In the last decade, we have observed the usage of artificial intelligence algorithms and machine learning models in industry, education, healthcare, entertainment, and several other areas. In this paper, we focus on using machine learning algorithms in the loan approval process of financial institutions. First, we briefly review some prior research papers that dealt with loan approval predictions using machine learning models. Next, we analyze the loan approval prediction dataset we downloaded from Kaggle, which was used in this paper to compare several machine learning classification models. During this analysis, we observed that credit scores and loan terms are the attributes that probably most affect the result. Next, we divided the dataset into a training set (80%) and a test set (20%). We trained 27 various machine learning models in MATLAB. Three models were optimized with Bayesian optimization to find the best hyperparameters with minimum error. We used 5-fold cross-validation for the validations to prevent overfitting during the training. In the following step, we used the test set on trained models to measure the models’ accuracy on unseen data. The result showed that the best accuracy both on validation and test data, more than 98%, was reached with neural networks and ensemble classification models.

Ladislav végh

In the direction of computer globalization and digitization, India is rapidly developing education and information technology. People are taught how to invest in deposits, postal investments, government bonds, gold systems and bonds, and the private sector. The world in which we now live has been completely transformed by technology. The study indicates that there are more than 4 billion active Internet users worldwide, or nearly half of the world's population. Our lives are now faster, easier to manage, and more enjoyable thanks to modern technology. This paper focuses in experiencing and developing a stock application using PHP, React JS, NodeJS and CSS . All the stock data is stored in a MYSQL database. On the other side for developing machine language application python code is used to convert the data into csv format for machine learning algorithms. The investor is presented with a login screen in the python environment where they must enter their user name and password. The stock dashboard shows the investor's current stock holdings, as well as online stocks' their current price, percentage change in stocks, sensex, nifty, bonus, rights, IPO's, annual report etc. statistical methods are used as software modules for the investor, and with a single click of a button, they can compare and contrast their own stocks with online stocks, as well as the trend in the stock market position in order to decide whether to buy, hold, or sell the stocks. Data visualization component is used for comparison of various stocks, and by clicking of a button, stock prediction are displayed whether to hold, buy or sell in future according to the market trend. The trader must log in using their user name and password. The trader will browse the client current market price of all stocks, buying and selling stocks, contract note, client margin, e-off market transactions, ledgers, journals, commission of buying and selling stocks, and so on. In future strategy the stock application programming is converted by a portable mobile application by using python packages like Kivy, PyQt, or even Beeware's Toga library.

Dr.n.r.ananthanarayanan

The article devote to strategic planning of transport and logistical infrastructure development in territory of Siberia and Far East areas, network of regional terminals and the Multimodal transport logistical centers creation incorporated in regional logistical transport and distributive systems on the basis of formation uniform organizational-economic, information, scientific and technical and normal laws is expedient. It is the first in the literature that the multimodal logistical centers, which functions on the commercial basis, providing the coordinated interaction of all transport types and other participants of the logistical process, considered as basic elements of a International transport corridors logistical infrastructure and strategic points of Russia economy growth. Formation and development Purposes of International transport corridors in Russia territory are integration providing with the Russian transport in the European and world transport systems as the equal in rights partner.

Екатерина Аборкина

Nowadays, the Internet of Things (IoT) has been used widely in our daily day to day life, starting from health care devices, hospital management appliances to a smart city. Most of the IoT devices have limited resources and limited storing capability. All the sensed information must have to be transmitted and to store in the cloud. To make a decision and for making analysis all the data stored in the cloud has to be retrieved. Making certain the credibility and security of the sensed information are much necessary and very important for the use of IoT devices. We tend to examine the proposed technique to be much secure than the existing one. In IoT, if the security is not ensured, then it may result in a variety of unsought issues. This survey resembles the overall safety aspects of IoT and debates the overall issues in the security of IoT.

