cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4119/unibi/2916980
title: Relational Neural Gas

description: This is a Java 7, fully MATLAB (R) compatible implementation of _Relational neural gas_. Relational neural gas is a clustering algorithm for distance data, meaning that you put in a matrix of pairwise distances D as well as a number of clusters K and you receive a distribution of your data points into K distinct clusters. It has first been proposed by [Hammer and Hasenfuss (2007)](https://doi.org/10.1007/978-3-540-74565-5_16) and is an extension of the _neural gas_ algorithm by [Martinetz and Schulten (1991)](https://www.ks.uiuc.edu/Publications/Papers/PDF/MART91B/MART91B.pdf). The basic idea of neural gas is to represent each cluster k in terms of a prototype w<sub>k</sub> which is responsible for all data points for which this prototype is the closest prototype. This prototype-based representation has two main advantages compared to other clustering methods: 1. It permits to extend the clustering to new data points by assigning new data points to their closest prototype (out-of-sample extension). 2. It permits to inspect the data set in terms of representative data points (i.e. the prototypes).
DOI: 10.5066/f70p0xz7
title: Fourmile Canyon Wildfire Longitudinal Profile Data
DOI: 10.5066/f76m35tn
title: Population genetics metrics for wild brook trout populations in North Carolina (1998-2016)

description: This data set includes information on 406 wild brook trout populations from across the State of North Carolina. Key genetics metrics on diversity and the extent of hatchery introgression are presented. These data accompany the following article: Kazyak, D.C., Rash, Jacob, Lubinski, B.A., and King, T.L., 2018, Assessing the impact of stocking northern-origin hatchery brook trout on the genetics of wild populations in North Carolina: Conservation Genetics, v. 19, p. 207-219, https://doi.org/10.1007/s10592-017-1037-4.
DOI: 10.6085/aa/marine_ltm.1.1
title: PISCO: Intertidal: MARINe Long-Term Monitoring Surveys: Photo Plots and Transects

description: This metadata record documents the Photo Plot and Transect Survey data for the Multi-Agency Rocky Intertidal Network (MARINe) Long-Term Monitoring surveys. These surveys are done throughout the year at sites ranging from Southeast Alaska to Southern California. To download the data described in this metadata record, please visit pacificrockyintertidal.org.
DOI: 10.6085/aa/marine_ltm.2.1
title: (:unkn)
DOI: 10.6085/aa/marine_ltm.3.1
title: (:unkn)
DOI: 10.4119/unibi/2916990
title: Median Generalized Learning Vector Quantization for Distance Data

description: This is a Java 7, fully MATLAB (R)-compatible implementation of _median generalized learning vector quantization for dissimilarity data_ (MGLVQ) as proposed by [Nebel, Hammer, Frohberg, and Villmann (2015)](https://doi.org/10.1016/j.neucom.2014.12.096). _Learning vector quantization_ (LVQ) is a classification algorithm which represents classes in terms of _prototypes_ and classifies data by assigning each data point to the class of the closest prototype ([Kohonen, 1995](https://doi.org/10.1007/978-3-642-97610-0_6)). Median versions of LVQ use data points as prototypes, that is: Each prototype corresponds exactly to a data point from the training data. This particular implementation of median LVQ represents the data in terms of pairwise distances or dissimilarities. The input to this algorithm is a m x m distance matrix D, a number of prototypes per class K and a m x 1 vector of training data labels Y, and the output is an array of prototypes W with K prototypes per class, given as data point indices. The training is performed according to an expectation maximization scheme suggested by ([Nebel, Hammer, Frohberg, and Villmann, 2015](https://doi.org/10.1016/j.neucom.2014.12.096)).
DOI: 10.5066/f73n229q
title: Common hydraulic fracturing fluid additives alter the structure and function of anaerobic microbial communities

description: Data supporting "Common hydraulic fracturing fluid additives alter the structure and function of anaerobic microbial communities", describing iron reduction experiments, microbial community profiling, and statistical testing of data.
DOI: 10.15139/s3/9odbcq
title: Replication Data for: Extra, Extra, (Don't) Roll-Off About It! Newspaper Endorsements for Ballot Measures

