cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.846932
title: K5Jbt 20M I/Q Solar Eclipse Observations

description: John Thurmond K5JBT

Location: 29.762948N, -95.707518W (Houston, TX)

Antenna: Inverted-L (ca. 25 ft vertical, 15 ft lateral oriented NE)

Receiver type: Flex 6300

Antenna was tuned for 20m, but also recorded on 40m
description: It is possible that the frequency window is slightly off here, but should be approximately correct.
DOI: 10.5281/zenodo.847763
title: I/Q Recording For 10 Meters During August 21, 2017 Solar Eclipse At W3Oa

description: I/Q Recording for 10 Meters Amateur Band During August 21, 2017 Solar Eclipse<br>
Recorded by Richard Williams, W3OA<br>
Location was 35 degrees, 34 minutes, 43.55 seconds North; 80 degrees, 56 minutes, 50.80 secondes West<br>
Antenna was an 80 meter dipole 50 feet high<br>
Receiver was a QS1R
DOI: 10.13135/ela-130
title: Poletai account
DOI: 10.4225/08/599e225d495f3
title: WAMSI 2 - Kimberley Node - Project 2.2.7 Climate modelling - 2010

description: In this project (Kimberley Marine Research Project 2.2.7), historical data and numerical models have been used to identify the climate sensitivity of the Kimberley coast (Western Australia) to interannual and decadal climate variability in the Pacific and Indian Ocean over the past several decades, especially on the variability of ocean temperature, precipitation and salinity, sea level, and shelf current associated with El Niño–Southern Oscillation (ENSO), Indian Ocean Dipole, and Pacific Decadal Oscillation. These analyses have provided the background understanding of the marine environment off the whole northwest shelf including the Kimberley coast and Scott Reef, to improve the predictability of climate-driven environmental variability, especially extreme events such as marine heatwaves. We have also utilised ocean downscaling models to project future climate change impacts on the marine environment such as the ocean temperature and internal wave characteristics.

Data for model year 2010 only
DOI: 10.14457/su.the.2006.250
title: เจดีย์วัดพระแก้ว สรรคบุรี จังหวัดชัยนาท /
DOI: 10.14457/su.the.2006.251
title: เจดีย์วัดโลกโมฬี เชียงใหม่ /
DOI: 10.5281/zenodo.847057
title: Textmining Von Konferenzabstracts: Dokumentation Eines Arbeitsprozesses In Den Digitalen Geisteswissenschaften. Ein Werkstattbericht

description: This dataset accompanies a research of the mining of conference abstracts. The article describes the digital workflow of automatically extracting various entities from a corpus of conference abstracts and performing network analysis on the results in order to find relationships. The aim is to identify the spread and diversity of tools, the representation of institutions and federations, and the thematic and personal networks of speakers at a German-speaking DH conference. Particular emphasis is placed on the documentation of the entire process, which can be interpreted as an initiative to develop interdisciplinary standards in this field.

Included in the dataset are


	a training corpus (Trainingskorpuserweitert.csv)
	a configuration file (Dariah6.prop)
	a model file gained from the Stanford parser (dariah—6ner-model2.ser.gz)
DOI: 10.5281/zenodo.847058
title: Textmining Von Konferenzabstracts: Dokumentation Eines Arbeitsprozesses In Den Digitalen Geisteswissenschaften. Ein Werkstattbericht

description: This dataset accompanies a research of the mining of conference abstracts. The article describes the digital workflow of automatically extracting various entities from a corpus of conference abstracts and performing network analysis on the results in order to find relationships. The aim is to identify the spread and diversity of tools, the representation of institutions and federations, and the thematic and personal networks of speakers at a German-speaking DH conference. Particular emphasis is placed on the documentation of the entire process, which can be interpreted as an initiative to develop interdisciplinary standards in this field.

