cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7302/scj5-7f59
title: Evans Old Field Plant Database, 1948-1997

description: The Evans Old Field Plant Database contains FileMaker and Excel files of data collected by Dr. Francis C. Evans during a 50-year study on successional change on Evans Old Field on the Edwin S. George Reserve. Data include plant phenology, location, and abundances observed from 1948 to 1997.
description: The area surveyed was on a grid 180 yds by 320 yds. Trips to the area were made at intervals over the flowering season. On each trip, the phenological state of plants, particularly those in flower, was noted. In addition, locations of plants on the grid were noted. Abundances, based on visual assessments, were also sometimes noted. Over the course of each year, a list of plant species present was made. In addition, plant abundances were quantified in four surveys made approximately 10 years apart. Dates and the number of 1-sq.-yd. quadrats surveyed are listed below. 1953 June 25-July 2 (200) 1964 July 20-21 (200) 1974 July 10-12 (100) 1981 July 29-31 (200)
DOI: 10.7302/z21c1v2h
title: JGR-Space-2012-Data

description: Tab delimited file containing the records of all papers published in JGR-Space Physics in 2012. The records were pulled from Thomsen-Reuters ISI-Web-of-Science on June 3, 2016 including citations. Gender was identified independently by the creator of the file.
description: We conducted a Clarivate Analytics (formerly Thomsen-Reuters Institute for Scientific Information) Web of Science (WoS) citation count on June 3, 2016 for the cumulative citations to papers published in JGR in 2012. We also gathered usage data from AGU-Wiley that includes “page views” and “full downloads” (data pulled for the interval between January 1, 2012 to May 31, 2016) and gathered data on a number of parameters including number of authors and number of cited references contained in each article.

We also gathered characteristics of titles that included (1) length of title, (2) if it contained acronyms or not, (3) if it used a colon to create a sub-title, and (4) if it contained a geophysical name and if it was used as a noun or adjective.

We also compiled demographic data of the authors (gender of first author, country of first-author’s institution, and the total number of institutions and countries represented by all the authors). For gender data, we conducted on-line searches of the first authors to determine gender through institutional webpages, news articles describing their work that used gender pronouns, and our personal knowledge of many of the authors. We were able to identify the gender for 653 of the 705 first authors (note that several authors published multiple first-author papers in JGR in 2012 so each record is not necessarily a unique individual).
DOI: 10.7302/443d-1r72
title: CT Data of UMMP VP 81820, Cantius mckennai right medial cuneiform (entocuneiform)

description: Reconstructed CT slices for a right medial cuneiform (entocuneiform) of Cantius mckennai (University of Michigan Museum of Paleontology catalog number UMMP VP 81820), as a series of TIFF images. Raw projections are not included in this dataset.
description: Specimen UMMP VP 81820 was scanned with a Nikon XT H 225ST μCT system housed in the Department of Earth and Environmental Sciences at the University of Michigan. Scans were collected with the following settings: energy settings, [no data]
description: source to object distance, 35.798748 mm
description: scanned with 1570 projections
description: voxel size, x = y = z = 0.012959 mm
description: slice dimension (in pixels),  x = 776, y = 456
description: number of slices, 399 16-bit TIFF images. Additional metadata can be found in the xtek and vgi files.
DOI: 10.7302/7knb-kf94
title: Locally Derived, Meteoric Fluid Infiltration was Responsible for Widespread Late Paleozoic Illite Authigenesis in the Appalachian Basin

description: This data was generated as a chapter in the dissertation of Austin Boles.
description: Results of quantitative X-ray diffraction, radiogenic (40Ar/39Ar), and stable isotopic (H) studies of mudstone samples of the North American Appalachian Basin are included in this repository entry.
DOI: 10.7302/xj8r-sy16
title: Impulse Buying: Designing for Self-Control with E-commerce

description: These data, survey instruments (including informed consent) and analysis scripts come from Carol Moser's dissertation titled, Impulse Buying: Designing for Self-Control with E-commerce.
description: Study 3: Online Experiment testing how the felt urge to purchase changes after an approximate 25 hours postponement. Data include main dependent variables and demographic data on participants. 

Study 4: In-lab experiment testing how the number of impulse purchases and dollars spent impulsively is affected by a 10 minute delay. Data include main dependent variables and demographic data on participants. 

