cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/rxhmcjswzx.1
title: Table SI: Arrythmia affected and normal patients’ time series data sets followed by the Savitzky–Golay filtration process.

description: Full-length ECG time series data of 48 arrhythmic patients has been collected from popular MIT-BIH Arrhythmia Database (mitdb) (https://physionet.org/physiobank/database/mitdb/). The data sets include ECG time series data of 24 men aged between 32 to 89 years and of 22 women aged between 23 to 89 years. On the other hand, the normal data (healthy person) has been collected from MIT-BIH Normal Sinus Rhythm Database (nsrdb) (https://physionet.org/content/nstdb/1.0.0/) consisting of 18 long-term ECG signals of subjects having no significant arrhythmia. The subjects include 5 men and 13 women, aged between 26 to 45 and 20 to 50 respectively. The signal used here for the analysis is a modified limb lead II (MLII), obtained by placing the electrodes on the chest of the patients. We did not include the records of two patients with patient IDs 102 and 104 from MIT-BIH Arrhythmia Database as the required MLII data were not available due to surgical dressings on the above-mentioned patients. On the other hand, we also consider the data from ECG1 mode which are ECG signals (Normal Sinus Rhythm Database) relating to healthy persons and these data sets are regarded as complementary to MLII data of the arrhythmia database. Here, total no. of data points of each of the disease data series is 21600 with frequency 360.01 sec-1 whereas the same for the normal data series is 7680 with frequency 128 sec-1. Therefore, each of the data series is recorded for 60 sec time duration. A filter is utilized for processing of signals in order to selectively isolate a particular frequency or range of frequencies from an assortment of multiple frequencies in a signal. The choice of appropriate filter for processing of the system generated signals requires maximum noise reduction with minimal signal distortion. One of the best filters for noise clearing of biomedical data, including ECG signals, seems to be Savitzky–Golay (SG) filter. The fundamental principle of SG filter is to consider 2n + 1 equidistant points taking n = 0 as a center to represent a polynomial of degree p (where p&lt;2n + 1). A set of points is to be fitted to some curve. For this purpose, SG filter computes the value of the least square polynomial (or its derivative) at a point, i = 0, over the decided frame range. This filter applies the method of linear least squares for data smoothing, which helps to maintain the original shape of the signal. A SG filter generally requires pre-determined values of order and frame depending on the frequency and length of the data. Usually, trial and error method or prior experience is required to decide the satisfactory values of parameters. Here, the values of “Frame” for diseased and normal data were assumed to be 37 and 13 respectively and the “Order” of the filter were 3 for each type of data sets. The ‘Table SI’ contains the filtered data sets for both type of disease and normal subject.
DOI: 10.17632/rxhmcjswzx.2
title: Table SI: Arrhythmia affected and normal patients’ time series data sets followed by the Savitzky–Golay filtration process.

description: Full-length ECG time series data of 48 arrhythmic patients has been collected from popular MIT-BIH Arrhythmia Database (mitdb) (https://physionet.org/physiobank/database/mitdb/). The data sets include ECG time series data of 24 men aged between 32 to 89 years and of 22 women aged between 23 to 89 years. On the other hand, the normal data (healthy person) has been collected from MIT-BIH Normal Sinus Rhythm Database (nsrdb) (https://physionet.org/content/nstdb/1.0.0/) consisting of 18 long-term ECG signals of subjects having no significant arrhythmia. The subjects include 5 men and 13 women, aged between 26 to 45 and 20 to 50 respectively. The signal used here for the analysis is a modified limb lead II (MLII), obtained by placing the electrodes on the chest of the patients. We did not include the records of two patients with patient IDs 102 and 104 from MIT-BIH Arrhythmia Database as the required MLII data were not available due to surgical dressings on the above-mentioned patients. On the other hand, we also consider the data from ECG1 mode which are ECG signals (Normal Sinus Rhythm Database) relating to healthy persons and these data sets are regarded as complementary to MLII data of the arrhythmia database. Here, total no. of data points of each of the disease data series is 21600 with frequency 360.01 sec-1 whereas the same for the normal data series is 7680 with frequency 128 sec-1. Therefore, each of the data series is recorded for 60 sec time duration. A filter is utilized for processing of signals in order to selectively isolate a particular frequency or range of frequencies from an assortment of multiple frequencies in a signal. The choice of appropriate filter for processing of the system generated signals requires maximum noise reduction with minimal signal distortion. One of the best filters for noise clearing of biomedical data, including ECG signals, seems to be Savitzky–Golay (SG) filter. The fundamental principle of SG filter is to consider 2n + 1 equidistant points taking n = 0 as a center to represent a polynomial of degree p (where p&lt;2n + 1). A set of points is to be fitted to some curve. For this purpose, SG filter computes the value of the least square polynomial (or its derivative) at a point, i = 0, over the decided frame range. This filter applies the method of linear least squares for data smoothing, which helps to maintain the original shape of the signal. A SG filter generally requires pre-determined values of order and frame depending on the frequency and length of the data. Usually, trial and error method or prior experience is required to decide the satisfactory values of parameters. Here, the values of “Frame” for diseased and normal data were assumed to be 37 and 13 respectively and the “Order” of the filter were 3 for each type of data sets. The ‘Table SI’ contains the filtered data sets for both type of disease and normal subject.
DOI: 10.25345/c5x97n
title: MassIVE MSV000084847 - Circadian_IHC_submission_workflow
title: ApoE knockout mice were exposed to intermittent hypoxia and hypercapnia (treatment) or room air (controls). Perturbations in the gut microbiome were profiled longitudinally using LC-MS/MS to study the impact of treatment on the gut metabolome over the course of the day. Samples were collected after 6 days of exposure to conditions. Samples were collected every 6 hours for 24hrs to examine circadian rhythm dynamics.
DOI: 10.7910/dvn/jp1zt0/4tbdgx
title: Figure3.do

