Prediction of N-Gram Language Models Using Sentiment Analysis on Social Campaigning Programme Abstract Sentiment Analysis is the branch of the study of Natural Language Processing. The core concept of sentiment analysis is to identify and learn insights from the text or sentences considered to be reviews or opinions about a product or service. These opinions are collected from any platforms like social media, online surveys, online product selling applications, and blogs, etc. The process of sentiment analysis roughly starts by collecting the reviews or opinions, pre-processing of text or sentences, classifying the text to find the polarity whether it is found to be as positive, negative, or neutral. The main objective of this research work is to apply sentiment analysis to the e-learning review dataset. To attain the above-said objective, we predict which n-gram model best suits in feature extraction with machine learning algorithms. Keywords; E-learning, Sentiment Analysis, Feature Selection, Social I. INTRODUCTION[1] Written sentiment express shows the mood of their author or her view considering a specific entity. The web is rich…
Current Higher Education Governance Issue Issue of international students The Public policy of California presented a report indicating the seven major issues that they face. Among them, the issue of the international student was lacking. The main reason why it was not included is that the main agenda is to at stake (Zhang, 2016). The issue of the international student has not been adequately covered, however through the seven issues that were presented to the high education system in 2019, the international student benefit. First, the issue of improving college completion apply to all student, whether domestic or international. Through different programs that are introduced in school, all students are encouraged to complete college. Secondly, it is by making college affordable. International students can pay the college fees because it is made affordable for an average person. Through making the college affordable, more international students join the college and complete college. Thirdly is through an increase in equity and diversification. When international students join colleges, they get to enjoy the same rights as the rest of the students because equality…
data collection for analysis to discover new treatment approaches Abstract Research methods are strategies and processes employed during the data collection for analysis to discover new treatment approaches and increase knowledge about the topic being investigated. The selected research topic is “Bone marrow Transplant, a cure for sickle celled anemia.” The study on health issues attracted interest due to the high prevalence observed within the global populations. Also, the investigation will focus on how effective bone marrow transplant is a potential solution for widespread cases of inherited red blood cell disorder-Sickle cell anemia. Taking cognizance study on bone marrow is a clinical investigation; it is worth noting that the research method ideal for the selected topic will require specific considerations to ensure the entire process generate accurate and reliable information. Introduction In the last couple of years, the mortality of people for Sickle Cell disease increased. By definition, sickle cell disease is a hereditary disease in the blood cell in which the cells lack oxygen and have an abnormal shape. The abnormal shape of the red blood cell is a…
Machine learning Question 1 The optimal alpha value for the ridge regression was obtained to be 1000, and the optimal alpha value for the lasso regression was obtained to be 0.0001. When you change the alpha values, the coefficients of the independent variables and the model accuracy increases for both the lasso and ridge regression. The best predictors of the models are ScreenPorch, PoolArea and MiscVal. Question 2 The ridge and lasso regression have different lambda values. To determine the best model, we will look at the accuracy of the model. The alpha value for the Lasso regression will be selected because it produces a higher regression value, i.e. it is more accurate Question 3 After rebuilding the model after excluding the five most import variables, we obtained the five most important predictors to be GarageArea, WoodDeckSF, OpenPorchSF,TotalBsmtSF and 2ndFlrSF Question The make sure that the model is robust and generalized, one should work on extreme values. The extreme values can either be the outliers or the Novelties. These absolute values in the model cause wrong prediction and also false…
Planning Practicum Hours / Learning Objectives One of the objectives of the practicum will be to ensure that all the medical undertakings underpinned are of proper scientific backing. Scientific backing in the medical field is paramount for correct diagnosis and prognosis. It is mandatory to use science-based concepts in evaluating the health care delivery system. Therefore, during the practicum, it is essential to focus on activities that will make me achieve this objective. Such include activities that emphasize the integration of theoretical learning during the internship. For example, having morning discussions on a specific aspect that will be done clinically during that practicum day is vital to grasping a concept. Group discussions and focusing on problem-based learning can be critical in medicine (Wyer, 2019) Practitioners have to embrace this by using problems as foci points during conversations, and later on doing them practically in hospital. I intend to have group discussions during the morning hours from 8 am to 11 am. These discussions will focus on understanding the concepts dealt with each day. After that, from 11 am onwards, the…