Study 5: Online experiment testing how the felt urge to purchase changes after an approximate 3.5 hours postponement spent either reflecting on the purchase or distracted from the purchase. Data include main dependent variables and demographic data on participants.
DOI: 10.7302/z2qn6506
title: Student Writing Eportfolio: "Dana's" Gateway

description: This eportfolio was created for the Gateway course of the Sweetland Minor in Writing to provide an opportunity for students to reflect on their growing identities as writers, as captured in their text-based and multimodal compositions produced over the Gateway semester. The title of the work contains the pseudonym created for the study while the creator field lists the student's given name to allow proper attribution for their work. The eportfolio is collected here as an artifact in the Sweetland Writing Development Study, which has been published as Developing Writers in Higher Education: A Longitudinal Study (University of Michigan Press, 2019). To learn more about this study, please see the epublication: https://doi.org/10.3998/mpub.10079890), and to learn more about the Minor in Writing program and the eportfolio prompts, please see Appendix 2a (https://doi.org/10.3998/mpub.10079890.cmp.1) to the publication.
description: This link will download a zipped folder of files created with SiteSucker, “a Macintosh application that automatically downloads websites from the Internet. It does this by asynchronously copying the site's webpages, images, PDFs, style sheets, and other files to your local hard drive, duplicating the site's directory structure” (SiteSucker Manual: https://ricks-apps.com/osx/sitesucker/archive/2.x/2.6.x/2.6/manuals/en/pgs/Overview.html]). To open the eportfolio website compressed in this zipped folder, you will need to double-click on the subfolder titledfirstnamelastname.wordpress.com (e.g., kaylacockrum.wordpress.com), and then double-click on the file titled index.html. Opening this file will launch a browser window showing the eportfolio home page, and from there you will be able to navigate the eportfolio website offline. Because this site is offline, external links to online urls will not function. (Please note that SiteSucker is not compatible with the Chrome browser, and should be opened using Firefox or Safari browsers.)
DOI: 10.7302/z2028pq6
title: Computer Data from Ross Thesis

description: Each pdf is an electronic version of the paper output for each experiment.
Each text file is the electronic version of the data on the computer cards for each experiment.  These text files are directly readable by Excel.  Once in Excel, the data can be manipulated as desired.

Additional information is in the theses.
description: This information is in the theses.
DOI: 10.7302/z25t3hqc
title: Dataset for Space Weather journal article 2018SW002067

description: There is a directory tree inside this zipped file.  The main directory has the Adobe Illustrator plots of the figures in the paper, Space Weather journal manuscript # 2018SW002067, "Model evaluation guidelines for geomagnetic index predictions" by M. W. Liemohn and coauthors.  The three subdirectories have the files for the individual models, the data to which they are compared, and the IDL code used to create the figure plots and metrics calculations.;Date coverage is specific to each model. The RAMSCB model covers January 2005, the WINDMI model all of 2014, and the UPOS model 1.5 solar cycles, from 1 October 2001 through 29 July 2013.
description: Three space weather geomagnetic index prediction models are compared against corresponding observations, and a battery of metrics assessments are calculated.  The models and methods are described in the paper, manuscript # 2018SW002067.
DOI: 10.7302/na5e-vt32
title: Dataset (TIRF microscopy movies) for "Direct kinetic fingerprinting and digital counting of single protein molecules"

description: The sensitive measurement of specific protein biomarkers is important for medical diagnostics and research. However, existing methods for quantifying proteins use antibody probes that cannot distinguish between specific and nonspecific binding, limiting their sensitivity and specificity. This work establishes a method for distinguishing between specific binding to the target protein and nonspecific binding to assay surfaces using single-molecule kinetic measurements with dynamically binding probes. This is significant because it permits extremely sensitive protein measurements without requiring a high-affinity detection antibody or any washing steps, enabling streamlined and sensitive quantification of proteins even when no pair of high-quality, tightly binding antibodies is available.
description: SiMREPS experiments were performed using one of two Olympus IX-81 objective-type TIRF microscopes equipped with cellTIRF and z-drift control modules (Olympus IX2-ZDC2 or ASI CRISP). While data acquired with the two microscopes are functionally identical, all measurements in a series of replicates or comparison experiments were performed on the same microscope. Detection Fabs were excited in TIRF mode with a theoretical penetration depth of ~80 nm using a fiber-coupled diode laser (Coherent, Inc.: CUBE 640-100C, 100 mW, or OBIS 637nm LX, 100mW) with an incident light intensity of ~100 W/cm2, and fluorescence emission was detected using an EMCCD (Andor IXon 897, or Photometrics Evolve) with an exposure time of 250 or 500 ms, after passing through a dichroic mirror and emission filter (Chroma, ZT640rdc-UF2 and ET655LP-TRF). In some experiments, an objective heater (Bioptechs) was used to raise the observation temperature to as high as 37 °C (calibrated using the reference thermistor provided by the manufacturer for the specific sample cell geometry used in this study).
DOI: 10.7302/0kzc-az82
title: Unbiased inference of the fitness landscape ruggedness from  imprecise fitness estimates

