Note: Solve all the above questions using Python. Use Pandas, Seaborn, Sklearn, etc. libraries for all...
Fantastic news! We've Found the answer you've been seeking!
Question:
Transcribed Image Text:
Note: Solve all the above questions using Python. Use Pandas, Seaborn, Sklearn, etc. libraries for all the following analysis. Consider data given in file HW5DataA ¹. Consider the following data description: Field Gender Table 1: Data Description Description Gender of the student Location Home City of the student Quiz-1 Quiz-2 Quiz-3 Quiz-4 Major-1 Major-2 Major-3 Score of the student in Quiz-1 Score of the student in Quiz-2 Score of the student in Quiz-3 Score of the student in Quiz-4 Score of the student in Major-1 Score of the student in Major-2 Score of the student in Major-3 Final Score of the student in the final exam. Gender Male Female Female Male Female Female Male Female Male Male Male Male Male Female Male Female Female Female Female Female Female Male Male Female Female Male Female Female Female Female Female Female Male Male Male Female Quiz-1 + 17 10 7 22 21 14 21 16 20 15 13 9 10 14 2 16 15 18 8 15 17 18 12 15 20 1 9 13 9 10 20 19 LO 00 Quiz-2 17 21 21 10 15 24 2 13 23 20 13 12 17 22 8 7 16 5 5 9 SE 8 18 14 13 20 13 10 17 11 24 FER Quiz- 24 14 23 21 17 5 21 6 5 11 5 19 14 13 20 14 15 21 15 14 14 5 14 9 10 19 11 22 7 21 23 Quiz-4 16 8 12 18 14 21 25 12 21 11 10 11 10 18 196 20 8 8 19 17 11 9 12 13 0 4 9 6 6 21 18 980 Major- 100 16 62 52 19 28 87 94 46 39 83 61 41 41 79 47 31 34 57 46 Major-2 30 27 62 26 Major-3 78 88 88 95 58 82 64 62 18 46 90 28 42 63 84 33 42 95 62 44 50 74 31 18 32 52 31 29 76 62 71 85 33 36 84 18 85 43 37 81 69 40 46 FERR 52 29 21 82 B-5: Correlation Analysis. Do the following: • Calculate the correlation between all the score columns of HW5DataA. • Identify top 3 variables that are highly correlated with 'Final' score column. • Which pair of score columns are strongly correlated? Note: Solve all the above questions using Python. Use Pandas, Seaborn, Sklearn, etc. libraries for all the following analysis. Consider data given in file HW5DataA ¹. Consider the following data description: Field Gender Table 1: Data Description Description Gender of the student Location Home City of the student Quiz-1 Quiz-2 Quiz-3 Quiz-4 Major-1 Major-2 Major-3 Score of the student in Quiz-1 Score of the student in Quiz-2 Score of the student in Quiz-3 Score of the student in Quiz-4 Score of the student in Major-1 Score of the student in Major-2 Score of the student in Major-3 Final Score of the student in the final exam. Gender Male Female Female Male Female Female Male Female Male Male Male Male Male Female Male Female Female Female Female Female Female Male Male Female Female Male Female Female Female Female Female Female Male Male Male Female Quiz-1 + 17 10 7 22 21 14 21 16 20 15 13 9 10 14 2 16 15 18 8 15 17 18 12 15 20 1 9 13 9 10 20 19 LO 00 Quiz-2 17 21 21 10 15 24 2 13 23 20 13 12 17 22 8 7 16 5 5 9 SE 8 18 14 13 20 13 10 17 11 24 FER Quiz- 24 14 23 21 17 5 21 6 5 11 5 19 14 13 20 14 15 21 15 14 14 5 14 9 10 19 11 22 7 21 23 Quiz-4 16 8 12 18 14 21 25 12 21 11 10 11 10 18 196 20 8 8 19 17 11 9 12 13 0 4 9 6 6 21 18 980 Major- 100 16 62 52 19 28 87 94 46 39 83 61 41 41 79 47 31 34 57 46 Major-2 30 27 62 26 Major-3 78 88 88 95 58 82 64 62 18 46 90 28 42 63 84 33 42 95 62 44 50 74 31 18 32 52 31 29 76 62 71 85 33 36 84 18 85 43 37 81 69 40 46 FERR 52 29 21 82 B-5: Correlation Analysis. Do the following: • Calculate the correlation between all the score columns of HW5DataA. • Identify top 3 variables that are highly correlated with 'Final' score column. • Which pair of score columns are strongly correlated?
