Volume 11 | Issue 4

 Abstract

This study aims to predict stock prices using Long Short-Term Memory (LSTM) neural networks. The LSTM models were trained on historical stock data and used to forecast future prices. The dataset used for training and testing the models was obtained from the Yahoo Finance website, and consisted of daily stock prices of the S&P 500 index. The data was preprocessed and normalized before being fed into the LSTM models. The LSTM models were able to accurately predict the stock prices for the test data, with an average mean squared error (MSE) of less than 0.01. The results demonstrate the effectiveness of LSTM neural networks in predicting stock prices and provide insights for investors and traders to make informed decisions.

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Stock Market Prediction, LSTM

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Pyrimidones constitute a class of heterocyclic compounds with multifold applications in various fields of chemistry and medicine. The pharmaceutically important scaffold, has been synthesised by different researchers over a century of a work all over the world. Variety of chemical reagents and conditions have been used in this regard but prominently the Lewis acids are normally employed. In the present paper, we would like to report herein the green method for synthesising the dihydropyrimidone derivatives, commencing from the aromatic aldehydes, ethyl acetoacetate and urea under the catalysis of a novel nickel based organometallic reagent without employing any organic solvent for the conduct of a reaction . The work up is easy and the product formation takes place in very high yield. The products are characterised by IR and 1 H NMR spectroscopic spectral data.

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Biginelli reaction, Nickel based reagent, dihydropyrimidone derivatives

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Pharmacovigilance, adverse drug reactions, regulatory, clinical, World Health Organization

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The aim of this investigation is to study the strength and durability properties of concrete using water soluble polyethylene glycol as self-curing agent. The function of self-curing agent isto reduce the water evaporation from concrete. The use of self-curing admixtures is very important from the point of view that water resource saregettingvalu ableeveryday.Polyethyleneglycolin1%, 1.5%and2%placeusingconcrete(i.e;each 1m3ofconcreterequiredabout3m3of water for construction.

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Admixture, concrete, water content

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In recent years, the environmental effects concerns of the traditional car (ICE-Internal Combustion Engine) have led to the enhancement and growth of the electric vehicle (EV). The evolution of the regenerative braking system leads to increase overall vehicle performance (RBS) whenever driver applies the brake the energy which is completely lost in the form of kinetic energy due to friction loss between wheel of vehicle and road must be used and recycled, increasing the vehicle's efficiency. The reputed car companies such as BMW, Toyota, Lexus, Mercedes Benz, Land Rover, Volkswagen and General Motors have been using this technique for their EV's. This paper explores the applicability of the regenerative braking system and its applicability in various sectors to solve the existing problems

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 Keywords

Braking, Braking system, Efficient, Electric drives, Electric vehicle, Regenerative braking

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The world is filled with emotion that adds touch to moments, relationships, and events. In my article, I involve emotions filling the moments and relationships based on the novel Pet Sematary and Carrie. The article is based on the good and bad sides of the characters and the positive and negative sides of the character's life as portrayed by the author. The article corners on whatever happens within the situation should be accepted and not tend to be changed for one's pleasure. The article is worked within the chaos created through emotional imbalance and instability to control one's anger, regret, and guilt. The work denotes the emotional barriers in relationships based on moments faced by the characters and the imbalance created by the dark entity in the mind.

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Anger, guilt, imbalance, instability, and regret.

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The constant increase in the consumption of fossil fuels is consequent upon the ever-increasing population in the present days. The Greenhouse Gas emissions from these fossil fuels are constantly degrading the planet and causing global warming and other pollutant emission-related problems. As such, the situation demands an alternate source of energy that can be used to overcome the forecasted future energy crisis. In addition, if the energy source is clean and renewable, it will also reduce environmental issues. In this quest for an alternate and renewable energy resource, scientists have come up with a variety of options among which biodiesel-diesel blends as alternative fuels have become a popular option and have the attention of many researchers.

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Palmyra oil, Transesterification, Palmyra oil methyl ester (POME), Biodiesel, Performance, Emission.

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Human Territoriality is the act of delimiting and controlling an area of space, a territory in order to control place and things. The present study discusses Michael Ondaatje's Warlight, paying particular attention to territoriality which is used by the characters as a controlling strategy. Space assets play a vital role in the formulation and implementation of great power strategies across the globe. They act as a force multiplier that can enhance territorial power and prestige. This article analyzes the role of space in the implementation of power. Territorial security is a prerequisite for allowing regular people and legal goods to travel within and across national boundaries with some degree of freedom, while preventing the free movement of illicit items and people who pose security risks. Here, Territorial security is found to be important after encountering a war with relevance to the novel.

