this week you ll apply your knowledge of data collections for sentiment analysis a common technique applied to movie product and

on a subsample of weekly data from Randall’s Supermarket, one of the biggest in the UK. Randall’s marketing management team wishes to identify trends and patterns in a sample of weekly data collected for a number of their loyalty cardholders during a 26-week period. The data includes information on the customers’ gender, age, shopping frequency per week and shopping basket price. Randall’s operates two different types of stores (convenient stores and superstores) but they also sell to customers via an online shopping platform. The collected data are from all three different types of stores. Finally, the data provides information on the consistency of the customer’s shopping basket regarding the type of products purchased. These can vary from value products, to brand as well as the supermarket’s own high-quality product series Randall’s Top. As a business analyst you are required to analyse those data, make any necessary modifications in order to determine whether for any single customer it is possible to predict the value of their shopping basket. Randall’s marketing management team is only interested in identifying whether the spending of the potential customer will fall in one of three possible groups including: • Low spender (shopping basket value of £25 or less) • Medium Spender (shopping basket value between £25.01 and £70) and • High spenders (shopping basket greater than £70) For the purpose of your analysis you are provided with the data set Randall’s.xls. You have to decide, which method is appropriate to apply for the problem under consideration and undertake the necessary analysis. Once you have completed this analysis, write a report for the Randall’s marketing management team summarising your findings but also describing all necessary steps undertaken in the analysis. The manager is a competent business analyst himself/herself so the report can include technical terms, although you should not exceed five pages. Screenshots and supporting materials can be included in the appendix. Requirements After completing your analysis, you should submit a report that consists of two parts. Part A being a non-technical summary of your findings and Part B a detailed report of the analysis undertaken with more details. Part A: A short report for the Head of Randall’s Marketing Management (20 per cent). This should briefly explain the aim of the project, a clear summary and justification of the methods considered as well as an overview of the results. Although, the Head of Randall’s Marketing Management team who will receive this summary is a competent business analytics practitioner, the majority of the other team members have little knowledge of statistical modelling and want to know nothing about the technical and statistical underpinning of the techniques used in this analysis. This report should be no more than two sides of A4 including graphs, tables, etc. In this report you should include all the objectives of this analysis, summary of data and results as well as your recommendations (if any). Part B: A technical report on the various stages of the analysis (80 per cent). The analysis should be carried out using the range of analytics tools discussed: • SPSS Statistics Ensure that the exercise references: • Binary and multinomial logistic regression • Linear vs Logistic regression • Logit Model with odds Ratio • Co-efficients and Chi Squared • MLR co-efficients • Assessing usefulness of MLR model • Interpreting a model • Assessing over-all model fit with Psuedo R-Squared measures • Classification accuracy (Hit Ratio) • Wald Statistic • Odd ratio exp(B) • Ratio of the probability of an event happening vs not happening • Ratio of the odds after a unit change in the predictor to the original odds • Assumptions • Residuals analysis • Cook’s distance • DfBeta • Adequacy (with variance inflation factor VIF and tolerance statistic) • Outliers and influential points cannot just be removed. We need to check them (typo? – unusual data?) • Check for multicollinearity • Parsimony Write a short and concise report to explain the technical detail of what you have done for each step of the analysis. The report should also cover the following information: • Any type of analysis that might be useful and check whether the main assumptions behind the analyses do not hold or cannot be • Give evidence of the understanding of the statistical tools that you are using. For example, comment on the model selection procedure and the coefficient interpretation, e.g. comment on the interpretation of the logistic regression coefficients if such a method is used and provide an example of • Conclusions and explanation, in non-technical terms, of the main points

e learned from your articles to the Socratic Seminar Questions below. Each response should be 1-3 Paragraphs long. For each question remember to cite information from the articles you read and analyzed. To What Extent Are We Our DNA? -In other words, how much of who we are does our DNA control? How do you take DNA from two people (parents) and combine it to make one person (child)? How can a child display a trait that neither of their parents themselves have? Do all populations have the same genetic variation? -How can we explain the pattern and trends we see in populations? To What Extent Are Genetic Variations a Life or Death Situation? -In other words, how do variations in a species’ DNA promise them Life or Death? What are the possible causes of genetic variation in a population? To what extent does genetic variation depend on mutations? How Has Our Increased Understanding of Genetics Affected Society? How has our increased understanding of genetics affected the world? How has our increased understanding of genetics affected the United States? How has our increased understanding of genetics affected your community?

