cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ztyk4h3v6s.1
title: Composed Encrypted Malicious Traffic Dataset for machine learning based encrypted malicious traffic analysis.

description: This is a traffic dataset which contains balance size of encrypted malicious and legitimate traffic for encrypted malicious traffic detection. The dataset is a secondary csv feature data which is composed of five public traffic datasets. 
Our dataset is composed based on three criteria: The first criterion is to combine widely considered public datasets which contain both encrypted malicious and legitimate traffic in existing works, such as the Malwares Capture Facility Project dataset and the CICIDS-2017 dataset. The second criterion is to ensure the data balance, i.e., balance of malicious and legitimate network traffic and similar size of network traffic contributed by each individual dataset. Thus, approximate proportions of malicious and legitimate traffic from each selected public dataset are extracted by using random sampling. We also ensured that there will be no traffic size from one selected public dataset that is much larger than other selected public datasets. The third criterion is that our dataset includes both conventional devices' and IoT devices' encrypted malicious and legitimate traffic, as these devices are increasingly being deployed and are working in the same environments such as offices, homes, and other smart city settings.

Based on the criteria, 5 public datasets are selected. After data pre-processing, details of each selected public dataset and the final composed dataset are shown in “Dataset Statistic Analysis Document”. The document summarized the malicious and legitimate traffic size we selected from each selected public dataset, proportions of selected traffic size from each selected public dataset with respect to the total traffic size of the composed dataset (% w.r.t the composed dataset), proportions of selected encrypted traffic size from each selected public dataset (% from selected public dataset), and total traffic size of the composed dataset. From the table, we are able to observe that each public dataset equally contributes to approximately 20% of the composed dataset, except for CICDS-2012 (due to its limited number of encrypted malicious traffic). This achieves a balance across individual datasets and reduces bias towards traffic belonging to any dataset during learning. We can also observe that the size of malicious and legitimate traffic are almost the same, thus achieving class balance.
The datasets now made available were prepared aiming at encrypted malicious traffic detection.
Since the dataset is used for machine learning model training, a sample of train and test sets are also provided. The train and test datasets are separated based on 1:4 and stratification is applied during data split. Such datasets can be used directly for machine or deep learning model training based on selected features.
DOI: 10.17632/8sh5f96dfp.2
title: Reproducible framework of Point-of-Interest recommendation systems on Docker

description: This dataset provides all data and code required to reproduce the results achieved in the article "WERNECK, H. et al. Points of Interest recommendations: Methods, evaluation, and future directions. Information Systems".

This dataset contains a Docker image (poi-rss.tar.gz) which allows the reproduction of [2]. The benchmark has several databases extracted from Yelp Dataset Challenge, evaluation metrics and recommendation systems. It also has the data extracted from a systematic literature review and distinct ways to visualize the data.

The datasets used in the benchmark (benchmark-datasets.zip) and its raw and processed output files (benchmark-results.zip), in turn, are provided separately.

The code is all under Creative Commons Attribution 4.0 International License and the datasets are under Yelp terms of use, as described detailed in the PDF (Dataset_Challenge_Dataset_Agreement.pdf).

Detailed instructions for this dataset are described in the article [1], which is under review for the time being.

References:
[1] Heitor Werneck, Nícollas Silva, Matheus Carvalho, Adriano C M Pereira, Fernando Mourão, and Leonardo Rocha. A Reproducible POI Recommendation Framework: Works Mapping and Benchmark Evaluation. 15.
[2] Heitor Werneck, Nícollas Silva, Matheus Viana, Adriano C.M. Pereira, Fernando Mourão, and Leonardo Rocha. 2021. Points of Interest recommendations: Methods, evaluation, and future directions. Information Systems 101, (2021), 101789. DOI:https://doi.org/10/gmmq79
DOI: 10.17632/tjfx889vzp.1
title: Transgender Skin Care Readability - Supplement

description: Supplemental file for manuscript entitled "Readability of online patient educational materials for transgender dermatologic care"
DOI: 10.17632/d2tzpdswkf.1
title: Degrowth Movement Ideological stances and sociocognitive mechanisms that affect its growth 

