PSY 342: Final Project - Relationship Between Danceability and Instrumentals - Psychology Assignment Help

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Assignment Task:

For this assignment, you will be using the R Markdown file titled “spotifyr_final”. In this file, I have created two lists of music. One list contains several rock bands, and the other contains several electronic dance music artists. Use these datasets to answer the questions below. 
When you finish the project, submit your completed R Markdown file, a knitted version of the R Markdown file / or a word document with your answers to the questions. If you run into any R issues please email me and set up a time to meet for help. I will be available to meet during the week of Finals week on Monday, Tuesday, and Wednesday, but not Thursday or Friday.

For this assignment, we will be exploring and comparing rock and edm artists’ data. 
1. For the following questions, create descriptive statistics in R based on what the question is asking. Then answer the question.
a) Which rock band is the loudest?
b) Which edm artist has the most danceable music?
c) Compare the rock and edm genres, which type of music is the most instrumental? Does this make sense given what you know about the genres?
2. Create a graph to represent the above questions (1a, 1b, & 1c)
3. Create a graph representing the relationship between danceability (outcome) and instrumentals (predictor) with valence as the 3rd variable in a facet_grid using cut_interval.
4. Describe the relationships between the variables in the graph for # 3.
5. What does this mean for rock and edm music?
4. Conduct a simple linear regression between danceability (outcome) and instrumentals (predictor).
a) Describe the results of the regression analysis.
b) If instrumentals increases by 2 points, how much and in what direction would danceability change?
5. Conduct a multiple regression between loudness (outcome) and genre (predictor1) + tempo (predictor2).
a) Describe the results of the regression analysis.
b) What types of songs are the loudest based upon the results?
6. Cluster analysis 1 Rock
a)Plot the dendrogram
b)Create a heatmap of the albums with the characteristics from the dataset
c)Describe what these two graphs tell us about Rock albums
7. Cluster analysis 2 EDM
a) Plot the dendrogram
b) Create a heatmap of the albums with the characteristics from the dataset
c) Describe what these two graphs tell us about EDM albums
8. Compare the Rock and EDM cluster analyses
a) Are any clusters/characteristics similar between cluster analysis 1 & 2?
b) Are any clusters/characteristics different between cluster analysis 1 & 2?
9. Summary of all of the exploratory data analyses.
a) If I were a record label executive, how would you market both Rock and EDM music to me? (Provide an overall interpretation of the data. What kinds of people would like Rock music? What kinds of people would like EDM music?).

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