Miracle-dz/UniFAR-FTUs huggingface dataset:
Forecasting IRAN’s max daily demand for electricity in different weather types using deep learning approach

Electricity network management is a complicated issue that needs a forecast of consumption. This predication is generally hard and a challenging topic due to nonlinearity and permanent fluctuation of load in the network. Although linearities of time-series load may give an estimation, linearization of nonlinear data to foresee removes the nature of information which shows anomalies in electricity demand. New approaches of (ANN) help to make a forecast model with keeping information properties. In this paper, we categorized max daily load data in IRAN based on climate zone to figure the following 2 months. Long Short-Term Memory (LSTM) from deep learning approach picks and yields contrasted with different steps of epochs. The outcomes appear epochs do not necessarily improve the accuracy of prediction and best MADP for cold, tropical and temperament zone, are 1.26%, 2.5%, and 10.49%, respectively.
Adverse drug reactions in patients taking anti tuberculosis therapy from directly observed treatment short course centre at Mandya Institute of Medical Sciences, Mandya: a cross sectional study

Tuberculosis (TB) is an infectious disease caused by Mycobacterium tuberculosis. TB is one of the top 10 causes of death worldwide. 10 million people fell ill with TB and 1.6 million died due to TB in the year 2017. Among HIV positive individuals TB is the leading cause of mortality. Each year 1 million children become ill with TB and more than 200,000 children die of TB. Multidrugresistant TB (MDR-TB) is a public health crisis and a health security threat. Globally, 54 million lives were saved through TB diagnosis and treatment between 2000 and 2017. Ending the TB epidemic by 2030 is among the health targets of the sustainable development goals.
COMPROMISE IN TRADITIONAL CEREMONIES: A CASE STUDY OF THE RAMBU SOLO’ CEREMONY IN TORAJA REGENCY

Purpose of the study: The rambu solo’ ceremony is a traditional death ceremony of the Tana Toraja regency with roots in local beliefs. However, over time, the tradition has become associated with social status and economic motives. These changes have led to many issues. This article analyses the motivations that drive the compromises that families must accept when selecting a form of rambu solo’. Methodology: This was a case study conducted in the village of Lemo in the regency of Tana Toraja. Primary data collected through in-depth interviews and observation. Informants consisted of cultural figures, religious figures, and indigenous locals with experience performing rambu solo’ — secondary data taken from existing literature about Toraja Regency. Main Findings: Results showed that compromises taken for motives of social status were irrational but comprised the most common reasoning behind rambu solo’ ceremony selection. For those families motivated by social status, choice of rambu solo’ ceremony form performed for one of two reasons: preserving their social status ascribed to them from birth (attributed status) Applications of this study: The selection of non-rapasanrambu solo’ ceremonies based on economic motives were rationally-sound but relatively rare. Avoiding wastefulness in the performing of rambu solo’ is done through simplifying the procession through shortening the storage period of the remains of the deceased before the rambu solo’ reducing the number of days of the rambu solo’ ceremony. Novelty/Originality of this study: This shows that irrational decision-making, in the context of traditional ceremonies, cannot be considered irrational; even irrational decisions can be justified and explained based on individual interpretations of rationality based on local culture. Interestingly, social status was the most common motive form selection based on economic motives were rational but less popular among the people sound choice theory
Spike Activity Regulates Vesicle Filling at a Glutamatergic Synapse

Synaptic vesicles need to be recycled and refilled rapidly to maintain high-frequency synaptic transmission. However, little is known about the control of neurotransmitter transport into synaptic vesicles, which determines the contents of synaptic vesicles and the strength of synaptic transmission. Here, we report that Na+ substantially accumulated in the calyx of Held terminals of juvenile mice of either sex during high-frequency spiking. The activity-induced elevation of cytosolic Na+ activated vesicular Na+/H+ exchanger, facilitated glutamate loading into synaptic vesicles, and increased quantal size of asynchronous released vesicles but did not affect the vesicle pool size or release probability. Consequently, presynaptic Na+ increased the EPSCs and was required to maintain the reliable high-frequency signal transmission from the presynaptic calyces to the postsynaptic medial nucleus of the trapezoid body (MNTB) neurons. Blocking Na+/H+ exchange activity decreased the postsynaptic current and caused failures in postsynaptic firing. Therefore, during high-frequency synaptic transmission, when large amounts of glutamate are released, Na+ accumulated in the terminals, activated vesicular Na+/H+ exchanger, and regulated glutamate loading as a function of the level of vesicle release. SIGNIFICANCE STATEMENT Auditory information is encoded by action potentials (APs) phase-locked to sound frequency at high rates. A large number of synaptic vesicles are released during high-frequency synaptic transmission; accordingly, synaptic vesicles need to be recycled and refilled rapidly. We have recently found that a Na+/H+ exchanger expressed on synaptic vesicles promotes vesicle filling with glutamate. Here, we showed that when a large number of synaptic vesicles are released during high-frequency synaptic transmission, Na+ accumulates in axon terminals and facilitates glutamate uptake into synaptic vesicles. Na+ thus accelerates vesicle replenishment and sustains reliable synaptic transmission.
Structural development of the Hastings Block and tectonic implications for the southern New England Orogen