description: Fitness landscapes map genotypes to their corresponding fitness under given environments 
and allow explaining and predicting evolutionary trajectories.  Of particular interest is 
the landscape ruggedness or the unevenness of the landscape, because it impacts many 
aspects of evolution such as the likelihood that a population is trapped in a local 
fitness peak.  Although the ruggedness has been inferred from a number of empirically 
mapped fitness landscapes, it is unclear to what extent this inference is affected by 
fitness estimation error, which is inevitable in the experimental determination of fitness 
landscapes.  Here we address this question by simulating fitness landscapes under various 
theoretical models, with or without fitness estimation error.  We find that all eight 
examined measures of landscape ruggedness are overestimated due to imprecise fitness 
quantification, but different measures are affected to different degrees.  We devise a 
method to use replicate fitness measures to correct this bias and show that our method 
performs well under realistic conditions.  We conclude that previously reported fitness 
landscape ruggedness is likely upward biased owing to the negligence of fitness estimation 
error and advise that future fitness landscape mapping should include at least three 
biological replicates to permit an unbiased inference of the ruggedness. 
description: The code processing the data can be found at https://github.com/song88180/fitness-landscape-error
All .pkl files are generated using pickle 4.0 with python 3.8,  Jupyter notebook 6.3.0, Annaconda 4.10.3
Python objects (list, numpy array, or pandas dataframe) are written to .pkl files by:
	with open('./path/to/file','wb') as f:
		pickle.dump(object, f)
And data be load from .pkl files to python by:
	with open('./path/to/file','rb') as f:
		object = pickle.load(f)
DOI: 10.7302/z2hq3x4s
title: TCCIII Near-Wall Flow

description: This archive contains data files from spark-ignited homogeneous combustion internal combustion engine experiments. Included are high-resolution two-dimensional two-component velocity fields acquired at two 5 x 6 mm regions, one near the head and one near the piston.  Crank angle resolved heat flux measurements were made at a third location in the head. The engine was operated at 40 kPa, 500 and 1300 RPM, motor and fired. Included are in-cylinder pressure measurements, external pressure and temperature data, as well as details on the geometry of the optical engine to enable setups of simulation configurations.   
description: The velocity field data in this work was acquired with high frame rate particle image velocimetry in an optical engine. Heat Flux was measured in the head with a fast response surface-thermocouple probe.
DOI: 10.7302/nj7w-j319
title: [Updated] 2D Benchmark Reacting Flow Dataset for Reduced Order Modeling Exploration

description: A 2D planar representation of a generic laboratory-scale combustor is established to assess the capabilities of ROMs for representing realistic combustion flowfields. The purpose of this dataset is to provide a testbed to build reduced model for relevant challenging reacting flow problems using different methods. The dataset was generated under the Air Force Center of Excellence on Multi-Fidelity Modeling of Rocket Combustion Dynamics and the goal of the center is to advance the state-of-the-art in Reduced Order Models (ROMs) and enable efficient prediction of instabilities in liquid fueled rocket combustion systems.;Detailed documentation of how the data is generated can be found in:  https://afcoe.engin.umich.edu/benchmark-data. Instrument and/or Software specifications: - recommendation: Matlab and Tecplot. ;1. Data_150000to159999.tar: the unsteady flow field data from time step 150000 to 159999 (time increment, dt, between each time step is 1E-7 sec). 2. Data_160000to169999.tar: the unsteady flow field data from time step 160000 to 169999 (time increment, dt, between each time step is 1E-7 sec). ;3. Data_170000to179999.tar: the unsteady flow field data from time step 170000 to 179999 (time increment, dt, between each time step is 1E-7 sec). 4. Data_180000to189999.tar: the unsteady flow field data from time step 180000 to 189999 (time increment, dt, between each time step is 1E-7 sec).;5. Data_190000to199999.tar: the unsteady flow field data from time step 190000 to 199999 (time increment, dt, between each time step is 1E-7 sec). 6. Data_200000to209999.tar: the unsteady flow field data from time step 200000 to 209999 (time increment, dt, between each time step is 1E-7 sec). ;7. Data_210000to219999.tar: the unsteady flow field data from time step 210000 to 219999 (time increment, dt, between each time step is 1E-7 sec). 8. Data_220000to229999.tar: the unsteady flow field data from time step 220000 to 229999 (time increment, dt, between each time step is 1E-7 sec). ;9. grid.dat: the topology of the CFD mesh used to generate this data (can be directly loaded in Tecplot). 10. the file "sample_code.zip" contains the sample Matlab scripts to load and output the .dat files to help the researchers to get started. To run the script, the software Matlab is required and the researchers can simply run sampleIO.m script in Matlab to test the code. 
description: The data are model output from an in-house CFD solver, General Equation and Mesh Solver (GEMS). Please refer to Ref 3 in related publications for detailed information on the solver.
DOI: 10.7302/z22f7kn3
title: Effective fetch and relative exposure maps for the Laurentian Great Lakes