Included in the dataset are


	a training corpus (Trainingskorpuserweitert.csv)
	a configuration file (Dariah6.prop)
	a model file gained from the Stanford parser (dariah—6ner-model2.ser.gz)
DOI: 10.14457/cmu.res.2006.625
title: เจตคติของผู้ปกครองต่อบทบาทครูพระสอนศีลธรรม ในโรงเรียนระดับมัธยมศึกษาตอนต้น โรงเรียนวัดบ้านก้อง จังหวัดลำพูน /
DOI: 10.14457/cmu.the.2006.728
title: เจตคติต่อค่านิยมทางวัฒนธรรมไทยบางประการ และจิตลักษณะที่พยากรณ์พฤติกรรมการป้องกันการติดเชื้อเอชไอวี ทางเพศสัมพันธ์ของสตรีวัยรุ่น /
DOI: 10.14457/tu.the.2006.196
title: เจตคติของครอบครัวในการดูแลผู้ป่วยจิตเวช ด้วยวิธีการล่ามขัง ศึกษาเฉพาะพื้นที่จังหวัดขอนแก่น /
DOI: 10.14457/tu.the.2006.197
title: เจ้าหนี้ผิดนัด /
DOI: 10.14457/tu.the.2006.198
title: เชาวน์อารมณ์ กับวิธีการเผชิญความเครียด ของบุคลากร 5 สาขาอาชีพ : ทันตแพทย์ ดารา นักคอมพิวเตอร์ ครู และพนักงานขายประกัน /
DOI: 10.5281/zenodo.847571
title: Ve2Wu 20 Meters Iq Data

description: Flex-Radio SDR-6700 20 Meters IQ Data

1478 Covey Hill Road, FRANKLIN, QC CANADA Square FN35AA

Antenna 6 over 6 over 6 stacked Yagi Array beaming Europe
DOI: 10.5281/zenodo.847572
title: Ve2Wu 20 Meters Iq Data

description: Flex-Radio SDR-6700 20 Meters IQ Data

1478 Covey Hill Road, FRANKLIN, QC CANADA Square FN35AA

Antenna 6 over 6 over 6 stacked Yagi Array beaming Europe
DOI: 10.4225/08/599e31c4235d7
title: WAMSI 2 - Kimberley Node - Project 2.2.7 Climate modelling - 2011

description: In this project (Kimberley Marine Research Project 2.2.7), historical data and numerical models have been used to identify the climate sensitivity of the Kimberley coast (Western Australia) to interannual and decadal climate variability in the Pacific and Indian Ocean over the past several decades, especially on the variability of ocean temperature, precipitation and salinity, sea level, and shelf current associated with El Niño–Southern Oscillation (ENSO), Indian Ocean Dipole, and Pacific Decadal Oscillation. These analyses have provided the background understanding of the marine environment off the whole northwest shelf including the Kimberley coast and Scott Reef, to improve the predictability of climate-driven environmental variability, especially extreme events such as marine heatwaves. We have also utilised ocean downscaling models to project future climate change impacts on the marine environment such as the ocean temperature and internal wave characteristics.

Data for model year 2011 only
DOI: 10.5523/bris.wna9731drfr72agb5nu3zx2fy
title: Data from the paper Electrical Balance Duplexer field trials in a high speed rail scenarios

description: Raw measurement data from high speed trains as described in the paper. Data created during EPSRC Impact Acceleration Award (IAA) project on flexible duplexing for LTE Modems with project partner u-blox.
DOI: 10.24388/x40000002_x
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.35, 16 bar series

description: Initial composition: H2 O2 Ar N2
DOI: 10.7799/1375958
title: NREL U.S. Solar Photovoltaic System Cost Benchmark Q1 2017 Report

description: Excel data file for the U.S. Solar Photovoltaic System Cost Benchmark Q1 2017 Report
DOI: 10.13135/ela-116
title: Poletai account
DOI: 10.17638/datacat.liverpool.ac.uk/386
title: Stable and Ordered Amide Frameworks Synthesised Under Reversible Conditions which Facilitate Error Checking
DOI: 10.24388/x40000003_x
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.35, 32 bar series

description: Initial composition: H2 O2 Ar N2
DOI: 10.24388/x40000005_x
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.5, 8 bar series, 2nd series

