Lab2_AnswersTemplate

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Algonquin College *

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8390

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Industrial Engineering

Date

Dec 6, 2023

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docx

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CST8390 - Lab 2 Data Preparation and Cleaning - Answers Part 1 8. Which are the four important attributes that are relevant for data analysis? Country, branch, currency, salary 9. For the nominal attributes of the above question, fill in the following table: Attribute Name: ID Attribute Name: Branch Label Count Label Count CHINA 36 1 38 USA 38 2 39 GERMANY 38 3 37 MEXICO 37 4 35 JAPAN 1 6 1 Attribute Name: Currency Label Count CHY 38 EUR 38 MXD 35 USD 38 INR 1 10. Analyze your data to see any anomalies. List the identified anomalies below. Write why you think those records are anomalies in the following format (add rows as required):
Id first_name last_name email Address Country Branch Currency Salary Reason 100149 Darcy Addie daddie1k@jalbum.net 836 Marquette Pass Germany 2 EUR 60500999 Darcie has a salary that is significantly higher than anyone else in their branch, country, or currency, making them an outlier in multiple fields. 100204 Misha Tunna mtunnaj@dailymotion.com 15 Kipling Drive USA 1 USD 32000999 Misha also has a salary that much higher than others in their branch, country and currency making them another notable outlier. 100233 Bel Hodgin bhodgin2g@msu.edu 60 Bellgrove Court Japan 3 CHY 600000 Bel is the only employee working out of Japan 100187 Elsworth Skells eskells35@spotify.com 54486 Carberry Park Mexico 4 CHY 150000 Only employee in branch 4 using Chinese currency 100169 Chelsie Mulles cmulles3x@amazon.co.uk 8 Talmadge Circle Mexico 6 MXD 36000 Chelsie is the only employee working in branch 6 100187 Elsworth Skells eskells35@spotify.com 54486 Carberry Park Mexico 4 CHY 150000 Elsworth is the only employee working in Mexico using Chinese currency 100247 Nelson McRinn nmcrinn3p@economist.com 56053 Buell Terrace Mexico 2 MXD 19999 Nelson is the only employee in branch 2 working in Mexico 100139 Burton Dudden bdudden39@japanpost.jp 050 Nova Court Mexico 4 INR 45999 Burton is the only employee using INR currency 100233 Bel Hodgin bhodgin2g@msu.edu 60 Bellgrove Court Japan 3 CHY 600000 One of two people not in China using Chinese currency 100247 Nelson McRinn nmcrinn3p@economist.com 56053 Buell Terrace Mexico 2 MXD 19999 Only person in branch 2 not using EUR currency
(Add more rows as required. You will be able to find at least 8 anomalies) Part 2 8. How many instances do you have now? ____3010_______________________ 9. Take a screenshot and save it in lab2.doc.
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13. a. How many instances do you have now? _____2971____________ b. How many duplicates (how many got removed): ___39_____________ 14. Take a screenshot and paste it here.
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Nominal to Binary 16. How many nominal attributes do you have? 7 18. Take a screenshot and paste it in lab2 document.
21. Take a screenshot of the file while it is opened in Notepad++. Header should be visible.
In order to get the credit for this lab: 1. Show the EmployeesSalary file in Weka during demo. 2. Show EmployeesSalaryBigFileNoDupBinary.arff in Weka 3. Show the answers of Q8,9,10 of part 1 and Q8, 13, 14, 16, 18 & 21 of part 2 in lab2_Answers.doc 4. Upload lab2_Answers.doc in Brightspace before the submission due date. During demo time, you should be able to answer questions on the process that you did in this lab. When you take screenshots, make sure that you are getting the shot of the full Weka.
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