS studies of the impacts of seismic exploration in the 1002 Area of the Arctic NWR, and c) the proposal by SAExploration submitted to the US Bureau of Land Management: SAExploration. 2018. Marsh Creek 3D plan of operations winter seismic survey. Retrieved from https://eplanning.blm.gov/epl-front-office/projects/nepa/111085/153349/187888/Marsh_Creek_Plan_ This information was published in an article in Ecological Applications in 2020. The length and area estimates were included in the text, and the amounts in each vegetation type and expected area with different levels of disturbance were included in Table 3. Raynolds, Martha K. , Janet C. Jorgenson, M. Torre Jorgenson, Mikhail Kanevskiy, Anna K. Liljedahl, Matthew Nolan, and Matthew Sturm, Donald A. Walker. 2020 (in press). Ecological Applications
DOI: 10.5063/f15m6421
title: Leaf and reproductive litterfall from Laupahoehoe, Hawaii from October 2009 to March 2018

description: The Laupāhoehoe Forest Dynamic Plot (FDP; 19°55’ N, 155°17’ W), part of the Forest Global Earth Observatory (ForestGEO) network (https://forestgeo.si.edu/) and Hawaiʻi Permanent Plot Network (HIPPNET) network (http://www.hippnet.hawaii.edu/), is a tropical montane wet forest located at 1120 m in elevation on the Island of Hawaiʻi (see Ostertag et al., 2014 for detailed site information). To monitor reproductive and leaf phenology, sixty-four litter traps within a 4-hectare plot were placed in a regular grid, 10-meters apart. Reproductive (fruit and seeds) and leaf litterfall were censused each month. This record contains 65 months of seed litterfall and 32 months of community leaf litterfall over a discontinuous period. HIPPNET data are curated on an ongoing basis and expanded with data from subsequent censuses; interested data users should contact HIPPNET via the CTFS-ForestGEO website.
DOI: 10.7488/c8eb498d-df94-413a-a09c-4bfc40642a1d
title: ToDoJoyComplete

description: ToDoJoyComplete is a short 3D digital film and series of digital images. It is the result of an ongoing process of technical (use of 3d animation software) and conceptual (published writing on the impact of digital culture) development. This dataset consists of the video of the film. This dataset is held in the Edinburgh DataVault, directly accessible only to authorised University of Edinburgh users. External users may request access to a copy of the data by contacting the Principal Investigator, Contact Person or Data Manager named on this page. University of Edinburgh users who wish to have direct access should consult the information about retrieving data from the DataVault at: http://www.ed.ac.uk/is/research-support/datavault.
description: ToDoJoyComplete is a short 3D digital film and series of digital images. It is the result of an ongoing process of technical (use of 3d animation software) and conceptual (published writing on the impact of digital culture) development and has been shown in multiple iterations since its initial development in 2015. It is primarily made using Blender, an open source 3D modelling programme, and Fuse, a software resource specifically designed for the gaming industry. ## Access ## This dataset is held in the Edinburgh DataVault, directly accessible only to authorised University of Edinburgh users. External users may request access to a copy of the data by contacting the Principal Investigator, Contact Person or Data Manager named on this page or email CAHSS REF: cahss.ref@ed.ac.uk. University of Edinburgh users who wish to have direct access should consult the information about retrieving data from the DataVault at: http://www.ed.ac.uk/is/research-support/datavault .