Volume 8 | Issue 6 |

 Abstract

Abstract: Machine Learning algorithms are being widely used in the prediction of cancer type based on the past data. The machine learning algorithm is trained with past data that can be used to predict the type and severity of cancer, which can help the medical professional in treating cancer. The early and quick diagnosis of a cancer type have become a necessity in cancer research. In this study, the past data is pre-processed and was used to train several different machine learning models such as Logistic Regression, Support Vector Machine, K-Nearest Neighbour with the comparison of each model using Log-loss and Accuracy as performance metric. The result obtained after comparison of each model was the Logistic Regression with feature engineering attained the highest accuracy and least log-loss in both training and testing of our data.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Machine learning (ML), Logistic Regression (LR), Support Vector Machine (SVM), K-Nearest Neighbour (KNN), Naive Bayes (NB).

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Medicinal plants are being widely used in India directly in folk medicine. Burgeoning interest in herbal plants has increased scientific scrutiny for their therapeutic potential and safety. In spite of advances made available in allopathic medicine, so far no effective anticancer drugs are available due to its side effects. Sorghum bicolor is commercial plant in India. The grains are used as source of food, whereas the bran is usually discarded as waste. The bran is rich in anthocyanins. The anthocyanins are isolated, its efficacy as nanoparticle and antioxidant is evaluated in the present study. The observations of the study confirms the antioxidant nature of the nanoparticles of sorghum bran.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Sorghum bran, nanoparticles, antioxidants

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Trade involves the transfer of goods to services from one person or entity to another, often in exchange for money . A system or network that allows trade is called a market. An early form of trade, barter , saw the direct exchange of goods and services. Barter involves trading things without the use of money. Trade originated with human communication in pre historic times. Trading was the main facility of pre-historic people, who bartered goods and services from each other before the innovation of modern day currency.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Network, trade, market, barter, communication

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The phenomenon of economic development is a composite of several, factors, which may not necessary have economic connotations; The contribution of human resource to economic growth of any country cannot be overemphasized, especially in a country like India which is still reeling under the pressures of its mammoth population and limited capital resource. The Indian economy can well be studied in two distinct sectors, organized and unorganized (informal). The widespread informal sector in the country is a major contributor to its development but at the same time it is plagued by several problems such as no proper service rules, no wage rules and no possibilities of career advancement. Another notable fact is that as many as 94% of total women workers work in the informal sector in India but they have to face gender discrimination which is almost inexistent in formal sector. Besides, their contribution in terms of income generation turns out to be less than their male counterparts, which means almost half of the population, contribute to less than to half the national income. The present paper aims at understanding this lopsided utilization of human capital and its fall outs.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Informal sector, women workers, Gender Discrimination

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Abstract The purpose of the study was to find out the relationship between Fitness and Performance variables of hockey players in Kerala state. The sub problem of the study is to identify those significant Fitness and Performance variables which do contributes to elite performances among hockey players in Kerala state. The subjects were 100 male university level hockey players of Calicut University, M.G. University, and Kerala University and their age ranged from 17 to 25 years.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

hockey, physical fitness, Physical performance

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Acanthus ilicifolius generally known as Sea holy and holy mangrove. The plant has enormous biological value and plant utilized as elective medication to treat- various diseases. In this article, we attempted to give the current data on phytochemical constituents, therapeutic uses and anti-microbial, anti-inflammatory, anti-diabetic activities and other biological activities of Acanthus ilicifolius. This paper gives an outline on covering the biology, and various commercial and therapeutic applications. The extract of different parts of Acanthus ilicifolius indicated huge pharmacological activities so it is important to perform advance investigation to isolate such pharmacological active compounds which can be used for treating different diseases.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Acanthus ilicifolius, Holy mangrove, Biological activities.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

The Whole world is facing the pandemic of COVID-19 infection today after it detected in December 2019 in China. From two confirm cases in India at the early 2020, it became 216,919 as of now. Though India is facing a high infection rate, death rate is much lower than other countries. So, as to know the genomic level variation and to analyze the main cause behind the types the present investigation has been prepared. The Present study showed 5 haplotypes from the complete genome sequences publicly available in GenBank which could be further use for the variation studies leading to the types and severity of this virus.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

COVID-19, Haplotype, Variation, GenBank

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Diabetes is an incurable disorder which produces various problems related to the body. It is a fast-growing disorder, about 500 million people in the world and 50 million people in India are the victims of diabetes. All problems related to diabetes can be reduced through physical exercise, proper and balanced diet, and medication. The current invasive technique which is painful and inconvenient because people have to prick their finger to draw the blood for the measurement of glucose concentration in the blood on a daily basis so it is not recommended for a lifetime. People living in villages (economically poor) do not have facilities to check their blood sugar level regularly because of unavailability of glucose measurement devices and procedural cost. To overcomethe difficulties caused by invasive methodwe are using non-invasive method in our project. In this project we are displaying the glucose value on LCD and this data can be stored in database, and also this data sent to the doctors through web/android application so that patient can get early medications and they can take precautions.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Raspberry Pi, Max30100 Sensor and LCD Display.

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

Police work is one of the top rated professions for job stress. The work of police is to protect life and property. Due to the complexity of their job design and ambience of working environment, it is anticipated that officers sometimes face high level of stress mainly linked with the security, social factors, working environment and inactivity/inadequacy. The broad objective of the study was to evaluate to what extent all four ranks of police personnel differ in terms of Job Stress. Mean standard deviation and one way analysis of variance was carried out on all the self-report measures to see the extent of difference between the total sample of 280 police personnel from the four ranks included in the study. It was found that police personnel at the position of constables reported significantly higher job stress scores than those at the rank of head constables and assistant sub-inspectors. Head constables report significantly higher job stress than their assistant sub-inspector counterparts and inspectors report significantly higher job stress scores than their assistant sub-inspector counterparts. Thus, the job stress scores of constables were highest followed by inspectors, head constables and assistant sub-inspectors, head constables and assistant sub-inspectors. So, the constables and inspectors are quite close to each other on the job stress scores.

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Police personnel, Job stress

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Creative Commons Attribution 4.0 and The Open Definition

 Abstract

In many countries, the issue of farm animal welfare has become increasingly of quintessence. The conditions in which farm animals are kept is a big concern for farm animal welfare. In most of the systems, animals are kept in imprisonment for most of their lives. There should be some commonly accepted principles on how to treat animals and how they will be used by humans for their purposes. Animal welfare played a huge rule on use of an ethical basis for animal welfare excellence. Animals have boundless capacity to feel the real state of emotions, to gain from their experiences, to learn new things, to adapt new places, to face the challenges and to suffer from the basic needs. It is the right time to expand relations between humans and animals. It is the time to move forward and to take the real action so that the lives of farm animals will improve. World Organization for Animal Health (OIE) has developed some standards for both earthbound and aquatic animals. According to OIE, animal health is an important component of animal welfare. It is very much necessary to change the public thinking about the importance of good animal welfare. In developing countries, legislative actions are necessary where the poor animal welfare is enormous and production management failed to fulfill substandard.

Licence: creative commons attribution 4.0

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Creative Commons Attribution 4.0 and The Open Definition

 Keywords

Animals, Welfare, Behaviour, Freedom, Health

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Creative Commons Attribution 4.0 and The Open Definition