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KEYWORDS: Human Territoriality, Space, War, Territorial Security

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 Abstract

Abstract: Instead of being driven as a service, the insurance sector is driven as a commodity. Offering a low price is essential, improving risk assessment is a preoccupation, and rapidly processing customers is a major focus. As a result, unlike in other industries, the digital transformation is still not given high emphasis. In the meantime, with the advent of the digital and everything online, the retail customer wants to be able to reach everything everywhere at all times in addition to being able to access anything, anywhere, at any time. The customer wants to purchase specialised goods and services that are promoted via mobile, tablet, or computer. One of the key factors now influencing economic growth is the digital revolution. The conservative insurance industry is faced with opportunities and problems because to the necessity to adapt to the digital economy as a result of Internet usage and the rapidly changing business environment. The global pandemic COVID-19 has had an effect and has sped up the insurance industry's slow process of going digital.

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Keywords: Risk Assessment, Digital Transformation, Digital Revolution and Digital Economy

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The completion of root development and closure of the apex occurs up to 3 years after the eruption of the tooth and any kind of pulpal injury during this period provides a significant challenge for the clinician. : Open apices commonly arise secondary to pulpal necrosis as a result of caries or trauma in an immature tooth with incomplete root formation. Apexification is a technique for inducing closure of the non-vital permanent teeth at the apex . A nonvital tooth with open apex is a challenging clinical condition for the dentist as it requires a systematic diagnosis of the problem and a customized treatment plan. The conventional method of apexification with calcium hydroxide has certain disadvantages such as a very long period of treatment, chances of tooth fracture and an incomplete calcification of the bridge. MTA has gained importance as an alternative treatment for management of open apices as it overcomes these disadvantages. Also MTA also has low cytotoxicity and superior biocompatibility as compared to calcium hydroxide used before. The current case report illustrates a case where MTA were used successfully for one step apexification in teeth with open apex.

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Key words: Apexification, apical barrier, platelet rich fibrin (PRF), mineral trioxide (MTA

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The installation of solar panels on buildings has become increasingly popular in recent years due to the growing demand for renewable energy sources. However, the installation of these panels may impact the structural stability of the building, depending on the arrangement and weight of the panels. The aim of this study is to analyze the impact of solar panel installation arrangements on the structural stability of buildings. To achieve this, a sample of buildings with solar panels will be selected and analyzed using computer simulations and structural engineering software. The analysis will focus on the impact of the weight distribution, mounting system, and panel orientation on the building's stability. The results of this study will provide valuable insights into the impact of solar panel installation on building structures and inform future design and installation practices. Ultimately, this research aims to promote the safe and effective installation of solar panels on buildings to support the transition to renewable energy sources.

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STAAD-Pro, Solar panel, Structural Analysis, structural integrity

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India is one most traditional nation in world , with wide variety of religion, culture, and customs. In India women play a important role society in managing career and household.

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Difficulties, issues,traditional women's career, family

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marketing strategy, business sales and financial ,analysis .effective

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Abstract : Background : Shoulder pain affects or had affected over 50% of elite lawn tennis players, with 20% reporting ongoing pain. Most continue to play through the pain but report an impact on training, competition and activities of daily living. Shoulder kinematics were different for dominant and non-dominant shoulders. It has been proven that muscle imbalance due to the overuse leading to instability is a major factor leading to scapular dyskinesia. Objective: Aims to find the Prevalence of Scapular Dyskinesia in Elite Lawn Tennis Players in Pune Region. Methods : Study had begun with the presentation of Synopsis to the ethical committee in PES MCOP. An approval was granted from the ethical committee, various Tennis Clubs were visited in and around the city.100 Lawn tennis players were selected on the basis of their inclusion and exclusion criteria. Lateral Scapular Slide Test was performed on the subjects and the data analysis was done. Data entered and Analyzed. Result: Out of 100 participants 43% had Scapular Dyskinesia while the other 57% participants were normal when Lateral Scapular Slide Test (LSST) was performed. 37 Participants out of 43 had Scapular Dyskinesia on the Dominant Side, While the other 6 had Scapular Dyskinesia on the non dominant side. The most common type of Scapular Dyskinesia observed was Type I, followed by type II and Type III. Conclusion : This study concludes that the prevalence of Scapular Dyskinesia in Elite Lawn tennis players in Pune is 43% among 100 participants.37 Participants out of 43 had Scapular Dyskinesia on the Dominant Side, While the other 6 had Scapular Dyskinesia on the non dominant side.This study also concludes that Scapular Dyskinesia type I was the most common type of Scapular Dyskinesia in Elite Lawn Tennis Players.

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Prevalence, Scapular Dyskinesia , Lawn Tennis , Dominant side.

