cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/57w6yj673y.2
title: Accessibility Evaluation in Mobile Applications for Air Quality

description: This research evaluates accessibility in mobile applications with the Accessibility Scanner tool. The evaluated applications are related to the quality of the air we breathe. Several applications provide information on the level of contamination, the concentration of each pollutant, an index of international air quality according to the area and provide necessary recommendations on outdoor physical activity. However, despite the number of existing applications for mobile devices, not all are accessible. The study uses the Google tool when applying the Accessibility Guidelines for mobile applications using the Accessibility Guidelines for Web Content 2.0 and 2.1. Ten mobile applications were evaluated, the most frequent errors are related to the Text contrast followed by Touch target and Item Label. This study has limitations, but it can serve as a lesson learned to develop inclusive mobile applications.
DOI: 10.7910/dvn/uwsrft
title: PERCEPTIVENESS AND CONTINUITY OF LANGUAGE LEARNING AND SPEECH DEVELOPMENT IN CHILDREN OF PRIMARY AND YOUNG SCHOOL AGE: PSYCHOLINGUISTICS AND LINGUISTIC-METHODOLOGICAL DIMENSIONS
DOI: 10.7910/dvn/uwsrft/91r7fk
title: _Kalmykova_Book_ 2017.pdf
DOI: 10.17632/kmzxny73d7.1
title: Data for: The Spatial Impact of Protracted Armed Conflict on Urban Development in Goma, DR Congo: Combining the ‘View From Above’ and the ‘View from the Ground’

description: This dataset contains three shapefiles with buildings, derived from three different VHR satellite images of 2005, 2010, and 2014 of the city of Goma in the eastern DR Congo. These layers have been generated by manually digitizing each individual building, based on visual interpretation of the imagery. These building layers serve as the base for quantitative analysis and mapping of urban development - and hence constitute the geodata the article is based on.
DOI: 10.5281/zenodo.1415521
title: Videomon-Ijnm2018

description: VideoMon-IJNM2018 video dataset is prepared in conjunction with a submission to the special issue <em>QoE-centric Analysis and Management of Communications Networks</em> of the <em>International Journal of Network Management (IJNM)</em>.
DOI: 10.5281/zenodo.1415522
title: Videomon-Ijnm2018

description: VideoMon-IJNM2018 video dataset is prepared in conjunction with a submission to the special issue <em>QoE-centric Analysis and Management of Communications Networks</em> of the <em>International Journal of Network Management (IJNM)</em>.
DOI: 10.7910/dvn/tsaj9l/gblirg
title: BSZLAK-Czarny-SHP.shp
DOI: 10.7910/dvn/vgbyvw
title: DEVELOPMENT OF CHILDREN’S SPEECH ACTIVITY ON THE PRESCHOOL STAGE OF ONTOGENESIS
DOI: 10.7910/dvn/vgbyvw/ucyjoz
title: _Kalmykova_Kiev_2014.pdf
DOI: 10.5255/ukda-sn-8381-1
title: Quarterly Labour Force Survey, April - June, 2018
DOI: 10.7910/dvn/tsaj9l/7lwx9w
title: BSZLAK-Czarny-SHP.sld
DOI: 10.7910/dvn/tsaj9l/byu6mv
title: BSZLAK-Czarny-KML.kmz
DOI: 10.7910/dvn/tsaj9l/how2fi
title: BSZLAK-Czarny-SHP.qpj
DOI: 10.7910/dvn/tsaj9l/ibsszd
title: BSZLAK-Czarny-SHP.prj
DOI: 10.7910/dvn/tsaj9l/nentun
title: BSZLAK-Czarny-SHP.dbf
DOI: 10.7910/dvn/z0vmzi
title: DEVELOPMENT OF PERSONALITY IN VARIOUS CONDITIONS OF SOCIALIZATION
DOI: 10.7910/dvn/z0vmzi/dypymd
title: _Kalmykova_Monography.pdf
DOI: 10.7910/dvn/paldnp
title: VECTORS OF DEVELOPMENT OF PRESCHOOL ACTIVITIES OF PRESCHOOLERS
DOI: 10.7910/dvn/paldnp/vgohzy
title: _Kalmykova_Ontolingua_2012.pdf
DOI: 10.7910/dvn/tsaj9l/r6tzot
title: BSZLAK-Czarny-SHP.cpg
DOI: 10.7910/dvn/tsaj9l/vm4p9z
title: BSZLAK-Czarny-SHP.qml
DOI: 10.7910/dvn/tsaj9l/w1z3r1
title: BSZLAK-Czarny-SHP.shx
DOI: 10.7910/dvn/phmfr6/dtz2hf
title: BSZLAK-Kuczmanski-SHP.cpg
DOI: 10.7910/dvn/phmfr6/fg79yq
title: BSZLAK-Kuczmanski-SHP.qml
DOI: 10.7910/dvn/phmfr6/g0gm1j
title: BSZLAK-Kuczmanski-SHP.prj
DOI: 10.7910/dvn/phmfr6/ogoc9o
title: BSAZLAK-Kuczmanski-SHP.sld
DOI: 10.7910/dvn/phmfr6/yyh09w
title: BSZLAK-Kuczmanski-KML.kmz
DOI: 10.5525/gla.researchdata.657
title: Tree parameters