Censorship and Language Introduction Language is an essential element of communication. It exists in various forms and ways alike. Language is used in texting, calling, email and most importantly, in the verbal conversation. Censorship in the United States involves the suppression of speech or any public communications. It raises the issue of freedom of expression that is protected by the First Amendment to the constitution of the United States. Language censorship is one of the latest forms of language use, especially over social media and other forms of digital media. On the other hand, do believe that language should not be censored or banned throughout college campuses and or social media platforms. According to the first amendment, people have the right to free speech, and by restricting language, it takes away this freedom. Censorship is not, in my view, a solution to the problems that people try to solve using this procedure despite the other feeling that uncensored language does stir element of hatred and tension among different people. An amicable solution to this should be arrived at through various…
divine revelation and teachings Every religion has a founder. This is the person who claims to have a divine revelation and teachings that he or she teaches to his followers. In most cases, these founders are very charismatic people who are the unifying factor to their followers. Due to their charisma, they are much respected and honoured by their followers. After their death, the immediate disciples or followers are left with the task of spreading the gospel of their master. As a result, this second generation of people in that religion is also highly respected maybe because they heard the gospel from the horse’s mouth and thus can account to the life of their master. However, as the ages go, the third generation and the fourth henceforth are not taken with a lot of respect. For instance, in Christianity, much respect is in Jesus and his immediate disciples (Livingstone, 130). No wonder they have written the bible but also prohibit it from being edited, corrected or improved. The generation that followed the disciples hitherto is not much adored, yet they…
Students Protests in Schools. Students’ protests get aimed at causing a social, economic, and political change in their respective institutions. Through demonstrations, students participate in civic life, which is essential. As a result, the issues learners advocate getting given attention, which makes a real difference in their schools. Also, protests shape students’ lives and the lives of generations to come. H2: Reasons Why Students Have Protest Rights. It takes a lot of boldness and dedication for students to protest. Despite the right to seek, receive, and impart information on all ideas, student protests get triggered by severe issues affecting them. It is uncommon for students to protest and when they do it is due to reasons clarified below; Students get no offer of an opportunity to give out their ideas in the decision making of the school. School administration get used to making decisions without the involvement of learners. Most times, they communicate to students about decisions that already made. It demoralizes students who are required to follow them. It can result in the lowering of grades since they are…
Highlighting Stranger Danger in Schools Stranger danger gets intended to warn learners that all people they are unfamiliar with are a threat. The term usually gets used to reach a safety message to children. There are stranger danger programs that have come to exist so that they can emphasize the need to take care and be aware of strangers. The program gets embraced in schools where students learn several safety tips. The safety tips are as follows; Learners are taught not to talk to strangers or take anything from them. Report suspicious activity they recognize around the school to the police. Seek help from trusted adults like teachers, when learners feel they are getting followed. Learners are required to avoid walking alone. Students get to learn defensive skills when they encounter a stranger attack. For instance, they learn that kicking, hitting, screaming, and biting attracts the attention of others, indicating they are in danger. Learning the tips equips learners with knowledge of dos and don’ts in their daily to daily lives. H2: Reasons for Highlighting Stranger Danger in Schools Teachers…
Print Books Outdo E-books in Learning Print books, also known as physical books, are made up of old school prints on paper, which is liked by many. They are physical objects, unlike e-books. Learners often go for print books as they find them appealing. It is observable on the covers of these books, which gets gorgeously designed, making them beautiful. There are print books that students like to show off after they have read. For instance, print books exhibit prints of nature, cookery, and many other genres. Correction of print books of different kinds in a student house is one way of decoration. According to the report, younger people are popularizing print books. The reason, they frequently use the. The property of the books having soft pages, to turn, makes their reader feel the paper. It explains why some learners read them as they fall asleep. Print books are always the right choice since their readers do not get exposed to eye strings, unlike in e-books. H2: Why are Print Books Better than E-books? Print books have been in popularity…