cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7302/rm83-vj92
title: Large Lake Statistical Water Balance Model - Laurentian Great Lakes - 6 month time window - 1980 through 2015 monthly summary data and model output

description: Using the statistical programming package R ( https://cran.r-project.org/), and JAGS (Just Another Gibbs Sampler,  http://mcmc-jags.sourceforge.net/), we processed multiple estimates of the Laurentian Great Lakes water balance components -- over-lake precipitation, evaporation, lateral tributary runoff, connecting channel flows, and diversions -- feeding them into prior distributions (using data from 1950 through 1979), and likelihood functions. The Bayesian Network is coded in the BUGS language. Water balance computations assume that monthly change in storage for a given lake is the difference between beginning of month water levels surrounding each month. For example, the change in storage for June 2015 is the difference between the beginning of month water level for July 2015 and that for June 2015.;More details on the model can be found in the following summary report for the International Watersheds Initiative of the International Joint Commission, where the model was used to generate a new water balance historical record from 1950 through 2015:  https://www.glerl.noaa.gov/pubs/fulltext/2018/20180021.pdf. Large Lake Statistical Water Balance Model (L2SWBM): https://www.glerl.noaa.gov/data/WaterBalanceModel/
;This data set has a shorter timespan to accommodate a prior which uses data not used in the likelihood functions.
description: We use a Bayesian Network to assimilate multiple monthly-total estimates of the Laurentian Great Lakes -- Superior, Michigan-Huron, St. Clair, Erie, and Ontario -- water balance and components thereof, generating new estimates with quantified uncertainty.
DOI: 10.7302/2sq4-2b29
title: Data for "Comparison of Anorectal Function Measured using Wearable Digital Manometry and a High Resolution Manometry System." article (PLOS ONE) PONE-D-20-01826R1

description: Please refer to the "README.txt" for more details.;MATLAB R2018a (Mathworks, Natick, MA, USA) was used to process this data.;Excel (Microsoft Office) was used to store survey data on the comfort of both systems and also to provide absolute and relative intraobserver variablities for the DM device.
description: Bland & Altman method is used to compare results from the Digital Manometry (DM) and the High-Resolution Anorectal Manometry (HR-ARM) systems.
description: Details of methodologies are expressed in "Comparison of Anorectal Function Measured using Wearable Digital Manometry and a High Resolution Manometry System." (PLOS ONE)
DOI: 10.7302/wazb-wk46
title: Data for: Global Service-Learning - A systematic review of principle and practice

description: Global service-learning brings students, instructors, and communities together to support learning and community development across borders. In doing so, global service-learning practitioners act at the intersection of two fields: service-learning and international development. Critical scholarship in all three domains has highlighted the tensions inherent in defining and tracking “success” in community development. In response, service-learning and international development have turned considerable attention to documenting project characteristics, also known as best practices or success factors, which support equitable, sustainable community development. This database accompanies the article "Global Service-Learning - A systematic review of principle and practice," which presents a systematic synthesis of these fields’ best practices in the context of global service-learning. We propose 18 guiding principles for project design which aim to support practitioners in creating and maintaining justice-oriented, stakeholder-driven projects. This database contains the necessary reference material to trace the path of our analysis from abstract review to thematic synthesis. It also contains the final results of the thematic synthesis. To respect copyright restrictions, we have not made PDFs of all articles analyzed publicly accessible. Please contact the authors of this database or of the original article if you seek to access one of the articles we reference. 