description: With the present study we attempted to examine the sociocognitive elaborations of the receivers who are exposed to antinormative argumentation of the degrowth movement, and the potential representation of the source/supporters, while testing the hypothesis that these elaborations mediate the relationship between ideological orientation and the participants’ implicit theories of social influence with the overall attitude expression. Degrowth challenges the prevalent values, imaginaries and representations of western societies and at the same time the defenders of such positions, lack in social resources and ascendancy. Furthermore, by choosing that topic, it is assumed that  we succeeded in rebridging the gap between social influence research and social movements. As it emerges, conservative, non politicized and majorcentrist participants, deem degrowth less desirable, feasible, and necessary than progressive, politicized and antimajorcentrist subjects, by evaluating  the content of the arguments, as weaker. Based on these findings, we could argue that valid doubts came up, about the secure use of “arguments quality effect”, as mean of measuring the elaboration of the messages, especially if the latter has antinormative content. Equally interesting findings emerge from the results regarding representation of the source, in terms of identity and assessment. The identity representation of the positions’ source is characterized by fluidity and the positions are attributed to collective subjects, even at cross-purposes conflicting, in terms of politics (wide left, anti-authoritarianists), class (higher, middle and lower strata), social practice (ecologists, activists), subject knowledge (specialists) and age (the youth). Lastly, we discuss the importance and the  limitations of these findings
DOI: 10.17632/3749r4k243.1
title: Data for:  Comparison of Pure Component Thermodynamic Properties from CHEMCAD with Direct Calculation using the Soave-Redlich-Kwong Equation of State

description: These calculations accompany the paper “Comparison of Pure Component Thermodynamic Properties from CHEMCAD with Direct Calculation using the Soave-Redlich-Kwong Equation of State," submitted to Chemical Data Collections, to replicate the data in the paper.

Abstract of Original Paper:  Properties such as gas-phase enthalpy, entropy, and fugacity are routinely calculated with equations of state in process design software such as CHEMCAD[1].  To verify understanding of the underlying principles as well as the fidelity of the simulation, users must be able to reproduce the thermodynamic calculations in the simulator.  In a previous study, we examined the compressibility factors, enthalpy, entropy, and fugacity coefficients from CHEMCAD using the Lee-Kesler method [2,3].  After observing a few anomalies, we extended the study to include the Peng-Robinson equation of state [4,5], observing similar anomalies.  We also reported that compressibility and fugacity coefficients did not change when the equation of state was changed [5].  We therefore further extended our study to include the Soave-Redlich-Kwong (SRK) equation of state and again compare the properties of the same 48 molecules at the same two different states.  Our results show good consistency for most of these molecules, with percent errors decreasing for the SRK method to generally less than .2% compared to about 1% for the Lee-Kesler [3] and Peng-Robinson [5] methods.  For percent error, we see deviations for nitric oxide, styrene, carbon disulfide, and hydrogen.  For absolute differences, we see deviations for air, hydrogen sulfide, ethylbenzene, formaldehyde, and chlorine.  Unlike the previous two studies, we now see agreement for all 48 molecules for compressibility and fugacity coefficient.  

The files provided here were used to develop the dataset in the paper, which is a comparison of thermodynamic properties of 48 molecules calculated with the Soave-Redlich-Kwong Equation of State.  The calculations for methane are provided here.

To use the calculation in either platform (Mathematica or MATLAB), users must specify two process temperatures and pressures, critical temperature and pressure, acentric factor, enthalpy and Gibbs energy of formation, and ideal gas heat capacity polynomials for DIPPR equation 107.  A different equation my be used if programmed in by the user.  When calculating compressibility, a plot is presented for the user to examine the number of roots found by the program and to select the correct root for further processing.
The CHEMCAD 7.1.8 file is also provided for methane.  In this file, a data map is used to export results to Microsoft Excel to obtain more significant figures in the result. The data map is found in the CHEMCAD explorer panel and is called “DataMap1.”  Clicking this after running the file will open the results spreadsheet.  Users should note that enthalpy units must be set to kJ.

References in this document are cited in the order listed below.
DOI: 10.17632/ff49cy9bbs.2
title: Data for Sperber (2021) 'The strange role of brain lesion size in cognitive neuropsychology'

description: Analysis scripts, topographies, simulation data, and supplementary text.
The archive can be unzipped e.g. with 7zip Freeware.
Analyses were performed with MATLAB 2020a, SPM12 (https://www.fil.ion.ucl.ac.uk/spm/), and NiiStat (https://www.nitrc.org/projects/niistat/).
DOI: 10.5281/zenodo.5553010
title: Data used in "Investigating effects of solar proton events and Forbush decreases on ground-level potential gradient recorded at middle and low latitudes and different altitudes"

