cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24446515
title: 5G-SliciNdd

description: This dataset repository comprises four distinct files (in arff and csv format), including the "Global" dataset, representing the combined 5G network traffic, and three individual datasets resulting from the segmentation of "Global" based on slice type (eMBB, mMTC, URLLC). These subsets offercomprehensive resources for researchers and professionals interested in network security and intrusion detection within the complex landscape of 5G networks. These datasets empower you to advance your research, develop effective intrusion detection models, and delve into the unique security challenges associated with diverse 5G network traffic profiles.This dataset is the result of an extensive research effort, primarily based on the work of Samarakoon et al., which is outlined in their reference:*Reference:<br>Samarakoon, Sehan, Yushan Siriwardhana, Pawani Porambage, Madhusanka Liyanage, Sang-Yoon Chang, Jinoh Kim, Jonghyun Kim, and Mika Ylianttila. "5G-NIDD: A Comprehensive Network Intrusion Detection Dataset Generated over 5G Wireless Network." IEEE Dataport (December 2, 2022). doi: https://dx.doi.org/10.21227/xtep-hv36.*To produce the 5G-NIDD datasets, we embarked on a meticulous process that involved enriching the base dataset through various steps:Obtaining 5G-NIDD: We acquired the 5G-NIDD dataset, created by Samarakoon et al., which served as our foundation.Global Dataset: The "Global" dataset was created to represent the combined 5G network traffic. It includes a variety of traffic types, showcasing the diversity of the 5G environment.Slice Segmentation: The "Global" dataset was then split based on slice type, leading to the creation of three distinct subsets. These subsets are:eMBB Subset: Focusing on enhanced Mobile Broadband traffic.<br>mMTC Subset: Concentrating on massive Machine-Type Communication traffic.<br>URLLC Subset: Targeting Ultra-Reliable Low-Latency Communication traffic.This segmentation enabled us to examine and analyze intrusion detection in the context of these specific 5G traffic profiles, highlighting the unique security challenges that arise within each slice.
DOI: 10.5066/p904j9hd
title: (RLC-9) Geologic map of the Sabine DM region of the moon

description: This 1:50,000 scale geolgic map is one of a series constructed at various scales from photographs trasmitted by the Ranger VII, VIII and IX spacecraft. The center of the map area is about 23 km southwest of the Ranger VIII (US Air Force Aeronautical Chart and Information Center Chart AIC 60C, Arago). In general, geologic maps of the moon portray similarities and differences in the characteristics of the lunar surface. These characteristics, mainly topography and albedo, probably depend on the nature of the underlying rock units and the manner in which they formed. Information about the lunar surface for this map was obtained mostly from the Ranger VIII photographs, which were taken with the setting sun approximately 15'' above the local horizon. A few phtographs from the Lunar Orbiters II and V, which were taken under a rising sun. 22 degreees and 20 degrees above the local horizon respectively, were used to fill in details around the margins of the map area where the Ranger data are poor.
DOI: 10.5066/p9fliu6g
title: (RLC-15) Geologic map of the Alphonsus GA region of the moon

description: This map is one of a series prepared from photographs transmitted by Ranger IX (Jet Propulsion Lab, 1966, pls A56-58, B70-82). It depicts the geology of some 724 sq km in the northeast part of the floor of Alphonsus (Diameter about 115 km), a typical flat-floored old terra crater or basin with a subdued rim. Similar basins abound in the south central terrae of the visable hemisphere and on the far side of the Moon. Alphonsus is of particular interest, however, because of a well developed interior rille system and associated dark-halo craters.
DOI: 10.5066/p9wzppz8
title: Geologic Map of the Alphonsus Region of the Moon