For more information, see: Hawes, J. K., et al. “Global Service-Learning - A Systematic Review of Principle and Practice.” International Journal of Research on Service-Learning and Community Engagement 10, no. 1 (2022).

description: This dataset was developed via systematic review of best practices literature in service-learning and international development. The results is a thematic synthesis of best practices relevant to global service-learning. See associated article or read-me for more details.
DOI: 10.7302/z2n877qd
title: Neighborhood Effects: Social Environment

description: The Social Environment refers to characteristics of the people and institutions in a census tract, including: 1)
Religious organizations (churches and places of worship); and 2) Voter turnout for the 2012 Presidential Election. Coverage for all data: 10-county Detroit-Warren-Ann Arbor Combined Statistical Area.
description: Each variable within the files has its own methodology. Please refer to the code book for detail.
DOI: 10.7302/nzq9-4715
title: Challenges in Dynamic Mode Decomposition -- figures

description: These codes were produced as part of the Army Research Office Multi-University Research Initiative ARO MURI W911NF-17-1-0306 "From Data-Driven Operator Theoretic Schemes to Prediction, Inference, and Control of Systems" 
The code can be run using the runAll.sh shell script (in Linux and OS-X); code should work similarly under windows.

description: The code generates and processes a randomized data-set.  To make the result reproducible, we fix the random number seed.
DOI: 10.7302/wwma-hx25
title: UofM pouch cell voltage and expansion dataset and modeling code

description: The goal here is to study the voltage and expansion response of lithium-ion batteries at different charging rates. Specifically, the goal is to capture the observation of the smoothing of the peaks in dV/dQ and retention of the peaks in d^2 \delta/dQ^2 at higher C-rates. The retention of the peaks at higher charging rates enables better estimation of the cell capacity. To achieve this goal a reduced order electrochemical and mechanical model with multiple particles with a size distribution is developed. This allows us to capture the smoothing and preservation of the phase transitions in the voltage and expansion measurements at high C-rates, respectively. The model is written in Matlab software.
description: The expansion was measured using a displacement sensor (Keyence, Japan) mounted on the top plate. The dynamic testing was done using a battery cycler (Biologic, France). The temperature was measured using a K-type thermocouple (Omega, USA) placed on the surface of the battery. Voltage, current, and temperature data were recorded using the BT-Lab software. The expansion data was recorded using a LabView program. The data processing was done using Matlab software.
DOI: 10.7302/0dvr-k169
title: Dataset for "Empirical measures of mutational effects define neutral models of regulatory evolution in Saccharomyces cerevisiae"

description: Understanding how phenotypes evolve requires disentangling the effects of mutation generating new variation from the effects of selection filtering it. Tests for selection frequently assume that mutation introduces phenotypic variation symmetrically around the population mean, yet few studies have tested this assumption by deeply sampling the distributions of mutational effects for particular traits. Here, we examine distributions of mutational effects for gene expression in the budding yeast Saccharomyces cerevisiae by measuring the effects of thousands of point mutations introduced randomly throughout the genome. We find that the distributions of mutational effects differ for the ten genes surveyed and are inconsistent with normality. For example, all ten distributions of mutational effects included more mutations with large effects than expected for normally distributed phenotypes. In addition, some genes also showed asymmetries in their distribution of mutational effects, with new mutations more likely to increase than decrease the gene’s expression or vice versa. Neutral models of regulatory evolution that take these empirically determined distributions into account suggest that neutral processes may explain more expression variation within natural populations than currently appreciated.
description: The data are flow cytometry measurements of the level of expression of a YFP reporter gene driven by one of 10 different promoters for a collection of budding yeast genotypes in which point mutations have been induced by random mutagenesis.
DOI: 10.7302/mn5x-7s97
title: Michigan Big Woods forest research plot: data on leaf traits, root traits, and soil properties

description: The objective of this research was to improve our understanding of tree growth from underlying variation in leaf and root functional traits. This knowledge ultimately enhances our knowledge of the above- and belowground processes that are involved in structuring forest communities. To this end, we determine which, how and to what degree (combinations of) leaf and root traits influence growth rates across ten temperate tree species along a soil carbon (C) and N gradient growing at the Big Woods plot at the E.S. George Reserve, Pickney, MI. This plot is part of the Smithsonian Institution's Forest Global Earth Observatory (ForestGEO) global network of forest research sites. https://forestgeo.si.edu/

;This dataset contains data on the leaf and root traits of several individuals from tree species, as well as on the soil properties at the Big Woods plots at the E.S. George Reserve, Pickney, MI. Data were collected in June 2019, and used to explain and predict the growth rates of the trees at Big Woods. [Growth data were obtained from Allen et al., 2019, https://doi.org/10.7302/wx55-kt18]. 