description: Wind exposure is a key physical driver of coastal systems in aquatic environments influencing circulation and wave dynamics. A measure of wind exposure is fetch, the distance over which wind can travel across open water. In large lake systems, such as the Laurentian Great Lakes, estimating fetch has proved to be difficult due to their vast size and complex topobathymetry. Here we describe the development of two spatially discrete indicators of exposure to provide a more accurate indicator of influence of wind exposure in the nearshore of the Laurentian Great Lakes. We summarized wind data from offshore buoys and leveraged existing tools to calculate effective fetch and relative exposure index (effective fetch scaled by mean wind speed) at a 30 m grid cell resolution. We validated these models by comparing our exposure maps to the U.S. Army Corps of Engineers Wave Information Studies models and found general agreement. These exposure maps are available for public download for the years 2004-2014.
description: Wind exposure is a key physical driver of coastal systems in aquatic environments influencing circulation and wave dynamics.  A measure of wind exposure is fetch, the distance over which wind can travel across open water. In large lake systems, such as the Laurentian Great Lakes, estimating fetch has proved to be difficult due to their vast size and complex topobathymetry. Here we describe the development of two spatially discrete indicators of exposure to provide a more accurate indicator of influence of wind exposure in the nearshore of the Laurentian Great Lakes.  We summarized wind data from offshore buoys and leveraged existing tools to calculate effective fetch and relative exposure index (effective fetch scaled by mean wind speed) at a 30 m grid cell resolution.  We validated these models by comparing our exposure maps to the U.S. Army Corps of Engineers Wave Information Studies models and found general agreement.  These exposure maps are available for public download for the years 2004-2014.
description: See Scientific Data publication.
DOI: 10.7302/61w5-dn89
title: WRF-Chem Central US - Urban emissions magnitude

description: Kansas City, MO emissions can affect a severe weather system by altering the number of CCN, which drives changes in the hydrometeor development. The hydrometeor changes affect cold pool strength, size, and propagation which ultimately determine the strength of the squall line that crosses Kansas City, MO. 
description: 4km Mesoscale Convective System (MCS) model simulations using WRF-Chem(3.6) and EPA 2011 National Emissions Inventory
DOI: 10.7302/mkps-5s48
title: Penange-speaking (Dogon, Mali) village photos

description: Images of villages in Mali in which Penange (Dogon family) is the primary language. Each file name contains important information about the photos, and are structured thus: LanguageFamily_Language_IdentificationNumber_GeographicCoordinate_Description_Date_InitialsOfThePhotographer
description: Photography
DOI: 10.7302/e1f1-3d97
title: FCAV Simulation Dataset

description: A dataset for computer vision training obtained from long running computer simulations
description: Simulation capture (GTAV)
DOI: 10.7302/czch-wx66
title: Bankan Tey-speaking (Dogon, Mali) village photos

description: Images of villages in Mali in which Bankan Tey (Dogon family) is the primary language. Each file name contains important information about the photos, and are structured thus: LanguageFamily_Language_IdentificationNumber_GeographicCoordinate_Description_Date_InitialsOfThePhotographer
description: Photography
DOI: 10.7302/pn8k-w241
title: Lexical spreadsheet comparative Dogon

description: Holistic linguistic fieldwork carried out on location in central-eastern Mali. 
description: A comparative lexicon of numerous Dogon languages, supplemented by lexicon derived from texts. Glosses are standardized to facilitate crosslinguistic comparison. Flora-fauna terms are excluded from the Dogon spreadsheet but are presented in the work "West African flora & fauna native terminologies” (https://deepblue.lib.umich.edu/data/concern/data_sets/1831cj92z)
DOI: 10.7302/wzc1-vc88
title: Statistical Characterization of GITM Thermospheric Horizontal Winds in Comparison to GOCE Estimations Dataset

description: The research that produced this data focused on conducting a statistical comparison between horizontal winds modeled with GITM and those derived from the accelerometer aboard the GOCE satellite. The winds from GITM and GOCE were compared by constructing their respective probability densities under different levels of geomagnetic activity, and by distributing them as a function of geomagnetic activity, magnetic latitude, magnetic local time, day-of-the-year, and solar radio flux.
description: These data were generated by running the Global Ionosphere-Thermosphere Model between January 1, 2013 and October 20, 2013, and extracting the modeled thermospheric horizontal winds along the orbit of the GOCE satellite. They were then post-processed and visualized with a series of Python scripts that segment the data for display in probability distributions, as a function of time and magnetic latitude, and in histograms binned by different parameters, including terrestrial geomagnetic activity, magnetic latitude, magnetic local time, day-of-the-year, and F10.7 solar flux.