Investigation 3.1: Valence Differences Between R&B and Rap Genres (Independent) A music fan claims that R&B songs and Rap songs differ in terms of their positivity. The individual collected two independent random samples from the population of all songs on Spotify. Fifteen R&B songs and another fifteen Rap songs were collected and their Valence was recorded. Remember, the variable Valence is measured on a 0 to 1 scale. Songs with high valence sound more positive (e.g. happy, cheerful, euphoric), while songs with low valence sound more negative (e.g. sad, depressed, angry). We will subtract (R&B - Rap) and use the 10% significance level. Assume the Central Limit Theorem conditions hold. The data set is called RBRapSample31. Please import the data set into Rguroo or find it in our group. a) Define the population parameter in context and symbols in one sentence. b) State the hypotheses you would use to test the claim that a difference exists in the mean Valence between R&B and Rap songs using correct notation. c) In this investigation, we will obtain a 90% confidence interval to make the hypothesis test decision by following these instructions. ● ● In Rguroo, go to Analytics → Analysis → Mean Inference → One & Two Populations. In the Dataset dropdown, select RBRapSample31. Remember to import the data set if you have not already. Click the button next to the word Variable (not Variable 1). In the Variable dropdown, select Valence. For the By Factor dropdown, select Genre. In the Summary tab, set Population 1's level to be "r&b" and Population 2's level to be "rap." Now, select the fourth tab Population 1-2 and note that the Confidence Interval tab is selected. Set the confidence level to be 0.90. Then, select t-statistic under Method. Leave the Assumptions box on the right as is and click Preview. Provide either a screenshot or a copy of your confidence interval output table and state the confidence interval using proper formatting. d) Make a decision whether or not to reject the null hypothesis using the confidence interval by checking to see if the null value is captured by the confidence interval. State the decision and explanation in one sentence. e) Draw a conclusion about the claim using one or two sentences in context of the problem. f) Verify your decision by obtaining a test statistic and p-value in Rguroo. Follow the directions in part (c). Now, select the Test of Hypothesis tab. In this tab, change the significance level to 0.10 and update the alternative hypothesis. Select t-statistic under Method. Leave the Assumptions box on the right as is. Click Preview. Provide either a screenshot or a copy of your hypothesis test output table and verify your decision by comparing your p-value to the significance level in one complete sentence.

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6th Edition
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Author:Amos Gilat
Publisher:Amos Gilat
Chapter1: Starting With Matlab
Section: Chapter Questions
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1 Track_Nar Track_Arti Genre
2 What Are Nancy Wil r&b
Lowlife ONEFOUR r&b
3
r&b
r&b
4 Deep End DMX
5 Poison Like
6 SportsCen UGK
7 VIBEZ
8
9
10 Fratello
11 Here
12 Thong Sor Sisqo
r&b
13 Impatient Celeste
r&b
14 I Can't Los J. Cole r&b
r&b
Tyga r&b
Chamei Ch Anderson r&b
1997 Portrait r&b
Lee Scott r&b
Kinder Mar&b
15 Popeye CHASE B r&b
16 Till Dawn (Noah Cyrur&b
17 Letter To (La Coka Nirap
18 so sad
Mike Valla rap
19 HP
Dr. Dre rap
20 Eternal
Ericovich rap
21 PYRMYD Inkyz
rap
22 Shotta Flo YG
rap
23 m.A.A.d ci Kendrick L rap
24 Click, Clacl Olivia King rap
25 Gucci Gan Arcangel rap
26 Dey Know Kayo Generap
27 Break 'em Mary J. Bli rap
28 Slowly The Bones rap
29 Ruthless FMC Ren rap
30 Don't Belie Public Ene rap
31 In Da Club 50 Cent rap
Valence Danceability
0.397
0.311
0.383
0.32
0.264
0.383
0.46
0.395
0.449
0.401
0.436
0.407
0.516
0.521
0.381
0.548
0.53
0.594
0.631
0.635
0.714
0.706
0.799
0.72
0.64
0.727
0.902
0.866
0.845
0.896
0.24
0.337
0.205
0.401
0.26
0.437
0.338
0.465
0.54
0.468
0.0371
0.482
0.217
0.487
0.499
0.506
0.577
0.547
0.684 0.552
0.78
0.57
0.463
0.598
0.547
0.778
0.826 0.884
0.847
0.906
Transcribed Image Text:1 Track_Nar Track_Arti Genre 2 What Are Nancy Wil r&b Lowlife ONEFOUR r&b 3 r&b r&b 4 Deep End DMX 5 Poison Like 6 SportsCen UGK 7 VIBEZ 8 9 10 Fratello 11 Here 12 Thong Sor Sisqo r&b 13 Impatient Celeste r&b 14 I Can't Los J. Cole r&b r&b Tyga r&b Chamei Ch Anderson r&b 1997 Portrait r&b Lee Scott r&b Kinder Mar&b 15 Popeye CHASE B r&b 16 Till Dawn (Noah Cyrur&b 17 Letter To (La Coka Nirap 18 so sad Mike Valla rap 19 HP Dr. Dre rap 20 Eternal Ericovich rap 21 PYRMYD Inkyz rap 22 Shotta Flo YG rap 23 m.A.A.d ci Kendrick L rap 24 Click, Clacl Olivia King rap 25 Gucci Gan Arcangel rap 26 Dey Know Kayo Generap 27 Break 'em Mary J. Bli rap 28 Slowly The Bones rap 29 Ruthless FMC Ren rap 30 Don't Belie Public Ene rap 31 In Da Club 50 Cent rap Valence Danceability 0.397 0.311 0.383 0.32 0.264 0.383 0.46 0.395 0.449 0.401 0.436 0.407 0.516 0.521 0.381 0.548 0.53 0.594 0.631 0.635 0.714 0.706 0.799 0.72 0.64 0.727 0.902 0.866 0.845 0.896 0.24 0.337 0.205 0.401 0.26 0.437 0.338 0.465 0.54 0.468 0.0371 0.482 0.217 0.487 0.499 0.506 0.577 0.547 0.684 0.552 0.78 0.57 0.463 0.598 0.547 0.778 0.826 0.884 0.847 0.906
Investigation 3.1: Valence Differences Between R&B and Rap Genres (Independent)
A music fan claims that R&B songs and Rap songs differ in terms of their positivity. The
individual collected two independent random samples from the population of all songs on
Spotify. Fifteen R&B songs and another fifteen Rap songs were collected and their Valence was
recorded. Remember, the variable Valence is measured on a 0 to 1 scale. Songs with high
valence sound more positive (e.g. happy, cheerful, euphoric), while songs with low valence
sound more negative (e.g. sad, depressed, angry). We will subtract (R&B – Rap) and use the
10% significance level. Assume the Central Limit Theorem conditions hold. The data set is
called RBRapSample31. Please import the data set into Rguroo or find it in our group.
