cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/yhr8vhk6yv
title: Khoury Fala Runyan 2022

description: Data used for Khoury et al., 2022. Each .mat file contains data from a single imaging session. All variables are saved in imaging frames rather than time. 1 frame is ~33 ms. Each variable is described below:

deconvnonpass: deconvolved activity traces of Non-SOM neurons during passive listening context (neurons x imaging frames)
deconvnonspont: deconvolved activity trace: deconvolved activity traces of Non-SOM neurons during spontaneous context (neurons x imaging frames)
deconvredpass: deconvolved activity traces of SOM neurons during passive listening context (neurons x imaging frames)
deconvredspont: deconvolved activity trace: deconvolved activity traces of SOM neurons during spontaneous context (neurons x imaging frames)
dffnonpass: DF/F activity traces of Non-SOM neurons during passive listening context (neurons x imaging frames)
dffnonspont: DF/F activity traces of Non-SOM neurons during spontaneous context (neurons x imaging frames)
dffredpass: DF/F activity traces of SOM neurons during passive listening context (neurons x imaging frames)
dffredspont: DF/F activity traces of SOM neurons during spontaneous context (neurons x imaging frames)
dist: structure containing matrices of pairwise distances; dist.subsub contains a SOM x SOM matrix of the pairwise distance in microns of each possible pair of SOM neurons; dist.nonnon contains a Non-SOM x Non-SOM matrix of the pairwise distance in microns of each possible pair of Non-SOM neurons; dist.nonsub contains a SOM x Non-SOM matrix of the pairwise distance in microns of each possible SOM/Non-SOM pair; dist.all contains a neuron x neuron matrix including the pairwise distance all possible pairs of neurons in microns.
pupilpass: normalized pupil area during passive listening context (in imaging frames)
pupilspont: normalized pupil area during spontaneous context (in imaging frames)
soundLocs: a variable showing which sound was playing during each imaging frame. Value is 0 if none. 1 indicates -90 degrees; 2, +90; 3, -30; 4, +30; 5, -60; 6, +60; 7, -15; 8, +15.
soundReps: a variable indicating what sound repetition # is on at a certain imaging frame (0 if none).
soundOnset: a variable that has value 1 at frames where a sound stimulus begins.
xvp: x velocity during passive listening context (cm/s).
xvs: x velocity during spontaneous context (cm/s).
yvp: y velocity during passive listening context (cm/s).
yvs: y velocity during spontaneous context (cm/s).
DOI: 10.17632/zz3jzwkfwv
title: THE CHALLENGES BEFORE THE LEARNERS OF ODL MODE OF EDUCATION: A STUDY IN INDIA

description: Education plays a vital role in the development of human being as well as civilization which can be acquired in different modes. Open and Distance Learning mode of education refers to such system in which one can study through course material provided without any instructor and without going institution regularly for attending classes like regular system of education. All over the world, researchers engaged with education are discovering and exploring internet, teleconferencing and other related mediums to achieve an extended classroom. In the following endeavour the concept of ODL mode has been explained. The primary objective of the study is to outline the challenges before the learners of ODL mode of education yet it will also provide some of the important measures to overcome these challenges. The study is an explorative study in nature in which qualitative data has been provided. Both primary data as well as secondary data were used in this study collected from interviews and various other
sources respectively. Learners of ODL mode have to face various kinds of challenges those are shown under the major headings as challenges relating to teaching learning process, challenges relating to administrative activities and challenges relating to post academic activities. Some of the recommendations have also been given for the improvement of ODL education. In this way the challenges faced or experienced by the learners may be reduced to some extent that may result in the improvement in the education system and development of nation as a whole.
DOI: 10.17632/34kdxz5ztr
title: Availability of Major Non-Communicable Diseases (Hypertension &; Diabetes Mellitus) Services at Primary Health Care level in North-East Bangladesh

description: this data set contains the variables related to assessing the facility regarding their readiness to provide NCD service and this is adopted from WHO SARA tool and the variable i.e. basic amenities, supply of medicine, general service index etc.
DOI: 10.17632/4jttzcnf8c
title: Data for: Determining the Impacts of VA-ECMO Parameters on Blood Oxygenation Using a 1D Blood Flow Simulator