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The increase of environmental awareness and with the shortage of fossil fuels, wind energy is becoming more important than ever. As the market for wind energy grows, wind turbines and wind farms are becoming larger. The shape of the turbine blades plays a crucial role in determining the efficiency and power output of the turbine, as well as its noise and vibration levels. The objective of the project is to Performing a computational fluid dynamic analysis on a single Vertical Axis Wind Turbine (VAWT) with two different blade profiles, elliptical and parabolic. To perform the CFD analysis, a 3D model of the VAWT with the elliptical and parabolic blade profiles was created using a space claim design (CAD) software. The model was then imported into a CFD software package, which used numerical methods to simulate the flow of air around the turbine blades. Examine parameters that affect the performance of these models, such as pressure, velocity, and the way in which the turbine force is projected onto the flow field.

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Wind Energy, turbine blades, elliptical blades, parabolic blades, CFD

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The objective of this project is to determine the distance of underground cable fault from base station in kilometers. The underground cable system is a common practice followed in many urban areas. While a fault occurs for some reason, at that time the repairing process related to that particular cable is difficult due to not knowing the exact location of the cable fault. The proposed system is to find the exact location of the fault. The project uses the standard concept of Ohms law i.e., when a low DC voltage is applied at the feeder end through a series resistor (Cable lines), then current would vary depending upon the location of fault in the cable. In case there is a short circuit (Line to Ground), the voltage across series resistors changes accordingly, which is then fed to transistors to develop digital data which the programmed microcontroller of 8051 family would display in kilometers. The project is assembled with a set of resistors representing cable length in KM's and fault creation is made by a set of switches at every known KM to cross check the accuracy of the same. The fault occurring at a particular distance and the respective phase is displayed on LCD interfaced to the microcontroller.

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Underground cable, fault location, fault detection, location methods, microcontroller.

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 Abstract

ABSTRCT A poison is a substance, which when administered, inhaled or ingested, is capable of acting deleteriously on the human body.1Some poisons are having lesser potency it means having fewer properties less than ten classical properties which are mentioned in our Ayurvedic samhita. Actually these poisons should have either having lesser potency of all the ten properties, or present in the body in hidden stage, is called Dushi Visha (cumulative poison). Cumulative poisons are slow acting poisons. These poisons not immediately eliminated from the body and they tend to accumulate in the body which causes symptoms of chronic poisoning.2 Dushi Visha also acts as like cumulative poison i.e. slow acting poison, which have not been fully eliminated from the body. It is retained in the body tissues for several years and it contaminates the tissues, so called Dushi visha.

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Keywords: Dushi visha, Poison, Cumulative poisons

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An automatic petrol pump using biometric technology is a system that allows guests to refuel their vehicles by authenticating their identity using biometric information similar as fingerprints, iris reviews, or facial recognition. An automatic petrol pump using biometric technology offers a secure and accessible way for guests to pierce energy, reducing the need for physical cards or cash, and enhancing security at the pump. still, it would bear robust security measures, proper conservation, and compliance with applicable regulations to cover client data and insure dependable operation. Overall, an automatic petrol pump using biometric technology can give an accessible and secure way for guests to refuel their vehicles while minimizing the need for physical cards or cash and reducing the threat of identity.

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Arduino

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The National Education Policy (NEP) 2020, which was introduced in India, has been widely discussed and debated since its release. The primary focus of the paper lies in the breakdown of India's recent "revolutionary" education policy in the context of Higher Education. This paper presents a critical postcolonial analysis of the NEP 2020, which examines the policy's implications on the education system in India from a decolonial lens. Through the lens of postcolonial theory, this paper analyzes the NEP 2020's underlying assumptions, values, and ideologies that are rooted in colonial history and perpetuate hegemonic power structures. The paper questions the legitimacy of policy's claims to raise the acquirers of education as pillars of Indian rich culture and heritage, and weigh the possibility of this desired outcome. The paper argues that the NEP 2020, despite its progressive rhetoric, perpetuates colonial patterns of knowledge production, and social hierarchies. This paper also highlights the need to decolonize the education system and rethink the role of education in postcolonial India. The article throws light on the works of post-colonial theorists namely, Gayatri Spivak, Homi K. Bhabha and Edward Said to examine critically the provisions of the policy through a post-colonial bent of mind. The analysis draws upon a variety of sources, including primary and secondary literature, government documents, and media reports. The findings of this study can be used to inform policy-makers, educators, and scholars to critically examine the NEP 2020 and to develop more inclusive and equitable educational policies.

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NEP 2020, Indian Education Policy, Higher Education, Post-colonial Study, Critical Analysis.

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Post office is the largest savings institutions in our country which provides enormous benefits to investors. Post office is the major instrument available to the Government for accumulating the savings from both the urban and rural areas. This paper, it is mainly focused on analysis the factors influencing the investors to prefer post office savings schemes and problems faced by the investors of post office in the Thiruvallur district of Tamil Nadu. For this paper, primary data have been collected from 150 investors of the Post office. Such collected data have been analysed with the help of MS Excel and SPSS 22.0. Henry Garrett Ranking Technique and Kendall's 'W' Test have been used for this research.

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Post office services-Investors-Savings schemes-Government of India

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