description: Potential gradient deviations at CASLEO and SWIDER stations used in the paper "Investigating effects of solar proton events and Forbush decreases on ground-level potential gradient recorded at middle and low latitudes and different altitudes" Additionally is provided CARPET data.
DOI: 10.5281/zenodo.5553009
title: Data used in "Investigating effects of solar proton events and Forbush decreases on ground-level potential gradient recorded at middle and low latitudes and different altitudes"

description: Potential gradient deviations at CASLEO and SWIDER stations used in the paper "Investigating effects of solar proton events and Forbush decreases on ground-level potential gradient recorded at middle and low latitudes and different altitudes" Additionally is provided CARPET data.
DOI: 10.5285/caeb879f-776f-2757-e053-6c86abc0efbb
title: Zooplankton abundance time series from net hauls at site L4 off Plymouth, UK between 1988-2020.

description: Ongoing zooplankton research at the Plymouth Marine Laboratory has established a time series of zooplankton species since 1988 at L4, a coastal station off Plymouth, UK. Weekly samples are collected by vertical net hauls (WP2 net, mesh 200 µm; UNESCO 1968) from the sea floor (approximately 50 m) to the surface and stored in 4% buffered formalin. Results presented are n/m3 mean values from two replicate hauls made on each sampling timepoint. Some of the zooplankton analysis has been to the level of "major taxonomic groups" only, and a number of different analysts have participated over the years. The level of expertise has generally been consistent, but the user should be aware that levels of taxonomic discrimination may vary during the course of the dataset, please see metadata table for more information on this and the description document regarding complexities of the dataset. It is encouraged that users of the data maintain contact with originators of the dataset to prevent misuse or misunderstanding of the data provided due to the complex nature and temporal coverage of the data provided.
DOI: 10.5281/zenodo.5551031
title: Site characterization, regeneration attributes, and juvenile conifer growth characteristics for 25 forest and woodland sites in the southwestern United States

description: This dataset contains biotic and abiotic site characterization data, juvenile conifer regeneration and growth data, and detailed juvenile growth characteristic data for destructively sampled juvenile conifers. Data are included for 25 forest and woodland sites in the southwestern United States, and were collected in summer 2019. A detailed sampling and analysis methodology is available from the following publication (in press as of 10-2021): Pirtel NL, Bradford JB, Hubbard RM, Abella SR, Kolb TE, Litvak ME, Porter SL and Petrie MD. 2021. The aboveground and belowground growth characteristics of juvenile conifers in the southwestern United States, Ecosphere: in press. Please contact the corresponding author (MD Petrie) with any questions or requests.
DOI: 10.5281/zenodo.5551030
title: Site characterization, regeneration attributes, and juvenile conifer growth characteristics for 25 forest and woodland sites in the southwestern United States

description: This dataset contains biotic and abiotic site characterization data, juvenile conifer regeneration and growth data, and detailed juvenile growth characteristic data for destructively sampled juvenile conifers. Data are included for 25 forest and woodland sites in the southwestern United States, and were collected in summer 2019. A detailed sampling and analysis methodology is available from the following publication (in press as of 10-2021): Pirtel NL, Bradford JB, Hubbard RM, Abella SR, Kolb TE, Litvak ME, Porter SL and Petrie MD. 2021. The aboveground and belowground growth characteristics of juvenile conifers in the southwestern United States, Ecosphere: in press. Please contact the corresponding author (MD Petrie) with any questions or requests.
DOI: 10.5281/zenodo.5520888
title: Transparency dataset of "Noradrenergic circuit control of non-REM sleep substates"

description: Raw transparency data file containing the information used the study “Noradrenergic circuit control of non-REM sleep substates” (Osorio-Forero, Cardis, Vantomme, Guillaume-Gentil, Katsioudi, Devenoges, Fernandez, Lüthi). Here you can find the raw data used for the effects of blockage of in-vivo or in-vitro noradrenergic signaling in the thalamus in sleep spindles clustering and cellular mechanisms. The effects on sleep spindles and sigma activity upon optogenetic stimulation of Locus coeruleus (LC) cells bodies, thalamic or somatosensory cortical LC terminals during non-rapid-eye movement sleep as well as the optogenetic inhibition of the LC bodies. Additionally, you can find the Information about the LC fiber density within the thalamus and somatosensory cortex. The effects on heart rate upon optogenetic stimulation of LC cell bodies is also included in the dataset.
DOI: 10.5281/zenodo.5520887
title: Transparency dataset of "Noradrenergic circuit control of non-REM sleep substates"