Abstract The shape and structural development of the box-like Parrabel Dome (PD) within the Hastings Block is poorly understood because it has only been weakly cleaved, complexly folded and extensively faulted in comparison to the adjoining blocks. Better characterising this block will provide important controls on the tectonics of the southern New England Orogen. The structural development of the PD and southern Hastings Block (SHB) provides evidence of the degree of rotation, translation and deformation of the Hastings Block, a key terrane within the southern New England Orogen. A major decollement under the Hastings Block–Nambucca Block was suggested to facilitate south-directed deformation caused by the developing Coffs Harbour Orocline. The orientation of bedding and the stratigraphic facing of some fault blocks within the northern Hastings Block (NHB) are consistent with development of the PD, while other fault blocks indicate significant disruption of the NHB prior to, during and after dome development. A deep-seated fault is suggested by the gravity worm analysis consistent with the boundary zone between the PD, NHB-Yarrowitch Block and the east-dipping and younging sequences in the SHB. The eastern limb of the PD underwent clockwise rotation after formation. Fault blocks have been rotated and translated within a restraining bend as the NHB moved post-PD formation northwest along the interface between the NHB and SHB. KEY POINTS The Hastings Block was translated and rotated into its current position from the southeastern end of the Tamworth Belt. Gravity worm data indicate a boundary between northern and southern Hastings Block. The Hastings and Nambucca blocks have been detached from the basement Gondwana rocks. Fault block analysis within the Parrabel Dome, northern Hastings Block indicates relocation of some blocks by faulting.
Women's Engagement in Pubic Hair Removal: Motivations and Associated Factors

ABSTRACT Objectives: To examine the relationship between women's pubic hair removal (PHR) and genital satisfaction and explore whether attitudes toward, and personal consumption of, pornography are associated with women's engagement in PHR. Methods: Data were collected by online survey from women (N = 152) who were then categorized into groups based on the prevalence and extent of PHR during the previous 4 weeks. Groups were compared on demographic, background, and behavioral variables. Results: Eighty-three percent of respondents reported PHR in the previous 4 weeks and 40% of respondents removed all their pubic hair. Women who were younger, White, and were more satisfied with their genitals were more likely to engage in PHR. Of these, being younger, not having a degree, reporting less positive attitudes toward erotica, and 3 reasons for PHR predicted extensive PHR over limited removal. Conclusions: Findings provide insights into the reasons for, and extent of, PHR among women and factors associated with the practice. The possible influences of partners' preferences for genital hair removal by women and partners' consumption of pornography are important areas for future research.
Probing Effective Wetting in Subsurface Systems

Wetting phenomena are of central importance for many natural and technological processes in subsurface geosciences. Surface roughness, chemical heterogeneity, and dynamic effects cause the microscopic contact angle to vary widely in subsurface multiphase systems. These effects must be characterized in a fundamental and transparent way to determine the overall state of wetting. Here, we apply the Gauss‐Bonnet theorem to establish a direct link between the contact angle and bulk fluid topology based on a newly defined term, deficit curvature. The resulting macroscopic measure is able to capture the average effects of complex microscopic variations in contact angle based on intrinsic geometric constraints that are imposed on the curvature of the contact line as a consequence of fluid topology. We show that deficit curvature is able to capture the effects of contact angle hysteresis and describe wetting in multiphase systems where geometrically complex contact lines are present along with surface heterogeneity.
Introducing students to experimental design skills

The results of an earlier empirical research study on modifying ‘step-by-step’ instructions to practical activities requiring one or more steps of the experiments to be designed by students initiated a longitudinal study to investigate the effectiveness of the approach for younger students and over a period of time. The longitudinal study that followed took the form of a four year research project that began in September 2016. Over 900 students have been involved. All were 12–13 years old in the beginning of the study. Each year they spend six lessons carrying out practical activities using worksheets we provide. This paper reports the findings of the first year, when the participating classes were allocated to one of three groups. Group 1 was the control group. Students simply followed the step-by-step instructions. Groups 2 and 3 were experimental groups. Group 2 students not only followed the same instructions, but also had to complete experimental design tasks on paper. Group 3 students followed the same instructions, but one or more steps were incomplete and students were required to design these steps. The impact of the intervention on the students’ experimental design skills, disciplinary content knowledge and attitude toward chemistry is measured by structured tests. After the first school year of the project it was clear that the type of instruction only had a weak significant positive effect on the results of the Group 2 students’ disciplinary content knowledge. No significant effect of the intervention could be detected on the changes in the students’ grades and attitudes toward the subject, which only seemed to depend on the ranking of their schools. This paper provides the interesting details of the results of the first year (pilot) of the research and discusses changes to the approach that have been made for the remaining three years of the project.
Success Through Failure: Towards a Problem-Based Approach to Entrepreneurship