description: This 1:250,000- scale geologic map is one of a series prepared largely from photographs transmitted by Ranger IX (reproduced in a report by Jet Propulsion Lab., 1966). It depicts the geology of the crater Alphonsus (in which Ranger IX impacted) and environs. The primary objective of the mapping was to apply extant lunar mapping techniques used on relatively small scale telescopic photographs to the larger scale Ranger photographs, in preparation for extensive analysis of Lunar Orbiter photography in support of the Apollo program. An additional objective was to shed more light on the formation of Alphonsus and its associated features. The map outlines rock units that are inferred from surface features and characteristics, such as topography and albedo. Each rock unit is assigned an age and arranged in the explanation so that the youngest unit are at the top and the oldest at the bottom. The age classification is based on the early work of Shoemaker and Hackman (1962), and subsequent revisions reported by McCauley (1967) and Wilhelms (1966). Geology of the region has been mapped at a scale of 1:1,000,000 on the basis of Earth-based photographs and observations (Howard and Masursky, 1968). A more detailed, 1;50,000-scale map of part of the Alphonsus floor was prepared by McCauley (1969), who used Ranger IX photographs as his source of geologic information.
DOI: 10.6084/m9.figshare.24446566
title: The impact of exergames on the functional balance of a teenager with cerebral palsy – a case report

description: To understand the impact of an intensive rehabilitation program based on exergames in balance and lower limb function in a teenager with cerebral palsy. The rehabilitation program comprised different customised exergames and was delivered in 5 weekly sessions of 30 min for 4 weeks. Pre-, post-, and 1-month Follow-up assessments included the following metrics: Berg Balance Scale (BBS), Dynamic Gait Index (DGI), Gross Motor Function Measure (GMFM), Posturography, and Gait analysis. We observed increased scores after the intervention of 9/72 points in GMF – Module E (Walk, Run and Jump) and of 9/56 points in BBS, sustained at Follow-up. Changes in function, specifically in the quality and independence of the performance of specific movements such as turning 360°, increased distance reaching forward, walk behind, step over obstacles, and step stairs up and down were also observed. Gait kinematics and Spatio-temporal parameters tended to get closer to the 50<sup>th</sup> percentile. We observed positive changes in motor function of a teenager with cerebral palsy, with sustained increased scores at a 1-month Follow-up. Findings are suggestive that intensive rehabilitation programs using exergames with high customisation features are a potentially valuable rehabilitation tool for training balance in teenagers with Cerebral Palsy.Implications for rehabilitationExergames may be a useful for providing balance training for teenagers who have a mixed form of cerebral palsy.Exergames that require body displacement may be suitable for modulating gait kinematics and spatio-temporal parameters.The customisation of virtual rehabilitation tools seems to impact the motivation and effort of the user positively. Exergames may be a useful for providing balance training for teenagers who have a mixed form of cerebral palsy. Exergames that require body displacement may be suitable for modulating gait kinematics and spatio-temporal parameters. The customisation of virtual rehabilitation tools seems to impact the motivation and effort of the user positively.
DOI: 10.6084/m9.figshare.24446566.v1
title: The impact of exergames on the functional balance of a teenager with cerebral palsy – a case report

description: To understand the impact of an intensive rehabilitation program based on exergames in balance and lower limb function in a teenager with cerebral palsy. The rehabilitation program comprised different customised exergames and was delivered in 5 weekly sessions of 30 min for 4 weeks. Pre-, post-, and 1-month Follow-up assessments included the following metrics: Berg Balance Scale (BBS), Dynamic Gait Index (DGI), Gross Motor Function Measure (GMFM), Posturography, and Gait analysis. We observed increased scores after the intervention of 9/72 points in GMF – Module E (Walk, Run and Jump) and of 9/56 points in BBS, sustained at Follow-up. Changes in function, specifically in the quality and independence of the performance of specific movements such as turning 360°, increased distance reaching forward, walk behind, step over obstacles, and step stairs up and down were also observed. Gait kinematics and Spatio-temporal parameters tended to get closer to the 50<sup>th</sup> percentile. We observed positive changes in motor function of a teenager with cerebral palsy, with sustained increased scores at a 1-month Follow-up. Findings are suggestive that intensive rehabilitation programs using exergames with high customisation features are a potentially valuable rehabilitation tool for training balance in teenagers with Cerebral Palsy.Implications for rehabilitationExergames may be a useful for providing balance training for teenagers who have a mixed form of cerebral palsy.Exergames that require body displacement may be suitable for modulating gait kinematics and spatio-temporal parameters.The customisation of virtual rehabilitation tools seems to impact the motivation and effort of the user positively. Exergames may be a useful for providing balance training for teenagers who have a mixed form of cerebral palsy. Exergames that require body displacement may be suitable for modulating gait kinematics and spatio-temporal parameters. The customisation of virtual rehabilitation tools seems to impact the motivation and effort of the user positively.
DOI: 10.5281/zenodo.10045074
title: Output files for Degassing of CO2 triggers large-scale loss of helium from magma oceans