Jebin bose s

Diabetes is a global issue, the diabetes epidemic is expected to continue, and the burden of diabetes causes catastrophic expenditure for healthcare system. The current study aimed to determine the presentation, the clinical feature and cardio-vascular risk factors in patients with diabetes. A retrospective observational study had been conducted in out-patients department at Almustaqpal Almosherq Centre during September, 2013 till September, 2020, the total number of attended out-patients department were 1 024, 820 patients who were selected for this study. A special perform was completed for every patient, which included details about patient’s demographics, points in clinical history, relevant investigations and clinical examinations were recorded. The study reported that out of 820 patients, 66% (n = 538) was female and their age range was between 14 - 87 years with a mean age of 56.53 ± 13.49 years, 96% (n = 791) were clinically diagnosed as type II diabetes, 07% of the patients were diagnosed as pre-diabetes, the duration of diabetes ranged from newly diagnosed to more than 10 years, with 46% (n = 379) of the studied population were more than 10 years diabetes duration, 70% (581) were presented with classical symptoms of diabetes. Initial treatment for diabetes also different in the studied sample, were absent of anti-diabetic medications in 30% (n = 248) of the patients, they refused to start glucose lowering drugs, 34.6% (n = 284) of them have morbid obesity (body mass index is more than 40), 80% (n = 662) have high HBA1c (more than 8 g%), 40.3% (n = 240/596) were uncontrolled hypertension on anti-hypertension drugs, 95.6% (n = 682/713) were controlled on treatment of lipid lowering drugs. This study showing the presentation of diabetes were the common, type II diabetes, at age group between 41 - 66 years about 65%, female sex, with high body mass index, high glycated hemglobulin and uncontrolled hypertension. There is concern that diabetic patients were occurring at a high frequency in younger adults, where longer duration of illness could increase the risk of developing more complications in later life. The rate of coexist cardiovascular risk factors (hypertension, dyslipidaemia and obesity) in Libyan patients with diabetes is highlighted.

Mediterranean journal of pharmacy and pharmaceutical sciences

This book presents more than 600 eye-catching structural geological photographs and explanatory descriptions, from different Indian terrains. This book will enable easy identification of deformation features, one of the most important tasks in structural geology at the meso- and micro-scales.

Rajkumar ghosh

Clinical microbiology serves as a partner to clinicians in the diagnosis and treatment of infectious diseases. Antibiotics are prescribed empirically before the availability of antimicrobial susceptibility testing data, especially when the patient's medical status could deteriorate by suspending the treatment. To investigate the impact of antimicrobial susceptibility testing on the management of outpatients with suspected bacterial infection in Libyan patients, a cross-sectional prospective study concluded on microbial microdroplet culture by including outpatients with suspected bacterial infection, who have done antimicrobial susceptibility testing. Thus, 53 Libyan patients with urinary tract infections and 14 Libyan patients with skin infections were included in this study. Before the availability of antimicrobial susceptibility testing data, 25 patients were appropriately treated while 42 patients were inappropriately treated. After the availability of antimicrobial susceptibility testing data, the number of appropriately treated patients increased to 57 patients. Thus, antimicrobial susceptibility testing improved the management of 41 patients by discontinuing an unnecessary antibiotic in four patients, starting necessary antibiotic therapy in 18 patients, and changing to more appropriate antibiotic in 19 patients. However, the antimicrobial susceptibility testing has no impact on the management of 24 patients and has led to the worsening of the management of two patients. The effect of antimicrobial susceptibility testing of antibiotic de-escalation was assessed in 35 patients; however, antibiotic de-escalation occurred in six patients. Thus, data of antimicrobial susceptibility testing has improved the management of Libyan outpatients with bacterial infection but their role in antibiotic de-escalation was slight

Mediterranean journal of pharmacy and pharmaceutical sciences

Water contamination has become a global challenge which must be tackled. This study examined the contamination level of water in four locations at Ogbete area Enugu state. Carters street had the highest pH of 5.23 which is below the WHO standards limits for drinking water. The conductivities ranged from the highest conductivity 1445 μs/cm, which is below the WHO limits (8-10,000 μs/cm), TDS (1000 mg/l., TSS (WHO (500 mg/l). For alkalinity, the four locations were all below the (150 mg/l) standard set by World Health Organisation. Results showed that most of the physicochemical, biological and heavy metals parameters considered in this study were significantly above the permissible or allowed by WHO. It is therefore recommended that the water should be treated before use.