description: Voters often have difficulty making choices on the myriad state constitutional amendments they vote on each year. Without partisan cues, they turn to other sources for these low-salience, high complexity measures. One such source is news- paper endorsements. In this article we look at newspaper endorsements of ballot measures in Florida over 20 years both on \no" votes and roll-off. We argue that endorsements' effect on \no" votes and roll-off differs in ways not previously appreciated. Newspaper endorsements have a positive impact on no votes, as expected from the information theory of voter participation. Endorsements have little impact on roll-off which we posit is because roll-off voters are not likely to seek information from newspapers. Thus newspaper endorsements serve to persuade, but not entice, voters to vote for ballot measures. The datasets, codebook, and R Script in this record are used to test hypotheses for this paper.
DOI: 10.14469/hpc/3584
title: 1,2,2,3-tetrakis(2,4,6-triisopropylphenyl)-2H-trisilirene, triplet, G= -4003.428053 DG = 8.4 kcal/mol, compound 3a.

description: Gaussian Calculation
DOI: 10.14469/hpc/3586
title: HCo6(CO)15 (1-) NBO Wiberg Def2-TZVPPD, H 0.9878, 21.6 ppm

description: Gaussian Calculation
DOI: 10.15139/s3/l95pum
title: Replication Data for: Organized Labor's Check on Rising Income Inequality in the U.S. States

description: This dataverse provides data and code necessary to replicate the results in my paper, "Organized Labor's Check on Rising Income Inequality in the U.S. States." Building on existing cross-national work, I provide evidence that organized labor, as a political institution, limits unequal income distributions in the U.S. states. The states are useful to our understanding of labor's influence on inequality as states differ in their acceptance of labor unions, base levels of inequality, political preferences, industries, and levels of development, but are all nested within a single overarching national framework. Over the 39 year period examined, states where unions maintain more members remain more equal within the labor market and after redistribution via government transfer. These effects persist after accounting for state level policy, demography, and economic conditions. However, states where union membership has the largest influence on inequality have also seen growing attempts to reduce unionization rates. Overall, I find that unions are still able to limit the growth of economic inequality in spite of declining levels of union membership.
DOI: 10.18739/a20v96
title: Underway fCO2 measurement in the western Arctic Ocean CHINARE2012, 2012
DOI: 10.18739/a2mk10
title: Metagenome assembly and protein detection for bacterial communities within supra- and sub-glacial meltwaters of Kangerlussauq, Greenland across the 2012 melting season
DOI: 10.18739/a2rc49
title: Underway fCO2 measurement in the western Arctic Ocean CHINARE2014, 2014
DOI: 10.18739/a2w266
title: Underway fCO2 measurement in the western Arctic Ocean CHINARE2012, 2012
DOI: 10.5281/zenodo.1162263
title: ROS-Specific Huntingtin Interactions: Mass spec analysis of ROS-treated mouse striatal cells

description: Mass spec identification of ROS-specific huntingtin protein-protein interactions.
description: This work is funded by the HDSA Berman/Topper HD Career Development Fellowship.
DOI: 10.5281/zenodo.1162264
title: ROS-Specific Huntingtin Interactions: Mass spec analysis of ROS-treated mouse striatal cells

description: Mass spec identification of ROS-specific huntingtin protein-protein interactions.
description: This work is funded by the HDSA Berman/Topper HD Career Development Fellowship.
DOI: 10.18739/a2gw0g
title: Riparian Shrub expansion: soil analysis data, microbial communities and microarray gene data from the North Slope of Alaska, 2016
DOI: 10.5063/f10v89zc
title: SEGA Plant Survey - Soap Creek

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Soap Creek SEGA site located near Marble Canyon, Arizona, USA at 36.75, -111.71 and approximately 1329m elevation.
DOI: 10.5063/f14m92p3
title: SEGA Plant Survey - Little Mountain

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Little Mountain SEGA site located near Jacob Lake, Arizona, USA at 36.58, -112.36 and approximately 2276m elevation.
DOI: 10.5063/f18c9tdf
title: SEGA Plant Survey - Blue Chute

