Volume 12 | Issue 4 |

 Abstract

This project addresses the challenge of ransomware detection, involving process monitoring and data analysis. The aim is to develop a robust and practical detection method for ransomware executed on a virtualized computer (VM). For the whole VM, data gathering concentrates on particular CPU and disk I/O events.Leveraging machine learning (ML), particularly a random forest (RF), the project aims to create an effective detection model. The proposed method demonstrates resilience to variations in user workloads, overcoming a common challenge in ransomware detection. By avoiding continuous monitoring of every process on the target machine, the model remains adaptable to different user scenarios. The project's effectiveness is measured across various user workloads and 22 ransomware samples. In this project additional enhancements were introduced, incorporating Convolutional Neural Network 2D (CNN2D) and an ensemble model with a voting classifier to further improve ransomware detection accuracy.This project addresses the challenge of ransomware detection, involving process monitoring and data analysis. The aim is to develop a robust and practical detection method for ransomware executed on a virtualized computer (VM). For the whole VM, data gathering concentrates on particular CPU and disk I/O events.Leveraging machine learning (ML), particularly a random forest (RF), the project aims to create an effective detection model. The proposed method demonstrates resilience to variations in user workloads, overcoming a common challenge in ransomware detection. By avoiding continuous monitoring of every process on the target machine, the model remains adaptable to different user scenarios. The project's effectiveness is measured across various user workloads and 22 ransomware samples. In this project additional enhancements were introduced, incorporating Convolutional Neural Network 2D (CNN2D) and an ensemble model with a voting classifier to further improve ransomware detection accuracy.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Among the index phrases are deep learning, virtual machines, ransomware, hardware performance counters, machine learning, and disk statistics.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In today's data-driven world, the internet is a vast repository of valuable information. Extracting and analyzing this data can offer unparalleled insights, opportunities, and a competitive edge. The Data Crawler, also known as a web crawler or spider, is a pivotal technology that plays a vital role in the extraction of web data at scale. It is an automated software program navigates through web pages, follows links, and systematically gathers data from diverse sources. The key features and benefits of utilizing a Data Crawler are highlighted, illustrating how it optimizes data collection, scalability, and real- time access. Real-world applications and use cases showcase its versatility, ranging from market research to social media monitoring and beyond.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Web scraping, Data extraction, Web crawler

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The goal of this study is to create a mouth-dispersible tablet of the hypertension medication Olmesartan medoxomil. Olmesartan medoxomil mouth dissolving pills were made with three different superdisintegrants: crospovidone, sodium starch glycolate, and cross-carmellose sodium. The approach .The direct compression method of tablet manufacturing is assessed for physicochemical evaluation parameters, including weight variation, hardness, friability, uniformity of drug content, water absorption ratio, wetting time, invitrodisintegration time, and in-vitro dissolution studies.It was demonstrated in this study that formulations containing crospovidone out performed other formulations in terms of in-vitro findings. Nonetheless, formulations with an 8% w/w concentration of any superdisintegrants have demonstrated superior optimal outcomes.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Fast dissolving tablet, Olmesartan medoxomil, In- vitro drug release , Superdisintegrant

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Linux is used in a large variety of situations, from private homes on personal machines to businesses storing personal data on servers. This operating system is often seen as more secure than Windows or Mac OS X, but this does not mean that there are no security concerns to be had when running it. Attackers can crack simple passwords over a network, vulnerabilities can be exploited if firewalls do not close enough ports, and malware can be downloaded and run on a Linux system. In addition, sensitive information can be accessed through physical or network access if proper permissions are not set on the files or directories containing it. However, most of these attacks can be prevented by keeping a system up to date, maintaining a secure firewall, using an antivirus, making complex passwords, and setting strong file permissions. This paper presents a list of methods for securing a Linux system

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

security to linux, two-factor authentication, firewalls, kernel hardening

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Employees are the company's most prominent resource, and contributing in ability is key to long- term commerce improvement and victory. Preparing and improvement advance benefit and/or more hopeful demeanours toward advantage introduction, increments work mindfulness and aptitudes at all levels of the company, boosts representative efficiency, and helps labourer's in recognizing with organizational objectives. This report points at effect of preparing and advancement among representatives, preparing and efficiency of the representatives, preparing is arrangement for push busters, connection of preparing and inspiration. Preparing and improvement improve the efficiency, information and aptitude of the representatives and permit them to hold in the organization, It too empowers their quality and propel them to fulfil their goal.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Efficiency and execution, Inspiration, Push, Information and skill.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The oral drug delivery is the most preferable and convenient route of drug delivery due to the ease of administration of a drug, patient compliance, and flexibility in the formulations but has some drawbacks of non-site specificity and short gastric resident time .Several technical advancements have led to the invention of a gastro-retentive drug delivery system, which has various therapeutic benefits, has the potential to revolutionize medication delivery and overcome the shortcomings of traditional oral drug delivery methods. Gastro retentive drug delivery system is facing many challenges which can be overcome by upcoming newly emerging approach i.e raft forming system.Raft forming system is a type of floating drug delivery system with low density. The present study provides valuable information and highlights advances in raft forming system. Additionally, a summary of the various smart polymer types utilized in their formulation has been provided. The review focuses on the mechanism, evaluation, formulation and development of the raft forming system. The study finally highlights advantages, disadvantages, and of the raft forming system.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Raft forming system, Gastroretentive form, Gastric residence time, Absorption window, Floating

