cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7487/2018.309.1.1151
title: Katrin Schmidt

description: CprStandardAreas: A1,B5,B4,B2,B1,C5,C4,C3,C2,C1,D5,D4,D3,D2,D1,E5,E4

TaxaList: 
Para-Pseudocalanus spp.,
Acartia spp. (unidentified),
Temora longicornis,
Centropages hamatus,
Centropages typicus

As monthly means, 1958 - 2016. Sample number per month per area included
DOI: 10.17632/zmx3zfcst6.1
title: Data for: Modeling and Experimental Testing of Periodic Flow Regenerators for sCO2 Cycles

description: This file gives all of the temperature, pressure, and mass flow measurements averaged for one cycle under constant test conditions. Each of the runs is on a different tab of the document.
DOI: 10.21227/abj1-7r26
title: Average-Value Modeling of Dual-Control High-Speed Response Brushless Exciters for Synchronous Generators

description: This dataset could be used to reproduce the results of the AVM model proposed in the paper "Unified Modeling and Analysis of the Dual-Control High-Speed Response Brushless Excitation System of Synchronous Generators".
DOI: 10.5281/zenodo.1478251
title: Dataset For Spence Et Al., "Availability Of Study Protocols For Randomized Trials Published In High-Impact Medical Journals: Cross-Sectional Analysis" (Citation)

description: Contains our extraction sheets (as SAS data files), code to calculate the values in the tables in our manuscript, and a supplemental file with additional notes on methods used in our study.
DOI: 10.5281/zenodo.1478258
title: Computational Data For Selection Of Pbe+50Hfx Functional For Studying Ru-Cl/H-Pr3 Complexes

description: The dataset provides all relevant computational data for selecting the hybrid GGA functional (PBE) with 50% HF exchange and saturated (def2TZVP) basis set as the most reasonable level of theory that reproduces the current golden standard of CCSD(T) results for Ru-Cl/H-PR3 complexes.<br>
The file <strong>inventory</strong> gives you an overview of the data entries provided. <br>
The PDF file <strong>labelling.pdf</strong> defines the symbols used for labelling various complexes.<br>
In brief, the archive content is as follows:

<strong>basis sets</strong> - definition of BS1 to BS5 <br>
<strong>Z-matrix definitions</strong> - definition of internal coordinates for isomers considered<br>
<strong>operational procedures</strong> - operation procedures for how to derive atomic orbital compositions

<strong>density functionals</strong> - optimized structures calculated using various density functionals<br>
<strong>wave functions</strong> - optimized structures calculated at various levels of wave function theory<br>
<strong>population analyses</strong> - summary of electronic structure analysis<br>
<strong>difference density</strong> - manipulated cube files used for electron density contours

<strong>CCDB</strong> - optimized structures of XRD characterized Ru-Cl/H-PR3 complexes<br>
<strong>chemical speciation</strong> - structural optimization and energetics of reaction pathways
description: publication DOI will be provided upon acceptance of manuscript for publication
DOI: 10.7910/dvn/svq1xq/pjetyn
title: IRRI_LTCCE_2017DS.tab
DOI: 10.17632/dd6hgvwvr7.1
title: Data for: Assessment of a Structured Longitudinal Professional Identity Development Curriculum for Pharmacy Students

description: Results of Professional Identity Development Curriculum Alumni Survey
DOI: 10.7910/dvn/8r7d8r/2yn6ef
title: IRRI_LTCCE_2016LWS.tab
DOI: 10.7910/dvn/8r7d8r/qs6hnn
title: IRRI_LTCCE_2016DS.tab
DOI: 10.7910/dvn/svq1xq/4qpn8e
title: IRRI_LTCCE_2017EWS.tab
DOI: 10.7910/dvn/svq1xq/6yo51w
title: LTCCE_Documentation.csv
DOI: 10.5281/zenodo.1478127
title: Arquivos input-forms configurados para incorporação de acervos audiovisuais ao DSpace

description: Arquivos <em>input-forms</em> em xml e txt configurados para incorporação de acervos audiovisuais ao software DSpace, fazendo parte de um dos resultados de pesquisa da dissertação intitulada Gestão de acervos audiovisuais em repositórios, sob orientação da Prof.ª Dra. Maria Giovanna Guedes Farias e coorientação do Prof. Dr. Luiz Tadeu Feitosa.
DOI: 10.5281/zenodo.1478128
title: Arquivos input-forms configurados para incorporação de acervos audiovisuais ao DSpace