description: Tree parameters (stem diameter, height and crown radii in eight cardinal directions) for 12 mangrove forest stands located along a soil salinity gradient within the mangrove forest of the Lagoon of La Mancha, located in the central Gulf Coast of Mexico.

The data set was used to study the responses of tree crowns to asymmetric neighbourhood pressure and dominant wind direction. The data set was created in collaboration between The Institute of Ecology (INECOL, Mexico), and the Technische Universitaet Dresden (Dresden, Germany), under the scope of the Coastal Research Network for Environmental Change (CREC), financed by the European Commission.
DOI: 10.7910/dvn/phmfr6/cktrju
title: BSZLAK-Kuczmanski-SHP.shx
DOI: 10.7910/dvn/phmfr6/frexjv
title: BSZLAK-Kuczmanski-SHP.qpj
DOI: 10.7910/dvn/phmfr6/wmgi85
title: BSZLAK-Kuczmanski-SHP.dbf
DOI: 10.7910/dvn/phmfr6/ygeg9i
title: BSZLAK-Kuczmanski-SHP.shp
DOI: 10.7910/dvn/uyboz5/05fbgv
title: BSZLAK-Moraski-KML.kmz
DOI: 10.7910/dvn/uyboz5/ywt3a1
title: BSZLAK-Moraski-SHP.cpg
DOI: 10.7910/dvn/uyboz5/avnwkf
title: BSZLAK-Moraski-SHP.shx
DOI: 10.7910/dvn/uyboz5/bdod7f
title: BSZLAK-Moraski-SHP.shp
DOI: 10.7910/dvn/uyboz5/bdpqrn
title: BSZLAK-Moraski-SHP.sld
DOI: 10.7910/dvn/uyboz5/flpoyl
title: BSZLAK-Moraski-SHP.dbf
DOI: 10.7910/dvn/uyboz5/hqi3ot
title: BSZLAK-Moraski-SHP.qpj
DOI: 10.7910/dvn/uyboz5/iwjqgt
title: BSZLAK-Moraski-SHP.qml
DOI: 10.7910/dvn/uyboz5/mwjait
title: BSZLAK-Moraski-SHP.prj
DOI: 10.5281/zenodo.1413681
title: Supplementary Data: Uncured Pdms Inhibits Myosin In Vitro Motility In A Microfluidic Flow Cell

description: This is the supplementary data of manucript 'Uncured PDMS Inhibits Myosin In Vitro Motility in a Microfluidic Flow Cell'.
DOI: 10.5281/zenodo.1413682
title: Supplementary Data: Uncured Pdms Inhibits Myosin In Vitro Motility In A Microfluidic Flow Cell

description: This is the supplementary data of manucript 'Uncured PDMS Inhibits Myosin In Vitro Motility in a Microfluidic Flow Cell'.
DOI: 10.5281/zenodo.1415284
title: Data For The Manuscript Named 'Soft X-Ray Imaging Of The Magnetosheath And Cusps Under Different Solar Wind Conditions: Mhd Simulations'

description: This is the data used by the manuscript named 'Soft X-ray imaging of the magnetosheath and cusps under different solar wind conditions: MHD simulations'.

    The uploaded data is the X-ray intensity data for all the five cases studied in the manuscritpt. 'Casen' (n=1, 2, 3, 4, and 5) in the name of each data file indicates the case number, and 'sat pointX' (X=A, B, C, D) show the satellite positions analyzed in the manuscript.  