description: :unav
DOI: 10.7910/dvn/jp1zt0/ageshq
title: Figure4.do

description: :unav
DOI: 10.7910/dvn/jp1zt0/ah1kjk
title: TG_outages.tab

description: :unav
DOI: 10.7910/dvn/jp1zt0/suph9n
title: Table1.do

description: :unav
DOI: 10.7910/dvn/jp1zt0/u8mxmr
title: Table2.do

description: :unav
DOI: 10.17632/36vr3gz5k3.1
title: Sonora Research Station: Hannusch thesis, species values

description: Cover and abundance data for winter 2017, spring 2018, summer 2018, winter 2018, and spring 2019 samplings in small-scale Drought-Net plots.
DOI: 10.17632/mh5t8fzbbf.1
title: Rapid head movements in common marmoset monkeys

description: Gaze shifts, the directing of the eyes to an approaching predator, preferred food source, or potential mate, have universal biological significance for the survival of a species. Our knowledge of gaze behavior in primates is based primarily on visually triggered orienting responses, whereas head orientation triggered by auditory stimuli remains poorly characterized. Common marmoset (Callithrix jacchus) is a diurnal, small-bodied (~350 g), New World monkey species, known for their rich behavioral repertoires during social interactions. We used a lightweight head tracking system to measure marmosets’ reflexive head orientations toward a natural stimulus presented from behind. We found that marmoset could rotate its head at angular velocities above 1000 degrees/second, and maintained target accuracy for a wide range of rotation amplitudes (up to 250 degrees). This unusual, saccadic head orienting behavior offers opportunities for understanding the many biological factors that have shaped the evolution of sensorimotor controls of gaze orientation by the primate brain. This dataset contains all the original measurements of peak velocity and amplitude of head movements in two marmoset monkeys.
DOI: 10.18112/openneuro.ds001510.v1.0.4
title: Schematic narrative perception and recall (intact)
DOI: 10.18112/openneuro.ds001511.v1.0.4
title: Schematic narrative perception and recall (scrambled)
DOI: 10.7910/dvn/jp1zt0/5jz92c
title: CFLs_data.tab

description: :unav
DOI: 10.7910/dvn/jp1zt0/kfgiud
title: CFLs_data_panel.tab

description: :unav
DOI: 10.7910/dvn/jp1zt0/n50ym2
title: CFLs_TG_demand.tab

description: :unav
DOI: 10.7910/dvn/jp1zt0/ntxynr
title: Table4.do

description: :unav
DOI: 10.7910/dvn/jp1zt0/rjmoto
title: Table3.do

description: :unav
DOI: 10.7910/dvn/jp1zt0/sew5gb
title: Table5.do

description: :unav
DOI: 10.7910/dvn/jp1zt0/wwop4o
title: readme.docx

description: :unav
DOI: 10.18112/openneuro.ds001525.v1.1.1
title: Syllable level speech sequencing
DOI: 10.25912/5e2f6a06df58c
title: The effects of gamification on computerised cognitive training: Meta-analysis data
DOI: 10.5281/zenodo.3628707
title: KeplerTestingSet