description: Arquivos <em>input-forms</em> em xml e txt configurados para incorporação de acervos audiovisuais ao software DSpace, fazendo parte de um dos resultados de pesquisa da dissertação intitulada Gestão de acervos audiovisuais em repositórios, sob orientação da Prof.ª Dra. Maria Giovanna Guedes Farias e coorientação do Prof. Dr. Luiz Tadeu Feitosa.
DOI: 10.7910/dvn/8r7d8r/fvqo5t
title: IRRI_LTCCE_2016EWS.tab
DOI: 10.7910/dvn/8r7d8r/nmx45c
title: LTCCE_Documentation.csv
DOI: 10.17632/642z8jyn7k.1
title: Data for: Scenes Enable a Sense of Reliving: Implications for Autobiographical Memory

description: Raw Data for Scenes Enable a Sense of Reliving: Implications for Autobiographical Memory David C. Rubin, Samantha A. Deffler, & Sharda Umanath in the Journal Cognition
DOI: 10.5255/ukda-sn-852712
title: Local impacts of a wetland restoration project in South Africa 2007
DOI: 10.7910/dvn/pzhnu2/c0o3ia
title: 112-1_0242.dcm
DOI: 10.7910/dvn/pzhnu2/ltswq6
title: 112-1_0025.dcm
DOI: 10.7910/dvn/pzhnu2/m7uxnt
title: 112-5_0129.dcm
DOI: 10.7910/dvn/pzhnu2/ookygl
title: 112-5_0183.dcm
DOI: 10.7910/dvn/pzhnu2/quw5xc
title: 112-1_0105.dcm
DOI: 10.7910/dvn/pzhnu2/5y51vi
title: 112-1_0195.dcm
DOI: 10.7910/dvn/pzhnu2/bmsdj3
title: 112-5_0130.dcm
DOI: 10.7910/dvn/pzhnu2/gmptk5
title: 112-5_0174.dcm
DOI: 10.7910/dvn/pzhnu2/jejmlf
title: 112-5_0191.dcm
DOI: 10.7910/dvn/pzhnu2/ovjlyz
title: 112-5_0166.dcm
DOI: 10.7910/dvn/pzhnu2/zipbe7
title: 112-5_0117.dcm
DOI: 10.21421/d2/coqda0
title: Evaluation data of Pearl millet testcross hybrid parents for grain Iron and Zinc during 2010 rainy season
DOI: 10.5281/zenodo.1478456
title: Appearances of Erkki Kurenniemi's electronic musical instruments

description: The excel spreadsheet includes notes about the appearances of the electronic musical instruments designed by the Finnish electroacoustic music pioneer Erkki Kurenniemi. The spreadsheet will be updated regularly when new information is found and checked.
DOI: 10.7910/dvn/pzhnu2/4zed3p
title: 112-5_0013.dcm
DOI: 10.7910/dvn/pzhnu2/avshys
title: 112-5_0211.dcm
DOI: 10.7910/dvn/pzhnu2/bizuao
title: 112-5_0128.dcm
DOI: 10.7910/dvn/pzhnu2/fvqa3n
title: 112-5_0224.dcm
DOI: 10.7910/dvn/pzhnu2/gkrknv
title: 112-1_0072.dcm
DOI: 10.7910/dvn/pzhnu2/jwwlac
title: 112-5_0071.dcm
DOI: 10.7910/dvn/pzhnu2/qiohud
title: 112-5_0214.dcm
DOI: 10.7910/dvn/pzhnu2/r37ksi
title: 112-1_0019.dcm
DOI: 10.7910/dvn/pzhnu2/up6h5v
title: 112-1_0008.dcm
DOI: 10.7910/dvn/pzhnu2/b76r38
title: 112-1_0052.dcm
DOI: 10.7910/dvn/pzhnu2/h6de96
title: 112-5_0123.dcm
DOI: 10.7910/dvn/pzhnu2/hdp3hj
title: 112-1_0231.dcm
DOI: 10.7910/dvn/pzhnu2/nniezr
title: 112-5_0002.dcm
DOI: 10.7910/dvn/pzhnu2/obb0dm
title: 112-5_0090.dcm
DOI: 10.7910/dvn/pzhnu2/orkyn1
title: 112-5_0228.dcm
DOI: 10.5281/zenodo.1473462
title: Spectrally resolved helium absorption from the extended atmosphere of a warm Neptune exoplanet