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Diabetes mellitus is a chronic metabolic disorder that prevents the body to utilize glicose completely or partially. This condition can be due to failure in the formation of insulin or liberation or action. Hence proper production of insulin or liberation or action. Hence proper production of insulin hormone and maintanence of blood glucose level are very important. This project focuses on some of the Indian herbal drugs with proven antidiabetic properties and related beneficial effects can be used in treatment of diabetes. These herbs regulate the proper secretion of insulin hormones and maintains the blood glucose evel. D-Fight herbal tea is made Hibiscus rosa sinensis, Cassia auriculata, Catharanthus roseus, Black jamun seeds, Dried ginger which are enriched with antidiabetic, antioxidant, and antibacterial properties were used to treat diabetes mellitus and Cinnamon, Lemon mint and Orange peel are the three ingredients added for the enrichment of flavours. As all the ingredients are naturally sun dried, the nutrient loss is also less.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Diabetes Mellitus, Antidiabetic, Hibiscus rosa sinensis, Catharanthus rseus, Cassia auriculata, Black jamun seeds, Lemon peel, Mint, Orange peel, Cinnamon.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Emotions play a critical role in our daily lives, so the understanding and recognition of emotion of self and others is crucial for human research. Appraisal and regulation of one's own emotions and others' emotions and Utilization of emotion are encompassing the "Emotional Intelligence". The present study is to find whether "film immersion" is connected with emotional intelligence of college students. The idea of focusing one's entire attention within the movie world is referred to as immersion. To know about its role in the development of Emotional Intelligence, the investigator collected data from College students who are interested in watching films. The result shows that even though there exists a relationship between Film immersion and Emotional intelligence, Film immersion dimensions do not contribute to predicting on Emotional intelligence dimensions except Captivation. The results are discussed in detail.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Emotional Intelligence, Film Immersion, Regulation of own emotion, Captivation

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Background: Menstrual abnormalities are problems that affect a woman's normal menstrual cycle. The World Health Organization (WHO) defines adolescent as any person between ages 10 and 19. This age range falls within WHO's definition of young people, which refers to individuals between the ages of 10 and 24. Dysmenorrhoea and pre-menstrual syndrome, is a common problem, yet it remains poorly understood and is not taken into consideration when assessing adolescent health problems. Aims: To assess the prevalence of menstrual abnormalities among the undergraduate students in selected colleges of Guwahati Kamrup (M) Assam. Methods: A descriptive research design was used to accomplish the objectives. Study was undertaken on 250 undergraduate students of age group 18years and above in selected colleges of Guwahati Kamrup Metro, Assam by using multi-stage sampling technique and quantitative approach was adopted to achieve the study objectives. Undergraduate students were selected on the basis of inclusion criteria. A pre-tested, semi-structured questionnaire was used as a tool for the study. Data was analysed using frequencies, percentages, mean and chi-square/fisher exact p-value at the significant level of p<0.05 by using SPSS version 20 software. Results: The findings revealed that prevalence of menstrual abnormalities i.e 18(7.2%) undergraduate had an average duration of menstrual flow >7days (not good) and only 17(6.8%) had <2days (not good), 26 (10.4%) undergraduate had <=20 days of menstrual cycle length and only 19(7.6%) had >=36 days of menstrual cycle length, 48(19.2%) had irregular monthly period flow, 42(16.8%) had suffered from menorrhagia, 97(38.8%) had suffered from metrorrhagia, 48(19.2%) had suffered from amenorrhoea. Out of the 48(19.2%) undergraduate students who had the suffered from amenorrhoea. Majority i.e 32(66.7%) undergraduate students had <3 months duration of missed periods and only 16(33.3%) had >=3months duration of missed periods, 205(82%) undergraduate students had suffered from dysmenorrhea, 221 (88.4%) undergraduate students had premenstrual syndrome. The association was statistically tested and result showed that there was significant association observed between average duration of menstrual flow, menstrual cycle length, monthly period menorrhagia, metrorrhagia, amenorrhoea and dysmenorrhea with their selected demographic variables. However, there was no association between premenstrual syndrome and duration of missed period. Conclusion: Study revealed that Premenstrual syndrome were highly prevalent among undergraduate students followed by Dysmenorrhoea. Hence there is a need for implementing educational programs on menstrual health, screening programs for early diagnosis, which would show a great impact on their reproductive health and also lower the risks for future disease.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

prevalence, menstrual abnormalities, undergraduate students, premenstrual syndrome, dysmenorrhoea.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The oral route is the major route of drug administration to patients. But many of the drugs have limited oral administration due to their poor solubility. Solubility is one of the important factors that affects the dissolution rate and bioavailability of the drugs. Solid dispersion is a simple and effective method for improving the solubility of poorly soluble drugs and increasing its bioavailability.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Solid dispersion, Solubility, Bioavailability

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Creative Commons Attribution 4.0 and The Open Definition