description: Raw transparency data file containing the information used the study “Noradrenergic circuit control of non-REM sleep substates” (Osorio-Forero, Cardis, Vantomme, Guillaume-Gentil, Katsioudi, Devenoges, Fernandez, Lüthi). Here you can find the raw data used for the effects of blockage of in-vivo or in-vitro noradrenergic signaling in the thalamus in sleep spindles clustering and cellular mechanisms. The effects on sleep spindles and sigma activity upon optogenetic stimulation of Locus coeruleus (LC) cells bodies, thalamic or somatosensory cortical LC terminals during non-rapid-eye movement sleep as well as the optogenetic inhibition of the LC bodies. Additionally, you can find the Information about the LC fiber density within the thalamus and somatosensory cortex. The effects on heart rate upon optogenetic stimulation of LC cell bodies is also included in the dataset.
DOI: 10.5517/ccdc.csd.cc24833n
title: CCDC 1973990: Experimental Crystal Structure Determination

description: Related Article: Spencer A. Kerns, Junhyeok Seo, Vincent M. Lynch, Jason Shearer, Sean T. Goralski, Eileen R. Sullivan, Michael J. Rose|2021|Chemical Science|12|12838|doi:10.1039/D0SC03154B
DOI: 10.5517/ccdc.csd.cc24834p
title: CCDC 1973991: Experimental Crystal Structure Determination

description: Related Article: Spencer A. Kerns, Junhyeok Seo, Vincent M. Lynch, Jason Shearer, Sean T. Goralski, Eileen R. Sullivan, Michael J. Rose|2021|Chemical Science|12|12838|doi:10.1039/D0SC03154B
DOI: 10.5517/ccdc.csd.cc253ykt
title: CCDC 1999796: Experimental Crystal Structure Determination

description: Related Article: Aldahir Ramos-Orea, Teresa Ramírez-Apan, Rosa María Chávez-Santos, Rodrigo Aguayo-Ortiz, Clara Espitia, Mayra Silva Miranda, Rubén O. Torres-Ochoa, Roberto Martínez|2021|Org.Biomol.Chem.|19|8272|doi:10.1039/D1OB00897H
DOI: 10.5517/ccdc.csd.cc25pz0w
title: CCDC 2017108: Experimental Crystal Structure Determination

description: Related Article: Zhen-Xing Bian, Yong-Zheng Zhang, Dan Tian, Xiuling Zhang, Lin-Hua Xie, Minjian Zhao, Yabo Xie, Jian-Rong Li|2020|Cryst.Growth Des.|20|7972|doi:10.1021/acs.cgd.0c01232
DOI: 10.5517/ccdc.csd.cc25pz1x
title: CCDC 2017109: Experimental Crystal Structure Determination

description: Related Article: Zhen-Xing Bian, Yong-Zheng Zhang, Dan Tian, Xiuling Zhang, Lin-Hua Xie, Minjian Zhao, Yabo Xie, Jian-Rong Li|2020|Cryst.Growth Des.|20|7972|doi:10.1021/acs.cgd.0c01232
DOI: 10.5517/ccdc.csd.cc272tdk
title: CCDC 2058288: Experimental Crystal Structure Determination

description: Related Article: Sourav Chakraborty, Eric Schreiber, Karla R. Sanchez-Lievanos, Mehrin Tariq, William W. Brennessel, Kathryn E. Knowles, Ellen M. Matson|2021|Chemical Science|12|12744|doi:10.1039/D1SC02809J
DOI: 10.5517/ccdc.csd.cc272tfl
title: CCDC 2058289: Experimental Crystal Structure Determination

description: Related Article: Sourav Chakraborty, Eric Schreiber, Karla R. Sanchez-Lievanos, Mehrin Tariq, William W. Brennessel, Kathryn E. Knowles, Ellen M. Matson|2021|Chemical Science|12|12744|doi:10.1039/D1SC02809J
DOI: 10.6073/pasta/54494ebee9d016a897191a1c97bb042b
title: SBC LTER: Reef: Long-term experiment: biomass of kelp forest species, ongoing since 2008 (Reformatted to a Darwin Core Archive)