description: Stellar heating causes atmospheres of close-in exoplanets to expand and escape. These extended atmospheres are difficult to observe because their main spectral signature – neutral hydrogen at ultraviolet wavelengths – is strongly absorbed by interstellar medium. We report the detection of the near-infrared triplet of neutral helium in the transiting warm Neptune-mass exoplanet HAT-P-11b using ground-based, high-resolution observations. The helium feature is repeatable over two independent transits, with an average absorption depth of 1.08±0.05%. Interpreting absorption spectra with 3D simulations of the planet’s upper atmosphere suggests it extends beyond 5 planetary radii, with a large scale height and a helium mass loss rate ≲ 3x10<sup>5</sup> g‧s<sup>−1</sup>. A net blueshift of the absorption might be explained by high-altitude winds flowing at 3 km‧s<sup>−1</sup>from day to night-side.
DOI: 10.5281/zenodo.1473463
title: Spectrally resolved helium absorption from the extended atmosphere of a warm Neptune exoplanet

description: Stellar heating causes atmospheres of close-in exoplanets to expand and escape. These extended atmospheres are difficult to observe because their main spectral signature – neutral hydrogen at ultraviolet wavelengths – is strongly absorbed by interstellar medium. We report the detection of the near-infrared triplet of neutral helium in the transiting warm Neptune-mass exoplanet HAT-P-11b using ground-based, high-resolution observations. The helium feature is repeatable over two independent transits, with an average absorption depth of 1.08±0.05%. Interpreting absorption spectra with 3D simulations of the planet’s upper atmosphere suggests it extends beyond 5 planetary radii, with a large scale height and a helium mass loss rate ≲ 3x10<sup>5</sup> g‧s<sup>−1</sup>. A net blueshift of the absorption might be explained by high-altitude winds flowing at 3 km‧s<sup>−1</sup>from day to night-side.
DOI: 10.7910/dvn/pzhnu2/6m5q7i
title: 112-5_0101.dcm
DOI: 10.7910/dvn/pzhnu2/chw8wy
title: 112-5_0206.dcm
DOI: 10.7910/dvn/pzhnu2/fhgalg
title: 112-1_0139.dcm
DOI: 10.7910/dvn/pzhnu2/fup0au
title: 112-1_0021.dcm
DOI: 10.7910/dvn/pzhnu2/m1ljtw
title: 112-1_0115.dcm
DOI: 10.7910/dvn/pzhnu2/si8zxs
title: 112-5_0041.dcm
DOI: 10.7910/dvn/pzhnu2/uymgny
title: 112-5_0094.dcm
DOI: 10.7910/dvn/pzhnu2/yw8nqp
title: 112-1_0069.dcm
DOI: 10.7910/dvn/pzhnu2/0ipmhk
title: 112-1_0049.dcm
DOI: 10.7910/dvn/pzhnu2/7oplky
title: 112-5_0249.dcm
DOI: 10.7910/dvn/pzhnu2/8fulvv
title: 112-5_0163.dcm
DOI: 10.7910/dvn/pzhnu2/ajt25f
title: 112-1_0155.dcm
DOI: 10.7910/dvn/pzhnu2/fhpc0a
title: 112-1_0193.dcm
DOI: 10.7910/dvn/pzhnu2/se9q4g
title: 112-5_0169.dcm
DOI: 10.7910/dvn/pzhnu2/ywezht
title: 112-5_0160.dcm
DOI: 10.7910/dvn/pzhnu2/8j9jwz
title: 112-1_0109.dcm
DOI: 10.7910/dvn/pzhnu2/cb3vkf
title: 112-1_0187.dcm
DOI: 10.7910/dvn/pzhnu2/dbzmlc
title: 112-5_0015.dcm
DOI: 10.7910/dvn/pzhnu2/ihbhyv
title: 112-1_0087.dcm
DOI: 10.7910/dvn/pzhnu2/lv5apy
title: 112-1_0181.dcm
DOI: 10.7910/dvn/pzhnu2/m4p1n7
title: 112-1_0142.dcm
DOI: 10.7910/dvn/pzhnu2/qotcke
title: 112-1_0071.dcm
DOI: 10.7910/dvn/pzhnu2/tfkqwz
title: 112-1_0040.dcm
DOI: 10.7910/dvn/pzhnu2/vqrmw6
title: 112-5_0058.dcm
DOI: 10.7910/dvn/pzhnu2/4giho3
title: 112-5_0078.dcm
DOI: 10.7910/dvn/pzhnu2/6hydpp
title: 112-1_0165.dcm
DOI: 10.7910/dvn/pzhnu2/bhosa4
title: 112-1_0042.dcm
DOI: 10.7910/dvn/pzhnu2/e4nrwx
title: 112-1_0080.dcm
DOI: 10.7910/dvn/pzhnu2/ikwfl3
title: 112-5_0245.dcm
DOI: 10.7910/dvn/pzhnu2/kg5npy
title: 112-1_0235.dcm
DOI: 10.7910/dvn/pzhnu2/mpg4uv
title: 112-5_0005.dcm
DOI: 10.7910/dvn/pzhnu2/mypk2e
title: 112-5_0037.dcm
DOI: 10.7910/dvn/pzhnu2/r9aqex
title: 112-5_0020.dcm
DOI: 10.5281/zenodo.1477683
title: Data for the Eastern African power pool's energy systems model, developed in OSeMOSYS