description: Summary data from large-scale sensitivity analyses demonstrating impact of a range of factors on blood oxygenation.
DOI: 10.17632/5dff983mjw
title: Data for: Generation of continental intraplate alkali basalts and implications for deep carbon cycle in the mantle transition zone

description: Whole rock data and primary magma compositions of Cenozoic low-silica highly alkali basalts from eastern China.
DOI: 10.17632/5yhhngndg8
title: Cell Reports 2019, 26, 1033-1043 Correction

description: Correction for Miyazaki et al., Cell Reports 2019, 26, 1033-1043
DOI: 10.17632/9k4xmb46k6
title: Mineralogy-based stepwise dissolution of dolomitic limestone reveals high iodine content in water-column precipitated calcite and well-oxygenated shallow seawater during the ~1.57 Ga oxygenation event

description: Carbonate I/(Ca+Mg) has been used as a proxy to track shallow-seawater oxygen levels through Earth’s history. However, due to diagenetic alteration and homogenization of iodine in carbonates formed in a redox-stratified water column or in porewater, bulk-rock I/(Ca+Mg) values―and thus the oxygen levels in Precambrian shallow seawater―could have been significantly underestimated. Here, we report a mineralogy-based sequential dissolution method using dilute nitric acid (0.03% v/v) to obtain I/(Ca+Mg) values of water-column precipitated calcite during the ~1.57 Ga oxygenation event in North China. The results show that at the peak of the oxygenation event, the I/(Ca+Mg) ratios of primary calcites are up to ~11 μmol/mol, which are significantly higher than the bulk-rock I/(Ca+Mg) values (up to ~4 μmol/mol). The new data imply that local shallow seawater O2 concentrations at ~1.57 Ga were higher than previously estimated and sufficient to support the respiratory needs of eukaryotes including animals. The delay of complex eukaryote and ecosystem evolution during the mid-Proterozoic (1.8–0.8 Ga) was not due to the lack of local oxic niches for eukaryotes but a consequence of temporal and spatial redox instability in shallow-marine environments.
This data set contains the duplicate tests of iodine in dolostone standard GSR-12, and major elements in JDo-1 (Table S1 and S2). The data set also shows the detailed dissolution data of a stepwise dissolution protocol (Table S3 and S4), and its application on the ~1.57-Ga Gaoyuzhuang Formation samples (Table S5). We use dilute nitric acid to partially dissolve the dolomitic limestone samples to acquire the I/(Ca+Mg) values from water-column precipitated carbonate mud. The results show significantly high I/(Ca+Mg) values than those acquired with bulk-rock dissolution methods.
DOI: 10.17632/9rzspt6t6f
title: Competitive Advantage Leverage Determinants Study on Small Enterprises Managed by Women in Banten Province, Indonesia 

description: The era of digital technology supported by the infrastructure of the industrial revolution 4.0 facing health issues during the Covid-19 pandemic requires small businesses to build a competitive advantage.  The purpose of this study examines the relationship between knowledge management capabilities, entrepreneurial orientation, organizational
agility, competitive action, and competitive advantage. In the Indonesian province of Banten, female business owners conducted this study on small enterprises. a quantitative approach to the explanatory survey method. The information was gathered via questionnaires as part of a survey on small enterprises run by women who are members of
the Indonesian Muslim Women's Association (IPEMI) and the Indonesian Women Entrepreneurs Association (IWAPI). The data were analyzed descriptively-inferentially by structural equation modeling-partial least squares (SEM-PLS) analysis. The results showed that competitive advantage was determined by knowledge management capabilities,
entrepreneurial orientation, organizational agility, and simultaneous competitive action, although knowledge management capabilities and entrepreneurial orientation were partially positive, but not significant. The contribution of this research is empirical proof for academics and practitioners, especially in decision-making in empowering women entrepreneurs in Banten province, and Indonesia in general. Recommendations for policymakers and makers
focus more on providing training and mentoring small businesses and other support so that small businesses have a competitive advantage with unique characteristics; and providing enlightenment in the field of entrepreneurship, both strategically in the process of capacity development and the process of entrepreneurial action typical of building a theory of the creation of resilient entrepreneurs.
DOI: 10.17632/by5rhc9z9z
title: Data for "Formal and Informal Interpersonal Relationships: interaction of networks in the academic environment" published by RAC-Revista de Administração Contemporânea