Okechukwu obed chukwuemeka

La socialisation en Afrique de l’Ouest se fait par des canaux normatifs dont le mariage. Ce lien sacré, scellé par les Hommes et béni par Dieu, est une nécessité humaine et reste un goulot social pour plusieurs femmes. Sur cette entité géographique patriarcale, la condition féminine relève très souvent d’’un chemin de croix’ pour un épanouissement multiforme. Issoufi DICKO et Safiatou BA se saisissent de cette facette de la thématique du genre pour questionner les vies et les règles traditionnelles en contexte de modernité. Les deux jeunes écrivains maliens portent, entre condition féminine et inversion sexuelle, un regard sans complaisance sur leur société en profonde mutation. Trame nourricière de leurs ouvrages respectifs, ces thèmes leur permettent de mettre en scène des personnages hauts en couleur et en courage. Contrariées en partie par leurs quotidiens et la vie, le système patriarcal et l’embrigadement socioreligieux, leurs héroïnes s’indignent et se révoltent contre les sorts qui leur sont imposés. Défiant les règles de la vie en couple et celles socio-culturelles, elles s’érigent en rempart des dérives sociales perpétrées contre les femmes. Parallèlement à la condition féminine et les conflictualités de la vie en couple, le lesbianisme balbutiant au Mali est convoqué. Issoufi DICKO et Safiatou BA décrivent méticuleusement les arcanes de son enracinement progressif. Cette contribution aborde, avec la méthode qualitative, la condition féminine et l’homosexualité au Mali, entre fiction et réalité sociale. L’objectif de cette contribution est d’analyser la condition féminine et l’homosexualité à travers les deux romans.

Assanvo

The current study explores creative cultural tourism as a new model of the relationship between cultural heritage and tourism. Cultural heritage with its tangible and intangible components represents an essential part of culture tourism. Many changes have been happened in tourism due to new forms of consumption patterns, tourism activities, and tourism products. These changes require shifting from traditional culture tourism to creative cultural tourism as a new concept of cultural heritage. Tourists face many problems in the traditional culture tourism which is a form of mass tourism, thus, creative cultural tourism came to solve these problems. In addition, this study explains the transformation from traditional culture tourism to creative culture tourism.

Mukhles m. al-ababneh

The phrase, "The world is ageing, but India has youth on her side," has been a soothing phrase. The average age of the Indian population will be 29 at the conclusion of this decade. As a result of this "demographic dividend," India is expected to account for a quarter of the world's additional increase in working population by 2040. There are 430 million people in our current workforce (ages 15 to 64). India will add 480 million people to its current workforce of 430 million in the next 20 years. Education is the most important tool for converting this demographic dividend into a sustainable economic resource and unlocking human capital's hidden potential. The suggested article attempts to identify gaps and loopholes in the education system utilising the basics of the Capability Approach as a comprehensive mechanism of evaluation and strategies to solve the aforementioned problems, allowing us to take advantage of our country's large demographic dividend.

Dr. amarjeet singh

Background: Cubital tunnel syndrome (CuTS) is the second most common nerve entrapment syndrome of the upper extremity after carpal tunnel syndrome. In situ decompression (ISD) and ulnar nerve transposition (UNT) are the major surgery methods in practice for the treatment of CuTS. However, controversies exist over the efficacy and safety of these methods. Aim: The objective of the study was to compare the short- and long-term clinical outcomes in patients treated with ISD and UNT surgery. Method: This was a retrospective study comprising 56 patients who underwent either ISD or UNT at Naresuan University Hospital between January 2013 and December 2022. Data on age, sex, hand involved, duration of the surgery, duration of the symptoms including the clinical outcomes such as elbow range of motion (ROM), quick disabilities of the arm, shoulder, and hand (QuickDASH), McGowan grade (MGG), Visual Analog Scale (VAS) for pain scores, motor and sensory conduction velocity (MCV1, MCV2, and SCV), and Tinel's sign were collected during the two-week, one-month, three-month, and six-month follow-ups post-surgery. Results: Of the 56 patients in the study, 62.5% were female. The number of patients aged <60 years was higher in both groups. The mean age of patients in the ISD group was 49.07±6.13 years, while in the UNT group, it was 51.5±7.04 years. After one month, 53.57% and 32.14% of the patients recovered to MGG 1 in the ISD and UNT groups, respectively. The majority of the patients had MGG 1 six months after the surgery. The QuickDASH score and pain scores of the patients improved during all follow-ups, but no statistical significance was revealed when the two techniques were compared. Conclusion: The study found that both the ISD and UNT were efficient and safe in treating CuTS. Further study with the inclusion of parameters such as revision surgery and complications would be vital.