description: This repository consists of the following datasets

1.  EAPP_reference scenario_datafile.DD- This dataset is a model file that needs to be used with the code available in this GitHub link. This data file (in concurrence with the OSeMOSYS code) can be used to create a linear programming file (LP file) to be solved using any mathematical optimisation solver like GLPSOL/C-PLEX/GUROBI/CBC.

2. Main article_EAPP_data for figures.xlsx- This excel file contains the base data used to illustrate the figures in the main article.

3. Supplementary article_EAPP_data for figures.xlsx- This excel file contains the base data used to illustrate the figures in the supplementary article.
DOI: 10.5281/zenodo.1477684
title: Data For The Eastern African Power Pool'S Energy Systems Model, Developed In Osemosys

description: The attached dataset is a model file that needs to be used with the code available in this GitHub link. This file (in concurrence with the OSeMOSYS code) can be used to create a linear programming file (LP file) to be solved using any mathematical optimisation solver like GLPSOL/CPLEX/GURUBI/CBC.
DOI: 10.7910/dvn/pzhnu2/0zmcns
title: 112-5_0114.dcm
DOI: 10.7910/dvn/pzhnu2/5pxphk
title: 112-1_0133.dcm
DOI: 10.7910/dvn/pzhnu2/84yv7i
title: 112-1_0126.dcm
DOI: 10.7910/dvn/pzhnu2/dznxfp
title: 112-1_0218.dcm
DOI: 10.7910/dvn/pzhnu2/mv0gyn
title: 112-1_0247.dcm
DOI: 10.7910/dvn/pzhnu2/o4crin
title: 112-1_0037.dcm
DOI: 10.7910/dvn/pzhnu2/vkwedd
title: 112-1_0053.dcm
DOI: 10.7910/dvn/pzhnu2/wrgw90
title: 112-1_0188.dcm
DOI: 10.7910/dvn/pzhnu2/06jsct
title: 112-5_0081.dcm
DOI: 10.7910/dvn/pzhnu2/4myt7m
title: 112-1_0236.dcm
DOI: 10.7910/dvn/pzhnu2/9fplsh
title: 112-1_0146.dcm
DOI: 10.7910/dvn/pzhnu2/c1tsyo
title: 112-1_0047.dcm
DOI: 10.7910/dvn/pzhnu2/csnhcw
title: 112-1_0163.dcm
DOI: 10.7910/dvn/pzhnu2/el3mtc
title: 112-1_0209.dcm
DOI: 10.7910/dvn/pzhnu2/gt88v5
title: 112-1_0060.dcm
DOI: 10.7910/dvn/pzhnu2/vv35sj
title: 112-5_0242.dcm
DOI: 10.7910/dvn/pzhnu2/xdbk2l
title: 112-5_0143.dcm
DOI: 10.7910/dvn/pzhnu2/cq4i9c
title: 112-5_0031.dcm
DOI: 10.7910/dvn/pzhnu2/d5dlux
title: 112-1_0215.dcm
DOI: 10.7910/dvn/pzhnu2/fkika6
title: 112-5_0032.dcm
DOI: 10.7910/dvn/pzhnu2/louslc
title: 112-5_0198.dcm
DOI: 10.7910/dvn/pzhnu2/mtgba4
title: 112-5_0190.dcm
DOI: 10.7910/dvn/pzhnu2/wt0q2n
title: 112-1_0176.dcm
DOI: 10.7910/dvn/pzhnu2/wywyz7
title: 112-5_0039.dcm
DOI: 10.7910/dvn/pzhnu2/yca2gw
title: 112-5_0108.dcm
DOI: 10.7910/dvn/pzhnu2/zsf713
title: 112-5_0109.dcm
DOI: 10.7910/dvn/pzhnu2/evdkng
title: 112-5_0210.dcm
DOI: 10.7910/dvn/pzhnu2/hckfna
title: 112-1_0190.dcm
DOI: 10.7910/dvn/pzhnu2/j2mgt6
title: 112-5_0023.dcm
DOI: 10.7910/dvn/pzhnu2/nkn0fz
title: 112-5_0147.dcm
DOI: 10.7910/dvn/pzhnu2/nuyufs
title: 112-1_0055.dcm
DOI: 10.7910/dvn/pzhnu2/uvndm2
title: 112-1_0201.dcm
DOI: 10.7910/dvn/pzhnu2/vji8r8
title: 112-1_0245.dcm
DOI: 10.7910/dvn/pzhnu2/xajnjb