description: The academic literature presents concepts that are explored by their formal and informal aspects. In addition, it is emphasized that informal interpersonal relationships complement and contribute synergistically with the formal relationships that occur in the various human activities. Some authors have studied the similarity between the formal and informal parts, others have indicated that one could study the joint effects of interaction or the delineation of the boundaries of the informal part by the formal part or if both would have reciprocal influences. The objective of this study was to compare the informal and formal social network structures of two different classes of university students, based on their own perceptions and evaluations, in different periods of relationship. The verification of the interaction patterns between the networks based on the measures provided by the analysis of social networks applied in the two classes of students can offer indications as to the existence or not of the interaction between the formal and informal networks and if there is, how this interaction occurs based on the relationships present in a class, inside and outside the classroom. In the case of classrooms, the influence that informal ties (friendship, trust etc.) have had on the formal ties which means the performance of individual or group tasks imposed by teachers in the disciplines and rules of the educational institution, in different periods of relationship, while taking the course. The role of the analysis of social networks in this work was to present formal and informal networks measures with the objective of comparing them and the measures of the centrality of the actors in this case, the students of the classes of a university. For this subject, the literature also presents research on the differences between the genres that was analyzed in this study. Several measures were collected based on the students' perception and the analysis of the data indicated results that were not consistent with the literature, indicating the non-occurrence of a relationship between the formal and informal aspects. The results offer paths that can be traced in the same type of analysis in other types of organizations, such as public or private, because it deals with the relationships between employees who experience both formal and informal structure in their work environments. The focus is restricted to the relationship patterns among common actors that must be related in the accomplishment of diverse tasks imposed by the formal structure, represented by the educational institution and the professors of the disciplines. Future work should take into account other actors such as teachers, principals and others who are also part of the organizations. The analysis of social networks can offer measures that, based on the results, can be used in these future studies.
DOI: 10.17632/c27dp48zwp
title: Data for: Magmatic and anatectic history of a large Archean diapir: insights from the migmatitic core of the Yalgoo Dome, Yilgarn Craton

description: Supplementary material: Appendix 1: Representative analyses of biotite and plagioclase_sample 155879 Appendix 2: Representative analyses of amphibole and plagioclase_sample214403c Appendix 3: Representative analyses of amphibole_sample209690 Appendix 4: Major and trace elements chemistry of the Goonetarra Granodiorite and the Kynea Tonalite
DOI: 10.17632/f6757wv8bw
title: Pre- and Post-Scores for Teacher Candidates on TPACK Levels and MCOP2 Rubrics

description: These data are for 17 secondary mathematics teacher candidates (TCs) in four university teacher preparation programs, who implemented technology in their classrooms to teach for conceptual understanding in online, hybrid, and face-to-face classes during COVID-19. Using the Professional Development: Research, Implementation, and Evaluation (PrimeD) framework, a Networked Improvement Community (NIC)  was formed by teacher candidates, classroom mentor teachers, field experience supervisors, and university faculty to discuss a commonly agreed upon problem of practice and a change idea to implement in the classroom. Through Plan-Do-Study-Act cycles, participants documented their improvement efforts and refinements to the change idea and then reported back to the NIC at the subsequent monthly meeting. The Technology Pedagogical Content Knowledge framework (TPACK) and the TPACK levels rubric (Lyublinskaya & Tournaki, 2011) were used to examine how teacher candidates implemented technology for Mathematics conceptual understanding. The Mathematics Classroom Observation Protocol for Practices (MCOP^2; Gleason, Livers, & Zelkowski, 2015) was used to further examine how effective mathematics teaching practices (e.g., student engagement) were implemented by TCs.
DOI: 10.17632/hny2332hxk
title: Data for: Effect of Temperature on Electrochemical Pitting Corrosion Behavior of 316L Stainless Steel in MDEA Solution Containing Chloride