n here is the post Good evening Joseph, Your forum post this week sparked my interest because of your two debatable topics. Your week 5 topic of "Should churches be taxed or exempted", will be an interesting read. As a person who grew up in the church and seeing what it offers, I am for churches being tax exempt. The money saved from taxes in the end helps the community. Your second debatable really stuck a cord with me. I hate how reliant we as a society we have become on our cell phones. I use mine a lot, but have being trying for a few months now to be less reliant on it. Kids are at school to learn, not be on their cell phones. The teachers should be teaching and paying attention to the students and not on their cell phones. I am curious, when you say banned, so you mean not even on school property, or just not allowed to be used during school hours? My 13 year old son takes his cell phone to school in his back pack, but we have talked to him about when he can use it. It's mainly for after school activities, so he can let us know when he needs to be picked up. I look forward reading your papers. Thomas F. Wright

ds here is the post: Good evening Joseph, Your forum post this week sparked my interest because of your two debatable topics. Your week 5 topic of "Should churches be taxed or exempted", will be an interesting read. As a person who grew up in the church and seeing what it offers, I am for churches being tax exempt. The money saved from taxes in the end helps the community. Your second debatable really stuck a cord with me. I hate how reliant we as a society we have become on our cell phones. I use mine a lot, but have being trying for a few months now to be less reliant on it. Kids are at school to learn, not be on their cell phones. The teachers should be teaching and paying attention to the students and not on their cell phones. I am curious, when you say banned, so you mean not even on school property, or just not allowed to be used during school hours? My 13 year old son takes his cell phone to school in his back pack, but we have talked to him about when he can use it. It;s mainly for after school activities, so he can let us know when he needs to be picked up. I look forward reading your papers. Thomas F. Wright

ve question here is the post: Good evening Joseph, Your forum post this week sparked my interest because of your two debatable topics. Your week 5 topic of "Should churches be taxed or exempted", will be an interesting read. As a person who grew up in the church and seeing what it offers, I am for churches being tax exempt. The money saved from taxes in the end helps the community. Your second debatable really stuck a cord with me. I hate how reliant we as a society we have become on our cell phones. I use mine a lot, but have being trying for a few months now to be less reliant on it. Kids are at school to learn, not be on their cell phones. The teachers should be teaching and paying attention to the students and not on their cell phones. I am curious, when you say banned, so you mean not even on school property, or just not allowed to be used during school hours? My 13 year old son takes his cell phone to school in his back pack, but we have talked to him about when he can use it. It;s mainly for after school activities, so he can let us know when he needs to be picked up. I look forward reading your papers. Thomas F. Wright

s the post: Good evening, Your forum post this week sparked my interest because of your two debatable topics. Your week 5 topic of "Should churches be taxed or exempted", will be an interesting read. As a person who grew up in the church and seeing what it offers, I am for churches being tax exempt. The money saved from taxes in the end helps the community. Your second debatable really stuck a cord with me. I hate how reliant we as a society we have become on our cell phones. I use mine a lot, but have being trying for a few months now to be less reliant on it. Kids are at school to learn, not be on their cell phones. The teachers should be teaching and paying attention to the students and not on their cell phones. I am curious, when you say banned, so you mean not even on school property, or just not allowed to be used during school hours? My 13 year old son takes his cell phone to school in his back pack, but we have talked to him about when he can use it. It;s mainly for after school activities, so he can let us know when he needs to be picked up. I look forward reading your papers. Thomas F. Wright

e Week 3 and worth 80 points It takes practice to become an effective written communicator. In this course, you will practice writing effectively for different purposes. Identify a topic from the list below. Each topic identifies an issue that you will investigate over the 11-week term. Throughout this course, you will discuss why you chose the topic research and then propose a way to address the issue.You will write a draft and revision for two types of essays. Point of View: Use First Person POV, i.e. “I,” for the personal essay. Use Third Person POV, i.e. “he/she/they,” for the stance essay. Do not use the Second Person POV, “you

from the Romantic period, and then you choose one from EITHER the Renaissance or Victorian periods to compare to the Romantic. The poems are provided for you in the overview pages for each period of poetry. To accomplish that, you must follow the above steps and complete the TPFASTT worksheet in order to gain the information you need to identify the theme/tone and to write about it. You will choose TWO poems on which to write. You will choose TWO. That means you'll have two responses about tone and two responses about theme. This is important: please make sure that the two poems you choose share the same theme. This is extremely important for being able to write the essay in the final module. They must share the same theme. Consider the following subjects when determining a theme: power, love, control, religion, science, gender roles, death/loss/mourning, beauty, or values.