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Blue Chute SEGA site located near Tusayan, Arizona, USA at 35.58, -111.97 and approximately 1930m elevation.
DOI: 10.5063/f1d50k4q
title: SEGA Plant Survey - Black Point

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Black Point SEGA site located near Cameron, Arizona, USA at 35.6835172, -111.478647 and approximately 1566m elevation.
DOI: 10.5063/f1hx19vq
title: SEGA Plant Survey - White Pockets

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the White Pockets SEGA site located near Prescott, Arizona, USA at 36.6082, -112.4089 and approximately 2057m elevation.
DOI: 10.5063/f1mp51f2
title: SEGA Plant Survey - Bradshaw Ranch

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Bradshaw Ranch SEGA site located in Sedona, Arizona, USA at 34.91206635, -111.9296058 and approximately 1380m elevation.
DOI: 10.5063/f1rf5s6v
title: SEGA Plant Survey - Bear Springs

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Bear Springs SEGA site located on the Kaibab Plateau, Arizona, USA at 36.36877115, -112.1801702 and approximately 2688m elevation.
DOI: 10.5063/f1w66hx5
title: SEGA Plant Survey - Walnut Creek

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Walnut Creek SEGA site located near Prescott, Arizona, USA at 34.92, -112.84 and approximately 1567m elevation.
DOI: 10.5066/f72806h6
title: Conservation easements in the Prairie Pothole Region of North Dakota: characteristics of wetland catchments and key factors for determination of drainage setback distances

description: This data release includes characteristics of wetland catchments associated with U.S. Fish and Wildlife conservation easement lands located in the Prairie Pothole Region of North Dakota. Characteristics include wetland catchment areas, slope length, land use, soil mapping unit, and slope grades of representative soils. County and ecoregion also are included. Summary data pertaining to lateral setback distances, or drainage setbacks, also are presented by county and soil mapping unit for a range of subsurface drainage system characteristics (i.e., drain pipe depth and diameter). Additionally, calculated variables used for data analyses and presentation in the associated manuscript are included.
DOI: 10.5066/f7bz657v
title: Zooplankton, phytoplankton, and water-quality data for Nolin Lake near Finney, Kentucky during a midwinter swarm by the exotic cladoceran Daphnia lumholtzi, 2016-2017

description: This U.S. Geological Survey Data Release provides data collected from Nolin Lake Kentucky, during 2016 to 2017. Two types of data are reported: zooplankton and phytoplankton data are raw calculated values not rounded to USGS significant figures and continuous water-quality data collected with a multi-parameter sonde. The zooplankton, phytoplankton, and water-quality data describe a swarm of the invasive cladoceran Daphnia lumholtzi (D. lumholtzi) Sars, 1885 in a Kentucky USA reservoir during midwinter 2017.
DOI: 10.15468/utj9a7
title: rmnh_test

description: This is a test-dataset. Fifty records from Mammalia dataset are taken as an example.
DOI: 10.4119/unibi/2916796
title: Data for the Paper: Manager Remuneration, Share Buybacks and Firm Performance
DOI: 10.5066/f71n809j
title: Flood-inundation area for the Withlacoochee River in Lowndes County, Georgia from Skipper Bridge Road to St. Augustine Road