    The data can be read by IDL using the following program statments:

openr,lun,datai,/get_lun<br>
xgse=0. & ygse=0. & zgse=0.<br>
readf,lun,xgse,ygse,zgse             ;;;;(satellite position in the GSE coordinate)<br>
xsat=0. & ysat=0. & zsat=0.<br>
readf,lun,xsat,ysat,zsat                ;;;;(satellite position in the GSM coordinate)<br>
xpoint=0. & ypoint=0. & zpoint=0.<br>
readf,lun,xpoint,ypoint,zpoint     ;;;;(satellite pointing of SXI, aim point)<br>
nthtmax=0L & nphimax=0L<br>
readf,lun,nthtmax,nphimax          ;;;;(number of the tht and phi grids)<br>
thti=fltarr(nthtmax) & phii=fltarr(nphimax)<br>
readf,lun,thti,format='(e14.6)'      ;;;;(the tht grids)<br>
readf,lun,phii,format='(e14.6)'      ;;;;(the phi grids)<br>
Pxraytp=fltarr(nthtmax,nphimax)<br>
readf,lun,Pxraytp,format='(e14.6)' ;;;;(X-ray intensity)<br>
close,lun<br>
free_lun,lun
DOI: 10.6073/pasta/d1f6eaf8fc11fc590afa38a4e7e095ee
title: Carbon dioxide response curve, dark respiration, specific leaf area, and leaf nitrogen data for the 2014 Eriophorum vaginatum reciprocal transplant gardens at Toolik Lake and Sagwon, AK, collected in 2016.

description: These data were collected for Eriophorum vaginatum tussocks from Coldfoot, Toolik Lake, and Sagwon transplanted in 2014 to Toolik Lake and Sagwon.  Data were collected in late June through July 2016 and include A/Ci curve data, dark respiration, specific leaf area, and leaf nitrogen content.
DOI: 10.17632/nc2v8bdjnv.1
title: Buried but preserved: the Proterozoic Arubiddy Ophiolite, Madura Province, Western Australia

description: U-Pb geochronology and whole-rock geochemical and Nd isotope data are used to determine ophiolite type and age, and to interpret its relationships to the Archean–Proterozoic continental margin that it overlies. We describe a previously unidentified Proterozoic ophiolite complex situated in the Madura Province in southeastern Western Australia. The Madura Province is almost entirely covered by Mesozoic to Cenozoic basin rocks but new basement drillcores have revealed oceanic crustal assemblages that record continental marginal basin formation followed by oceanic subduction and basin closure. The Pinto Basalt has E-MORB/OIB chemical affinity and ɛNd (1600 Ma) from 2.54 to + 3.3. It formed by mantle upwelling beneath extending crust in an ocean-continent transition zone and must be considerably older than c. 1389 Ma adakite that intrudes it. The Sleeper Camp Formation comprises mafic metavolcaniclastic schist intruded by metadolerite and plagiogranite veins. Zircon crystals from the metavolcaniclastic schist yield a dominant age component and maximum depositional age of 1536 ± 13 Ma. The metadolerite and plagiogranite veins have zircon crystallization ages of 1479 ± 8 Ma and 1471 ± 5 Ma, respectively. Interlayered basalt and sediments of the Malcolm Metamorphics have a maximum depositional age of c. 1470 Ma and were metamorphosed at 1315 ± 11 Ma. The mafic rocks from both units are tholeiitic, with MORB-like HFSE ratios that point to a depleted mantle source similar to N-MORB, but with trace element patterns that indicate subduction enrichment. V/Ti ratio trends suggest the Sleeper Camp Formation marks oceanic subduction initiation at c. 1479 Ma. The progression to oceanic arc formation is recorded by the Malcolm Metamorphics after c. 1470 Ma, and the Haig Cave Supersuite from 1415 to 1389 Ma. The majority of these rocks occur within the hanging wall of the Rodona Shear Zone and were structurally emplaced above the continental margin of the West Australian Craton between 1389 and 1330 Ma during oceanic arc–continent collision, forming the Arubiddy Ophiolite Complex. The occurrence of oceanic crustal assemblages behind the accreted ophiolite complex frozen by the emplacement of voluminous 1192–1125 Ma Moodini Supersuite ferrogabbros and granites demonstrates that continental collision did not occur between the West Australian and South Australian Cratons. The preservation of rocks of oceanic affinity behind ophiolites could be a hallmark of other Proterozoic terranes that have escaped full continent-continent collision.
DOI: 10.5061/dryad.1578ks0/1
title: Dryad Item 10.5061/DRYAD.1578KS0/1

description: (:tba)
DOI: 10.5281/zenodo.1415285
title: Data For The Manuscript Named 'Soft X-Ray Imaging Of The Magnetosheath And Cusps Under Different Solar Wind Conditions: Mhd Simulations'

description: This is the data used by the manuscript named 'Soft X-ray imaging of the magnetosheath and cusps under different solar wind conditions: MHD simulations'.