description: Initial composition: H2 O2 Ar N2
DOI: 10.24388/x40000006
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.5, 16 bar series

description: Initial composition: H2 O2 Ar N2
DOI: 10.5281/zenodo.846839
title: Three-Dimensional Sediment Dynamics In Well-Mixed Estuaries: Importance Of The Internally-Generated Overtide, Spatial Settling Lag And Gravitational Circulation

description: model outputs
DOI: 10.5281/zenodo.846840
title: Three-Dimensional Sediment Dynamics In Well-Mixed Estuaries: Importance Of The Internally-Generated Overtide, Spatial Settling Lag And Gravitational Circulation

description: model outputs
DOI: 10.5281/zenodo.846850
title: Eclipse Radio Propagation 2017

description: Bill Riches, WA2DVU

39.08, -7486

MPG audio file start 1400UT

Antenna: Mosley 20 meter beam at 60 feet pointing west.

Receiver: HP 3586B Selective Voltmeter

FX Reference: Lucent KS-24361 GPS

FX measurement technique: I use the HP3586B to receive WWV on 10 mHZ.  I send the 15625 hz IF output of the HP 3586B to Spectrum Lab.  The 3586 is locked to my GPS.  Spectrum lab calculates error every 60 seconds and generates an Excel chart of the frequency difference.  Computer clock is corrected with NBS program, computer sound card is corrected with 1 PPS pulse from GPS fed to Spectrum lab.
description: During eclipse from 1800Z to 2000Z  large negative frequency change (- 1hz).  Cool!
DOI: 10.13135/ela-117
title: Poletai account
DOI: 10.24388/x40000007_x
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.5, 32 bar series

description: Initial composition: H2 O2 Ar N2
DOI: 10.24388/x40000008
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.5, 32 bar series, 2nd series

description: Initial composition: H2 O2 Ar N2
DOI: 10.24388/x40000009
title: A. Keromnes; W. K. Metcalfe; K. Heufer; H. J. Curran; N. Donohoe; A. K. Das; C. J. Sung; J. Herzler; C. Naumann; P. Griebel; O. Mathieu; M. C. Krejci; E. Petersen; W. J. Pitz; H. J. Curran, Combustion and Flame 2012, submitted, H2/CO = 100/0, Phi = 0.5, 16 bar series, dilution experiment

description: Initial composition: H2 O2 Ar N2
DOI: 10.24388/x40000011_1
title: A. K. Das, C.-J. Sung, Y. Zhang, G. Mittal, Int. J. Hydrogen Energy 38 (2012) 6901-6911, Mixture #1, 10 bar series, point 1

description: Initial composition: H2 O2 N2
DOI: 10.24388/x40000011_2
title: A. K. Das, C.-J. Sung, Y. Zhang, G. Mittal, Int. J. Hydrogen Energy 38 (2012) 6901-6911, Mixture #1, 10 bar series, point 2

description: Initial composition: H2 O2 N2
DOI: 10.24388/x40000011_3
title: A. K. Das, C.-J. Sung, Y. Zhang, G. Mittal, Int. J. Hydrogen Energy 38 (2012) 6901-6911, Mixture #1, 10 bar series, point 3

description: Initial composition: H2 O2 N2
DOI: 10.5281/zenodo.846851
title: Eclipse Radio Propagation 2017

description: Bill Riches, WA2DVU

39.08, -7486

MPG audio file start 1400UT

Antenna: Mosley 20 meter beam at 60 feet pointing west.