description: This upload includes output files for the paper Degassing of CO2 triggers large-scale loss of helium from magma oceans.
DOI: 10.5281/zenodo.10045073
title: Output files for Degassing of CO2 triggers large-scale loss of helium from magma oceans

description: This upload includes output files for the paper Degassing of CO2 triggers large-scale loss of helium from magma oceans.
DOI: 10.5281/zenodo.10045026
title: CICE JRA55 Forcing on tx1 grid by year. 2023-09-19

description: The JRA55 forcing on the tx1 grid broken out by year.
There was a bug found in the previous version and this is the updated fixed version.
DOI: 10.5281/zenodo.10045271
title: miniproject3
DOI: 10.5281/zenodo.4495069
title: CICE JRA55 Forcing on tx1 grid by year. 2023-09-19

description: The JRA55 forcing on the tx1 grid broken out by year.
There was a bug found in the previous version and this is the updated fixed version.
DOI: 10.5281/zenodo.4495070
title: CICE JRA55 Forcing on tx1 grid by year. 2020.05.12

description: The JRA55 forcing on the tx1 grid broken out by year.
DOI: 10.5281/zenodo.10045272
title: miniproject3
DOI: 10.3886/e105403v2-9962
title: Uniform Crime Reporting (UCR) Program Data: Property Stolen and Recovered (Supplement to Return A) 1960-2017

description: Version 2 release notes:Adds data for 2017.Adds a "number_of_months_reported" variable which says how many months of the year the agency reported data.Property Stolen and Recovered is a Uniform Crime Reporting (UCR) Program data set with information on the number of offenses (crimes included are murder, rape, robbery, burglary, theft/larceny, and motor vehicle theft), the value of the offense, and subcategories of the offense (e.g. for robbery it is broken down into subcategories including highway robbery, bank robbery, gas station robbery). <br><br>The majority of the data relates to theft. Theft is divided into subcategories of theft such as shoplifting, theft of bicycle, theft from building, and purse snatching. For a number of items stolen (e.g. money, jewelry and previous metals, guns), the value of property stolen and and the value for property recovered is provided. This data set is also referred to as the Supplement to Return A (Offenses Known and Reported). <br><br>All the data was received directly from the FBI as text or .DTA files. I created a setup file based on the documentation provided by the FBI and read the data into R using the package asciiSetupReader. All work to clean the data and save it in various file formats was also done in R. For the R code used to clean this data, see here: https://github.com/jacobkap/crime_data. The Word document file available for download is the guidebook the FBI provided with the raw data which I used to create the setup file to read in data.<br>There may be inaccuracies in the data, particularly in the group of columns starting with "auto." To reduce (but certainly not eliminate) data errors, I replaced the following values with NA for the group of columns beginning with "offenses" or "auto" as they are common data entry error values (e.g. are larger than the agency's population, are much larger than other crimes or months in same agency): 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000, 9000, 10000, 20000, 30000, 40000, 50000, 60000, 70000, 80000, 90000, 100000, 99942. This cleaning was NOT done on the columns starting with "value."<br>For every numeric column I replaced negative indicator values (e.g. "j" for -1) with the negative number they are supposed to be. These negative number indicators are not included in the FBI's codebook for this data but are present in the data. I used the values in the FBI's codebook for the Offenses Known and Clearances by Arrest data.<br><br>To make it easier to merge with other data, I merged this data with the Law Enforcement Agency Identifiers Crosswalk (LEAIC) data. The data from the LEAIC add FIPS (state, county, and place) and agency type/subtype. If an agency has used a different FIPS code in the past, check to make sure the FIPS code is the same as in this data.<br><br>If you have any questions, comments, or suggestions please contact me at jkkaplan6@gmail.com.<br>
description: self-enumerated questionnaire~~
description: Smallest Geographic Unit: City
DOI: 10.6084/m9.figshare.24446560
title: ADAM-10 adiposeKO mice