description: This is a dataset to test the trained random forest model!
DOI: 10.5281/zenodo.3628708
title: KeplerTestingSet

description: This is a dataset to test the trained random forest model!
DOI: 10.7910/dvn/dfmliu/z1msdj
title: aea_trials.tab

description: :unav
DOI: 10.17632/5x84njzw8d.1
title: Data for: δ30Si and δ18O of multiple silica phases in chert: implications for δ30Siseawater of Darriwilian seawater and sea surface palaeo-temperature
DOI: 10.3886/e115006v1-21979
title: National Neighborhood Data Archive (NaNDA): Crimes by County, United States, 2002-2014

description: This dataset contains county-level totals for the years 2002-2014 for eight types of crime: murder, rape, robbery, aggravated assault, burglary, larceny, motor vehicle theft, and arson. These crimes are classed as Part I criminal offenses by the United States Federal Bureau of Investigations (FBI) in their Uniform Crime Reporting (UCR) program. Each record in the dataset represents the total of each type of criminal offense reported in (or, in the case of missing data, attributed to) the county in a given year.
description: All counties in the United States, excluding US island territories.Smallest Geographic Unit: county
DOI: 10.5258/soton/d1101
title: MATLAB scripts for CT data assessment
DOI: 10.5281/zenodo.3568416
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Pirie, Michael, https://orcid.org/0000-0003-0403-4470. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.3599768
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Chatzimanolis, Stylianos, https://orcid.org/0000-0001-9008-0611. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.3599769
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by James, Shelley, https://orcid.org/0000-0003-1105-1850. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.3628895
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Weir, Bevan, https://orcid.org/0000-0003-2580-0701. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.17632/fnnd83khpx.1
title: Original data for "Reactively sintered TiB2-SiC-C heteromodulus ceramics for solar thermal absorbers" manuscript

description: The archive contains original SEM images, XRD files,charge densification data, thermal conductivity experiments.
DOI: 10.18112/openneuro.ds001531.v1.0.1
title: Imaging object-scene relations processing in visible and invisible natural scenes
DOI: 10.25346/s6/lxhdmj
title: Karakax Valley Site 4 - Cosmogenic dating results

description: The file CRN_TableSI_Peltzeretal2020.xlsx is an Excel spreadsheet with the parameters needed to calculate the model ages using the CRONUS online calculator version 3 (https://hess.ess.washington.edu/). The file CRN_Table2_Peltzeretal2020.xlsx is an Excel spreadsheet with the CRN age determination results published in related publication Table 2.
DOI: 10.25346/s6/lxhdmj/oop74c
title: CRN_TableSI_Peltzeretal2020.tab
DOI: 10.25346/s6/lxhdmj/uwak81
title: CRN_Table2_Peltzeretal2020.tab
DOI: 10.5281/zenodo.3614086
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Danihelka, Jiří, https://orcid.org/0000-0002-2640-7867. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5281/zenodo.3628896
title: Natural history specimens collected and/or identified and deposited.

description: Natural history specimen data collected and/or identified by Rainer, Heimo, https://orcid.org/0000-0002-5963-349X. Claims were made on Bloodhound, https://bloodhound-tracker.net using specimen data from the Global Biodiversity Information Facility, https://gbif.org.
DOI: 10.5284/1058982
title: Land at The Racecourse, Towcester, Northamptonshire. Geophysical Survey (OASIS ID: archaeol11-378704)

description: A geophysical (magnetometer) survey, was undertaken on approximately 1.1 hectares of land at Towcester Racecourse, Towcester. Agricultural activity in the form of historic ploughing trends are evident across the site. A range of geological responses correlating to the site topography have also been detected. Other magnetic responses include service pipes and magnetic disturbance. Based on the results of the geophysical survey, the archaeological potential is considered to be low.
DOI: 10.7910/dvn/8z0liv/cw3c24
title: 3reg_familyoutcomes.do

description: STATA do-file
DOI: 10.7910/dvn/8z0liv/fkkaf6
title: 2reg_firststage.do

description: STATA do-file
DOI: 10.7910/dvn/8z0liv/g16hnj
title: familyoutcomes.dta.gz

description: STATA data
DOI: 10.7910/dvn/8z0liv/iimghq
title: figurea1.dta.gz

description: STATA data
DOI: 10.7910/dvn/8z0liv/osq3hu
title: firststage.dta.gz

description: STATA data
DOI: 10.7910/dvn/8z0liv/rx5zbr
title: 1summaryfigs.do

description: STATA do-file
DOI: 10.7910/dvn/8z0liv/wjjttv
title: tablea22_23.dta.gz