Receiver: HP 3586B Selective Voltmeter

FX Reference: Lucent KS-24361 GPS

FX measurement technique: I use the HP3586B to receive WWV on 10 mHZ.  I send the 15625 hz IF output of the HP 3586B to Spectrum Lab.  The 3586 is locked to my GPS.  Spectrum lab calculates error every 60 seconds and generates an Excel chart of the frequency difference.  Computer clock is corrected with NBS program, computer sound card is corrected with 1 PPS pulse from GPS fed to Spectrum lab.
description: During eclipse from 1800Z to 2000Z  large negative frequency change (- 1hz).  Cool!
DOI: 10.24388/x40000011_4
title: A. K. Das, C.-J. Sung, Y. Zhang, G. Mittal, Int. J. Hydrogen Energy 38 (2012) 6901-6911, Mixture #1, 10 bar series, point 4

description: Initial composition: H2 O2 N2
DOI: 10.24388/x40000012_1
title: A. K. Das, C.-J. Sung, Y. Zhang, G. Mittal, Int. J. Hydrogen Energy 38 (2012) 6901-6911, Mixture #1, 30 bar series, point 1

description: Initial composition: H2 O2 N2
DOI: 10.17032/shu-170008
title: Corpus of Arabic social media posts manually classed for sentiment analysis

description: This is a corpus of informal Arabic social media posts manually classed to support sentiment analysis. The posts are from facebook forums discuss news and entertainment.
DOI: 10.7931/j24q7s5n
title: Orongorongo Valley Possum network adjacency matrices
DOI: 10.13135/ela-118
title: Poletai account
DOI: 10.13135/ela-132
title: Poletai account (?)
DOI: 10.5063/f16d5r2b
title: The National Eutrophication Survey: lake characteristics and historical nutrient concentrations

description: Historical ecological surveys are an important source of baseline information to provide context for contemporary research, yet many of these records are not preserved in a way to ensure their long-term usability. The National Eutrophication Survey database is currently only available as portable document files (PDF) scanned from printed records with no embedded character information. This limits its searchability and the ability of current and future scientists to systematically evaluate its contents. The data was collected by the United States Environmental Protection Agency between 1972 and 1975, as part of an effort to investigate eutrophication in freshwater lakes and reservoirs. Although several studies have hand-transcribed portions of the database in support of specific studies, there have been no systematic attempts to transcribe  and preserve the database in its entirety. Here we use a combination of automated optical character recognition and manual quality assurance to make this data available for analysis. The performance of the optical character recognition procedure was highly variable depending on scan quality. For each of the four archival pdf files, we found an error rate of between 5.9 and 17%. The goal of our approach was to strike a balance efficiency and data quality by combining hand-entry of data with digital transcription technologies. The finished database contains information on the physical characteristics, hydrology, and water quality of about 800 lakes in the continental United States. This database could be combined with more recent data to generate meta analyses of water quality trends and spatial variation across the continental United States.
DOI: 10.15468/arzzt6
title: Araneae Spider. - Zoological Survey of India

description: This dataset contains the digitized treatments in Plazi based on the original book chapter Biswas, B., Majumder, S. C. (1995): Araneae Spider. - Zoological Survey of India. In: State Fauna Series 4 Fauna of Meghalaya Part 2. Zoological Survey of India: 93-128, DOI: 10.5281/zenodo.847622
DOI: 10.17632/9zfzv84p8f.1
title: Scrambled eggs - raw data and correlation graphs

description: Raw data for the development of a molecular diagnostic workflow for Fasciola species specific detection from faecal samples.
DOI: 10.17632/jj65p3znnr.1
title: OPEN SOURCE 3D-PRINTED 1000 uL MICROPUMP

description: It is a practical and simple design inspired by pipette pumps. The present design was printed with a 3D printer and assembled very easily with common tools.
DOI: 10.17632/4gwjjk47sz.1
title: Scrambled eggs - Supplementary Tables

description: Supplementary data for the development of a molecular diagnostic workflow for Fasciola species specific detection from faecal samples.
DOI: 10.5281/zenodo.846860
title: Supplementary Data: Status Of The Scalar Singlet Dark Matter Model (Arxiv:1705.07931)

description: Supplementary Data

<em>Status of the scalar singlet dark matter model</em><br>
<em>arXiv:1705.07931</em>

The files in this record contain data for the scalar singlet dark matter model considered in the GAMBIT "Round 1" scalar singlet paper.