Investments in entrepreneurial education have failed to develop educational programming that increases entrepreneurial activity. We hypothesize that foundational issues reside within the pedagogical approaches used in entrepreneurial education programming specifically as it relates to millennial students. Using the theory of planned behavior as a theoretical framework, we investigated the effectiveness of process-based learning such as courses that focus on developing business plans and models against problem-based learning that uses action-learning methodologies in the development and delivery of an Introduction Entrepreneurship course. We use both within-group and between-group research designs. We collected data at three points: at the start of the course (T1), mid-term (T2), and the end (T3). Results support our hypothesis. First, after exposing students to the challenges of entrepreneurship in the problem-based course that there is a statistically significant decrease in attitudes, subjective norms, perception of behavioral control, and intention to become an entrepreneur at midsemester (T2) and that scores will rebound by T3. Second, the students in the process-based course will have a statistically significant decline in attitudes, subjective norms, and intentions after the course. Implications for the design of entrepreneurship curricula are presented and discussed.
Isolation of Thermally Stable Cellulose Nanocrystals from Spent Coffee Grounds via Phosphoric Acid Hydrolysis

As the world's population exponentially grows, so does the need for the production of food, with cereal production growing annually from an estimated 1.0 billion to 2.5 billion tons within the last few decades. This rapid growth in food production results in an ever increasing amount of agricultural wastes, of which already occupies nearly 50% of the total landfill area. For example, is the billions of dry tons of cellulose-containing spent coffee grounds disposed in landfills annually. This paper seeks to provide a method for isolating cellulose nanocrystals (CNCs) from spent coffee grounds, in order to recycle and utilize the cellulosic waste material which would otherwise have no applications. CNCs have already been shown to have vast applications in the polymer engineering field, mainly utilized for their high strength to weight ratio for reinforcement of polymer-based nanocomposites. A successful method of purifying and hydrolyzing the spent coffee grounds in order to isolate usable CNCs was established. The CNCs were then characterized using current techniques to determine important chemical and physical properties. A few crucial properties determined were aspect ratio of 12 ± 3, crystallinity of 74.2%, surface charge density of (48.4 ± 6.2) mM/kg cellulose, and the ability to successfully reinforce a polymer based nanocomposite. These characteristics compare well to other literature data and common commercial sources of CNCs.
Electron Transport in the Assemblies of Multiwall Carbon Nanotubes

V.S. is very grateful to the Ministry of Education of France for the fellowship, the National Science Foundation of Switzerland, Award #7BYPJ065694 for support, the Laboratoire National des Champs Magnetiques Intenses de Toulouse, Dr. Jean Galibert and Prof. Laszlo Forro for hospitality. He would like to express his sincere gratitude to Dr. J. Quinn for the help with SEM imaging, Dr. M. Seo for the help with TEM, Dr. Y. Seo and Dr. J. Koo for the help with MWCNT oxidation, and Dr. V. Zaitsev for the help with the organic functionalization of MWCNT. Finally, V.S. acknowledges support of the Sensor CAT and the Research Foundation of SUNY. N.P. acknowledges support of the Belarusian Research Program “Convergence-2020” and the Belarusian Republican Foundation for Fundamental Research (Grant No. F18R-253).
The Relationship of the Posterior Cranial Fossa, the Cerebrum, and Cerebellum Morphometry with Tonsiller Herniation

Background: Tonsillar herniation is a condition that manifests as herniation of the brain parts, originating from the hindbrain and progressing through the foramen magnum into the cervical vertebral canal. Although the etiology of tonsillar herniation is unclear, it has been suggested that it may be congenital or acquired. In particular, there is speculation that primary mesodermal insufficiency may affect the size of the posterior cranial fossa. Objectives: Our main objective is to perform measurements of the cranium, cerebrum, and cerebellum in order to clarify the etiology of tonsillar herniation. Patients and Methods: Magnetic resonance images were taken for 1,052 patients (629 females and 423 males) with no disease affecting the bones. Chiari malformation type I (CMI) was detected in 63 of the patients. The remaining 989 patients were considered to be the control group. The patients’ mean age was 36.58 ± 22.34 (1 94 years). Measurements were performed using midsagittal and axial T1 and T2 images. Nine parameters were used to evaluate cranium morphometry, while a further nine were used to evaluate cerebrum and cerebellum morphometry. The data collected were analyzed using SPSS version 14 statistics software, in addition to the t-test and the Mann-Whitney U test. The significance level was set at 0.05. Results: In individuals with tonsillar herniation, while the front-back diameter of the foramen magnum, the cerebellum height, and the sagittal diameter of the cerebellum increased, the maximum cranial height, supraocciput length, clivus length, and height of the posterior cranial fossa decreased. Also, in the case of all age groups, there was no statistically significant difference between the healthy controls and the people with tonsillar herniation in terms of tentorial slope angle. The mean herniation value was 4.85 ± 3.09 mm in those with tonsillar herniation. Conclusion: Our results concerning cranium morphometry support the theory that hypoplastic posterior cranial fossa due to mesodermal insufficiency may play a role in the etiology of tonsillar herniation.
On the Integration of Linguistic Features into Statistical and Neural Machine Translation