title: 112-1_0017.dcm
DOI: 10.7910/dvn/pzhnu2/0x4heg
title: 112-1_0010.dcm
DOI: 10.7910/dvn/pzhnu2/50kxwn
title: 112-5_0046.dcm
DOI: 10.7910/dvn/pzhnu2/aarbi9
title: 112-1_0113.dcm
DOI: 10.7910/dvn/pzhnu2/bmmw0v
title: 112-1_0192.dcm
DOI: 10.7910/dvn/pzhnu2/fxmpwo
title: 112-5_0048.dcm
DOI: 10.7910/dvn/pzhnu2/lk3eip
title: 112-5_0003.dcm
DOI: 10.7910/dvn/pzhnu2/ltwwyk
title: 112-1_0006.dcm
DOI: 10.7910/dvn/pzhnu2/pdqq5h
title: 112-1_0243.dcm
DOI: 10.7910/dvn/pzhnu2/yxqkjq
title: 112-5_0144.dcm
DOI: 10.7910/dvn/frbb4o/wpxiwa
title: pca.py
DOI: 10.7910/dvn/pzhnu2/3psp8m
title: 112-1_0164.dcm
DOI: 10.7910/dvn/pzhnu2/3uz8uz
title: 112-1_0046.dcm
DOI: 10.7910/dvn/pzhnu2/cdlrqd
title: 112-5_0086.dcm
DOI: 10.7910/dvn/pzhnu2/e3oanz
title: 112-5_0172.dcm
DOI: 10.7910/dvn/pzhnu2/ebvtkk
title: 112-5_0091.dcm
DOI: 10.7910/dvn/pzhnu2/pnlsuk
title: 112-1_0246.dcm
DOI: 10.7910/dvn/pzhnu2/psqahu
title: 112-5_0138.dcm
DOI: 10.7910/dvn/pzhnu2/xrnfnv
title: 112-5_0009.dcm
DOI: 10.7910/dvn/pzhnu2/y7ihoj
title: 112-1_0121.dcm
DOI: 10.7910/dvn/zd0agq/hpkzuy
title: Daily weather data for Ifakara (Uganda) from 2014 to 2018.xls
DOI: 10.7910/dvn/pzhnu2/3rbk1p
title: 112-1_0000.dcm
DOI: 10.7910/dvn/pzhnu2/d9uopj
title: 112-5_0027.dcm
DOI: 10.7910/dvn/pzhnu2/sca7do
title: 112-5_0213.dcm
DOI: 10.7910/dvn/pzhnu2/ssq01n
title: 112-5_0089.dcm
DOI: 10.7910/dvn/pzhnu2/ueojug
title: 112-5_0010.dcm
DOI: 10.7910/dvn/pzhnu2/urx2pi
title: 112-5_0088.dcm
DOI: 10.7910/dvn/pzhnu2/vhr1hl
title: 112-1_0244.dcm
DOI: 10.7910/dvn/pzhnu2/bc4iew
title: 112-5_0077.dcm
DOI: 10.7910/dvn/pzhnu2/gjip1c
title: 112-1_0098.dcm
DOI: 10.7910/dvn/pzhnu2/htf93a
title: 112-1_0225.dcm
DOI: 10.7910/dvn/pzhnu2/ibuxzm
title: 112-5_0105.dcm
DOI: 10.7910/dvn/pzhnu2/jdjdpp
title: 112-5_0033.dcm
DOI: 10.7910/dvn/pzhnu2/mrga3t
title: 112-1_0125.dcm
DOI: 10.7910/dvn/pzhnu2/pyl26d
title: 112-1_0079.dcm
DOI: 10.7910/dvn/pzhnu2/rmarzd
title: 112-1_0222.dcm
DOI: 10.7910/dvn/pzhnu2/ur31xy
title: 112-1_0217.dcm
DOI: 10.7910/dvn/pzhnu2/1jpkev
title: 112-1_0160.dcm
DOI: 10.7910/dvn/pzhnu2/6f8oow
title: 112-1_0150.dcm
DOI: 10.7910/dvn/pzhnu2/cf1zhy
title: 112-5_0140.dcm
DOI: 10.7910/dvn/pzhnu2/cwq0re
title: 112-1_0151.dcm
DOI: 10.7910/dvn/pzhnu2/epdpb9
title: 112-1_0013.dcm
DOI: 10.7910/dvn/pzhnu2/fe0aje
title: 112-1_0100.dcm
DOI: 10.7910/dvn/pzhnu2/goffnm
title: 112-1_0180.dcm
DOI: 10.7910/dvn/pzhnu2/twbc1w
title: 112-5_0165.dcm
DOI: 10.7910/dvn/pzhnu2/wqqbbp
title: 112-5_0029.dcm
DOI: 10.7910/dvn/pzhnu2/3slsd4
title: 112-5_0050.dcm
DOI: 10.7910/dvn/pzhnu2/ei2xsf
title: 112-1_0170.dcm
DOI: 10.7910/dvn/pzhnu2/ewxcsq
title: 112-5_0208.dcm
DOI: 10.7910/dvn/pzhnu2/fczwjl
title: 112-5_0175.dcm
DOI: 10.7910/dvn/pzhnu2/mhpjqt
title: 112-1_0086.dcm
DOI: 10.7910/dvn/pzhnu2/u2kztp
title: 112-5_0040.dcm
DOI: 10.7910/dvn/pzhnu2/usn4ra
title: 112-5_0146.dcm
DOI: 10.5281/zenodo.1477735
title: Melting Of 2D Molecular Crystals