Expert Answer:
Answer rating: 100% (QA)
First lets import the necessary libraries and load the data into a Pandas DataFrame import pandas as pd import seaborn as sns import matplotlibpyplot as plt from sklearnlinearmodel import LinearRegres... View the full answer
Related Book For
Applied Regression Analysis and Other Multivariable Methods
ISBN: 978-1285051086
5th edition
Authors: David G. Kleinbaum, Lawrence L. Kupper, Azhar Nizam, Eli S. Rosenberg
Posted Date:
Students also viewed these programming questions
-
Calculate Vo and in the given circuit. Assume the source voltage V= 220 V. V 70 92 EN 20 V The value of Vis The value of lo is www V. mA. +201 www www 30 5
-
The data in Question 28 are converted to z scores here, thus allowing you to compute the standardized beta coefficients for each predictor variable from the data given in the previous question. Using...
-
The data for the visibility chart in Discussion Question are shown in Table. The visibility standard is set at 100. Readings below 100 indicate that air pollution has reduced visibility and readings...
-
Consider an asset allocation problem with one risky asset and one risk-free asset .There are four investors .Each investor maximizes a mean-variance utility function to make their optimal investment...
-
The concept of earnings quality has several dimensions, but two characteristics often dominate: the accounting information should be a fair representation of performance for the reporting period, and...
-
Which of the following is a binomial random variable? Which one(s) could possibly have a normal distribution? Explain your answers. a. The number of magazines subscribed to by a Canadian household....
-
Days sales in inventory is equal to: a. 365/inventory turnover. b. Sales/inventory turnover. c. 365 X inventory/sales. d. 365 X sales/inventory.
-
The adjusted trial balance of Cavamanlis Co. as of December 31, 2012, contains the following. Instructions(a) Prepare an income statement.(b) Prepare a statement of retained earnings.(c) Prepare a...
-
P8-10 Assessing return and risk Swift Manufacturing must choose between two asset purchases. The annual rate of return and the related probabilities given in the following table summarize the firm's...
-
Consider the information for Evans, Inc. when the company entered bankruptcy proceedings: Account Balance per Books Dr (Cr) Cash $30,500 Accounts receivable 600,000 Inventory 100,000 Prepaid expenses...
-
How does a financial statement auditor help reduce information risk, and make financial statements more trustworthy and reliable?
-
What are the three forms of exchange rate exposure that MNCs confront? What techniques are available to MNCs to reduce or control these exchange rate exposures?
-
\(F(t)=\alpha\) t corresponds to: a. an impulse b. step force c. ramp force
-
True or False. The response spectrum corresponding to base excitation is useful in the design of machinery subject to earthquakes.
-
In a frequency distribution, the sum of all frequencies is less than the total number of observations. In Exercises 912, determine whether the statement is true or false. If the statement is false,...
-
Why is performance appraisal important for international firms?
-
crtical apprisal of the research Karim F, Oyewande A A, Abdalla L F, et al. (2020) Social Media Use and Its Connection to Mental Health: A Systematic Review. Cureus 12(6): e8627. Doi....
-
Government is advised to tax goods whose demand curves are inelastic if the goal is to raise tax revenues. If the goal is to discourage consumption, then it ought to tax goods whose demand curves are...
-
This time including SEX as a predictor (coded SEX = 1 if female, SEX = 0 if male). a. Examine a plot of the studentized or jackknife residuals versus the predicted values. Are any regression...
-
Random samples of 100 persons awaiting trial on felony charges were selected from rural, urban, and suburban court locations in each of two states, one (state 1) in the Northeast and the other (state...
-
Assume that the following ANOVA table came from balanced two-way fixed-effects ANOVA. Show the formula used (with numbers filled in) and the numerical value of each letter in the table. Also,...
-
Who coined the phrase "white collar crime?" a. Joe Wells b. Edwin Sutherland c. Michael Comer d. D.R. Cressey e. James McCleland
-
Which would not fall under corruption? a. Conflict of interest b. Bribery c. Falsifying performance d. Extortion e. All of the above fall under corruption
-
Which statement is false? a. In terms of actual numbers of events, women commit more fraud than men. b. Fraudsters act alone about 70 percent of the time. c. Employees are the largest number of...
Faith Finance And Economy Beliefs And Economic Well Being 1st Edition - ISBN: 3030387836 - Free Book
Study smarter with the SolutionInn App