description: Digital flood-inundation maps for a 12.6-mile reach of the Withlacoochee River from Skipper Bridge Road to St. Augustine Road, Lowndes County, Georgia, were created by the U.S. Geologicay Survey (USGS) in cooperation with the city of Valdosta and Lowndes County, Georgia. The inundation maps, which can be accessed through the USGS Flood Inundation Mapping Science Web site at http://water.usgs.gov/osw/flood_inundation/, depict estimates of the areal extent and depth of flooding corresponding to selected water levels (stages) at the USGS streamgage Withlacoochee River at Skipper Bridge Road, near Bemiss, Georgia (023177483). Real-time stage information from this streamgage can be obtained at the National Water Information System Web Interface (NWISWeb; https://waterdata.usgs.gov/ga/nwis/rt) and can be used with these maps to estimate near real-time areas of inundation. In addition, the information has been provided to the National Weather Service (NWS) for incorporation into their Advanced Hydrologic Prediction Service (AHPS; http:/water.weather.gov/ahps/) flood warning system (http:/water.weather.gov/ahps/). The NWS forecasts flood hydrographs at many places that are often collocated at USGS streamgages. The forecasted peak-stage information, also available on the Internet, may be used in conjunction with the maps developed in this study to show predicted areas of flood inundation. In this study, flood profiles were computed for the stream reach by means of a one-dimensional step-backwater model. The model was calibrated using the most current stage-discharge relations at the streamgage Withlacoochee River at Skipper Bridge Road, near Bemiss (023177483) and documented high-water marks from recent floods. The hydraulic model was then used to determine 23 water-surface profiles for flood elevations at 1.0-foot intervals referenced to the water surface elevation and ranging from NWS action stage of 131.0 feet (10.7 feet streamgage stage) to 153.0 feet (32.7 feet streamgage stage) which is near the highest recorded water level at the streamgage. The flood-peak inundation area was modeled in a GIS by combining steady-state hydraulic modeling and available lidar digital elevation model (DEM) data. Information about the study, floods, and methods used can be found in the USGS Scientific Investigations Report 2018-5011 online at https://doi.org/10.3133/sir20185011.
DOI: 10.5066/f7ks6qrn
title: UAS imagery acquisition for McFaddin NWR and J.D. Murphree WMA acquired fall 2017

description: To document current marsh conditions, imagery was acquired at 350 feet using unmanned aerial systems (UAS) for 6 separate study locations. Three Sites are healthy marsh and three sites are degraded marshes. For each study site, ground control markers were established and surveyed in using Real Time Kinematic (RTK) survey equipment. The imagery collected will be processed to produce a mosaics for each study site and analyzed to generate current land-water ratios. The land-water data will not only quantify how much marsh is being affected, but the data will also provide a spatial aspect as to where these degrading marsh fragmentations are occurring. The land-water data will be correlated with other data such as salinity, prescribed burns, flooding frequency and flooding duration data to better understand what events may be causing marsh deterioration.
DOI: 10.5066/f7tb163q
title: Quantitative PCR assays to measure Florida manatee cytokine mRNA and preliminary data from free-ranging manatees, 2013-14
DOI: 10.5063/f1c53j0b
title: SEGA Plant Survey - Little Colorado River (Upland Area)

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Little Colorado River SEGA site (upland area) located near Cameron, Arizona, USA at 35.72444, -111.3205 and approximately 13282m elevation.
DOI: 10.5063/f1gx48qb
title: SEGA Plant Survey - Little Colorado River (Lowland Area)

description: This datatset is a set of comprehensive plant species lists compiled May- July 2017. The species lisst contain all plant species observed in the SEGA sites, with genus, species, phenology, and life form listed. This data package covers the Little Colorado River SEGA site (lowland area) located near Cameron, Arizona, USA at 35.72444, -111.3205 and approximately 13282m elevation.
DOI: 10.5066/f77w6b4z
title: Escherichia coli data and continuous hydrologic and physical parameters at U.S. Geological Survey (USGS) streamgage sites on the Little Blue River and its tributaries in Independence, MO

description: This U.S. Geological Survey (USGS) data release includes Escherichia coli (E. coli) data and also continuous hydrologic and physical parameters at USGS streamgage sites on the Little Blue River and its tributaries in Independence, MO, during the 2010-2016 recreation seasons. The U.S. Geological Survey, in coordination with the City of Independence, collected the data for use in regression models to evaluation E. coli loads in the Little Blue River and its tributaries within the boundaries of the City of Independence. Further information on the methods and the results of the data collection and regression models can be found in the conference proceedings paper cited below. These data support the following publication: Flickinger, A.; Christensen, E. Evaluation of Modeled Bacteria Loads Along an Impaired Stream Reach Receiving Discharge from a Municipal Separate Storm Sewer System in Independence, Mo. Proceedings of the WEFTEC Conference, Chicago, IL, October 1-4, 2017.
DOI: 10.14469/hpc/3588
title: N-(4-Methylbenzyl)picolinamide (21)