description: A Disintegrin And Metalloproteinase domain-containing protein 10 (ADAM10), a Notch signaling pathway component, is involved in several metabolic and inflammatory pathways. We speculated that ADAM10 plays a modulatory role in adipose tissue inflammation and metabolism.
DOI: 10.6084/m9.figshare.24446560.v1
title: ADAM-10 adiposeKO mice

description: A Disintegrin And Metalloproteinase domain-containing protein 10 (ADAM10), a Notch signaling pathway component, is involved in several metabolic and inflammatory pathways. We speculated that ADAM10 plays a modulatory role in adipose tissue inflammation and metabolism.
DOI: 10.26030/bjyc-pj66
title: HSFA2 functions in the physiological adaptation of undifferentiated plant cells to spaceflight microgravity environment

description: The Heat Shock Factor A2 (HsfA2), as a part of the HSF network, is essential to the plant's response to almost any environmental stress and to the cellular homeostatic control mechanisms. Plant cell cultures disabled in HsfA2 function were grown aboard the International Space Station (ISS) in order to ascertain whether or not they use the same terrestrially effective systems to adapt to the novel environment of spaceflight. Cultured lines of Arabidopsis thaliana derived from wild type (WT) cultivar Col-0 and from a knock-out line deficient in the gene encoding HSFA2 (HSFA2 KO) were launched to the ISS on SpaceX-2 as part of the Cellular Expression Logic (CEL) experiment of the BRIC17 spaceflight mission and were fixed in-flight after 10 days on orbit. Microarray gene expression data were analyzed using a two-part comparative approach. First, differentially expressed genes were identified between the environments (spaceflight to ground) within cells of the same genotype, which represented physiological adaptation to the spaceflight environment. Second, gene expression profiles were identified between the genotypes (HSFA2 KO to WT) within the same environment, defining genes uniquely required by the two genotypes in the ground and spaceflight adapted states. The physiological state of the cells as a result of disabling a gene has tremendous control over the mechanisms induced to adapt to the environment of spaceflight. The HsfA2 demonstrated a role in the physiological adaptation to the spaceflight environment since the cells disabled in the HsfA2 gene used substantially different genes to achieve the spaceflight adapted state than the WT cells. The endoplasmic reticulum (ER) stress and unfolded protein response (UPR) define the HSFA2 KO cells' physiological state regardless of the environment and likely result from the deficiency in the chaperone-mediated protein folding machinery. HsfA2 seems to have a universal stress response role but also specific roles in the physiological adaptation to spaceflight through cell wall remodeling, signal perception and transduction and starch biosynthesis. Implementation of knock-out cells identified a set of genes with a required expression level in order for a cell to achieve a spaceflight-adapted state. The HSFA2 KO cells helped to unravel the HsfA2-dependent genes of the adaption of wild type cells to the environment of spaceflight.
DOI: 10.5066/p931pnik
title: Geologic Map of the Sabine EB Region of the Moon

description: The Sabin EB region is a rolling plain which consists entirely of crater and mare materials. The areal density of craters, though variable within the region, is sufficiently high so that the craters are the dominant morphological feature. Crater morphology ranges from bright, sharp-rimmed craters to pan-shaped depressions. Superposition relations indicate that the bright-rimmed craters (unit br) are youngest and that such craters are degraded in time to shallow, subdued depressions (unit sr) and presumably to total destruction. It appears that the bright rim deposits, characteristics of the youngest craters, darken with time until their albedo is the same as that of the surrounding material (as in the unit dr). Degradation of crater rims probably is caused by superposed crater rims probably is caused by superposed impacts, burial by ejecta from more distant younger craters, and downslope movement of surficial materials. A few craters (unit d) have complex-upward walls which appear to have formed by inward slumping late in the degradation process.
DOI: 10.5281/zenodo.10045296
title: Database for accurate EI-MS spectra for semi-volatile compounds identified in plastic from electronical waste

description: Database of accurate EI-MS spectra, recorded using a GC-EI-TOF-MS instrument, containing more than 300 volatile and semi-volatile compounds tentatively identified in plastics of electrical waste (e-waste). Tentative identifications were based on normalized spectral matches above 60 (0-100 scale) with the low-resolution NIST17 database, linear retention index differences between 50 units compared to literature values for semipolar (HP5-type) columns, and mass errors below 5 mDa for a minimum of two relevant ions in the spectra of each compound.
DOI: 10.5281/zenodo.10045295
title: Database for accurate EI-MS spectra for semi-volatile compounds identified in plastic from electronical waste