description: (1) Potentiodynamic polarization data of 316L SS in two solution at different temperatures: (a) plain MDEA solution (b) MDEA solution containing 1.0 wt % Cl−. (2)Breakdown potenital- temperature data for 316L SS in MDEA solution containing 1.0 wt % Cl−. (3)Potentiostatic polarization data of 316L SS at an anodic potential of 300 mV vs. Ag/AgCl (0.1 mol/L-1 KCl) in two solution at different temperatures and elapsed time: (a) plain MDEA solution (b) MDEA solution containing 1.0 wt % Cl−. (4)Data for EIS plots of the corrosion of 316L SS in plain MDEA amine solution at different temperatures: (a) Nyquist plot (b) impedance amplitude (c) phase angle. (5) Data for EIS plots of the corrosion of 316L SS in MDEA amine solution containing 1.0 wt% Cl− at different temperatures: (a) Nyquist plot (b) impedance amplitude (c) phase angle.
DOI: 10.17632/jvzcpt65mh
title: Latitudinal and Seasonal Asymmetries of the Helium bulge in the Martian Upper Atmosphere

description: The contents of the data files correspond to the data shown in figures of the manuscript " Latitudinal and Seasonal Asymmetries of the Helium bulge in the Martian Upper Atmosphere" by Neha Gupta, N. V. Rao, S. Bougher, M. K. Elrod. More descriptions of the data are given in the manuscript # 2021JE006976 and also in 2021JE006976_README.txt in this repository.
DOI: 10.17632/k5tcg8btbz
title: Raw and processed data in Wuhan during COVID-19

description: Raw and processed data for the analysis of air quality changes in Wuhan during COVID-19.
DOI: 10.17632/kf2tkddr67
title: A high field side multijunction launcher with aperture impedance matching for lower hybrid current drive in DIII-D advanced tokamak plasmas

description: A high field side (HFS) lower hybrid current drive launch scenario improves wave accessibility, has single pass damping at r/a ~ 0.6–0.8 and good current drive efficiency in DIII-D advanced tokamak discharges. The DIII-D experiment is an opportunity to validate HFS wave propagation, absorption and scrape-off layer benefits. A HFS multi-junction launcher is designed and simulated in COMSOL over a range of plasma edge conditions to evaluate n|| spectrum, directivity, and return loss. The COMSOL model utilizes a lossy anisotropic dielectric modeled with the cold plasma dispersion relation cross validated against ALOHA and Petra-M codes. The COMSOL model seamlessly includes a realistic plasma model and coupler that allows for rapid optimization of a single launcher module, while Petra-M allows more complex simulation of an eight-module array including curvature, and warm plasma effects. The resulting design utilizes a traveling wave poloidal power divider to minimize peak electric fields in the vacuum region of the coupler, and an internal aperture matching structure provides an impedance match to the plasma over a wide range of plasma density and density gradient edge conditions.
DOI: 10.17632/khj3cwmppp
title: Dual Enzyme therapy improves chemotherapy timeliness and Hematologic Data in Ewing's Sarcoma

description: Data on platelet count in between chemotherapy cycles. As well as delays in chemotherapy cycle length
DOI: 10.17632/kknd5nfb3v
title: LINF_200017900

description: Domain of unknown function (DUF1935) 
Leishmania infantum (strain JPCM5)
DOI: 10.17632/kvn424ztmz
title: LINF_160020100

description: protein of unknown function - conserved Leishmania infantum (strain JPCM5)
DOI: 10.17632/mcvx886nx5
title: Host plant range of Aproceros leucopoda is limited within Ulmaceae