    The uploaded data is the X-ray intensity data for all the five cases studied in the manuscritpt. 'Casen' (n=1, 2, 3, 4, and 5) in the name of each data file indicates the case number, and 'sat pointX' (X=A, B, C, D) show the satellite positions analyzed in the manuscript.  

    The data can be read by IDL using the following program statments:

openr,lun,datai,/get_lun<br>
xgse=0. & ygse=0. & zgse=0.<br>
readf,lun,xgse,ygse,zgse             ;;;;(satellite position in the GSE coordinate)<br>
xsat=0. & ysat=0. & zsat=0.<br>
readf,lun,xsat,ysat,zsat                ;;;;(satellite position in the GSM coordinate)<br>
xpoint=0. & ypoint=0. & zpoint=0.<br>
readf,lun,xpoint,ypoint,zpoint     ;;;;(satellite pointing of SXI, aim point)<br>
nthtmax=0L & nphimax=0L<br>
readf,lun,nthtmax,nphimax          ;;;;(number of the tht and phi grids)<br>
thti=fltarr(nthtmax) & phii=fltarr(nphimax)<br>
readf,lun,thti,format='(e14.6)'      ;;;;(the tht grids)<br>
readf,lun,phii,format='(e14.6)'      ;;;;(the phi grids)<br>
Pxraytp=fltarr(nthtmax,nphimax)<br>
readf,lun,Pxraytp,format='(e14.6)' ;;;;(X-ray intensity)<br>
close,lun<br>
free_lun,lun
DOI: 10.5255/ukda-sn-853314
title: Mock juror perceptions of credibility and culpability in an autistic defendant 2018
DOI: 10.5258/soton/d0647
title: Dataset for Approximate Perturbation aided Lattice Encoding (APPLE) for G.fast and Beyond

description: This dataset supports the paper Zhang, Y., Zhang, R., Al Rawi, A. F., & Hanzo, L. (2018). Approximate perturbation aided lattice encoding (APPLE) for G.fast and beyond. IEEE Access.
DOI: 10.5281/zenodo.1417849
title: Tables And Figures Complementing The European Union Summary Report On Antimicrobial Resistance In Zoonotic And Indicator Bacteria From Humans, Animals And Food  In 2016

description: All tables, figures and maps produced for the European Union Summary Report on Antimicrobial Resistance in Zoonotic and Indicator Bacteria from Humans, Animals and Food in 2016 are provided.
description: zoonoses@efsa.europa.eu
DOI: 10.17632/74dbx8bmp9.1
title: sativa-rufipogon_SNP_matrix
DOI: 10.17632/nssvmk5g8k.1
title: The effects of acute exercise on blood biomarker

description: This study investigated the effects of several acute exercise on blood cardiac biomarker.
DOI: 10.5281/zenodo.1415495
title: Data From: Billeci Et Al. "Patient-Specific Seizure Prediction Based On Heart Rate Variability And Recurrence Quantification Analysis"

description: Dataset of electrocardiogram and electroencephalogram signals (.edf) acquired in epileptic patients (N=15).

All the patients were long-term monitored with a Video-EEG, with electrodes arranged on the basis of the international 10-20 system, and with ECG. ECG was measured simultaneously with a sampling rate of 512 Hz.

Each data include a descriptor file (.txt) containing all the information related to the acquisition: data, registration start (time), registration end (time), seizure/s start, seizure/s end and the electrodes involved at the seizure onset.
DOI: 10.7910/dvn/pgicdm/a4yuef
title: map.gephi
DOI: 10.7910/dvn/pgicdm/ajfab8
title: rankings.tab
DOI: 10.7910/dvn/pgicdm/iet3h0
title: artists.tab
DOI: 10.7910/dvn/pgicdm/jjbmwd
title: institutions-in-careers.tab
DOI: 10.7910/dvn/pgicdm/kbatkx
title: institutions-scores.tab
DOI: 10.7910/dvn/pgicdm/os9gox
title: README
DOI: 10.7910/dvn/pgicdm/zvjdu7
title: transitions.tab
DOI: 10.17632/rj74h4tp3f.1
title: Han et al 2018 Cell Reports

description: The data are the original, uncropped western blots in the paper entitiled "FXR Inhibits Endoplasmic Reticulum Stress-Induced NLRP3 Inflammasome in Hepatocytes and Ameliorates Liver Injury".
DOI: 10.5281/zenodo.1417726
title: Ambisonic Room Impulse Responses

description: Datasets of Ambisonic room impulse responses from 3 european museums/touristic sites:


	La Fundació Miro, Barcelona, Spain
	Die Alte Pinakotheke, Munich, Germany
	St Andrews Castle, St Andrews, Scotland


The datasets are in SOFA format of convention AmbisonicsDRIR, recently proposed by the author.
description: To use these datasets, please use the Matlab, Python or C++ code following these links: https://github.com/jdemuynke/API_MO
https://github.com/andresperezlopez/pysofaconventions
https://github.com/andresperezlopez/API_Cpp
The reference article about AmbisonicDRIR convention of the SOFA format can be found following this link: http://www.aes.org/e-lib/browse.cfm?elib=19560
description: {"references": ["A. P\u00e9rez-L\u00f3pez, J Demuynke, Ambisonics Directional Room Impulse Response as a New Convention of the Spatially Oriented Format for Acoustics, presented at the 144th AES International Conference"]}
DOI: 10.5281/zenodo.1417727
title: Ambisonic Room Impulse Responses

description: Datasets of Ambisonic room impulse responses from 3 european museums/touristic sites:


	La Fundació Miro, Barcelona, Spain
	Die Alte Pinakotheke, Munich, Germany
	St Andrews Castle, St Andrews, Scotland


The datasets are in SOFA format of convention AmbisonicsDRIR, recently proposed by the author.
description: To use these datasets, please use the Matlab, Python or C++ code following these links: https://github.com/jdemuynke/API_MO
https://github.com/andresperezlopez/pysofaconventions
https://github.com/andresperezlopez/API_Cpp
The reference article about AmbisonicDRIR convention of the SOFA format can be found following this link: http://www.aes.org/e-lib/browse.cfm?elib=19560
description: {"references": ["A. P\u00e9rez-L\u00f3pez, J Demuynke, Ambisonics Directional Room Impulse Response as a New Convention of the Spatially Oriented Format for Acoustics, presented at the 144th AES International Conference"]}
DOI: 10.7910/dvn/pgicdm/kbq26e
title: careers.tab
DOI: 10.17632/gz5xtcyxzj.1
title: The histone chaperone FACT coordinates H2A.X-dependent signaling and repair of DNA damage. Piquet et al.
DOI: 10.5281/zenodo.1414551
title: Ontosoft-Vff Evalution: Competency Questions

description: To validate the ontology and services of OntoSoft-VFF, we demonstrate the ability of our framework to answer a series of competency questions on software functions and evolution, and the use of software functions in workflow components. The competency questions have been drawn from the requirements outlined in the paper "Semantic Software Metadata for Workflow Exploration and Evolution" to appear in the proceedings of 14th IEEE International Conference on eScience.
DOI: 10.5281/zenodo.1414552
title: Ontosoft-Vff Evalution: Competency Questions

description: To validate the ontology and services of OntoSoft-VFF, we demonstrate the ability of our framework to answer a series of competency questions on software functions and evolution, and the use of software functions in workflow components. The competency questions have been drawn from the requirements outlined in the paper "Semantic Software Metadata for Workflow Exploration and Evolution" to appear in the proceedings of 14th IEEE International Conference on eScience.
DOI: 10.7910/dvn/4dpthg/73sigb
title: SKBD-Szlak-KML.kmz
DOI: 10.7910/dvn/4dpthg/cknk85
title: SKBD-Szlak-SHP.qpj
DOI: 10.7910/dvn/4dpthg/ftup3w
title: SKBD-Szlak-SHP.dbf
DOI: 10.7910/dvn/4dpthg/lrdsc5
title: SKBD-Szlak-SHP.shp
DOI: 10.7910/dvn/4dpthg/n1frsk
title: SKBD-Szlak-SHP.prj
DOI: 10.7910/dvn/4dpthg/pehgqv
title: SKBD-Szlak-SHP.qml
DOI: 10.7910/dvn/4dpthg/tbs9cd
title: SKBD-Szlak-SHP.cpg
DOI: 10.15129/7b42166d-bcfe-4c0d-968a-b86bd587e6da
title: Replication data for In search of successful reform