description: Database of accurate EI-MS spectra, recorded using a GC-EI-TOF-MS instrument, containing more than 300 volatile and semi-volatile compounds tentatively identified in plastics of electrical waste (e-waste). Tentative identifications were based on normalized spectral matches above 60 (0-100 scale) with the low-resolution NIST17 database, linear retention index differences between 50 units compared to literature values for semipolar (HP5-type) columns, and mass errors below 5 mDa for a minimum of two relevant ions in the spectra of each compound.
DOI: 10.3886/e130341v3-142626
title: Data and Code for: Intergenerational Economic Mobility and the Racial Wealth Gap

description: A growing body of research documents the importance of wealth and the racial wealth gap in perpetuating inequality across generations. We add to this literature by examining the impact of wealth on child income. Our two stage least squares regressions reveal that grandparental and parental wealth have an important effect on the younger generation’s stock (first stage results), which in turn affects the younger generation’s household income (second stage results). We further explore the relationship between income and wealth by decomposing the child’s income by race. We find that the intergroup disparity in income is mainly attributable to differences in family background. These findings indicate that wealth is an important source of income inequality.<br>
DOI: 10.7924/r46q2571m
title: Data from: SHR and SCR coordinate root patterning and growth early in the cell cycle

description: Precise control of cell division is essential for proper patterning and growth during the development of multicellular organisms. Coordination of formative divisions that generate new tissue patterns with proliferative divisions that promote growth is poorly understood. SHORTROOT (SHR) and SCARECROW (SCR) are transcription factors (TFs) required for formative divisions in the stem cell niche of Arabidopsis roots. Here, we show that levels of SHR and SCR early in the cell cycle determine the orientation of the division plane, resulting in either formative or proliferative cell division. We employed 4D quantitative, long-term, and frequent (every 15 minutes for up to 48 hours) light sheet and confocal microscopy to probe the dynamics of SHR and SCR in tandem within single cells of living roots. Directly controlling their dynamics with a SHR induction system enabled us to challenge an existing bistable model of the SHR/SCR gene regulatory network and to identify key features that are essential for rescue of formative divisions in shr mutants. SHR and SCR kinetics do not align with the expected behavior of a bistable system, and only low transient levels, present early in the cell cycle, are required for formative divisions. These results reveal an uncharacterized mechanism by which developmental regulators directly coordinate patterning and growth.
DOI: 10.13012/b2idb-4218705_v1
title: Data for "A hydrolyzed lipid blend diet promotes myelination in neonatal piglets in a region and concentration-dependent manner."

description: This dataset contains MRI data and Imaris modeling analysis of CLARITY-cleared, immunostained tissue associated with a study that assessed the effects of lipid blends containing various levels of a hydrolyzed fat system on myelin development in healthy neonatal piglets. Data are from thirty-two piglets of mixed sexes across four diet treatment groups and includes a sow-fed reference group. MRI data (presented in Figure 2 of the associated article) consists of volumetric data from Voxel-Based Morphometry analysis in brain grey matter and white matter, as well as mean fractional anisotropy and mean orientation dispersion index data from Tract-Based Spatial Statistics analysis. Imaris data (presented in Figure 3 of the associated article) consists of twenty-one select output measures from 3D modeling analysis of PLP-stained prefrontal cortex tissue. All methods used for collection/generation/processing of data are described in the associated article: Louie AY, Rund LA, Komiyama-Kasai KA, Weisenberger KE, Stanke KL, Larsen RJ, Leyshon BJ, Kuchan MJ, Das T, Steelman AJ. A hydrolyzed lipid blend diet promotes myelination in neonatal piglets in a region and concentration-dependent manner. J Neurosci Res. 2023.
DOI: 10.26302/sshade/bandlist_abs_calcite
title: Absorption bandlist of natural Calcite

description: FIR-MIR-NIR Absorption bandlist of natural Calcite at 295 and 80K
DOI: 10.34683/sr2762
title: StoneRounds Case: SR2762
title: XL Retinitis Pigmentosa

description: StoneRounds Case SR2762 was diagnosed with XL Retinitis Pigmentosa likely caused by mutations in the gene: RP2.