description: This data package is formatted as a Darwin Core Archive (DwC-A, event core). For more information on Darwin Core see https://www.tdwg.org/standards/dwc/. This Level 2 data package was derived from the Level 1 data package found here: https://pasta.lternet.edu/package/metadata/eml/edi/278/3, which was derived from the Level 0 data package found here: https://pasta.lternet.edu/package/metadata/eml/knb-lter-sbc/119/7. The abstract below was extracted from the Level 0 data package and is included for context: These data represent values of biomass density for more than 200 species of macroalgae, invertebrates and fish measured in fixed plots at five reefs as part of a long-term experiment designed to evaluate the effects of disturbance to giant kelp on the structure and productivity of the benthic community. Taxon-specific relationships between size and mass were applied to field measurements of species abundance to estimate biomass density of each species. The five reefs (Arroyo Quemado 34°28.048’N, 120°07.031’W; Carpinteria 34°23.474’N, 119°32.510’W; Isla Vista 34°23.275’N, 119°32.792’W; Mohawk 34°23.649’N, 119°43.762’W; and Naples 34° 25.342’N, 119° 57.102’W) ranged in depth from 5.8 m to 8.9 m (MLLW) and were chosen to represent a range of physical and biological characteristics known to influence subtidal macroalgal assemblages in the region. A common (but not always persistent) feature on these reefs was the presence of the giant kelp, which forms a dense canopy at the sea surface that suppresses recruitment and growth of understory algae below it. See Methods for more information. The primary research objective of the Santa Barbara Coastal LTER is to investigate the importance of land and ocean processes in structuring giant kelp (Macrocystis pyrifera ) forest ecosystems. As in many temperate regions, the shallow rocky reefs in the Santa Barbara Channel, California, are dominated by giant kelp forests. Because of their close proximity to shore, kelp forests are influenced by physical and biological processes occurring on land as well as in the open ocean. SBC LTER research focuses on measuring and modeling the patterns, transport, and processing of material constituents (e.g., nutrients, carbon, sediment, organisms, and pollutants) from terrestrial watersheds and the coastal ocean to these reefs. Specifically, we are examining the effects of these material inputs on the primary production of kelp, and the population dynamics, community structure, and trophic interactions of kelp forest ecosystems.
DOI: 10.5281/zenodo.5552696
title: PacBio HiFi read assemblies of human, fly, maize and mouse evaluated in LJA paper

description: PacBio HiFi read assemblies of human, fly, maize and mouse evaluated in LJA paper. The evaluated assemblers are LJA, hifiasm and HiCanu. Assemblies were generated using the latest versions of these tools as of August 2021 (LJA 0.1, hifiasm 0.15.5-r352, HiCanu 2.3).
DOI: 10.5281/zenodo.5552695
title: PacBio HiFi read assemblies of human, fly, maize and mouse evaluated in LJA paper

description: PacBio HiFi read assemblies of human, fly, maize and mouse evaluated in LJA paper. The evaluated assemblers are LJA, hifiasm and HiCanu. Assemblies were generated using the latest versions of these tools as of August 2021 (LJA 0.1, hifiasm 0.15.5-r352, HiCanu 2.3).
DOI: 10.6084/m9.figshare.16451108.v1
title: Metabolic response to larval herbivory in three <i>Physalis</i> species

description: The <i>Physalis</i> genus includes species of commercial importance due to their ornamental, edible and medicinal properties. These qualities stem from their variety of biologically active compounds. We performed a metabolomic analysis of three <i>Physalis</i> species, i.e., <i>P. angulata, P. grisea</i>, and <i>P. philadelphica</i>, differing in domestication stage and cultivation practices, to determine the degree of inter-species metabolite variation and to test the hypothesis that these related species mount a common metabolomic response to foliar damage caused by <i>Trichoplusia ni</i> larvae. The results indicated that the metabolomic differences detected in the leaves of these species were species-specific and remained even after <i>T. ni</i> herbivory. They also show that each <i>Physalis</i> species displayed a unique response to insect herbivory. This study highlighted the metabolite variation present in <i>Physalis</i> spp. and the persistence of this variability when faced with biotic stressors. Furthermore, it sets an experimental precedent from which highly species-specific metabolites could be identified and subsequently used for plant breeding programs designed to increase insect resistance in <i>Physalis</i> and related plant species.
DOI: 10.15784/601475
title: South Pole Ice Core Sea Salt Sodium

description: This dataset includes annually resolved sea salt sodium data from the South Pole Ice Core. The development of this dataset is discussed in Winski et al. 2021.