Each file contains data on leaf traits, root traits, and soil properties. Trait data are presented per individual tree for each of the 10 study species. Soil data are represented per soil sample, with four soil samples collected per subplot throughout the Big Woods plot (see legend, and publication for explanation). Descriptions and units per variable/column are provided in the legend tab in each file. 
description: See related publication for full methods. Briefly, the leaf and root trait data deposited here were collected (June 2019) for 10 common, deciduous tree species growing at the Big Woods plot at the E.S. George Reserve, Pickney, MI. Furthermore, soil samples were collected throughout this plot.
DOI: 10.7302/dy3h-sf31
title: 24 Cell Proton Exchange Membrane Fuel Cell stack, 300 square cm area voltage parameterization

description: This section contains work related to the modeling of voltage degradation in a 24 cell PEM fuel cell stack with 300 cm2 cross-sectional area. The experimental hardware used to validate the model consists of a computer controlled system that coordinates air, hydrogen, cooling, and electrical subsystems to operate the stack. Dry hydrogen is pressure regulated for full utilization in the dead-ended anode. Using a solenoid valve, the anode is periodically purged to recover the gradual degradation in voltage. A membrane based humidifier controls the vapor content of the cathode gas stream while a mass flow controller is used to regulate the flow to the desired stoichiometry.
description: This section contains work related to the modeling of voltage degradation in a 24 cell PEM fuel cell stack with 300 cm2 cross-sectional area. The experimental hardware used to validate the model consists of a computer controlled system that coordinates air, hydrogen, cooling, and electrical subsystems to operate the stack. Dry hydrogen is pressure regulated for full utilization in the dead ended anode. Using a solenoid valve, the anode is periodically purged to recover the gradual degradation in voltage. A membrane based humidifier controls the vapor content of the cathode gas stream while a mass flow controller is used to regulate the flow to a desired stoichiometry.
DOI: 10.7302/srqw-4f70
title: Donno So (Kamma So)-speaking (Dogon, Mali) village photos

description: Images of villages in Mali in which Donno So (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/t9ee-1521
title: Toro Tegu-speaking (Dogon, Mali) village photos

description: Images of villages in Mali in which Toro Tegu (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: 10.7302/413q-2c95
title: Data-driven approaches to managing uncertain load  control in sustainable power systems (project outputs)

description: The project outputs summarize all the publications, talks, and codes we accomplished under this NSF funding. In the project, we develop methodologies to manage uncertainty in future electric power systems and quantify how uncertainty affects power system sustainability. ;Talks, papers, and poster in Deep Blue:  http://hdl.handle.net/2027.42/149653 
description: 1. stochastic optimization techniques
2. optimal power flow analysis with renewable generation and demand response
DOI: 10.7302/z2sx6bd1
title: Magneto-inductive sensor characterization data

description: The data contained in the file comprises those collected during the characterization of the sensor as described in the article "Investigation of a low-cost magneto-inductive magnetometer for space science applications" (cited below). This includes:;Resolution
;Stability
;Linearity
;Frequency response
description: Data collected using a PNI RM3100 magnetometer in different lab settings.
DOI: 10.7302/6fkb-fb60
title: Prenatal lead exposure, type 2 diabetes and cardiometabolic risk factors in Mexican children at age 10-18 years