Saran malisorn

The education sector is one of the most affected areas by the pandemic. It caused a huge chasm that could affect the teaching-learning industry in the future. Although it is possible to have deprivation in education, the concept must not be embraced. Instead, HEI should focus on developing new and innovative ways of delivering education constructively. This paper focuses on the importance of both research and teaching in education. The two areas are identified and analyzed respectively to adopt innovative methodologies to enhance productivity in a higher learning institute. This paper intends to propose relevant teaching and learning methods to benefit the students, the university, and society. This paper utilizes several factors involved in the pandemic crisis and suggests ways to use several methods to regenerate the learning environment without hassle.

Santosh kumar

This paper examines India’s diplomatic stance towards Israeli settlements in the Palestinian territories, focusing on the complexities of the Israeli-Palestinian conflict and India’s historical relations with both sides. The issue of Israeli settlements has been an issue and a obstacle to peace in the region. As a prominent global player and staunch supporter of Palestinian rights, India finds itself in the delicate position of balancing its traditional support for the Palestinian cause with its growing strategic ties with Israel.The article delves into the evolving dynamics of India’s foreign policy and the factors influencing its stance on Israeli settlements. Analyses India’s historical suppor t for Palestinian self-determination and its voting record in international forums not supporting Israeli settlements. It also examines India’s growing economic and defence cooperation with Israel, which complicates its position on the issue of settlements.

Dr gedam kamalakar

The present review shares an updated data on the botany, distribution, traditional medicinal uses, phytochemistry and pharmacology of Phaseolus lunatus L. All provided information was obtained through Google Scholar, Pubmed, Sci Finder, Scirus, Web of Science and library search.

Dr. salman ahmed

A simple, precise, accurate, sensitive, specific and reliable stability indicating RP-HPLC method was developed for the simultaneous estimation of Miconazole (MIC) and Ornidazole (ORN) in pharmaceutical dosage form. The method was developed with mobile phase containing buffer (0.05M potassium dihydrogen ortho phosphate, ph3.5): Methanol in the ratio of 25:75, C18 (250 x 4.6mm, 5µm) as a stationary phase and flow rate was 1 ml/min. Detection was carried out at 236nm in UV-2000 detector. The selected chromatographic conditions were found effectively to separate Miconazole and Ornidazole at 6.58 and 3.26 min respectively. The proposed method has been validated for precision, accuracy, robustness. Thus, the statistical analysis confirms that developed methods were successfully used for analysis of formulation and thereby can be used for routine analysis of drugs in Quality Control laboratories.

Prachi barbhaiya

Background: The goal of nursing profession is to prepare the nurses to meet diverse needs of the patients, delivering holistic care to the patients. It is the need of the hour for the Nursing students to utilize their knowledge, skills, and technologies to practice independently and collaboratively with all health professionals. Any type of negligence in their work may result in dire consequences. Method: Descriptive Survey Research design was adopted for a study to assess the Academic Procrastination factors for General Nursing students at selected Schools of Nursing, Bhopal, with Sample size of 50 General Nursing students. Result: Result revealed that majority, 35 nursing students were male whereas 15 were females, majority of students (18) were in age group of 22-23 years, 32 students were in GNM 3rd year, mostly (43) resided in Urban area, majority (44) belongs to nuclear family, and 28 mothers as compared to 41 fathers of students were educated. Out of 50 respondents who were the subjects of research on the causes of academic procrastination, namely: 12 respondents (24%) said that it was caused by habit, 15 respondents (30%) answered Poor time management, 23 respondents (46%) said it was due to Tiredness, 28 respondents (56%) said it was due to peer pressure, 22 respondents (44%) due to Low motivation, 14 respondents (28%) answered unclear tasks, and 36 (72 %) said it was due to Deadlines for submission. Majority of nursing students 38 (76%) were moderately affected by Personal factors, and by Environmental factors only 26 (52%) students were moderately affected as compared to academic factors at 12 (24%) students who were moderately affected. Conclusion: The study concluded that personal and environmental factors have more effects on academic procrastination as compared to academic factors