description: Melting of a number of the crystal polymorphs of a 2D molecule.
DOI: 10.5281/zenodo.1477736
title: Melting Of 2D Molecular Crystals

description: Melting of a number of the crystal polymorphs of a 2D molecule.
DOI: 10.7910/dvn/pzhnu2/3fzcmr
title: 112-5_0076.dcm
DOI: 10.7910/dvn/pzhnu2/5wepdx
title: 112-5_0092.dcm
DOI: 10.7910/dvn/pzhnu2/ghnhyc
title: 112-5_0000.dcm
DOI: 10.7910/dvn/pzhnu2/hz7ptb
title: 112-1_0134.dcm
DOI: 10.7910/dvn/pzhnu2/tu2yuz
title: 112-5_0036.dcm
DOI: 10.7910/dvn/pzhnu2/v9buwl
title: 112-5_0118.dcm
DOI: 10.7910/dvn/pzhnu2/xxon4m
title: 112-1_0137.dcm
DOI: 10.7910/dvn/pzhnu2/zrykdt
title: 112-1_0117.dcm
DOI: 10.7910/dvn/pzhnu2/zzy9zz
title: 112-1_0034.dcm
DOI: 10.5281/zenodo.1478494
title: Crowdsourcing Topical Relevance With Crowdtruth

description: This repository contains the crowdsourcing annotations for topical relevance referenced in the following paper:


	Oana Inel, Giannis Haralabopoulos, Dan Li, Christophe Van Gysel, Zoltán Szlávik, Elena Simperl, Evangelos Kanoulas and Lora Aroyo: Studying Topical Relevance with Evidence-based Crowdsourcing. CIKM 2018.


 

If you find this data useful in your research, please consider citing:

<pre>@inproceedings{inel2018studying,
  title={Studying Topical Relevance with Evidence-based Crowdsourcing},
  author={Inel, Oana and Haralabopoulos, Giannis and Li, Dan and Van Gysel, Christophe and Szl{\'a}vik, Zolt{\'a}n and Simperl, Elena and Kanoulas, Evangelos and Aroyo, Lora},
  booktitle={Proceedings of the 27th ACM International Conference on Information and Knowledge Management},
  pages={1253--1262},
  year={2018},
  organization={ACM}
}</pre>

 

<strong>Running the notebooks</strong>

To run and regenerate the results, you need to install the stable version of the <em><strong>crowdtruth==2.0</strong></em> package from PyPI using:<br>
pip install crowdtruth==2.0<br>
DOI: 10.5281/zenodo.1478495
title: Crowdsourcing Topical Relevance With Crowdtruth

description: This repository contains the crowdsourcing annotations for topical relevance referenced in the following paper:


	Oana Inel, Giannis Haralabopoulos, Dan Li, Christophe Van Gysel, Zoltán Szlávik, Elena Simperl, Evangelos Kanoulas and Lora Aroyo: Studying Topical Relevance with Evidence-based Crowdsourcing. CIKM 2018.


 

If you find this data useful in your research, please consider citing:

<pre>@inproceedings{inel2018studying,
  title={Studying Topical Relevance with Evidence-based Crowdsourcing},
  author={Inel, Oana and Haralabopoulos, Giannis and Li, Dan and Van Gysel, Christophe and Szl{\'a}vik, Zolt{\'a}n and Simperl, Elena and Kanoulas, Evangelos and Aroyo, Lora},
  booktitle={Proceedings of the 27th ACM International Conference on Information and Knowledge Management},
  pages={1253--1262},
  year={2018},
  organization={ACM}
}</pre>

 

<strong>Running the notebooks</strong>

To run and regenerate the results, you need to install the stable version of the <em><strong>crowdtruth==2.0</strong></em> package from PyPI using:<br>
pip install crowdtruth==2.0<br>
DOI: 10.6077/sam2-em02
title: Prevalence and Risk Factors of Undernutrition in Young Children Living in Urban Slums of Mumbai, India: A cross sectional study
DOI: 10.7910/dvn/pzhnu2/4uh6vn
title: 112-5_0225.dcm
DOI: 10.7910/dvn/pzhnu2/5trmmi
title: 112-5_0158.dcm
DOI: 10.7910/dvn/pzhnu2/ac5wne
title: 112-5_0209.dcm
DOI: 10.7910/dvn/pzhnu2/boen4d
title: 112-5_0212.dcm
DOI: 10.7910/dvn/pzhnu2/dn0vt7
title: 112-1_0212.dcm
DOI: 10.7910/dvn/pzhnu2/ijfpar
title: 112-1_0123.dcm
DOI: 10.7910/dvn/pzhnu2/o2cv6x
title: 112-1_0108.dcm
DOI: 10.7910/dvn/pzhnu2/smq9l8
title: 112-1_0066.dcm
DOI: 10.7910/dvn/pzhnu2/0rh448
title: 112-1_0196.dcm
DOI: 10.7910/dvn/pzhnu2/d2qist
title: 112-5_0149.dcm
DOI: 10.7910/dvn/pzhnu2/fgiwq9
title: 112-5_0218.dcm
DOI: 10.7910/dvn/pzhnu2/gdfzju
title: 112-1_0189.dcm
DOI: 10.7910/dvn/pzhnu2/hhcvg1
title: 112-1_0107.dcm
DOI: 10.7910/dvn/pzhnu2/ils5xe
title: 112-1_0159.dcm
DOI: 10.7910/dvn/pzhnu2/k12dpm
title: 112-5_0106.dcm
DOI: 10.7910/dvn/pzhnu2/vousch
title: 112-5_0044.dcm
DOI: 10.7910/dvn/pzhnu2/vwuxtk
title: 112-1_0095.dcm
DOI: 10.7910/dvn/pzhnu2/7xz7es
title: 112-5_0219.dcm
DOI: 10.7910/dvn/pzhnu2/gssc1u
title: 112-5_0034.dcm
DOI: 10.7910/dvn/pzhnu2/iucdvs
title: 112-5_0139.dcm
DOI: 10.7910/dvn/pzhnu2/kd5mma
title: 112-5_0145.dcm
DOI: 10.7910/dvn/pzhnu2/lc6kef
title: 112-5_0237.dcm
DOI: 10.7910/dvn/pzhnu2/ltxj25
title: 112-1_0050.dcm
DOI: 10.7910/dvn/pzhnu2/td4yo0
title: 112-5_0170.dcm
DOI: 10.7910/dvn/pzhnu2/wjjckn
title: 112-5_0126.dcm
DOI: 10.5281/zenodo.1478089
title: Revealing Ferroelectric Switching Character Using Deep Recurrent Neural Networks