description: We used data collected from participants of the Early Life Exposures in Mexico to ENvironmental Toxicants (ELEMENT) study, which consists of three sequentially-enrolled birth cohorts of pregnant women. Research protocols of this study were approved by the Institutional Review Board at University of Michigan and the Mexico National Institute of Public Health. We obtained informed consent from mothers and informed assent from children prior to enrollment.
description: A sample of whole blood was collected from each pregnant woman during the first trimester visit by trained staff using standardized protocols. All the samples were stored in trace-metal–free tubes. The concentrations of lead in whole blood were measured at the Trace Metal Laboratory at the American British Cowdray (ABC) Hospital in Mexico City using graphite-furnace atomic-absorption spectroscopy (Model 3000
description: Perkin-Elmer, Chelmsford, MA, USA) according to previously described techniques.
DOI: 10.7302/jdh8-y303
title: Dogon Dogul Dom Audio Files

description: Dogul Dom is a Dogon language spoken over a broad area on the Dogon (Bandiagara) plateau, mainly north(-west) of Bandiagara. A grammar was published electronically at Language Description Heritage Library in 2016. https://ldh.clld.org/sources/item_2326691 It is backed up at Deep Blue documents. http://hdl.handle.net/2027.42/123061 Dogul Dom texts were recorded digitally at Nantanga village in 2015. Portions were transcribed and presented in the grammar as Text T01 and Text T02 Dogul Dom Nantanga 2015-01 (about 9:30 minutes), Text T01 in grammar Dogul Dom Nantanga 2015-02 (about 4:30 minutes), Text T02 in grammar
description: The audio recordings were made using a microphone connected to a Macintosh computer. Audio files are available in .mp4, .mov and .wav formats for download.
DOI: 10.7302/z2n014rk
title: Dataset for D1 and D2 Comparisons in Mouse Self-Stimulation

description: The nucleus accumbens (NAc) contains multiple subpopulations of medium spiny neurons (MSNs): one subpopulation expresses D1-type dopamine receptors, another expresses D2-type receptors, and a third expresses both. The relative roles in NAc of D1 neurons versus D2 neurons in appetitive motivation were assessed here. Specifically, we asked whether D1-Cre mice or D2-Cre mice would instrumentally seek optogenetic self-stimulation of those respective subpopulations in NAc, or instead avoid NAc laser stimulation. ;Some statistical forms have been exported from SPSS for the purposes of accessibility to viewers. Please see the "readme" text for descriptions of each individual excel file.  
description: Two independent self-stimulation procedures were used to allow mice to earn brief NAc laser stimulations as a reward. First, a spout-touch self-stimulation procedure allowed mice to earn brief 1-sec laser pulses in NAc each time they touched a particular metal spout (which we will call laser-spout) that protruded into the chamber. Another spout was also present, but earned nothing when touched, and served as a control stimulus for comparison. 

Second, a separate place-based self-stimulation task allowed mice to earn series of laser pulses by entering a particular corner of a 4-corner chamber and remaining there
description: this task was based on the original Olds and Milner procedure that discovered deep brain self-stimulation when a rat went to a particular location to activate its electrode.

After the location task, some mice were also retested on the spout task to reconfirm their initial results.
DOI: 10.7302/fk71-9265
title: Manding Bambara-speaking (Mande, Mali) village photos

description: Images of villages in Mali in which Manding Bambara (Mande 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/dcf4-bf88
title: Large-eddy simulation of BVOC during the 2011 DISCOVER-AQ

description: Case 1: A fair weather condition; Case 2: A convective event; Case 3: A polluted event with high temperature and convection
description: Large-eddy simulation with MOZART chemical mechanism
DOI: 10.7302/f8gx-g688
title: Humburi Senni-speaking (Songhay, Mali) village photos

description: Images of villages in Mali in which Humburi Senni (Songhay 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/k6r9-r160
title: Pere language lexical datasheets and audio files

description: fieldwork in Bonosso village, Côte d’Ivoire, chiefly 2016-19. See "readme" file for description of the materials. 