The files consist of


	Three YAML files, each corresponding to a different parameter range
	StandardModel_SLHA2_SingletDM_scan_15.yaml, a universal YAML fragment included from the other three YAML files
	Three hdf5 files. SingletDM.hdf5 contains the combined results of all sampling runs, and is the basis for the profile likelihood plots in the paper. SingletDM_TW_full.hdf5 and SingletDM_TW_lowmass.hdf5 contain the results from T-Walk scans over the full and low-mass parameter ranges, respectively. These are the bases for the marginalised posterior plots in the paper.
	An example pip file corresponding to each hdf5 file, for producing plots using pippi
	A tarball best_fits_yaml.tar.gz containing YAML files of the best-fit point in each subregion of the fit.


The YAML files corresponding to different parameter ranges follow the naming scheme SingletDM_[slice].yaml, where slice may be full, lowmass or neck. Each of these YAML files contains entries in the Scanners node for running Diver, MultiNest, TWalk and GreAT.

A few caveats to keep in mind:


	
	The YAML files that we give here are updated compared to the ones that we used when generating the hdf5 file, in order to match the set of available options in the release version of GAMBIT 1.0.0. The included physics and numerics are however identical.
	
	
	The YAML files are designed to work with the tagged release of GAMBIT 1.0.0, and the pip file is tested with pippi 2.0, commit 2ab061a8. They may or may not work with later versions of either software (but you can of course always obtain the version that they do work with via the git history).
	
	
	The pip file is an example only. Users wishing to reproduce the more advanced plots in any of the GAMBIT papers should contact us for tips or scripts, or experiment for themselves. Many of these scripts are in multiple parts and require undocumented manual interventions and steps in order to implement various plot-specific customisations, so please don't expect the same level of polish as for files provided here or in the GAMBIT repo.
description: v2 adds YAML benchmark files for the best-fit points in each region of the model.
DOI: 10.5281/zenodo.846862
title: 2017 Solar Eclipse Doppler And Signal Strengths

description: K3KO 30.210666N,81.603833W Jacksonville FL.  No .wav file.  Antenna Vee pointed north.K3 rx.  CHU 14.670 MHz and WWV 15 MHz measured.

Rb locked reference oscillators.  Methodology described in *. doc file upload
DOI: 10.5281/zenodo.846861
title: 2017 Solar Eclipse Doppler And Signal Strengths

description: K3KO 30.210666N,81.603833W Jacksonville FL.  No .wav file.  Antenna Vee pointed north.K3 rx.  CHU 14.670 MHz and WWV 15 MHz measured.

Rb locked reference oscillators.  Methodology described in *. doc file upload
DOI: 10.5281/zenodo.847790
title: I/Q Recording For 6 Meters During August 21, 2017 Solar Eclipse At W3Oa

description: I/Q Recording for 6 Meters Amateur Band During August 21, 2017 Solar Eclipse<br>
Recorded by Richard Williams, W3OA<br>
Location was 35 degrees, 34 minutes, 43.55 seconds North; 80 degrees, 56 minutes, 50.80 secondes West<br>
Antenna was an 80 meter dipole 50 feet high<br>
Receiver was a QS1R
DOI: 10.5281/zenodo.847791
title: I/Q Recording For 6 Meters During August 21, 2017 Solar Eclipse At W3Oa

description: I/Q Recording for 6 Meters Amateur Band During August 21, 2017 Solar Eclipse<br>
Recorded by Richard Williams, W3OA<br>
Location was 35 degrees, 34 minutes, 43.55 seconds North; 80 degrees, 56 minutes, 50.80 secondes West<br>
Antenna was an 80 meter dipole 50 feet high<br>
Receiver was a QS1R
DOI: 10.17632/zyzfv2p2cd.1
title: MBAR program