Recent years have seen an increased interest in machine translation technologies and applications due to an increasing need to overcome language barriers in many sectors. New machine translations technologies are emerging rapidly and with them, bold claims of achieving human parity such as: (i) the results produced approach "accuracy achieved by average bilingual human translators [on some test sets]" (Wu et al., 2017b) or (ii) the "translation quality is at human parity when compared to professional human translators" (Hassan et al., 2018) have seen the light of day (Laubli et al., 2018). Aside from the fact that many of these papers craft their own definition of human parity, these sensational claims are often not supported by a complete analysis of all aspects involved in translation. Establishing the discrepancies between the strengths of statistical approaches to machine translation and the way humans translate has been the starting point of our research. By looking at machine translation output and linguistic theory, we were able to identify some remaining issues. The problems range from simple number and gender agreement errors to more complex phenomena such as the correct translation of aspectual values and tenses. Our experiments confirm, along with other studies (Bentivogli et al., 2016), that neural machine translation has surpassed statistical machine translation in many aspects. However, some problems remain and others have emerged. We cover a series of problems related to the integration of specific linguistic features into statistical and neural machine translation, aiming to analyse and provide a solution to some of them. Our work focuses on addressing three main research questions that revolve around the complex relationship between linguistics and machine translation in general. By taking linguistic theory as a starting point we examine to what extent theory is reflected in the current systems. We identify linguistic information that is lacking in order for automatic translation systems to produce more accurate translations and integrate additional features into the existing pipelines. We identify overgeneralization or 'algorithmic bias' as a potential drawback of neural machine translation and link it to many of the remaining linguistic issues.
BLAST WAVE AND FIREBALL AFTER HYDROGEN TANK RUPTURE IN A FIRE

The development of computational §uid dynamics (CFD) model to simulate blast wave and ¦reball dynamics after high-pressure hydrogen tank rupture in a ¦re is described. Parametric study is performed to de¦ne the e ̈ect of submodels, numerical methods, and parameters on the convergence of the simulations and reproduction of experimental data. Experiments with initial pressure in hydrogen tank of 350 and 700 bar were used to validate the model. The e ̈ect of hydrogen combustion and tank opening on the blast wave strength is assessed. The simulated cases include instantaneous tank opening and half tank opening.
Effect of RF Power on the Properties of Sputtered-CuS Thin Films for Photovoltaic Applications

Copper sulfide (CuS) thin films were deposited on a glass substrate at room temperature using the radio-frequency (RF) magnetron-sputtering method at RF powers in the range of 40–100 W, and the structural and optical properties of the CuS thin film were investigated. The CuS thin films fabricated at varying deposition powers all exhibited hexagonal crystalline structures and preferred growth orientation of the (110) plane. Raman spectra revealed a primary sharp and intense peak at the 474 cm−1 frequency, and a relatively wide peak was found at 265 cm−1 frequency. In the CuS thin film deposited at an RF power of 40 W, relatively small dense particles with small void spacing formed a smooth thin-film surface. As the power increased, it was observed that grain size and grain-boundary spacing increased in order. The binding energy peaks of Cu 2p3/2 and Cu 2p1/2 were observed at 932.1 and 952.0 eV, respectively. Regardless of deposition power, the difference in the Cu2+ state binding energies for all the CuS thin films was equivalent at 19.9 eV. We observed the binding energy peaks of S 2p3/2 and S 2p1/2 corresponding to the S2− state at 162.2 and 163.2 eV, respectively. The transmittance and band-gap energy in the visible spectral range showed decreasing trends as deposition power increased. For the CuS/tin sulfide (SnS) absorber-layer-based solar cell (glass/Mo/absorber(CuS/SnS)/cadmium sulfide (CdS)/intrinsic zinc oxide (i-ZnO)/indium tin oxide (ITO)/aluminum (Al)) with a stacked structure of SnS thin films on top of the CuS layer deposited at 100 W RF power, an open-circuit voltage (Voc) of 115 mA, short circuit current density (Jsc) of 9.81 mA/cm2, fill factor (FF) of 35%, and highest power conversion efficiency (PCE) of 0.39% were recorded.