description: Rooted cuttings of U. pumila (material received from the Agricultural Private Shareholding Company of Törökszentmiklós, Hungary), seedlings of U. crassifolia and Z. serrata (Longó Nursery, Körösladány, Hungary), and young H. davidii plants originally growing spontaneously around older trees of the species, most likely as root suckers (National Botanical Garden, Vácrátót, Hungary), served as materials for the host-plant trials. The experiment was carried out by using cut shoots of each species, whereas plants of the same taxa in pots were also tested. In each case, the experiment was organized in a non-choice design. Aproceros leucopoda nymphs and pupae in cocoons attached to elm leaves were collected. The cocoons, each containing a juvenile A. leucopoda, were stored in organza bags at room temperature until adult emergence. 1-day-old females were taken from the bags and placed individually in separate Petri dishes. Each female was provided a freshly cut shoot with 2–3 leaves, and its base was submerged into water in a small plastic vial closed at its opening with wet cotton wool. There were six replicates per plant taxa (U. pumila, U. crassifolia, H. davidii and Z. serrata). The individuals in the twenty-four Petri dishes were reared in an environmental chamber. Oviposition was observed on a daily basis. The number of eggs laid by a female on a particular shoot was recorded, and then the shoot was isolated in a separate Petri dish. The adult which laid the eggs was transferred to another Petri dish with a new shoot of the same plant species on which it could continue ovipositing. The females were allowed to lay eggs for two days. Development of A. leucopoda on each plant species was followed on a daily basis from the day of oviposition until adult emergence provided these occurred. The appearance of the different stages (egg, larva, nymph, pupa and adult) was observed individually. Fresh pieces of shoots were regularly provided for the developing larvae until their development was completed. Oviposition trials by using plants in pots 1-day-old females were taken from the bags and placed individually in white organza bags tied on 4–6 leaved shoots of plants of the four taxa in pots, in six replicates. Oviposition was observed, and the number of eggs laid by a female on a particular shoot was recorded on a daily basis for two days. Hatching of larvae on each plant species was observed daily. The newly hatched larva was transferred to a cut shoot of the same taxon, on which it could continue its development. The developing larvae were supplied with fresh pieces of shoots regularly. The appearance of the different stages (nymph, pupa and adult) was observed individually.
DOI: 10.17632/nby2rp6pkj
title: Impact of ‘Hands-only’ CPR training programme on knowledge, attitude and practices of school children

description: raw data
DOI: 10.17632/ngprkdyc3z
title: Data for: Don't Discard the HP Filter: Australian Tourism Demand

description: Original = means data not seasonally adjusted Seasonal = seasonally adjusted data
DOI: 10.17632/pjs7k4pfpx
title: Laminin-111 and Netrin-1: Supplementary Dataset

description: Raw LAMA1 Pixel Intensity.xlsx
- Raw mean pixel intensity as identified through ImageJ. 20x magnification images were used and a ROI was drawn around each muscle individually. Separation of positive signal from background was identified through thresholding each image from 80-190 on an 8-bit scale with the 'intermodes' program.

Raw NT1 Pixel Intensity.xlsx
- Raw mean pixel intensity as identified through ImageJ. 20x magnification images were used and a ROI was drawn around each muscle individually. Separation of positive signal from background was identified through thresholding each image from 90-255 on an 8-bit scale with the 'intermodes' program.

Raw Pixel for NMJ.xlsx
- Raw mean pixel intensity as identified through ImageJ. 20x magnification images were used and a ROI was drawn around each muscle individually. Separation of positive signal from background was identified through thresholding each image from 80-255 on an 8-bit scale with the 'intermodes' program.

Raw Blinded Puncta Count.xlsx
- Raw data of blinded puncta counts from LAMA1 smiFISH experiments. Spreadsheet includes individual counts from the two blinded observers of all images including controls. 40x images were used. Original z-stacks were deconvolved and converted to maximum 2D projections for counting.

Interage OD Analysis.py
- Python script for converting raw LAMA1 data to optical density measurements, specifically for grouping by laryngeal muscle for comparison between developmental ages.

Intermuscle OD Analysis.py
- Python script for converting raw LAMA1 data to optical density measurements. Specifically for grouping by developmental age for comparison between laryngeal muscles.

NMJ OD Analysis.py
- Python script for converting raw NMJ data to optical density measurements. 

smiFISH Analysis.py
- Python script for statistical analysis of raw smiFISH data.
DOI: 10.17632/r8mwyr99zx
title: LINF_340037600

description: Tripartite attachment complex 40 | TAC40
Leishmania infantum (strain JPCM5)
DOI: 10.17632/s6yfh8c3tc
title: Appendix A. Research Data

description: Includes tektite morphological, geographic, and geochemical (wt%) data used in Marrs et al. (in review). This data was compiled (manually) from a comprehensive literature search. Data sources are noted in the main text and in the database file. Names were kept identical to source naming as possible.
DOI: 10.17632/sg3cmzcnft
title: ACCESO A LA ATENCIÓN SANITARIA MEDIANTE SEGUROS DE SALUD COMUNITARIOS ENTRE MIGRANTES DE SENEGAL

description: Particpants characteristics and Transcripts of Interviews and Focus Group Discussion