description: <strong>The ability to manipulate domains and domain walls underpins function in a range of next-generation applications of ferroelectrics. While there have been demonstrations of controlled nanoscale manipulation of domain structures to drive emergent properties, such approaches lack an internal feedback loop required for automation. Here, using a deep sequence-to-sequence autoencoder we automate the extraction of features of nanoscale ferroelectric switching from multichannel hyperspectral band-excitation piezoresponse force microscopy of tensile-strained PbZr<sub>0.2</sub>Ti<sub>0.8</sub>O<sub>3</sub> with a hierarchical domain structure. Using this approach, we identify characteristic behavior in the piezoresponse and cantilever resonance hysteresis loops, which allows for the classification and quantification of nanoscale-switching mechanisms. Specifically, we are able to identify elastic hardening events which are associated with the nucleation and growth of charged domain walls. This work demonstrates the efficacy of unsupervised neural networks in <em>learning</em> features of the physical response of a material from nanoscale multichannel hyperspectral imagery and provides new capabilities in leveraging multimodal <em>in operando</em> spectroscopies and automated control for the manipulation of nanoscale structures in materials.</strong>
description: Data for paper Revealing Ferroelectric Switching Character Using Deep Recurrent Neural Networks
DOI: 10.5281/zenodo.1478149
title: Data For The Eastern African Power Pool'S Energy Systems Model, Developed In Osemosys

description: This repository consists of the following datasets

1.  EAPP_reference scenario_datafile.DD- This dataset is a model file that needs to be used with the code available in this GitHub link. This data file (in concurrence with the OSeMOSYS code) can be used to create a linear programming file (LP file) to be solved using any mathematical optimisation solver like GLPSOL/C-PLEX/GUROBI/CBC.

2. Main article_EAPP_data for figures.xlsx- This excel file contains the base data used to illustrate the figures in the main article.

3. Supplementary article_EAPP_data for figures.xlsx- This excel file contains the base data used to illustrate the figures in the supplementary article.
DOI: 10.7910/dvn/pzhnu2/afnfbn
title: 112-5_0022.dcm
DOI: 10.7910/dvn/pzhnu2/e52cfs
title: 112-1_0143.dcm
DOI: 10.7910/dvn/pzhnu2/gvlasb
title: 112-5_0220.dcm
DOI: 10.7910/dvn/pzhnu2/gwbz1c
title: 112-5_0189.dcm
DOI: 10.7910/dvn/pzhnu2/kqjlvi
title: 112-1_0029.dcm
DOI: 10.7910/dvn/pzhnu2/rnybpg
title: 112-1_0184.dcm
DOI: 10.7910/dvn/pzhnu2/slehjc
title: 112-1_0005.dcm
DOI: 10.7910/dvn/pzhnu2/umlqjz
title: 112-1_0194.dcm