Dr k c yadav

A simple one pot synthesis has been developed for the synthesis 1,4-dihydropyridine using an efficient and reusable silica supported MgO solid catalyst by condensation of dimedone, ethyl acetoacetate, aldehyde and ammonium acetate in methanol as a solvent at room temperature. The reactions could be carried out under mild reaction conditions with very good yield of polyhydroquinoline, up to 92%. This catalyst could be recycled very easily, which makes this methodology environmentally benign.

Shilpa sangle

Uric acid has increasingly been associated with insulin resistance, hyperinsulinemia, and type 2 diabetes mellitus. Diabetic patients who are hyperuricemic have a risk of developing diabetic complications. Pathogenesis of uric acid may decrease nitric oxide bioavailability in vascular smooth muscle, endothelial cells and direct scavenging of nitric oxide by uric acid. A decrease in endothelial nitric oxide production by uric acid has also been associated with endothelial dysfunction and insulin resistance. This study aims is to determine the relationship between uric acid and glucose levels in patients with type 2 diabetes mellitus. The study included 161 Libyan patients (67 males and 94 females) diagnosed with type 2 diabetes mellitus. Both levels of serum uric acid and hemoglobin A1c (HbA1c) were determined. The patients were divided into two groups. The controllable diabetic group with HbA1c of less than 06.0% and the uncontrollable diabetic group with HbA1c of more than 06.0%. Patients who are suffering from type 2 diabetes mellitus without complications were included whereas patients with smoking, alcoholism, nephrotic disease, malignancy, hepatitis, and renal failure or kidney disease were excluded. The mean and standard deviation of uric acid, HbA1c and Pearson correlation coefficient test were considered. In the controllable diabetic group, serum uric acid mean was found to be 4.807 ± 1.39 and HbA1c was found to be 5.032 ± 1.39. In the uncontrollable diabetic group, serum uric acid was 4.897 ± 1.66 and HbA1c was 8.396 ± 1.65. Uric acid level has significantly been correlated with HBA1C in controlled and uncontrolled diabetic patients (p < 0.05). In addition, the uric acid level was found to be higher in uncontrolled diabetic group than that in the controlled group (p < 0.05). A possible relationship between serum uric acid and incidence of type 2 diabetes mellitus was noted. Thus, uric acid can be used as a potential biomarker to indicate impaired glucose metabolism.

Mediterranean journal of pharmacy and pharmaceutical sciences

Each student has different potentials from one another, because each person is indeed born with a variety of different talents and has brought out his or her own nature, namely good nature that encourages tawhid and other natural qualities in the form of various innate potentials such as talents, intellectual abilities and others. The research approach used is a descriptive qualitative approach with the type of case study. The techniques used are interviews, observation, and documentation. While the validity of the data used triangulation of techniques and sources. The results of this study indicate: (1) Mina talents at MI Miftahul Muna through recruitment where students choose and register themselves to take part in the extracurricular program. Such as: drumband, dance, qiroat, scout, Pencak Silat, Chess, Volleyball, football, hadrah, singing, fashion, culinary, and calligraphy. (2) Interest talent planning, namely: Learning Implementation Plan, preparing experts who are competent in their fields as well as students recruited through extracurricular registration. Except for the drum band in this case bringing in experts from outside. (3) Implementation of talent and interest development at Madrasah Ibtidaiyah Miftahul Muna Kesilir, which is carried out once a week every Friday unless the drumband is held on Fridays and Sundays and if you want to appear at certain events, you can adjust the trainer's schedule or not. (4) Supervision is carried out directly at the time of the activity and some is carried out in an indirect way such as in this drumband activity because it brings in a trainer and is reported to the Madrasah Head.

Educare: journal of primary education