description: N-(4-Methylbenzyl)picolinamide (21)
DOI: 10.14469/hpc/3589
title: 2-Phenyl-N-(pyridin-2-yl)acetamide (22)

description: 2-Phenyl-N-(pyridin-2-yl)acetamide
DOI: 10.18739/a2mv9s
title: Modèle Atmosphérique Régional (MAR) three-dimensional regional climate model (RCM), version 3.2, over Greenland, 1948-2016
DOI: 10.18739/a2qc40
title: Beaufort Gyre Observing System (BGOS) Underway pCO2 data and air-sea CO2 fluxes
DOI: 10.5063/f100007k
title: Responses of Salt Marsh Plant Rhizosphere Diazotroph Assemblages to Drought

description: Drought has many consequences in the tidally dominated southeastern Spartina sp. salt marshes of the US; emergent vegetation dieback, changes in sediment chemistry and obvious changes in the landscape. These coastal systems tend to be highly productive, yet many salt marshes are also nitrogen limited and depend on plant associated diazotrophs as their source of â newâ nitrogen. A 4-year study of the rhizosphere diazotroph assemblages associated with 5 distinct plant zones in one such salt marsh included a period of greatly restricted tidal inundation and precipitation, as well as two incidences of drought (June-July 2004, and May 2007). DGGE of nifH PCR amplicons from rhizosphere samples, principal components analysis of the resulting banding patterns, and unconstrained ordination analysis of taxonomic data and environmental parameters were conducted. Diazotroph assemblages were organized into 5 distinct groups (R2 = 0.41; p value &lt;0.001), whose presence varied with the environmental conditions of the marsh. Diazotroph assemblage group presence differed during and after the drought event, indicating that persistent diazotrophs maintain populations that provide new nitrogen for vegetation during the periods of drought.
DOI: 10.5063/f13n21j8
title: Responses of Salt Marsh Plant Rhizosphere Diazotroph Assemblages to Drought

description: Drought has many consequences in the tidally dominated southeastern Spartina sp. salt marshes of the US; emergent vegetation dieback, changes in sediment chemistry and obvious changes in the landscape. These coastal systems tend to be highly productive, yet many salt marshes are also nitrogen limited and depend on plant associated diazotrophs as their source of â newâ nitrogen. A 4-year study of the rhizosphere diazotroph assemblages associated with 5 distinct plant zones in one such salt marsh included a period of greatly restricted tidal inundation and precipitation, as well as two incidences of drought (June-July 2004, and May 2007). DGGE of nifH PCR amplicons from rhizosphere samples, principal components analysis of the resulting banding patterns, and unconstrained ordination analysis of taxonomic data and environmental parameters were conducted. Diazotroph assemblages were organized into 5 distinct groups (R2 = 0.41; p value &lt;0.001), whose presence varied with the environmental conditions of the marsh. Diazotroph assemblage group presence differed during and after the drought event, indicating that persistent diazotrophs maintain populations that provide new nitrogen for vegetation during the periods of drought.
DOI: 10.5063/f17d2s8m
title: Responses of Salt Marsh Plant Rhizosphere Diazotroph Assemblages to Drought

description: Drought has many consequences in the tidally dominated southeastern Spartina sp. salt marshes of the US; emergent vegetation dieback, changes in sediment chemistry and obvious changes in the landscape. These coastal systems tend to be highly productive, yet many salt marshes are also nitrogen limited and depend on plant associated diazotrophs as their source of â newâ nitrogen. A 4-year study of the rhizosphere diazotroph assemblages associated with 5 distinct plant zones in one such salt marsh included a period of greatly restricted tidal inundation and precipitation, as well as two incidences of drought (June-July 2004, and May 2007). DGGE of nifH PCR amplicons from rhizosphere samples, principal components analysis of the resulting banding patterns, and unconstrained ordination analysis of taxonomic data and environmental parameters were conducted. Diazotroph assemblages were organized into 5 distinct groups (R2 = 0.41; p value &lt;0.001), whose presence varied with the environmental conditions of the marsh. Diazotroph assemblage group presence differed during and after the drought event, indicating that persistent diazotrophs maintain populations that provide new nitrogen for vegetation during the periods of drought.