description: STATA data
DOI: 10.7910/dvn/8z0liv/y8d8jm
title: table7.dta.gz

description: STATA data
DOI: 10.17632/8mr5pgnbn5.1
title: Data for: Synthesis and evaluation of 89Zr-labeled and long-lived GLP-1 receptor agonists for PET imaging

description: Appendix B. PET imaging 3D rendered images. 1. PET 3D of 4-89Zr 2. PET 3D of 5-89Zr
DOI: 10.17632/z98fxdr64x.1
title: Chromatin lncRNA Platr10 controls pluripotency network in trans by coordinating intrachromosomal looping and TET1 DNA demethylation

description: MC-D-18-02109 raw image
DOI: 10.18112/openneuro.ds001517.v1.0.3
title: Associative Prediction of Visual Shape in the Hippocampus
DOI: 10.25346/s6/mssc65
title: Karakax Valley Site 1 - Pleiades Digital Elevation Model

description: The file is a Digital Elevation Model of Site 1 described in related publication. It has been generated from Pleiades tri-stereo images (CNES, 2018, distribution Airbus DS) obtained via the ESA Earth Online data portal (https://earth.esa.int). The images were processed into a DEM using the AIMES Stereo Pipeline (ASP) software. The file is in GeoTiff format and can be opened in QGIS as a geo-referenced raster layer. Projection description: Size is 1565, 1208 Pixel Size = (1.,-1.) meters Coordinate System is: PROJCS["WGS 84 / UTM zone 43N", Origin = Upper Left (767138.500, 4028708.500) (77˚58'38.78"E, 36˚21'59.10"N) min elevation=3578.80 max elevation=3958.14
DOI: 10.25346/s6/mssc65/cqfykc
title: atf_site1_pleiades_dem.tif.aux.xml
DOI: 10.25346/s6/mssc65/na1ilx
title: atf_site1_pleiades_dem.tfw
DOI: 10.25346/s6/mssc65/pp6fzx
title: atf_site1_pleiades_dem.tif
DOI: 10.7910/dvn/8z0liv/h5banu
title: states.dta.gz

description: STATA data
DOI: 10.7910/dvn/8z0liv/l3mvz2
title: figures_1_2.dta.gz

description: STATA data
DOI: 10.7910/dvn/8z0liv/w7bgcq
title: README.docx

description: README
DOI: 10.7910/dvn/8z0liv/xuis0d
title: tablea24.dta.gz

description: STATA data
DOI: 10.5519/qd.12cti3bt
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1596 records)
DOI: 10.6084/m9.figshare.8175014.v2
title: smkj399_zymo_d6305_rrna_umi_ont_r941_g237flipflop

description: Nanopore sequencing data in fastq format from UMI amplicon sequencing of rRNA genes from ZymoBIOMICS Microbial Community DNA Standard (D6305, lot no. ZRC190633).<br>
DOI: 10.17632/y4pyc7yfyv.1
title: Independent Voters, Media Use, and Social Networks

description: Data gathered from phone survey of registered voters in Arizona in 2016. Data set includes questions about political identification on ANES 7-point scale, media consumption patterns and the social networks of respondents, as well as basic demographic data (i.e. race, gender, income, etc.).
DOI: 10.17632/y4pyc7yfyv.2
title: Independent Voters, Media Use, and Social Networks

description: Data gathered from phone survey of registered voters in Arizona in 2016. Data set includes questions about political identification on ANES 7-point scale, media consumption patterns and the social networks of respondents, as well as basic demographic data (i.e. race, gender, income, etc.).
DOI: 10.5519/qd.jqdoz9kr
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (171 records)
DOI: 10.17632/b89sspj75h.1
title: Data for: Play Fairway Analysis of geothermal resources across the State of Hawai‘i: 4. Updates with new ground water chemistry, subsurface stress analysis, and focused geophysical surveys

description: New groundwater data collected as part of Phase 2 of the Hawaii Play Fairway statewide geothermal resource assessment
DOI: 10.17632/y6r62t56km.1
title: MOCAP data base for three hand movements

description: The database contains different tests for each of the hand fingers for three different movements: Cylindrical grip, fine clamp and cuff closure. The tests were obtained with a Vicon motion capture system with 8 Bonita cameras. For the index, middle, ring and little finger tests, the capture was made with 5 markers. For the thumb tests, the capture was made with 8 markers. Each Excel file is a different test, It can be imported into a mathematical software for analysis, such as Matlab.
DOI: 10.34730/071bab66d6324215ade0b3d05ebbf635
title: TOAR timeseries of ground-level ozone at station LinAn (LN58448), China