a) Define the population parameter in context and symbols in one sentence.
b) State the hypotheses you would use to test the claim that a difference exists in the mean
Valence between R&B and Rap songs using correct notation.
c) In this investigation, we will obtain a 90% confidence interval to make the hypothesis test
decision by following these instructions.
●
●
In Rguroo, go to Analytics → Analysis → Mean Inference → One & Two
Populations.
In the Dataset dropdown, select RBRapSample31. Remember to import the data
set if you have not already.
Click the button next to the word Variable (not Variable 1). In the Variable
dropdown, select Valence. For the By Factor dropdown, select Genre.
In the Summary tab, set Population 1's level to be "r&b” and Population 2's level
to be "rap."
Now, select the fourth tab Population 1-2 and note that the Confidence Interval
tab is selected. Set the confidence level to be 0.90. Then, select t-statistic under
Method. Leave the Assumptions box on the right as is and click Preview.
Provide either a screenshot or a copy of your confidence interval output table and state
the confidence interval using proper formatting.
d) Make a decision whether or not to reject the null hypothesis using the confidence interval
by checking to see if the null value is captured by the confidence interval. State the
decision and explanation in one sentence.
e) Draw a conclusion about the claim using one or two sentences in context of the problem.
f) Verify your decision by obtaining a test statistic and p-value in Rguroo. Follow the
directions in part (c). Now, select the Test of Hypothesis tab. In this tab, change the
significance level to 0.10 and update the alternative hypothesis. Select t-statistic under
Method. Leave the Assumptions box on the right as is. Click Preview. Provide either a
screenshot or a copy of your hypothesis test output table and verify your decision by
comparing your p-value to the significance level in one complete sentence.
Transcribed Image Text:Investigation 3.1: Valence Differences Between R&B and Rap Genres (Independent) A music fan claims that R&B songs and Rap songs differ in terms of their positivity. The individual collected two independent random samples from the population of all songs on Spotify. Fifteen R&B songs and another fifteen Rap songs were collected and their Valence was recorded. Remember, the variable Valence is measured on a 0 to 1 scale. Songs with high valence sound more positive (e.g. happy, cheerful, euphoric), while songs with low valence sound more negative (e.g. sad, depressed, angry). We will subtract (R&B – Rap) and use the 10% significance level. Assume the Central Limit Theorem conditions hold. The data set is called RBRapSample31. Please import the data set into Rguroo or find it in our group. a) Define the population parameter in context and symbols in one sentence. b) State the hypotheses you would use to test the claim that a difference exists in the mean Valence between R&B and Rap songs using correct notation. c) In this investigation, we will obtain a 90% confidence interval to make the hypothesis test decision by following these instructions. ● ● In Rguroo, go to Analytics → Analysis → Mean Inference → One & Two Populations. In the Dataset dropdown, select RBRapSample31. Remember to import the data set if you have not already. Click the button next to the word Variable (not Variable 1). In the Variable dropdown, select Valence. For the By Factor dropdown, select Genre. In the Summary tab, set Population 1's level to be "r&b” and Population 2's level to be "rap." Now, select the fourth tab Population 1-2 and note that the Confidence Interval tab is selected. Set the confidence level to be 0.90. Then, select t-statistic under Method. Leave the Assumptions box on the right as is and click Preview. Provide either a screenshot or a copy of your confidence interval output table and state the confidence interval using proper formatting. d) Make a decision whether or not to reject the null hypothesis using the confidence interval by checking to see if the null value is captured by the confidence interval. State the decision and explanation in one sentence. e) Draw a conclusion about the claim using one or two sentences in context of the problem. f) Verify your decision by obtaining a test statistic and p-value in Rguroo. Follow the directions in part (c). Now, select the Test of Hypothesis tab. In this tab, change the significance level to 0.10 and update the alternative hypothesis. Select t-statistic under Method. Leave the Assumptions box on the right as is. Click Preview. Provide either a screenshot or a copy of your hypothesis test output table and verify your decision by comparing your p-value to the significance level in one complete sentence.
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