1) Read the income dataset, “zipIncomeAssignment.csv”, into R. (You can find the csv file in iLearn under the Content -> Week 2 folder.)
2) Change the column names of your data frame so that zcta becomes zipCode and meanhouseholdincome becomes income.
3) Analyze the summary of your data. What are the mean and median average incomes?
4) Plot a scatter plot of the data. Although this graph is not too informative, do you see any outlier values? If so, what are they?
5) In order to omit outliers, create a subset of the data so that:
$7,000 < income < $200,000 (or in R syntax , income > 7000 & income < 200000)
6) What’s your new mean?
7) Create a simple box plot of your data. Be sure to add a title and label the axes.
HINT: Take a look at: https://www.tutorialspoint.com/r/r_boxplots.htm (specifically, Creating the Boxplot.) Instead of “mpg ~ cyl”, you want to use “income ~ zipCode”.
In the box plot you created, notice that all of the income data is pushed towards the bottom of the graph because most average incomes tend to be low. Create a new box plot where the y-axis uses a log scale. Be sure to add a title and label the axes. For the next 2 questions, use the ggplot library in R, which enables you to create graphs with several different types of plots layered over each other.
8) Make a ggplot that consists of just a scatter plot using the function geom_point() with position = “jitter” so that the data points are grouped by zip code. Be sure to use ggplot’s function for taking the log10 of the y-axis data. (Hint: for geom_point, have alpha=0.2).
9) Create a new ggplot by adding a box plot layer to your previous graph. To do this, add the ggplot function geom_boxplot(). Also, add color to the scatter plot so that data points between different zip codes are different colors. Be sure to label the axes and add a title to the graph. (Hint: for geom_boxplot, have alpha=0.1 and outlier.size=0).
10) What can you conclude from this data analysis/visualization?
Our Amazing Features
-
Plagiarism Free Work
Our experts provide 100 % original and customized work On time Delivery
-
24*7 Customer Support
We provide 24*7 online customer supports via online chat or email
-
Cover All Subject
JQA is one stop solution for all subject’s Assignment. We can provide assignment help for almost all subjects.
-
Best Industry experts
We have 1000+ PHD and Post Graduate experts.
Hire a tutor
Assignment hero
USA
I am an experienced tutor of 7+ years in all math, physics, and Spanish, SAT, and ACT tutoring. I love working with students and seeing them improve on and grasp concepts!
Guru
USA
Need help in Maths and science ? Look no further . contact me so i can help you . i have been a academic tutor for 10 years . Hire me for help in assignments.
Vikas
USA
After 13 years of working with students across the country, we have the experience and knowledge to provide the best possible academic support for your academics.
Rgaurav
India
I have experience teaching AP Calculus AB and BC, Algebra I, Algebra II, Trigonometry, SAT Math Preparation, and Geometry. I have tutored students ranging from 8th grade to college students.
Question Attachments
3 attachments —