description: Audiofiles were recorded in the field with a Tascam portable digital recorder. Lexical data are in the form of spreadsheets and are based on lexical elicitation of the sort typically done in preparation of dictionaries. Additional lexical items were extracted from transcriptions of recorded texts. Flora-fauna fieldwork included identification of observed, photographed, or collected specimens wherever possible, especially for plants. For non-plant fauna, most identifications were made using existing photographs or images, supplemented (for birds) by commercially available recorded calls.
DOI: 10.7302/v559-6e13
title: Aircraft Data for Airborne Assessment of Methane Emissions from Offshore Platforms in the U.S. Gulf of Mexico

description: This data-set contains data used in the publication "Airborne Assessment of Methane Emissions from Offshore Platforms in the U.S. Gulf of Mexico" by Gorchov Negron et al. (2020). There are 46,032 rows and 45 columns in the data.;The aircraft sampled offshore facilities with two unique sampling strategies: facility-level samples and regional box samples. Gorchov Negron et al. used facility-level samples to calculate facility-level fluxes and regional box samples, in conjunction with vertical profiles, to calculate regional-level fluxes. Meteorological parameters in the data were evaluated to discern when assumptions for each method were met. The facility-level fluxes were used to generate a facility-level aerial measurement-based inventory that was scaled up for comparison with regional-level fluxes.
description: Data collected by Mooney aircraft in the U.S. Gulf of Mexico in January 2018.

Measurements of methane (CH4), carbon dioxide (CO2), carbon monoxide (CO), and water vapor (H2O), are collected with the Picarro model 2301-f instrument with wavelength-scanned cavity ringdown spectrometry. Measurements were made at a frequency of 0.33 to 0.5 Hz with an uncertainty of 1.4 ppb CH4. Ozone (O3) was collected by the 2B 205 Dual Beam Ozone Monitor using two detection cells to simultaneously measure ozone scrubbed and non-scrubbed air. Samples were made at a frequency of 0.5 Hz with an average precision and accuracy of 1 ppb. GPS antennae, mounted on the Mooney aircraft, recorded latitude, longitude, altitude, aircraft heading, zonal speed, and meridional speed. Horizontal winds are calculated following Conley et al (2014) . Temperature (Co) and humidity (%) were collected with the Vaisala HMP60 probe. Aircraft speeds averaged around 70 meters per second.
DOI: 10.7302/pdcv-0x63
title: Computationally simulated Urban Wind field data around the city blocks of Boston

description: Studying the effect of wind on urban air mobility typically requires comprehensive fluid dynamics simulations in a realistic urban geometry. Motivated to enable wide-spread autonomous drone activity in urban centers, such studies have indeed been considered by several authors in the recent literature. However, the accessibility of these approaches to those with less fluid dynamics experience and/or without access to purpose built simulation tools has limited validation and application of the resulting path planning strategies. ;The .dat files contain the flow variables for each of the 402240 points sampled from the region under study. For flow visualization purposes, the .dat files are readable using Tecplot Software.
description: We simulate a wind field in a region near the city of Boston at coordinates 42°15'17.9"N and 71°08'27.7"W. The simulation of the flow physics in this region exhibits significant variation in local velocity direction and magnitude, and thus can potentially serve as a useful test case for UAM. The CAD footprints for the region are made available by the Boston Planning and Development Agency. The extracted geometry of the region chosen is rendered using commercially available Autocad package. Two dimensional numerical simulations are carried out for the generated using open source SU2 suite. Compressible steady Reynold’s Averaged Navier-Stoke’s (RANS) equations are solved for the flow domain with initial boundary conditions chosen to suitably replicate the actual field variables. An Implicit Euler scheme is set to meet results with residual of 10^-6, and a Lower-Upper Symmetric-Gauss-Seidel (LU-SGS) method is used to increase the convergence speed of the code. The boundary conditions, no slip wall and farfield, are fixed based on this history of velocity profile local to the area obtained from National Weather Services. Simulations are performed at varying Mach numbers and far field wind angles.