description: These are the replication data fo the article "In Search of Successful Reform: The Politics of Opposition and Consensus in OECD Parliamentary Democracies". The paper describes the data and the do file clearly shows how the new main explanatory variables were created. The data are in country/year format and cover the years 1970 to 2004 in 22 OECD countries.  The data are provided in two types of files: Stata 15 and Excel. The do file is in Stata and copied in a rich text format.
DOI: 10.15129/c5dcab9b-6161-4821-8c57-a60e86e102ee
title: Data for: "Replication Data for Commitment or Expertise? Technocratic appointments as political responses to economic crises"

description: These are the replication data for "Commitment or Expertise? Technocratic appointments as political responses to economic crises". The main explanatory variables on the political and professional background of finance ministers are coded by the authors as discussed in the paper. The other variables used in the paper are taken from public sources as discussed in the paper and, if altered, clearly shown how in the do file. The data files provided are in the following formats: Stata 15, Stata 11/12, and Excel. The do file is in Stata and copied in a rich text file format. The data span from 1980 to 2015 and include 13 Western European countries.
DOI: 10.17632/3j86m7mjx2.1
title: Poisson Clicks Task, DBS OFF/ON

description: Raw Data for 8 subjects using the Poisson Clicks Task modified from Brunton et. al (2013). Matlab structure containing the following fields: dur: pre-determined trial duration rt: time subject responded relative to trial start time cdiff: click difference (left-right) at the time of response cans: correct answer (left is 1, right is 0) choice: subject's answer (left is 1, right is 0) corr: was choice correct? (1 for yes, 0 for no) dbs: was DBS OFF or ON for each trial (0 for OFF, 1 for ON) sesstime: start time in seconds of each trial relative to beginning of the session trialpar.ctr, trialpar.ctl: individual click times on each trial alpha: trial generating parameter, (1 value per session) beta: trial generating parameter, (1 value per session) gamma: trial generating parameter, (1 value per session) pt: which patient each trial came from
DOI: 10.17632/4963vpkt2z.1
title: Cobalt calixarene single crystal x-ray data

description: Processed X-ray diffraction data for cobalt-containing calixarenes. These are the processed data as hkl files. Unit cells are included in .ins files.
DOI: 10.17632/j83yzp7ynz.1
title: Hansard motion policies

description: This dataset is designed for the testing of automatic opinion-topic classification systems. For experiments performed using this data, see: Abercrombie, G. and Batista-Navarro, R., (2018). "Identifying Opinion-Topics and Polarity of Parliamentary Debate Motions". In Proceedings of the 9th Workshop on Computational Approaches to Subjectivity, Sentiment & Social Media Analysis (WASSA) The dataset consists of 592 UK parliamentary debate motions proposed in the UK House of Commons between 1997 and 2018 as well as the 'policy' categories that the votes on these motions have been classified as by the publicwhip.org.uk . It also includes metadata related to the debates that the motions were extracted from and the speakers who proposed them. The dataset is presented as a csv file, where each column represents a motion and includes the following columns: ID, "[date, speaker, party, title, motion, party_array, date_continuous, policy 1087, policy 1065, policy 6709, policy 826, policy 6695, policy 6670, policy 1074, policy 1030, policy 1053, policy 856, policy 1110, policy 1051, policy 6694]" ID = unique identification number from 0 to 591 data = the date on which the motion was proposed speaker = the name of the MP who proposed the motion party = party affiliation of the MP who proposed the motion party_array = one hot encoding of the party feature: ['Con', 'Lab', 'LD', 'None', 'SNP', 'DUP', 'PC'] data_continuous = date feature scaled between 0.0 and 1.0 policies = one hot encoding of the policy labels: policy 1087: "Asylum System — More strict" policy 1065: "European Union — For" policy 6709: "Further devolution to Scotland" policy 826: "Homosexuality — Equal rights" policy 6695: "More powers for local councils" policy 6670: "Reduce Spending on Welfare Benefits" policy 1074: "Schools — Greater Autonomy" policy 1030: "Stop climate change" policy 1053: "Terrorism laws — For" policy 856: "Shift Powers from MPs in the Commons to Ministers" policy 1110: "Increase VAT" policy 1051: "Identity cards — For introduction" policy 6694: "Higher taxes on alcoholic drinks" Textual and metadata were extracted from https://www.theyworkforyou.com/pwdata/scrapedxml/debates/. Policy data were extracted from https://www.publicwhip.org.uk/policies.php. This dataset contains parliamentary information licensed under the Open Parliament Licence v3.0: https://www.parliament.uk/site-information/copyright-parliament/open-parliament-licence/