description: Timeseries of 1-hourly measurements of ground-level ozone at station LinAn (LN58448), China. These data were provided by Prof.Dr. Xiaobin Xu of Key Laboratory for Atmospheric Chemistry (KLAC), Chinese Academy of Meteorological Sciences (CAMS), China Meteorological Administration (CMA) in the context of the Tropospheric Ozone Assessment Report (TOAR). For further information about TOAR see http://www.igacproject.org/activities/TOAR. An uptodate record of this data can be found in the TOAR database at https://toar-data.fz-juelich.de/api/getCoverage/?id=48232&sampling_method=hourly (not yet implemented)
description: This timeseries belongs to the collection http://doi.org/10.34730/17ee8eb5682848acb19ff17bc4921eb8 of TOAR datasets from station LinAn (LN58448), China.
description: The data are formatted as a csv file with variable header information. Each header line begins with # and contains key: value metadata elements. The data file was generated by the TOAR database query https://toar-data.fz-juelich.de/api/getCoverage/?id=LN58448&sampling_method=hourly&version_tag=1.0 (not yet implemented). A detailed description of the file format and the metadata elements can be found at: https://toar-data-portal.fz-juelich.de/docs/surfacedata/TOAR_file_format_v2.pdf (not yet implemented). Software tools for working with these data are available at https://jugit.fz-juelich.de/m.schultz/toar-public-utilities.
DOI: 10.5281/zenodo.3613467
title: Dataset of "Primers or Reminders? The Effects of Existing Review Comments on Code Review"

description: Dataset of "Primers or Reminders? The Effects of Existing Review Comments on Code Review". See README.md for more information.
description: In this version we included the feedback of the reviewers of our artifact evaluation submission of ICSE2020.
DOI: 10.5281/zenodo.3613468
title: Dataset of "Primers or Reminders? The Effects of Existing Review Comments on Code Review"

description: Dataset of "Primers or Reminders? The Effects of Existing Review Comments on Code Review". See README.md for more information.
DOI: 10.7910/dvn/un3kml/2lvsvj
title: house.tab

description: :unav
DOI: 10.7910/dvn/un3kml/3wpd4i
title: Fig1_data.tab

description: :unav
DOI: 10.7910/dvn/un3kml/bjfm41
title: README.pdf

description: :unav
DOI: 10.7910/dvn/un3kml/ejgmmb
title: replication_code.R

description: :unav
DOI: 10.7910/dvn/un3kml/idlyvz
title: senate_senator_level.tab

description: :unav
DOI: 10.7910/dvn/un3kml/pfbti3
title: senate_state_level.tab

description: :unav
DOI: 10.7910/dvn/un3kml/pw2cbi
title: Appendix_Figures_Data.tab

description: :unav
DOI: 10.34730/a7bdd04d3b9a43daa959246b5947fce8
title: TOAR timeseries of ground-level ozone at station WaLiGuan (WLG), China

description: Timeseries of 1-hourly measurements of ground-level ozone at station WaLiGuan (WLG), China. These data were provided by Prof.Dr. Xiaobin Xu of Key Laboratory for Atmospheric Chemistry (KLAC), Chinese Academy of Meteorological Sciences (CAMS), China Meteorological Administration (CMA) in the context of the Tropospheric Ozone Assessment Report (TOAR). For further information about TOAR see http://www.igacproject.org/activities/TOAR. An uptodate record of this data can be found in the TOAR database at https://toar-data.fz-juelich.de/api/getCoverage/?id=48238&sampling_method=hourly (not yet implemented)
description: This timeseries belongs to the collection http://doi.org/10.34730/bc9f336d296d4ca4a427b1ac95fdd9be of TOAR datasets from station WaLiGuan (WLG), China.
description: The data are formatted as a csv file with variable header information. Each header line begins with # and contains key: value metadata elements. The data file was generated by the TOAR database query https://toar-data.fz-juelich.de/api/getCoverage/?id=WLG&sampling_method=hourly&version_tag=1.0 (not yet implemented). A detailed description of the file format and the metadata elements can be found at: https://toar-data-portal.fz-juelich.de/docs/surfacedata/TOAR_file_format_v2.pdf (not yet implemented). Software tools for working with these data are available at https://jugit.fz-juelich.de/m.schultz/toar-public-utilities.