description: ********************************************************************** MBAR Copyright (C) 2013 Simone Marsili and Piero Procacci ********************************************************************** Multiple Bennett Acceptance ratio (MBAR) algorithm with BAR estimate for contiguous replicas. See COPYING for terms and conditions of use and distribution of the program. ********************************************************************** The program is provided (for unix platforms alone) as a compressed tar archive [mbar.tar.gz]. Download the file mbar.tar.gz and uncompress with $ tar -zxvf mbar.tar.gz A "SI_bar" directory is created containing this README a COPYING file and two sub-directories: src -&gt; source directory with the MBAR program examples -&gt; directory containing a simple test. to compile the program cd into "src" dir and do $ make to run the tests cd into the "examples" dir and do $ ./BAR.bash For more info see the README files inside "src" and "examples"
DOI: 10.20392/165cee3b-5d4b-4945-829e-cf07ee222ac0
title: Crowding and Subitizing

description: Datasets of four experiments testing whether subitizing in the periphery can be crowded by nearby flankers.
DOI: 10.5281/zenodo.846847
title: Solar Eclipse Radio Frequency Measurements

description: Measurements of the carrier frequency of the NIST radio station WWV on 10 MHz, as performed in north suburban Milwaukee, Wisconsin, during the solar eclipse of August 21, 2017.  Details are in the file "readme.pdf".

Steven Reyer, WA9VNJ, approx. Lat/Long = 43.218, -87.951.  WAV file start time = 1400 UTC.  Antenna is a DX Engineering RF-PRO-1B aimed north-south, receiver is a Yaesu FT-857D locked to a Trimble Thunderbolt GPS via an XRef-FT oscillator interface.  I tuned the radio to 9999.00 kHz USB and listened for the resulting nominal 1000 Hz tone, which was measured by Spectrum Lab software, doing 512k-point FFTs, overlapping 75%, resulting in a measurement every 12 seconds.
description: An interesting "up and down" variation in frequency occurred during the eclipse time, which was not seen on the Control data from the previous day.  See the eclipse_day.jpg and control_day.jpg files, or the eclipse_compare.xlsx spreadsheet.
DOI: 10.5281/zenodo.846848
title: Solar Eclipse Radio Frequency Measurements

description: Measurements of the carrier frequency of the NIST radio station WWV on 10 MHz, as performed in north suburban Milwaukee, Wisconsin, during the solar eclipse of August 21, 2017.  Details are in the file "readme.pdf".

Steven Reyer, WA9VNJ, approx. Lat/Long = 43.218, -87.951.  WAV file start time = 1400 UTC.  Antenna is a DX Engineering RF-PRO-1B aimed north-south, receiver is a Yaesu FT-857D locked to a Trimble Thunderbolt GPS via an XRef-FT oscillator interface.  I tuned the radio to 9999.00 kHz USB and listened for the resulting nominal 1000 Hz tone, which was measured by Spectrum Lab software, doing 512k-point FFTs, overlapping 75%, resulting in a measurement every 12 seconds.
description: An interesting "up and down" variation in frequency occurred during the eclipse time, which was not seen on the Control data from the previous day.  See the eclipse_day.jpg and control_day.jpg files, or the eclipse_compare.xlsx spreadsheet.
DOI: 10.13135/ela-166
title: Fragment of a decree
DOI: 10.5258/soton/d0202
title: Cross-IoT Study of the Characteristics of IoT Schemata and Data Streams

description: Dataset supports PhD thesis by Siow 'Efficient Querying for Analytics on Internet of Things Databases and Streams'.

A broad cross-IoT study of the characteristics of Things schemata and data streams. The aim of the study is to determine the flatness, width, types of attribute values and periodicity of current IoT data streams from various domains and use cases.

Studies include:
- SparkFun: 614 schemata of devices in Jan 2016 : Folder `sparkfun`
- ThingSpeak: 9033 schemata of devices in July 2017 : Folder `ThingSpeak`
- Array of Things: 9033 schemata of devices in July 2017 : Folder `array_of_things`
- OpenEnergyMonitor EmonCMS: 9033 schemata of devices in July 2017 : Folder `EmonCms`
- Open Humans: HealthKit, Fitbit, RunKeeper and Move schemata in July/August 2017 : Folder `OpenHumans`